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Khajeh E, Fakour S, Zeh-Ressel C, Jafari M, Nikbakhsh R, Ramouz A, Mehrabi A, Büchler MW, Kulu Y. Complete pathological response to neoadjuvant chemoradiotherapy is associated with improved long-term survival after surgical treatment for rectal cancer. Surg Oncol 2025; 60:102206. [PMID: 40120186 DOI: 10.1016/j.suronc.2025.102206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2024] [Revised: 02/09/2025] [Accepted: 03/04/2025] [Indexed: 03/25/2025]
Abstract
BACKGROUND Tumor regression after neoadjuvant chemoradiotherapy can improve the long-term outcomes of rectal cancer. However, it is unclear how the tumor regression grade (TRG) relates to long-term outcomes. We evaluated how the TRG affects overall survival in patients with rectal cancer who underwent neoadjuvant chemoradiotherapy prior to radical surgery. METHODS All patients who underwent low anterior resection for rectal cancer after chemoradiotherapy over a 13-year period were included in this study. Perioperative and histopathological data of patients, including the TRG (categorized as no regression, minimal regression, moderate regression, near complete regression and complete regression) were evaluated. The correlation of TRG with overall survival was assessed using the log-rank test and Cox proportional hazards regression analysis. RESULTS During the study period,193 patients underwent low anterior rectal resection after neoadjuvant chemoradiotherapy. The 90-day mortality rate was 1.5 % and the median follow up was 69.5 months. The 5-year and 10-year overall survival rates were 85.0 % and 69.8 %, respectively. Patients with complete regression had a significantly higher 10-year overall survival rate than other patients (87.3 % vs. 66.5 %, p = 0.031). Multivariate analysis revealed that older age (hazard ratio [HR] = 2.4,95 % confidence interval [95 % CI] = 1.3-4.6, p = 0.007) and complete pathological response (HR = 0.23, 95 % CI = 0.06-0.96, p = 0.044) were independent predictors of overall survival. CONCLUSION Complete pathological response after neoadjuvant therapy for rectal cancer improves overall survival after surgery. Further studies are needed to determine the factors that predict complete TRG to identify patients who would benefit most from neoadjuvant chemoradiotherapy.
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Affiliation(s)
- Elias Khajeh
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany
| | - Sanam Fakour
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany
| | - Constanze Zeh-Ressel
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany
| | - Marzieh Jafari
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany
| | - Rajan Nikbakhsh
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany
| | - Ali Ramouz
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany
| | - Arianeb Mehrabi
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany.
| | - Markus W Büchler
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany
| | - Yakup Kulu
- Department of General, Visceral, and Transplantation Surgery, Ruprecht-Karls University, Heidelberg, Germany; Center for General and Visceral Surgery, SLK-Clinics GmbH, Heilbronn, Germany
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Ho V, Chung L, Rutland T, Lea V, Lim SH, Abubakar A, Ng W, Lee M, Roberts TL, Chua W, Mackenzie S, Lee CS. Prognostic Value of LC3A Protein Expression Patterns in Rectal Cancer Tumors. Cancers (Basel) 2025; 17:1568. [PMID: 40361494 PMCID: PMC12071802 DOI: 10.3390/cancers17091568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2025] [Revised: 04/26/2025] [Accepted: 05/03/2025] [Indexed: 05/15/2025] Open
Abstract
Background/Objectives: Autophagy is a conserved self-degradation process by which cells break down and recycle their cellular constituents. This process is activated by various stressors, including nutrient deprivation and DNA damage, and has also been associated with tumor progression. In the present study, we aimed to determine the expression patterns, clinicopathological significance, and prognostic value of the autophagy marker microtubule-associated protein 1 light chain 3 alpha (LC3A)-an essential component of autophagic vacuoles-in rectal cancer. Methods: LC3A reactivity was measured by immunohistochemistry in tumor samples from 243 patients who underwent surgery for rectal cancer. Results: Three distinct patterns of LC3A expression were identified: diffuse cytoplasmic, perinuclear, and stone-like structures (SLS). In Kaplan-Meier survival analyses, patients positive for the SLS pattern of LC3A staining in the tumor periphery (TP) had worse overall survival (OS; p = 0.001) and disease-free survival (DFS; p = 0.030) than those without SLSs in this region, as determined by the log-rank test. When patients were stratified by tumor stage, this result was significant in those with stage T3-T4 (OS, p < 0.001; DFS, p = 0.001) but not T1-T2 disease. Multivariate Cox regression analysis further showed an association between TP-localized LC3A SLS positivity and reduced OS for the overall cohort (hazard ratio [HR] = 2.6313, 95% confidence interval [CI]: 1.090-6.349, p = 0.031) and specifically those in the T3-T4 subgroup (HR = 3.347, 95% CI: 1.657-6.760, p = 0.001). Conclusions: Our findings suggest that positivity for SLSs in the TP may hold clinical value as a biomarker for survival prognosis in rectal cancer patients.
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Affiliation(s)
- Vincent Ho
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia;
| | - Liping Chung
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia;
| | - Tristan Rutland
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Department of Anatomical Pathology, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Vivienne Lea
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Department of Anatomical Pathology, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Stephanie H. Lim
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia;
- Department of Medical Oncology, Liverpool Hospital, Liverpool, NSW 2170, Australia;
- Macarthur Cancer Therapy Centre, Campbelltown Hospital, Campbelltown, NSW 2560, Australia
| | - Askar Abubakar
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia;
| | - Weng Ng
- Department of Medical Oncology, Liverpool Hospital, Liverpool, NSW 2170, Australia;
| | - Mark Lee
- Department of Radiation Oncology, Liverpool Hospital, Liverpool, NSW 2170, Australia;
| | - Tara L. Roberts
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia;
- South Western Sydney Clinical School, University of New South Wales, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Wei Chua
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Department of Radiation Oncology, Liverpool Hospital, Liverpool, NSW 2170, Australia;
- Discipline of Medical Oncology, School of Medicine, Western Sydney University, Liverpool, NSW 2170, Australia
| | - Scott Mackenzie
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Department of Colorectal Surgery, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Cheok Soon Lee
- School of Medicine, Western Sydney University, Penrith, NSW 2751, Australia; (L.C.); (T.R.); (V.L.); (A.A.); (T.L.R.); (W.C.); (S.M.); (C.S.L.)
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia;
- Department of Anatomical Pathology, Liverpool Hospital, Liverpool, NSW 2170, Australia
- Discipline of Pathology, School of Medicine, Western Sydney University, Campbelltown, NSW 2560, Australia
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Kubota S, Wakiya T, Morohashi H, Miura T, Kanda T, Matsuzaka M, Sasaki Y, Sakamoto Y, Hakamada K. Prediction of the Therapeutic Response to Neoadjuvant Chemotherapy for Rectal Cancer Using a Deep Learning Model. J Anus Rectum Colon 2025; 9:202-212. [PMID: 40302856 PMCID: PMC12035344 DOI: 10.23922/jarc.2024-085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Accepted: 12/08/2024] [Indexed: 05/02/2025] Open
Abstract
Objectives Predicting the response to chemotherapy can lead to the optimization of neoadjuvant chemotherapy (NAC). The present study aimed to develop a non-invasive prediction model of therapeutic response to NAC for rectal cancer (RC). Methods A dataset of the prechemotherapy computed tomography (CT) images of 57 patients from multiple institutions who underwent rectal surgery after three courses of S-1 and oxaliplatin (SOX) NAC for RC was collected. The therapeutic response to NAC was pathologically confirmed. It was then predicted whether they were pathologic responders or non-responders. Cases were divided into training, validation and test datasets. A CT patch-based predictive model was developed using a residual convolutional neural network and the predictive performance was evaluated. Binary logistic regression analysis of prechemotherapy clinical factors showed that none of the independent variables were significantly associated with the non-responders. Results Among the 49 patients in the training and validation datasets, there were 21 (42.9%) and 28 (57.1%) responders and non-responders, respectively. A total of 3,857 patches were extracted from the 49 patients. In the validation dataset, the average sensitivity, specificity and accuracy was 97.3, 95.7 and 96.8%, respectively. Furthermore, the area under the receiver operating characteristic curve (AUC) was 0.994 (95% CI, 0.991-0.997; P<0.001). In the test dataset, which included 750 patches from 8 patients, the predictive model demonstrated high specificity (89.9%) and the AUC was 0.846 (95% CI, 0.817-0.875; P<0.001). Conclusions The non-invasive deep learning model using prechemotherapy CT images exhibited high predictive performance in predicting the pathological therapeutic response to SOX NAC.
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Affiliation(s)
- Shunsuke Kubota
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Taiichi Wakiya
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Hajime Morohashi
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Takuya Miura
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Taishu Kanda
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Masashi Matsuzaka
- Department of Medical Informatics, Hirosaki University Hospital, Hirosaki, Japan
| | - Yoshihiro Sasaki
- Department of Medical Informatics, Hirosaki University Hospital, Hirosaki, Japan
| | - Yoshiyuki Sakamoto
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
| | - Kenichi Hakamada
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Japan
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Pérez M, Lozano JJ, Ingelmo-Torres M, Domenech M, Fernández Ramón C, Witjes JA, van der Heijden AG, Requena MJ, Coy A, Calderon R, Mellado B, Alcaraz A, Vilaseca A, Ribal MJ. Biomarker-Based Nomogram to Predict Neoadjuvant Chemotherapy Response in Muscle-Invasive Bladder Cancer. Biomedicines 2025; 13:740. [PMID: 40149716 PMCID: PMC11939915 DOI: 10.3390/biomedicines13030740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2025] [Revised: 03/02/2025] [Accepted: 03/11/2025] [Indexed: 03/29/2025] Open
Abstract
Background/Objectives: The aim of this study was to identify response prediction and prognostic biomarkers in muscle-invasive bladder cancer (MIBC) patients undergoing neoadjuvant chemotherapy (NAC). Methods: A retrospective multicentre study including 191 patients with MIBC who received NAC previous to radical cystectomy (RC) between 1996 and 2013. Gene expression patterns were analysed in 34 samples from transurethral resection of the bladder (TURB) using Illumina microarrays. The expression levels of 45 selected differentially expressed genes between responders and non-responders to NAC were validated by quantitative PCR in an independent cohort of 157 patients. Regression analysis was used to identify predictors of downstaging and relapse. A nomogram for predicting downstaging and relapse-including clinicopathological and gene expression variables-was developed. Results: The expression levels of 1352 transcripts differed between responders and non-responders to NAC. A nomogram based on the most predictive clinical variables (age, Tis (in situ), gender, history of NMIBC, and lymphadenopathy) and genes selected following the Akaike information criterion (AIC) (CBTB16, CHMP6, DDX54, CASP8, LOR, and PLEC) was then created. In addition, a three-gene expression prognostic model to predict tumour relapse was generated. This model was able to discriminate between two groups of patients with a significantly different probability of tumour relapse (HR: 2.11; CI: 1.16-3.83, p = 0.01). Conclusions: Our nomogram based on gene expression and clinical data is a useful tool to predict downstaging and tumour relapse after NAC in MIBC patients. Further validation is warranted.
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Affiliation(s)
- Meritxell Pérez
- Department of Urology, Hospital Universitari Terrassa, 08221 Terrassa, Spain;
| | - Juan José Lozano
- Plataforma Bioinformatica, Centro de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Hospital Clínic de Barcelona, 08036 Barcelona, Spain
| | - Mercedes Ingelmo-Torres
- Department of Urology, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, University of Barcelona, 08036 Barcelona, Spain
| | - Montserrat Domenech
- Medical Oncology Department, Fundació Althaia, Xarxa Assintencial Universitària de Manresa, 08242 Manresa, Spain
| | - Caterina Fernández Ramón
- Urology Department, Fundació Althaia, Xarxa Assintencial Universitària de Manresa, 08242 Manresa, Spain
| | - J. Alfred Witjes
- Department of Urology, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
| | | | - Maria José Requena
- Department of Urology, Reina Sofía University Hospital, IMIBIC, Cordoba University, 14014 Córdoba, Spain
| | - Antonio Coy
- Fundación Instituto Valenciano de Oncologia (IVO), 46009 Valencia, Spain
| | - Ricard Calderon
- Department of Urology, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, University of Barcelona, 08036 Barcelona, Spain
| | - Begoña Mellado
- Translational Genomics and Targeted Therapeutics in Solid Tumors, Medical Oncology Department, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Hospital Clínic de Barcelona, 08036 Barcelona, Spain
- Uro-Oncology Unit, Medical Oncology Department, Hospital Clínic de Barcelona, University of Barcelona, 08036 Barcelona, Spain
| | - Antonio Alcaraz
- Uro-Oncology Unit, Department of Urology, Hospital Clinic de Barcelona, 08036 Barcelona, Spain
| | - Antoni Vilaseca
- Uro-Oncology Unit, Department of Urology, Hospital Clinic de Barcelona, 08036 Barcelona, Spain
| | - Maria J. Ribal
- Uro-Oncology Unit, Department of Urology, Hospital Clinic de Barcelona, 08036 Barcelona, Spain
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Domínguez-Prieto V, León-Arellano M, Olivera-Salazar R, Vega-Clemente L, Caramés C, Ruiz-Hispán E, Fuentes-Mateos R, Rosero-Rodríguez D, Guadalajara H, García-Arranz M, García-Olmo D. Pre-Treatment SEPTIN9 Gene Methylation Ratio Predicts Tumor Response to Total Neoadjuvant Therapy in Patients with Locally Advanced Rectal Cancer. Cancers (Basel) 2025; 17:965. [PMID: 40149300 PMCID: PMC11940776 DOI: 10.3390/cancers17060965] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2025] [Revised: 03/05/2025] [Accepted: 03/06/2025] [Indexed: 03/29/2025] Open
Abstract
Background and objective: Multiple markers have been proposed, but there are no reliable pre-treatment markers that predict tumor response to total neoadjuvant therapy in patients with locally advanced rectal cancer. The objective of this study is to evaluate the usefulness of pre-treatment SEPTIN9 gene methylation ratio as a predictor of tumor response to total neoadjuvant therapy and its correlation with tumor size and tumor stage in patients with locally advanced rectal cancer. Methods: Patients with locally advanced rectal cancer (T3/4 and/or N+ histologically confirmed rectal cancer) undergoing total neoadjuvant therapy were included. Tumor size and tumor stage were determined by magnetic resonance. SEPTIN9 gene methylation in plasmatic cfDNA was analyzed by droplet digital PCR at the time of diagnosis. After completing total neoadjuvant therapy, tumor response was assessed by magnetic resonance and proctoscopy. The correlation between pre-treatment SEPTIN9 gene methylation ratio, tumor size, tumor stage and tumor response was analyzed. Results: 39 patients with locally advanced rectal cancer were included. Pre-treatment SEPTIN9 gene methylation ratio (p = 0.033) and tumor size (p = 0.026), but not tumor stage, significantly correlated with tumor response to total neoadjuvant therapy. Pre-treatment SEPTIN9 gene methylation ratio also correlated with N stage (p = 0.040) and tumor size (p = 0.001), but not with T stage (p = 0.846). Conclusions: Pre-treatment SEPTIN9 gene methylation ratio correlates with tumor size and N stage and can predict tumor response to total neoadjuvant therapy in patients with locally advanced rectal cancer.
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Affiliation(s)
- Víctor Domínguez-Prieto
- Surgery Department, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (M.L.-A.); (H.G.); (D.G.-O.)
| | - Miguel León-Arellano
- Surgery Department, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (M.L.-A.); (H.G.); (D.G.-O.)
| | - Rocío Olivera-Salazar
- New Therapies Laboratory, Fundación Jiménez Díaz Health Investigation Institute, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (R.O.-S.); (L.V.-C.); (M.G.-A.)
| | - Luz Vega-Clemente
- New Therapies Laboratory, Fundación Jiménez Díaz Health Investigation Institute, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (R.O.-S.); (L.V.-C.); (M.G.-A.)
| | - Cristina Caramés
- Oncology Department, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (C.C.); (E.R.-H.); (R.F.-M.); (D.R.-R.)
| | - Eva Ruiz-Hispán
- Oncology Department, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (C.C.); (E.R.-H.); (R.F.-M.); (D.R.-R.)
| | - Raquel Fuentes-Mateos
- Oncology Department, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (C.C.); (E.R.-H.); (R.F.-M.); (D.R.-R.)
| | - Diana Rosero-Rodríguez
- Oncology Department, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (C.C.); (E.R.-H.); (R.F.-M.); (D.R.-R.)
| | - Héctor Guadalajara
- Surgery Department, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (M.L.-A.); (H.G.); (D.G.-O.)
- Faculty of Medicine, Universidad Autónoma de Madrid, 28029 Madrid, Spain
| | - Mariano García-Arranz
- New Therapies Laboratory, Fundación Jiménez Díaz Health Investigation Institute, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (R.O.-S.); (L.V.-C.); (M.G.-A.)
- Faculty of Medicine, Universidad Autónoma de Madrid, 28029 Madrid, Spain
| | - Damián García-Olmo
- Surgery Department, Fundación Jiménez Díaz University Hospital, 28040 Madrid, Spain; (M.L.-A.); (H.G.); (D.G.-O.)
- Faculty of Medicine, Universidad Autónoma de Madrid, 28029 Madrid, Spain
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Lukacsovich D, Zambare W, Wu C, Huang H, Zhang W, Kim MJ, Alvarez J, Bercz A, Paty PB, Romesser PB, Wang L, Smith JJ, Chen XS. Integrating Tumor and Organoid DNA Methylation Profiles Reveals Robust Predictors of Chemotherapy Response in Rectal Cancer. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.02.28.25322951. [PMID: 40093220 PMCID: PMC11908278 DOI: 10.1101/2025.02.28.25322951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
Rectal cancer patients display heterogeneous responses to neoadjuvant treatment-including the intensive total neoadjuvant therapy (TNT)-and reliable biomarkers are lacking to guide which tumors will benefit most from these regimens. Here, we profiled DNA methylation in tumor tissue and matched patient-derived organoids (PDOs) from 18 rectal cancer cases (50 total samples), leveraging the Illumina MethylationEPIC array and quality control filters that retained 771,964 CpG sites. Analyses used linear models (for tissue-only or PDO-only) and a joint linear mixed-effects approach (accounting for patient-level random effects) to identify significant CpGs associated with log-transformed FOLFOX IC50. We found that PDOs faithfully recapitulate patient-tumor methylation patterns (Spearman's correlation >0.95 among replicate organoids), and the joint model uncovered 745 CpGs tied to FOLFOX sensitivity, many of which were missed in tissue-only analyses. Differentially methylated regions reinforced that broader epigenetic blocks near TSS or enhancer regions may modulate chemo-resistance, while pathway enrichment pinpointed focal adhesion, ECM-receptor interaction, calcium signaling, and folate metabolism as key processes. A methylation risk score derived from these CpGs significantly predicted progression-free survival in an independent colorectal cancer cohort (p=0.019), outperforming single-sample-based signatures. These findings suggest that combining methylation profiles from both tumors and PDOs can expose robust epigenetic drivers of therapy response, aiding the development of clinically actionable biomarkers for rectal cancer TNT.
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Affiliation(s)
- David Lukacsovich
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Dr. John T Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, FL, 33136, USA
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Department of Radiation Oncology, Colorectal and Anal Cancer Service, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Wini Zambare
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Chao Wu
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Hanchen Huang
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Dr. John T Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, FL, 33136, USA
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Department of Radiation Oncology, Colorectal and Anal Cancer Service, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Wei Zhang
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
| | - Min Jung Kim
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Janet Alvarez
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Aron Bercz
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Philip B Paty
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Paul B Romesser
- Department of Radiation Oncology, Colorectal and Anal Cancer Service, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Lily Wang
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Dr. John T Macdonald Foundation Department of Human Genetics, University of Miami, Miller School of Medicine, Miami, FL, 33136, USA
- John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
| | - J Joshua Smith
- Colorectal Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - X Steven Chen
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
- Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, 33136, USA
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Wu X, Wang J, Chen C, Cai W, Guo Y, Guo K, Chen Y, Shi Y, Chen J, Lin X, Jiang X. Integration of Deep Learning and Sub-regional Radiomics Improves the Prediction of Pathological Complete Response to Neoadjuvant Chemoradiotherapy in Locally Advanced Rectal Cancer Patients. Acad Radiol 2025:S1076-6332(24)01037-7. [PMID: 39809603 DOI: 10.1016/j.acra.2024.12.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2024] [Revised: 12/20/2024] [Accepted: 12/21/2024] [Indexed: 01/16/2025]
Abstract
RATIONALE AND OBJECTIVES The precise prediction of response to neoadjuvant chemoradiotherapy is crucial for tailoring perioperative treatment in patients diagnosed with locally advanced rectal cancer (LARC). This retrospective study aims to develop and validate a model that integrates deep learning and sub-regional radiomics from MRI imaging to predict pathological complete response (pCR) in patients with LARC. MATERIALS AND METHODS We retrospectively enrolled 768 eligible participants from three independent hospitals who had received neoadjuvant chemoradiotherapy followed by radical surgery. Pretreatment pelvic MRI scans (T2-weighted), were collected for annotation and feature extraction. The K-means approach was used to segment the tumor into sub-regions. Radiomics and deep learning features were extracted by the Pyradiomics and 3D ResNet50, respectively. The predictive models were developed using the radiomics, sub-regional radiomics, and deep learning features with the machine learning algorithm in training cohort, and then validated in the external tests. The models' performance was assessed using various metrics, including the area under the curve (AUC), decision curve analysis, Kaplan-Meier survival analysis. RESULTS We constructed a combined model, named SRADL, which includes deep learning with sub-regional radiomics signatures, enabling precise prediction of pCR in LARC patients. SRADL had satisfactory performance for the prediction of pCR in the training cohort (AUC 0.925 [95% CI 0.894 to 0.948]), and in test 1 (AUC 0.915 [95% CI 0.869 to 0.949]) and in test 2 (AUC 0.902 [95% CI 0.846 to 0.945]). By employing optimal threshold of 0.486, the predicted pCR group had longer survival compared to predicted non-pCR group across three cohorts. SRADL also outperformed other single-modality prediction models. CONCLUSION The novel SRADL, which integrates deep learning with sub-regional signatures, showed high accuracy and robustness in predicting pCR to neoadjuvant chemoradiotherapy using pretreatment MRI images, making it a promising tool for the personalized management of LARC.
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Affiliation(s)
- Xixi Wu
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (X.W., C.C., W.C., Y.G., X.L., X.J.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Jinyong Wang
- Department of Infectious, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (J.W., K.G.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Chao Chen
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (X.W., C.C., W.C., Y.G., X.L., X.J.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Weimin Cai
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (X.W., C.C., W.C., Y.G., X.L., X.J.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Yu Guo
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (X.W., C.C., W.C., Y.G., X.L., X.J.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Kun Guo
- Department of Infectious, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (J.W., K.G.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Yongxian Chen
- Department of Pathology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (Y.C.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Yubo Shi
- Department of Pathology, Xiamen Medical College Affiliated Second Hospital, Xiamen 36100, China (Y.S.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Junkai Chen
- Department of Radiology, Yueqing People's Hospital, Wenzhou 325000, China (J.C.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
| | - Xinran Lin
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (X.W., C.C., W.C., Y.G., X.L., X.J.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.)
| | - Xuepei Jiang
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China (X.W., C.C., W.C., Y.G., X.L., X.J.); Department of Pathology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine Hospital, Wenzhou 325000, China (X.W., J.W., C.C., W.C., Y.G., K.G., Y.C., Y.S., J.C., X.L., X.J.).
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8
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Liu X, Duan B, Liu R, Zhu M, Zhao G, Guan N, Wang Y. Enhancing clinical complete response assessment in rectal cancer: integrating transanal multipoint full-layer puncture biopsy criteria: a systematic review. Front Oncol 2024; 14:1428583. [PMID: 39759129 PMCID: PMC11695227 DOI: 10.3389/fonc.2024.1428583] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Accepted: 12/02/2024] [Indexed: 01/07/2025] Open
Abstract
There is currently a lack of standardized criteria for evaluating clinical complete response (cCR) in rectal cancer post-neoadjuvant chemoradiotherapy (nCRT), often resulting in discrepancies with true pathological complete response (pCR). Staging local lesions via MRI is challenged by tissue edema and fibrosis post-nCRT, while endoscopic biopsy accuracy is compromised by residual cancer foci in the muscular layer. Transanal local excision offers a relatively accurate assessment of lesion regression but poses challenges including impaired anal function and elevated complication rates. Building on current diagnostic frameworks, we propose enhancing cCR assessment by integrating histological criteria from transanal multipoint full-layer puncture biopsy (TMFP). This approach aims to improve accuracy while minimizing complications, offering promise for patients opting for observation-based treatments. Further research is needed for definitive conclusions.
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Affiliation(s)
- Xin Liu
- Department of Colorectal Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, China
| | - Boshi Duan
- Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Shenzhen, China
| | - Ruibin Liu
- Department of Clinical Integration of Traditional Chinese and Western Medicine, Liaoning University of Traditional Chinese Medicine, Shenyang, China
- Department of Generall Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, China
| | - Mengying Zhu
- Department of Clinical Integration of Traditional Chinese and Western Medicine, Liaoning University of Traditional Chinese Medicine, Shenyang, China
- Department of Generall Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, China
| | - Guohua Zhao
- Department of Generall Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, China
| | - Ning Guan
- Center of Medical Examination, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, China
| | - Yue Wang
- Department of Generall Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, China
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9
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Mögele T, Höck M, Sommer F, Friedrich L, Sommer S, Schmutz M, Altenburger A, Messmann H, Anthuber M, Kröncke T, Stüben G, Trepel M, Märkl B, Dintner S, Claus R. Circulating Tumor DNA for Prediction of Complete Pathological Response to Neoadjuvant Radiochemotherapy in Locally Advanced Rectal Cancer (NEORECT Trial). Cancers (Basel) 2024; 16:4173. [PMID: 39766073 PMCID: PMC11674684 DOI: 10.3390/cancers16244173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2024] [Revised: 12/10/2024] [Accepted: 12/12/2024] [Indexed: 01/11/2025] Open
Abstract
BACKGROUND/OBJECTIVES Locally advanced rectal cancer is treated with neoadjuvant chemoradiotherapy (nCRT) followed by total mesorectal excision (TME). As this approach achieves complete pathologic remissions (pCR) in approximately 30% of patients, it raises the question of whether surgery is always necessary. Non-surgical strategies, such as "watch and wait" (W&W), have shown similarly promising outcomes. However, there is an unmet need for reliable biomarkers predicting pCR. Analysis of circulating tumor DNA (ctDNA) has shown potential for monitoring treatment response and detecting minimal residual disease. We hypothesized that monitoring ctDNA changes during nCRT might facilitate the identification of individuals who achieve pCR. METHODS In the prospective single-center NEORECT trial, the plasma of forty rectal cancer patients was collected before, during, and after nCRT and before TME. Informative somatic mutations were identified in tissue biopsies by NGS and subsequently used for ctDNA quantification by dPCR. RESULTS The results identified three distinct ctDNA patterns: increase, decrease, and absence. Remarkably, undetectable DNA was observed in good responders, while a tenfold ctDNA increase was associated with the emergence of new metastases. Despite these insights, ctDNA alone demonstrated low specificity, with no significant correlation to pCR or long-term prognosis. A multimodal approach incorporating routinely available clinical parameters remains inadequate for accurately predicting pCR prior to TME. CONCLUSIONS In conclusion, the NEORECT trial establishes the feasibility of ctDNA-based personalized monitoring for rectal cancer patients undergoing nCRT. However, the utility of ctDNA in enhancing pCR prediction for a W&W strategy warrants further investigation. Larger studies integrating multi-gene analyses and expanded clinical datasets are essential in the future.
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Affiliation(s)
- Tatiana Mögele
- Pathology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (T.M.); (B.M.)
- Bavarian Cancer Research Center (BZKF), Germany; (M.S.); (M.T.)
| | - Michael Höck
- Radiotherapy, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany (G.S.)
| | - Florian Sommer
- General and Visceral Surgery, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (F.S.); (M.A.)
| | - Lena Friedrich
- Diagnostic and Interventional Neuroradiology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (L.F.); (T.K.)
| | - Sebastian Sommer
- Hematology and Oncology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany
| | - Maximilian Schmutz
- Bavarian Cancer Research Center (BZKF), Germany; (M.S.); (M.T.)
- Hematology and Oncology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany
| | - Amadeus Altenburger
- Diagnostic and Interventional Neuroradiology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (L.F.); (T.K.)
| | - Helmut Messmann
- Gastroenterology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany;
| | - Matthias Anthuber
- General and Visceral Surgery, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (F.S.); (M.A.)
| | - Thomas Kröncke
- Diagnostic and Interventional Neuroradiology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (L.F.); (T.K.)
| | - Georg Stüben
- Radiotherapy, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany (G.S.)
| | - Martin Trepel
- Bavarian Cancer Research Center (BZKF), Germany; (M.S.); (M.T.)
- Hematology and Oncology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany
- Comprehensive Cancer Center Augsburg (CCCA), 86156 Augsburg, Germany
| | - Bruno Märkl
- Pathology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (T.M.); (B.M.)
| | - Sebastian Dintner
- Pathology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (T.M.); (B.M.)
| | - Rainer Claus
- Pathology, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany; (T.M.); (B.M.)
- Bavarian Cancer Research Center (BZKF), Germany; (M.S.); (M.T.)
- Comprehensive Cancer Center Augsburg (CCCA), 86156 Augsburg, Germany
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10
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De Lacavalerie PA, Lord SJ, Morgan MJ, Caldon CE, Kohonen-Corish MR. Molecular biomarkers for predicting complete response to preoperative chemoradiation in people with locally advanced rectal cancer. Cochrane Database Syst Rev 2024; 11:CD014718. [PMID: 39611427 PMCID: PMC11605794 DOI: 10.1002/14651858.cd014718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2024]
Abstract
OBJECTIVES This is a protocol for a Cochrane Review (prognosis). The objectives are as follows: Primary objectives To identify and estimate the prognostic value of molecular biomarkers as predictors of pathological complete response to neoadjuvant chemoradiotherapy in people with locally advanced rectal cancer. summarises the review question in population, index prognostic factor, comparator prognostic factor(s), outcome, timing, and setting (PICOTS) format. [Table: see text] [Figure: see text] Secondary objectives To explore the following biomarker measurement, treatment, and study design factors as possible sources of heterogeneity in the association between the prognostic factor and pathological response: type of assay/measurement method, biomarker positivity criteria or cut-off point, chemotherapy regimen, and radiotherapy regimen.
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Affiliation(s)
- Penelope A De Lacavalerie
- Cancer Theme, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
- St Vincent's Clinical School, UNSW Medicine, UNSW Sydney, Darlinghurst, NSW, Australia
- Department of Surgery, Northern Beaches Hospital, Sydney, NSW, Australia
- Department of Surgery, Prince of Wales Private Hospital, Sydney, NSW, Australia
| | - Sarah J Lord
- NHMRC Clinical Trials Centre, University of Sydney, Sydney, NSW, Australia
- School of Medicine, University of Notre Dame, Darlinghurst, NSW, Australia
| | - Matthew J Morgan
- Department of Surgery, Bankstown Hospital, Sydney, NSW, Australia
- Southwest Clinical School, UNSW Sydney, Bankstown, NSW, Australia
| | - Catherine E Caldon
- Cancer Theme, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
- St Vincent's Clinical School, UNSW Medicine, UNSW Sydney, Darlinghurst, NSW, Australia
| | - Maija Rj Kohonen-Corish
- Cancer Theme, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
- Woolcock Institute of Medical Research, Sydney, NSW, Australia
- Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, NSW, Australia
- School of Medicine, Western Sydney University, Sydney, NSW, Australia
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11
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Li M, Li Z, Wu X, Yubo Pan, Wang L, Xue J, Li T. Exploring the correlation between Tom1L1 and the efficacy of neoadjuvant chemotherapy for locally progressive mid-low rectal cancer. BMC Cancer 2024; 24:1413. [PMID: 39548458 PMCID: PMC11568529 DOI: 10.1186/s12885-024-13154-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Accepted: 11/05/2024] [Indexed: 11/18/2024] Open
Abstract
OBJECTIVE To investigate the specificity of Target of Myb1-Like1 (Tom1L1) expression in colorectal adenocarcinoma tissues and analyze the predictive value of Tom1L1 in the efficacy of neoadjuvant chemotherapy for patients with rectal adenocarcinoma. METHODS The cancerous tissues and paracancerous normal tissues of 102 patients diagnosed with colorectal adenocarcinoma without treatment were selected; quantitative polymerase chain reaction (qPCR), Western blot and immunohistochemistry (IHC) were adopted to validate the expression level of Tom1L1 in the two groups. Furthermore, 34 patients with locally progressive mid-low rectal adenocarcinoma, who were treated with neoadjuvant Xelox chemotherapy prior to the operation, IHC was adopted to detect the expression of Tom1L1 protein in patients before and after neoadjuvant chemotherapy and to analyze the relationship between the expression level of Tom1L1 and the sensitivity of neoadjuvant therapy. RESULTS The results of qPCR, Western blot and IHC showed that the expression of Tom1L1 in colorectal adenocarcinoma tissues was significantly higher than that in paracancerous normal tissues, with a statistically significant difference (P < 0.01); Neoadjuvant chemotherapy was significantly more effective in patients with low expression of Tom1L1 protein than in those with high expression of Tom1L1 protein, with a statistically significant difference (P < 0.05). CONCLUSIONS Tom1L1 is highly expressed in colorectal adenocarcinoma tissues; neoadjuvant Xelox chemotherapy can have an impact on Tom1L1 expression in progressive rectal cancer; patients with locally progressive mid-low rectal adenocarcinoma who have low Tom1L1 expression are more sensitive to neoadjuvant chemotherapy.
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Affiliation(s)
- Meng Li
- Department of General Surgery, The First Affiliated Hospital of Hebei North University, 12 Changqing Rd, Zhangjiakou, 075000, China
- Graduate School, Hebei Medical University, Shijiazhuang, 050011, China
| | - Zeyu Li
- Jinfeng Laboratory, Chongqing, 401329, China
| | - Xueliang Wu
- Department of General Surgery, The First Affiliated Hospital of Hebei North University, 12 Changqing Rd, Zhangjiakou, 075000, China.
- Insistute of Oncology, The First Affiliated Hospital of Hebei North University, Zhangjiakou, 075000, China.
| | - Yubo Pan
- Department of Orthopedics, Third Affiliated Hospital of Naval Medical University, Shanghai, 200438, China
| | - Likun Wang
- Department of Ultrasound Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou, 075000, China.
| | - Jun Xue
- Department of General Surgery, The First Affiliated Hospital of Hebei North University, 12 Changqing Rd, Zhangjiakou, 075000, China.
- Insistute of Oncology, The First Affiliated Hospital of Hebei North University, Zhangjiakou, 075000, China.
| | - Tian Li
- School of Basic Medicine, Fourth Military Medical University, Xi'an, 710032, China.
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12
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Boldrini L, Charles-Davies D, Romano A, Mancino M, Nacci I, Tran HE, Bono F, Boccia E, Gambacorta MA, Chiloiro G. Response prediction for neoadjuvant treatment in locally advanced rectal cancer patients-improvement in decision-making: A systematic review. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2024:109463. [PMID: 39562260 DOI: 10.1016/j.ejso.2024.109463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 09/26/2024] [Accepted: 11/13/2024] [Indexed: 11/21/2024]
Abstract
BACKGROUND Predicting pathological complete response (pCR) from pre or post-treatment features could be significant in improving the process of making clinical decisions and providing a more personalized treatment approach for better treatment outcomes. However, the lack of external validation of predictive models, missing in several published articles, is a major issue that can potentially limit the reliability and applicability of predictive models in clinical settings. Therefore, this systematic review described different externally validated methods of predicting response to neoadjuvant chemoradiotherapy (nCRT) in locally advanced rectal cancer (LARC) patients and how they could improve clinical decision-making. METHOD An extensive search for eligible articles was performed on PubMed, Cochrane, and Scopus between 2018 and 2023, using the keywords: (Response OR outcome) prediction AND (neoadjuvant OR chemoradiotherapy) treatment in 'locally advanced Rectal Cancer'. INCLUSION CRITERIA (i) Studies including patients diagnosed with LARC (T3/4 and N- or any T and N+) by pre-medical imaging and pathological examination or as stated by the author (ii) Standardized nCRT completed. (iii) Treatment with long or short course radiotherapy. (iv) Studies reporting on the prediction of response to nCRT with pathological complete response (pCR) as the primary outcome. (v) Studies reporting external validation results for response prediction. (vi) Regarding language restrictions, only articles in English were accepted. EXCLUSION CRITERIA (i) We excluded case report studies, conference abstracts, reviews, studies reporting patients with distant metastases at diagnosis. (ii) Studies reporting response prediction with only internally validated approaches. DATA COLLECTION AND QUALITY ASSESSMENT Three researchers (DC-D, FB, HT) independently reviewed and screened titles and abstracts of all articles retrieved after de-duplication. Possible disagreements were resolved through discussion among the three researchers. If necessary, three other researchers (LB, GC, MG) were consulted to make the final decision. The extraction of data was performed using the CHecklist for critical Appraisal and data extraction for systematic Reviews of prediction Modelling Studies (CHARMS) template and quality assessment was done using the Prediction model Risk Of Bias Assessment Tool (PROBAST). RESULTS A total of 4547 records were identified from the three databases. After excluding 392 duplicate results, 4155 records underwent title and abstract screening. Three thousand and eight hundred articles were excluded after title and abstract screening and 355 articles were retrieved. Out of the 355 retrieved articles, 51 studies were assessed for eligibility. Nineteen reports were then excluded due to lack of reports on external validation, while 4 were excluded due to lack of evaluation of pCR as the primary outcome. Only Twenty-eight articles were eligible and included in this systematic review. In terms of quality assessment, 89 % of the models had low concerns in the participants domain, while 11 % had an unclear rating. 96 % of the models were of low concern in both the predictors and outcome domains. The overall rating showed high applicability potential of the models with 82 % showing low concern, while 18 % were deemed unclear. CONCLUSION Most of the external validated techniques showed promising performances and the potential to be applied in clinical settings, which is a crucial step towards evidence-based medicine. However, more studies focused on the external validations of these models in larger cohorts is necessary to ensure that they can reliably predict outcomes in diverse populations.
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Affiliation(s)
- Luca Boldrini
- UOC Radioterapia Oncologica, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy; Radiomics Core Research Facility, Gemelli Science and Technology Park, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Diepriye Charles-Davies
- Radiomics Core Research Facility, Gemelli Science and Technology Park, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy.
| | - Angela Romano
- UOC Radioterapia Oncologica, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Matteo Mancino
- Istituto di Radiologia, Università Cattolica Del Sacro Cuore, Rome, Italy
| | - Ilaria Nacci
- Istituto di Radiologia, Università Cattolica Del Sacro Cuore, Rome, Italy; Radiology Unit, Department of Medical Surgical Sciences and Translational Medicine, Sapienza University of Rome, Sant'Andrea University Hospital, Rome, Italy
| | - Huong Elena Tran
- Radiomics Core Research Facility, Gemelli Science and Technology Park, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Francesco Bono
- Radiomics Core Research Facility, Gemelli Science and Technology Park, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Edda Boccia
- Radiomics Core Research Facility, Gemelli Science and Technology Park, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Maria Antonietta Gambacorta
- UOC Radioterapia Oncologica, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy; Istituto di Radiologia, Università Cattolica Del Sacro Cuore, Rome, Italy
| | - Giuditta Chiloiro
- UOC Radioterapia Oncologica, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
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13
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Toapichattrakul P, Autsavapromporn N, Duangya A, Pojchamarnwiputh S, Nachiangmai W, Kittidachanan K, Chakrabandhu S. Changing of gamma-H2AX in peripheral blood mononuclear cells during concurrent chemoradiation in locally advanced rectal cancer patients: a potential response predictor. J Gastrointest Oncol 2024; 15:2117-2128. [PMID: 39554568 PMCID: PMC11565095 DOI: 10.21037/jgo-24-488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Accepted: 09/06/2024] [Indexed: 11/19/2024] Open
Abstract
Background The most detrimental effect of DNA damage from radiation is DNA double-strand breaks, making it critical to identify reliable biomarkers for treatment response in cancer therapy. Gamma-H2AX (γ-H2AX), a marker of DNA double-strand breaks, was evaluated in this study as a potential biomarker for treatment response in locally advanced rectal cancer patients undergoing preoperative concurrent chemoradiation (CCRT). Methods Thirty patients with locally advanced rectal cancer received preoperative CCRT. Peripheral blood mononuclear cells (PBMCs) were collected at five time points: baseline, 24 hours after the first radiation fraction, mid-treatment, end of treatment, and six weeks post-CCRT. γ-H2AX levels were measured in these samples. MRI was used to assess treatment response based on magnetic resonance tumor regression grade (mrTRG). Patients were classified as responders or non-responders based on mrTRG. T-test and repeated measures analysis of variance (ANOVA) evaluated dynamic changes in γ-H2AX levels, and a multilevel linear regression model analyzed the relationship between γ-H2AX levels and treatment response. Results Nineteen out of thirty patients (63.33%) were classified as responders. Significant dynamic changes in γ-H2AX levels were observed between non-responders and responders (P=0.01). The multilevel linear regression model showed a trend towards increased γ-H2AX levels in responders [1.17, 95% confidence interval (CI): -0.02 to 2.34, P=0.053]. Significant differences in γ-H2AX levels were observed from baseline to mid-treatment, end of treatment, and six weeks post-CCRT. Pathologic complete response (pCR) after CCRT was associated with significantly higher γ-H2AX ratios compared to those without pCR (P=0.04). However, no significant difference was identified in the multilevel linear regression model. Conclusions γ-H2AX may have potential as a biomarker for treatment response in locally advanced rectal cancer patients undergoing preoperative CCRT, although further validation is required.
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Affiliation(s)
- Piyapasara Toapichattrakul
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Narongchai Autsavapromporn
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Aphidet Duangya
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Suwalee Pojchamarnwiputh
- Division of Diagnostic Radiology, Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Wittanee Nachiangmai
- Division of Diagnostic Radiology, Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Kittikun Kittidachanan
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Somvilai Chakrabandhu
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
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14
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Stępień GJ, Włodarczyk J, Maryńczak K, Prusisz M, Porc M, Włodarczyk M, Waśniewska-Włodarczyk A, Dziki Ł. The Role of Frailty in the Treatment of Locally Advanced Rectal Cancer. Cancers (Basel) 2024; 16:3287. [PMID: 39409908 PMCID: PMC11475352 DOI: 10.3390/cancers16193287] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Revised: 09/21/2024] [Accepted: 09/24/2024] [Indexed: 10/20/2024] Open
Abstract
Owing to the gradual aging of today's population, an increase in the prevalence of frailty syndrome has been noticed. This complex state of health, characterized by decreased resilience and tolerance with concurrent increased vulnerability to stressors and adverse health-related factors, has drawn researchers' attention in recent years. Rectal cancer, which constitutes ~30% of all colorectal cancers, is a disease noticeably related to the elderly. In its locally advanced form, it is conventionally treated with trimodal therapy-neoadjuvant chemoradiotherapy followed by total mesorectal excision and adjuvant chemotherapy. Despite its good clinical outcomes and improvement in rectal cancer local control, as evidenced by clinical trials, it remains unclear if all frail patients benefit from that approach since it may be associated with adverse side effects that cannot be handled by them. As old patients, and frail ones even more noticeably, are poorly represented in the clinical trials describing outcomes of the standard treatment, this article aims to review the current knowledge on the trimodal therapy of rectal cancer with an emphasis on novel approaches to rectal cancer that can be implemented for frail patients.
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Affiliation(s)
- Grzegorz J. Stępień
- Department of General and Oncological Surgery, Medical University of Lodz, 92-213 Lodz, Poland (M.W.); (Ł.D.)
| | - Jakub Włodarczyk
- Department of General and Oncological Surgery, Medical University of Lodz, 92-213 Lodz, Poland (M.W.); (Ł.D.)
| | - Kasper Maryńczak
- Department of General and Oncological Surgery, Medical University of Lodz, 92-213 Lodz, Poland (M.W.); (Ł.D.)
| | - Mateusz Prusisz
- Department of General and Oncological Surgery, Medical University of Lodz, 92-213 Lodz, Poland (M.W.); (Ł.D.)
| | - Mateusz Porc
- Department of General and Oncological Surgery, Medical University of Lodz, 92-213 Lodz, Poland (M.W.); (Ł.D.)
| | - Marcin Włodarczyk
- Department of General and Oncological Surgery, Medical University of Lodz, 92-213 Lodz, Poland (M.W.); (Ł.D.)
| | - Anna Waśniewska-Włodarczyk
- Department of Otolaryngology, Polish Mother’s Memorial Hospital Research Institute, 93-338 Lodz, Poland;
| | - Łukasz Dziki
- Department of General and Oncological Surgery, Medical University of Lodz, 92-213 Lodz, Poland (M.W.); (Ł.D.)
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15
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Li Y, Liu X, Gu M, Xu T, Ge C, Chang P. Significance of MRI-based radiomics in predicting pathological complete response to neoadjuvant chemoradiotherapy of locally advanced rectal cancer: A narrative review. Cancer Radiother 2024; 28:390-401. [PMID: 39174361 DOI: 10.1016/j.canrad.2024.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 04/24/2024] [Accepted: 04/25/2024] [Indexed: 08/24/2024]
Abstract
Neoadjuvant chemoradiotherapy is the standard treatment for patients with locally advanced rectal cancers owing to its ability to downstage primary tumours. Some patients can achieve pathological complete response after neoadjuvant therapy, and can adopt a "watch and wait" treatment strategy to avoid overtreatment. Therefore, it is essential to develop strategies for predicting responses to neoadjuvant therapy. Radiomics has shown great potential in extracting tumour features from high-throughput medical images for the construction of mathematics models for predicting the effects of anticancerous therapies. Herein, we explored MRI-based radiomics and found that it can predict responses of locally advanced rectal cancers to chemoradiation. Efficient radiomics model allow early-stage prediction of the effect of neoadjuvant chemoradiotherapy on locally advanced rectal cancers. It helps clinicians to make informed therapeutic decisions. In this review, we discuss the workflow of radiomics, and summarize the clinical application of MRI-based radiomics in predicting pathological complete response to neoadjuvant chemoradiotherapy of locally advanced rectal cancer.
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Affiliation(s)
- Y Li
- Department of Radiation Oncology and Therapy, The First Hospital of Jilin University, Changchun, China
| | - X Liu
- Department of Radiation Oncology and Therapy, The First Hospital of Jilin University, Changchun, China
| | - M Gu
- Department of Radiation Oncology and Therapy, The First Hospital of Jilin University, Changchun, China
| | - T Xu
- Department of Radiation Oncology and Therapy, The First Hospital of Jilin University, Changchun, China
| | - C Ge
- Department of Radiation Oncology and Therapy, The First Hospital of Jilin University, Changchun, China
| | - P Chang
- Department of Radiation Oncology and Therapy, The First Hospital of Jilin University, Changchun, China.
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16
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Maksim R, Buczyńska A, Sidorkiewicz I, Krętowski AJ, Sierko E. Imaging and Metabolic Diagnostic Methods in the Stage Assessment of Rectal Cancer. Cancers (Basel) 2024; 16:2553. [PMID: 39061192 PMCID: PMC11275086 DOI: 10.3390/cancers16142553] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 07/04/2024] [Accepted: 07/12/2024] [Indexed: 07/28/2024] Open
Abstract
Rectal cancer (RC) is a prevalent malignancy with significant morbidity and mortality rates. The accurate staging of RC is crucial for optimal treatment planning and patient outcomes. This review aims to summarize the current literature on imaging and metabolic diagnostic methods used in the stage assessment of RC. Various imaging modalities play a pivotal role in the initial evaluation and staging of RC. These include magnetic resonance imaging (MRI), computed tomography (CT), and endorectal ultrasound (ERUS). MRI has emerged as the gold standard for local staging due to its superior soft tissue resolution and ability to assess tumor invasion depth, lymph node involvement, and the presence of extramural vascular invasion. CT imaging provides valuable information about distant metastases and helps determine the feasibility of surgical resection. ERUS aids in assessing tumor depth, perirectal lymph nodes, and sphincter involvement. Understanding the strengths and limitations of each diagnostic modality is essential for accurate staging and treatment decisions in RC. Furthermore, the integration of multiple imaging and metabolic methods, such as PET/CT or PET/MRI, can enhance diagnostic accuracy and provide valuable prognostic information. Thus, a literature review was conducted to investigate and assess the effectiveness and accuracy of diagnostic methods, both imaging and metabolic, in the stage assessment of RC.
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Affiliation(s)
- Rafał Maksim
- Department of Radiotherapy, Maria Skłodowska-Curie Białystok Oncology Center, 15-027 Bialystok, Poland;
| | - Angelika Buczyńska
- Clinical Research Centre, Medical University of Bialystok, 15-276 Bialystok, Poland; (A.B.); (A.J.K.)
| | - Iwona Sidorkiewicz
- Clinical Research Support Centre, Medical University of Bialystok, 15-276 Bialystok, Poland;
| | - Adam Jacek Krętowski
- Clinical Research Centre, Medical University of Bialystok, 15-276 Bialystok, Poland; (A.B.); (A.J.K.)
- Department of Endocrinology, Diabetology and Internal Medicine, Medical University of Bialystok, 15-276 Bialystok, Poland
| | - Ewa Sierko
- Department of Oncology, Medical University of Bialystok, 15-276 Bialystok, Poland
- Department of Radiotherapy I, Maria Sklodowska-Curie Bialystok Oncology Centre, 15-027 Bialystok, Poland
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17
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Chen H, Zhang JH, Hao Q, Wu XL, Guo JX, Huang CX, Zhang J, Xing GS, An ZL, Ling Y, Zhao JG, Bao YN. Analysis of tumor microenvironment alterations in partially responsive rectal cancer patients treated with neoadjuvant chemoradiotherapy. Int J Colorectal Dis 2024; 39:99. [PMID: 38926205 PMCID: PMC11208236 DOI: 10.1007/s00384-024-04672-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/15/2024] [Indexed: 06/28/2024]
Abstract
PURPOSE Achieving a pathologic complete response (pCR) after neoadjuvant chemoradiotherapy (NCRT) remains a challenge for most patients with rectal cancer. Exploring the potential of combining NCRT with immunotherapy or targeted therapy for those achieving a partial response (PR) offers a promising avenue to enhance treatment efficacy. This study investigated the impact of NCRT on the tumor microenvironment in locally advanced rectal cancer (LARC) patients who exhibited a PR. METHODS This was a retrospective, observational study. Five patients demonstrating a PR after neoadjuvant treatment for LARC were enrolled in the study. Biopsy samples before treatment and resected specimens after treatment were stained with a panel of 26 antibodies targeting various immune and tumor-related markers, each labeled with distinct metal tags. The labeled samples were then analyzed using the Hyperion imaging system. RESULTS Heterogeneity within the tumor microenvironment was observed both before and after NCRT. Notably, tumor-associated macrophages, CD4 + T cells, CD8 + T cells, CD56 + natural killer cells, tumor-associated neutrophils, cytokeratin, and E-cadherin exhibited slight increase in abundance within the tumor microenvironment following treatment (change ratios = 0.78, 0.2, 0.27, 0.32, 0.17, 0.46, 0.32, respectively). Conversely, the number of CD14 + monocytes, CD19 + B cells, CD45 + CD4 + T cells, collagen I, α-smooth muscle actin, vimentin, and β-catenin proteins displayed significant decreases post-treatment (change ratios = 1.73, 1.92, 1.52, 1.25, 1.52, 1.12, 2.66, respectively). Meanwhile, Foxp3 + regulatory cells demonstrated no significant change (change ratio = 0.001). CONCLUSIONS NCRT has diverse effects on various components of the tumor microenvironment in LARC patients who achieve a PR after treatment. Leveraging combination therapies may optimize treatment outcomes in this patient population.
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Affiliation(s)
- Hong Chen
- Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Ji-Hong Zhang
- Department of Radiotherapy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Qin Hao
- Department of Gastrointestinal Surgery, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Xin-Lin Wu
- Department of Gastrointestinal Surgery, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Jia-Xing Guo
- Department of Radiotherapy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Cong-Xiu Huang
- Department of Radiotherapy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Jun Zhang
- Department of Radiotherapy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Guo-Sheng Xing
- Department of Gastrointestinal Surgery, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Zhi-Lin An
- Department of Radiotherapy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Yu Ling
- Department of Radiotherapy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Jian-Guo Zhao
- Department of Radiotherapy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China
| | - Ying-Na Bao
- Department of Radiotherapy, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, 010050, China.
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18
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Tsai KY, Huang PS, Chu PY, Nguyen TNA, Hung HY, Hsieh CH, Wu MH. Current Applications and Future Directions of Circulating Tumor Cells in Colorectal Cancer Recurrence. Cancers (Basel) 2024; 16:2316. [PMID: 39001379 PMCID: PMC11240518 DOI: 10.3390/cancers16132316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 06/19/2024] [Accepted: 06/21/2024] [Indexed: 07/16/2024] Open
Abstract
The ability to predict or detect colorectal cancer (CRC) recurrence early after surgery enables physicians to apply appropriate treatment plans and different follow-up strategies to improve patient survival. Overall, 30-50% of CRC patients experience cancer recurrence after radical surgery, but current surveillance tools have limitations in the precise and early detection of cancer recurrence. Circulating tumor cells (CTCs) are cancer cells that detach from the primary tumor and enter the bloodstream. These can provide real-time information on disease status. CTCs might become novel markers for predicting CRC recurrence and, more importantly, for making decisions about additional adjuvant chemotherapy. In this review, the clinical application of CTCs as a therapeutic marker for stage II CRC is described. It then discusses the utility of CTCs for monitoring cancer recurrence in advanced rectal cancer patients who undergo neoadjuvant chemoradiotherapy. Finally, it discusses the roles of CTC subtypes and CTCs combined with clinicopathological factors in establishing a multimarker model for predicting CRC recurrence.
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Affiliation(s)
- Kun-Yu Tsai
- Division of Colon and Rectal Surgery, New Taipei Municipal TuCheng Hospital, New Taipei City 23652, Taiwan
| | - Po-Shuan Huang
- Graduate Institute of Biomedical Engineering, Chang Gung University, Taoyuan City 33302, Taiwan
| | - Po-Yu Chu
- Graduate Institute of Biomedical Engineering, Chang Gung University, Taoyuan City 33302, Taiwan
| | - Thi Ngoc Anh Nguyen
- Graduate Institute of Biomedical Engineering, Chang Gung University, Taoyuan City 33302, Taiwan
| | - Hsin-Yuan Hung
- Division of Colon and Rectal Surgery, New Taipei Municipal TuCheng Hospital, New Taipei City 23652, Taiwan
- College of Medicine, Chang Gung University, Taoyuan City 33302, Taiwan
| | - Chia-Hsun Hsieh
- College of Medicine, Chang Gung University, Taoyuan City 33302, Taiwan
- Division of Hematology and Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan City 33302, Taiwan
- Division of Hematology and Oncology, Department of Internal Medicine, New Taipei Municipal Hospital, New Taipei City 23652, Taiwan
| | - Min-Hsien Wu
- Graduate Institute of Biomedical Engineering, Chang Gung University, Taoyuan City 33302, Taiwan
- Division of Hematology and Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan City 33302, Taiwan
- Division of Hematology and Oncology, Department of Internal Medicine, New Taipei Municipal Hospital, New Taipei City 23652, Taiwan
- Department of Biomedical Engineering, Chang Gung University, Taoyuan City 33302, Taiwan
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19
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Yang SY, Bae H, Seo N, Han K, Han YD, Cho MS, Hur H, Min BS, Kim NK, Lee KY, Lim JS. Pretreatment MRI-detected extramural venous invasion as a prognostic and predictive biomarker for neoadjuvant chemoradiotherapy in non-metastatic rectal cancer: a propensity score matched analysis. Eur Radiol 2024; 34:3686-3698. [PMID: 37994967 DOI: 10.1007/s00330-023-10300-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Revised: 08/12/2023] [Accepted: 08/17/2023] [Indexed: 11/24/2023]
Abstract
OBJECTIVES This study evaluated pretreatment magnetic resonance imaging (MRI)-detected extramural venous invasion (pmrEMVI) as a predictor of survival after neoadjuvant chemoradiotherapy (nCRT) in patients with locally advanced rectal cancer (LARC). MATERIALS AND METHODS Medical records of 1184 patients with rectal adenocarcinoma who underwent TME between January 2011 and December 2016 were reviewed. MRI data were collected from a computerized radiologic database. Cox proportional hazards analysis was used to assess local, systemic recurrence, and disease-free survival risk based on pretreatment MRI-assessed tumor characteristics. After propensity score matching (PSM) for pretreatment MRI features, nCRT therapeutic outcomes according to pmrEMVI status were evaluated. Cox proportional hazards analysis was used to identify risk factors for early recurrence in patients receiving nCRT. RESULTS Median follow-up was 62.8 months. Among all patients, the presence of pmrEMVI was significantly associated with worse disease-free survival (DFS; HR 1.827, 95% CI 1.285-2.597, p = 0.001) and systemic recurrence (HR 2.080, 95% CI 1.400-3.090, p < 0.001) but not local recurrence. Among patients with pmrEMVI, nCRT provided no benefit for oncological outcomes before or after PSM. Furthermore, pmrEMVI( +) was the only factor associated with early recurrence on multivariate analysis in patients receiving nCRT. CONCLUSIONS pmrEMVI is a poor prognostic factor for DFS and SR in patients with non-metastatic rectal cancer and also serves as a predictive biomarker of poor DFS and SR following nCRT in LARC. Therefore, for patients who are positive for pmrEMVI, consideration of alternative treatment strategies may be warranted. CLINICAL RELEVANCE STATEMENT This study demonstrated the usefulness of pmrEMVI as a predictive biomarker for nCRT, which may assist in initial treatment decision-making in patients with non-metastatic rectal cancer. KEY POINTS • Pretreatment MRI-detected extramural venous invasion (pmrEMVI) was significantly associated with worse disease-free survival and systemic recurrence in patients with non-metastatic rectal cancer. • pmrEMVI is a predictive biomarker of poor DFS following nCRT in patients with LARC. • The presence of pmrEMVI was the only factor associated with early recurrence on multivariate analysis in patients receiving nCRT.
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Affiliation(s)
- Seung Yoon Yang
- Department of Surgery, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Heejin Bae
- Department of Radiology, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Nieun Seo
- Department of Radiology, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Kyunghwa Han
- Department of Radiology, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Yoon Dae Han
- Department of Surgery, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Min Soo Cho
- Department of Surgery, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Hyuk Hur
- Department of Surgery, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Byung Soh Min
- Department of Surgery, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Nam Kyu Kim
- Department of Surgery, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea
| | - Kang Young Lee
- Department of Surgery, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea.
| | - Joon Seok Lim
- Department of Radiology, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-Gu, Seoul, 03722, Korea.
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20
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Kokaine L, Radzina M, Liepa M, Gerina-Berzina A, Sīviņa E, Nikolajeva J, Gardovskis A, Gardovskis J, Miklaševičs E. "WATCH AND WAIT" STRATEGY IN RECTAL CANCER PATIENTS WITH A COMPLETE CLINICAL RESPONSE AFTER NEOADJUVANT CHEMORADIATION THERAPY: A SINGLE-CENTER EXPERIENCE. Exp Oncol 2024; 46:53-60. [PMID: 38852052 DOI: 10.15407/exp-oncology.2024.01.053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Indexed: 06/10/2024]
Abstract
BACKGROUND The non-operative management of rectal adenocarcinoma (RA) after neoadjuvant chemoradiation therapy (nCRT) has gained increasing attention. The "Watch and Wait" ("W&W") strategy allows one to avoid surgery-related reduction in the quality of life due to permanent pelvic organ dysfunction or irreversible stoma. Still, the oncological safety of this strategy is under evaluation. AIM To share a single-center experience of the "W&W" strategy. MATERIALS AND METHODS The retrospective analysis of 125 patients who received nCRT in 2016-2021 was performed. Patients who met the European Society for Medical Oncology (ESMO, 2017) criteria of clinical complete response (cCR) and received non-operative management were analyzed. RESULTS Ten patients (8%) were re-staged after nCRT as cCR and followed the "W&W" strategy. Patients' characteristics: 7 female, 3 male; mean age 67.3 years. Tumor characteristics: pre-treatment N+ was present in 7 cases; G1 adenocarcinoma in a majority of cases; mean tumor distance from the anal verge - 5.85 cm; mean tumor circumference - 71%; mean tumor length - 3.87 cm. The mean follow-up time was 30 months. Local regrowth or/and distant metastases developed in 3 cases. The 2-year disease-free survival was 70%. CONCLUSIONS Most of the patients following the "W&W" strategy have benefited. However, to reduce the number of relapses, it is necessary to perform a more careful selection of patients.
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Affiliation(s)
- L Kokaine
- Pauls Stradiņš Clinical University Hospital, Department of Surgery, Riga, Latvia
- Riga Stradiņš University, Department of Surgery, Riga, Latvia
| | - M Radzina
- Riga Stradiņš University, Department of Surgery, Riga, Latvia
| | - M Liepa
- Riga Stradiņš University, Department of Surgery, Riga, Latvia
| | - A Gerina-Berzina
- Pauls Stradiņš Clinical University Hospital, Institute of Radiology, Riga, Latvia
| | - E Sīviņa
- Pauls Stradiņš Clinical University Hospital, Oncology Clinic, Riga, Latvia
- Riga Stradiņš University, Institute of Oncology, Riga, Latvia
| | - J Nikolajeva
- Pauls Stradiņš Clinical University Hospital, Institute of Radiology, Riga, Latvia
| | - A Gardovskis
- Pauls Stradiņš Clinical University Hospital, Department of Surgery, Riga, Latvia
- Riga Stradiņš University, Department of Surgery, Riga, Latvia
| | - J Gardovskis
- Pauls Stradiņš Clinical University Hospital, Department of Surgery, Riga, Latvia
- Riga Stradiņš University, Department of Surgery, Riga, Latvia
| | - E Miklaševičs
- Riga Stradiņš University, Institute of Oncology, Riga, Latvia
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21
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Zhang H, Li X, Sun W, Qin H, Li H, Yan H, Wang H, Zhang X, Zhang S, Wang H. PTEN and P-4E-BP1 might be associated with postoperative recurrence of rectal cancer patients undergoing concurrent radiochemotherapy. BMC Cancer 2024; 24:582. [PMID: 38741069 PMCID: PMC11089754 DOI: 10.1186/s12885-024-12339-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 05/03/2024] [Indexed: 05/16/2024] Open
Abstract
BACKGROUND Local recurrence after surgery and radiochemotherapy seriously affects the prognosis of locally advanced rectal cancer (LARC) patients. Studies on molecular markers related to the radiochemotherapy sensitivity of cancers have been widely carried out, which might provide valued information for clinicians to carry out individual treatment. AIM To find potential biomarkers of tumors for predicting postoperative recurrence. METHODS In this study, LARC patients undergoing surgery and concurrent radiochemotherapy were enrolled. We focused on clinicopathological factors and PTEN, SIRT1, p-4E-BP1, and pS6 protein expression assessed by immunohistochemistry in 73 rectal cancer patients with local recurrence and 76 patients without local recurrence. RESULTS The expression of PTEN was higher, while the expression of p-4E-BP1 was lower in patients without local recurrence than in patients with local recurrence. Moreover, TNM stage, lymphatic vessel invasion (LVI), PTEN and p-4E-BP1 might be independent risk factors for local recurrence after LARC surgery combined with concurrent radiochemotherapy. CONCLUSIONS This study suggests that PTEN and p-4E-BP1 might be potential biomarkers for prognostic prediction and therapeutic targets for LARC.
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Affiliation(s)
- Heng Zhang
- Department of Oncology, Tianjin Union Medical Center, Nankai University, No.190 Jieyuan Road, Hongqiao District, Tianjin, 300121, P. R. China
| | - Xiaofan Li
- Department of Oncology, People's Hospital of Rongcheng, Shandong, Rongcheng, P. R. China
| | - Wanjun Sun
- Department of Oncology, Tianjin Union Medical Center, Nankai University, No.190 Jieyuan Road, Hongqiao District, Tianjin, 300121, P. R. China
| | - Haoren Qin
- Department of Oncology, Tianjin Union Medical Center, Nankai University, No.190 Jieyuan Road, Hongqiao District, Tianjin, 300121, P. R. China
| | - Haipeng Li
- Department of Oncology, Tianjin Union Medical Center, Nankai University, No.190 Jieyuan Road, Hongqiao District, Tianjin, 300121, P. R. China
| | - Hao Yan
- Department of Oncology, Tianjin Union Medical Center, Nankai University, No.190 Jieyuan Road, Hongqiao District, Tianjin, 300121, P. R. China
| | - Huaqing Wang
- Department of Oncology, Tianjin Union Medical Center, Nankai University, No.190 Jieyuan Road, Hongqiao District, Tianjin, 300121, P. R. China
| | - Xipeng Zhang
- Department of Colorectal Surgery, Tianjin Union Medical Center, Nankai University, Tianjin, P. R. China
| | - Shiwu Zhang
- Department of Pathology, Tianjin Union Medical Center, Nankai University, Tianjin, P. R. China
| | - Hui Wang
- Department of Oncology, Tianjin Union Medical Center, Nankai University, No.190 Jieyuan Road, Hongqiao District, Tianjin, 300121, P. R. China.
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22
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Mendoza-Moreno F, Díez-Alonso M, Matías-García B, Ovejero-Merino E, Vera-Mansilla C, Quiroga-Valcárcel A, Blázquez-Martín A, Jiménez-Martín R, Lasa-Unzúe I, Ortega MA, Alvarez-Mon M, Gutiérrez-Calvo A. Effect of Tumor Regression Grade on Survival and Disease-Free Interval in Patients Operated on for Locally Advanced Rectal Cancer. Cancers (Basel) 2024; 16:1797. [PMID: 38791875 PMCID: PMC11119053 DOI: 10.3390/cancers16101797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 04/28/2024] [Accepted: 05/02/2024] [Indexed: 05/26/2024] Open
Abstract
INTRODUCTION Colorectal cancer is the fourth leading cause of cancer-related death in both men and women in our population. In this regard, rectal cancer accounts for more than half of colorectal cancer deaths, and its incidence is expected to increase in the coming years. There have been significant changes in neoadjuvant therapy regimens, with promising results, as demonstrated by the recent RAPIDO and PRODIGE23 studies. Around 40% of patients diagnosed with locally advanced rectal cancer show some degree of response to neoadjuvant treatment, with complete tumor regression observed in up to one in five patients. MATERIALS AND METHODS Retrospective observational study. A total of 181 patients with locally advanced rectal cancer treated with neoadjuvant chemoradiotherapy followed by surgery were analyzed. Clinical and pathological data were collected from the patients, including assessment of tumor regression through histopathological studies after surgery. The Mandard tumor regression grading system was used to categorize tumor response into different grades. RESULTS The results showed a significant association between the degree of tumor regression and several important clinical outcomes. Specifically, patients with higher tumor regression had significantly better disease-free survival than those with less regression (p = 0.004). In addition, tumor regression was also correlated with the incidence of local recurrence (p = 0.018) and distant metastasis (p = 0.032). These associations suggest that tumor responsiveness to neoadjuvant therapy may influence the long-term progression of the disease. Regarding tumor deposits and the presence of lymphadenopathy, these factors were also found to be significantly associated with clinical outcomes. Patients with tumor deposits had a higher incidence of local recurrence (p = 0.025) and distant metastases (p = 0.041), while the presence of lymphadenopathy increased the risk of local recurrence (p = 0.013). These findings highlight the importance of evaluating not only tumor regression but also other pathological markers to predict prognosis and guide clinical management. CONCLUSIONS The degree of tumor regression was not an independent predictor of survival compared to other variables such as nodal stage and presence of tumor deposits. This indicates that while tumor regression is an important factor, other elements also play a crucial role in determining the prognosis of patients with locally advanced rectal cancer. This study provides additional evidence for the importance of tumor regression, tumor deposits, and lymphadenopathy as predictors of clinical outcomes in patients with rectal cancer treated with neoadjuvant chemoradiotherapy.
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Affiliation(s)
- Fernando Mendoza-Moreno
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
- Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcalá, 28801 Alcalá de Henares, Spain; (M.A.O.); (M.A.-M.)
| | - Manuel Díez-Alonso
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
| | - Belén Matías-García
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
| | - Enrique Ovejero-Merino
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
| | - Cristina Vera-Mansilla
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
| | - Ana Quiroga-Valcárcel
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
| | - Alma Blázquez-Martín
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
| | - Rubén Jiménez-Martín
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
| | - Inmaculada Lasa-Unzúe
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
| | - Miguel A. Ortega
- Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcalá, 28801 Alcalá de Henares, Spain; (M.A.O.); (M.A.-M.)
- Ramón y Cajal Institute of Sanitary Research (IRYCIS), 28034 Madrid, Spain
| | - Melchor Alvarez-Mon
- Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcalá, 28801 Alcalá de Henares, Spain; (M.A.O.); (M.A.-M.)
- Ramón y Cajal Institute of Sanitary Research (IRYCIS), 28034 Madrid, Spain
- Immune System Diseases-Rheumatology and Internal Medicine Service, University Hospital Príncipe de Asturias, Network Biomedical Research Center for Liver and Digestive Diseases (CIBEREHD), 28806 Alcalá de Henares, Spain
| | - Alberto Gutiérrez-Calvo
- Department of General and Digestive Surgery, Príncipe de Asturias Teaching Hospital, 28805 Alcala de Henares, Spain; (M.D.-A.); (B.M.-G.); (E.O.-M.); (C.V.-M.); (A.Q.-V.); (A.B.-M.); (R.J.-M.); (I.L.-U.); (A.G.-C.)
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23
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Safont MJ, García-Figueiras R, Hernando-Requejo O, Jimenez-Rodriguez R, Lopez-Vicente J, Machado I, Ayuso JR, Bustamante-Balén M, De Torres-Olombrada MV, Domínguez Tristancho JL, Fernández-Aceñero MJ, Suarez J, Vera R. Interdisciplinary Spanish consensus on a watch-and-wait approach for rectal cancer. Clin Transl Oncol 2024; 26:825-835. [PMID: 37787973 DOI: 10.1007/s12094-023-03322-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 09/07/2023] [Indexed: 10/04/2023]
Abstract
Watch-and-wait has emerged as a new strategy for the management of rectal cancer when a complete clinical response is achieved after neoadjuvant therapy. In an attempt to standardize this new clinical approach, initiated by the Spanish Cooperative Group for the Treatment of Digestive Tumors (TTD), and with the participation of the Spanish Association of Coloproctology (AECP), the Spanish Society of Pathology (SEAP), the Spanish Society of Gastrointestinal Endoscopy (SEED), the Spanish Society of Radiation Oncology (SEOR), and the Spanish Society of Medical Radiology (SERAM), we present herein a consensus on a watch-and-wait approach for the management of rectal cancer. We have focused on patient selection, the treatment schemes evaluated, the optimal timing for evaluating the clinical complete response, the oncologic outcomes after the implementation of this strategy, and a protocol for surveillance of these patients.
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Affiliation(s)
- Maria Jose Safont
- Oncology Department, Consorcio Hospital General Universitario de Valencia. Valencia University, Av. de les Tres Creus, 2, 46014, València, Spain.
| | - Roberto García-Figueiras
- Radiology Department, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain
| | | | | | - Jorge Lopez-Vicente
- Gastroenterology Department, Hospital Universitario de Mostoles, Mósteles, Spain
| | - Isidro Machado
- Instituto Valenciano de Oncología, Valencia, Spain
- Pathology Department, Patologika Laboratory QuironSalud, Valencia, Spain
- Pathology Department, University of Valencia, Valencia, Spain
| | | | - Marco Bustamante-Balén
- Gastrointestinal Endoscopy Unit, Hospital Universitari i Politècnic La Fe, Valencia, Spain
| | | | | | - Mª Jesús Fernández-Aceñero
- Surgical Pathology Department, Hospital Clínico San Carlos, IdiSSC, Universidad Complutense de Madrid, Madrid, Spain
| | - Javier Suarez
- General Surgery Department, Hospital Universitario de Navarra, Pamplona, Spain
| | - Ruth Vera
- Medical Oncology Department, Hospital Universitario de Navarra, Instituto de Investigación (Idisna), Pamplona, Spain
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24
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Boldrini L, Chiloiro G, Cusumano D, Yadav P, Yu G, Romano A, Piras A, Votta C, Placidi L, Broggi S, Catucci F, Lenkowicz J, Indovina L, Bassetti MF, Yang Y, Fiorino C, Valentini V, Gambacorta MA. Radiomics-enhanced early regression index for predicting treatment response in rectal cancer: a multi-institutional 0.35 T MRI-guided radiotherapy study. LA RADIOLOGIA MEDICA 2024; 129:615-622. [PMID: 38512616 DOI: 10.1007/s11547-024-01761-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 01/03/2024] [Indexed: 03/23/2024]
Abstract
PURPOSE The accurate prediction of treatment response in locally advanced rectal cancer (LARC) patients undergoing MRI-guided radiotherapy (MRIgRT) is essential for optimising treatment strategies. This multi-institutional study aimed to investigate the potential of radiomics in enhancing the predictive power of a known radiobiological parameter (Early Regression Index, ERITCP) to evaluate treatment response in LARC patients treated with MRIgRT. METHODS Patients from three international sites were included and divided into training and validation sets. 0.35 T T2*/T1-weighted MR images were acquired during simulation and at each treatment fraction. The biologically effective dose (BED) conversion was used to account for different radiotherapy schemes: gross tumour volume was delineated on the MR images corresponding to specific BED levels and radiomic features were then extracted. Multiple logistic regression models were calculated, combining ERITCP with other radiomic features. The predictive performance of the different models was evaluated on both training and validation sets by calculating the receiver operating characteristic (ROC) curves. RESULTS A total of 91 patients was enrolled: 58 were used as training, 33 as validation. Overall, pCR was observed in 25 cases. The model showing the highest performance was obtained combining ERITCP at BED = 26 Gy with a radiomic feature (10th percentile of grey level histogram, 10GLH) calculated at BED = 40 Gy. The area under ROC curve (AUC) of this combined model was 0.98 for training set and 0.92 for validation set, significantly higher (p = 0.04) than the AUC value obtained using ERITCP alone (0.94 in training and 0.89 in validation set). CONCLUSION The integration of the radiomic analysis with ERITCP improves the pCR prediction in LARC patients, offering more precise predictive models to further personalise 0.35 T MRIgRT treatments of LARC patients.
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Affiliation(s)
- Luca Boldrini
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Largo Francesco Vito 1, 00168, Rome, Italy
| | - Giuditta Chiloiro
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Largo Francesco Vito 1, 00168, Rome, Italy
| | | | - Poonam Yadav
- Northwestern Memorial Hospital, Northwestern University Feinberg, Chicago, IL, USA
| | - Gao Yu
- Department of Radiological Sciences, University of California, Los Angeles, CA, USA
| | - Angela Romano
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Largo Francesco Vito 1, 00168, Rome, Italy
| | - Antonio Piras
- UO Radioterapia Oncologica, Villa Santa Teresa, Bagheria, Palermo, Italy
| | - Claudio Votta
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Largo Francesco Vito 1, 00168, Rome, Italy
| | - Lorenzo Placidi
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Largo Francesco Vito 1, 00168, Rome, Italy
| | - Sara Broggi
- Medical Physics, San Raffaele Scientific Institute, Milan, Italy
| | | | - Jacopo Lenkowicz
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Largo Francesco Vito 1, 00168, Rome, Italy
| | - Luca Indovina
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Largo Francesco Vito 1, 00168, Rome, Italy
| | - Michael F Bassetti
- Department of Human Oncology, School of Medicine and Public Heath, University of Wisconsin - Madison, Madison, USA
| | - Yingli Yang
- Department of Radiological Sciences, University of California, Los Angeles, CA, USA
| | - Claudio Fiorino
- Medical Physics, San Raffaele Scientific Institute, Milan, Italy
| | - Vincenzo Valentini
- Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Largo Francesco Vito 1, 00168, Rome, Italy
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25
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Ciocan RA, Ciocan A, Mihăileanu FV, Ursu CP, Ursu Ș, Bodea C, Cordoș AA, Chiș BA, Al Hajjar N, Dîrzu N, Dîrzu DS. Metabolic Signatures: Pioneering the Frontier of Rectal Cancer Diagnosis and Response to Neoadjuvant Treatment with Biomarkers-A Systematic Review. Int J Mol Sci 2024; 25:2381. [PMID: 38397058 PMCID: PMC10889270 DOI: 10.3390/ijms25042381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Revised: 02/06/2024] [Accepted: 02/13/2024] [Indexed: 02/25/2024] Open
Abstract
Colorectal cancer (CRC) is one of the most aggressive, heterogenous, and fatal types of human cancer for which screening, and more effective therapeutic drugs are urgently needed. Early-stage detection and treatment greatly improve the 5-year survival rate. In the era of targeted therapies for all types of cancer, a complete metabolomic profile is mandatory before neoadjuvant therapy to assign the correct drugs and check the response to the treatment given. The aim of this study is to discover specific metabolic biomarkers or a sequence of metabolomic indicators that possess precise diagnostic capabilities in predicting the efficacy of neoadjuvant therapy. After searching the keywords, a total of 108 articles were identified during a timeframe of 10 years (2013-2023). Within this set, one article was excluded due to the use of non-English language. Six scientific papers were qualified for this investigation after eliminating all duplicates, publications not referring to the subject matter, open access restriction papers, and those not applicable to humans. Biomolecular analysis found a correlation between metabolomic analysis of colorectal cancer samples and poor progression-free survival rates. Biomarkers are instrumental in predicting a patient's response to specific treatments, guiding the selection of targeted therapies, and indicating resistance to certain drugs.
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Affiliation(s)
- Răzvan Alexandru Ciocan
- Department of Surgery-Practical Abilities, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400337 Cluj-Napoca, Romania;
| | - Andra Ciocan
- Department of Surgery, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400162 Cluj-Napoca, Romania; (F.V.M.); (C.-P.U.); (Ș.U.); (C.B.); (N.A.H.)
- “Prof. Dr. Octavian Fodor” Regional Institute of Gastroenterology and Hepatology, 400162 Cluj-Napoca, Romania
| | - Florin Vasile Mihăileanu
- Department of Surgery, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400162 Cluj-Napoca, Romania; (F.V.M.); (C.-P.U.); (Ș.U.); (C.B.); (N.A.H.)
| | - Cristina-Paula Ursu
- Department of Surgery, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400162 Cluj-Napoca, Romania; (F.V.M.); (C.-P.U.); (Ș.U.); (C.B.); (N.A.H.)
| | - Ștefan Ursu
- Department of Surgery, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400162 Cluj-Napoca, Romania; (F.V.M.); (C.-P.U.); (Ș.U.); (C.B.); (N.A.H.)
| | - Cătălin Bodea
- Department of Surgery, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400162 Cluj-Napoca, Romania; (F.V.M.); (C.-P.U.); (Ș.U.); (C.B.); (N.A.H.)
| | | | - Bogdan Augustin Chiș
- Department of Internal Medicine, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400162 Cluj-Napoca, Romania;
| | - Nadim Al Hajjar
- Department of Surgery, “Iuliu Hațieganu” University of Medicine and Pharmacy, 400162 Cluj-Napoca, Romania; (F.V.M.); (C.-P.U.); (Ș.U.); (C.B.); (N.A.H.)
- “Prof. Dr. Octavian Fodor” Regional Institute of Gastroenterology and Hepatology, 400162 Cluj-Napoca, Romania
| | - Noemi Dîrzu
- Clinical Laboratory Department, Transilvania Hospital, 400486 Cluj-Napoca, Romania
| | - Dan-Sebastian Dîrzu
- Emergency County Hospital Cluj, 400006 Cluj-Napoca, Romania;
- STAR—UBB Institute, Babeș Bolyai University, 400084 Cluj-Napoca, Romania
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26
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Schurink NW, van Kranen SR, van Griethuysen JJM, Roberti S, Snaebjornsson P, Bakers FCH, de Bie SH, Bosma GPT, Cappendijk VC, Geenen RWF, Neijenhuis PA, Peterson GM, Veeken CJ, Vliegen RFA, Peters FP, Bogveradze N, El Khababi N, Lahaye MJ, Maas M, Beets GL, Beets-Tan RGH, Lambregts DMJ. Development and multicenter validation of a multiparametric imaging model to predict treatment response in rectal cancer. Eur Radiol 2023; 33:8889-8898. [PMID: 37452176 PMCID: PMC10667134 DOI: 10.1007/s00330-023-09920-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2023]
Abstract
OBJECTIVES To develop and validate a multiparametric model to predict neoadjuvant treatment response in rectal cancer at baseline using a heterogeneous multicenter MRI dataset. METHODS Baseline staging MRIs (T2W (T2-weighted)-MRI, diffusion-weighted imaging (DWI) / apparent diffusion coefficient (ADC)) of 509 patients (9 centres) treated with neoadjuvant chemoradiotherapy (CRT) were collected. Response was defined as (1) complete versus incomplete response, or (2) good (Mandard tumor regression grade (TRG) 1-2) versus poor response (TRG3-5). Prediction models were developed using combinations of the following variable groups: (1) Non-imaging: age/sex/tumor-location/tumor-morphology/CRT-surgery interval (2) Basic staging: cT-stage/cN-stage/mesorectal fascia involvement, derived from (2a) original staging reports, or (2b) expert re-evaluation (3) Advanced staging: variables from 2b combined with cTN-substaging/invasion depth/extramural vascular invasion/tumor length (4) Quantitative imaging: tumour volume + first-order histogram features (from T2W-MRI and DWI/ADC) Models were developed with data from 6 centers (n = 412) using logistic regression with the Least Absolute Shrinkage and Selector Operator (LASSO) feature selection, internally validated using repeated (n = 100) random hold-out validation, and externally validated using data from 3 centers (n = 97). RESULTS After external validation, the best model (including non-imaging and advanced staging variables) achieved an area under the curve of 0.60 (95%CI=0.48-0.72) to predict complete response and 0.65 (95%CI=0.53-0.76) to predict a good response. Quantitative variables did not improve model performance. Basic staging variables consistently achieved lower performance compared to advanced staging variables. CONCLUSIONS Overall model performance was moderate. Best results were obtained using advanced staging variables, highlighting the importance of good-quality staging according to current guidelines. Quantitative imaging features had no added value (in this heterogeneous dataset). CLINICAL RELEVANCE STATEMENT Predicting tumour response at baseline could aid in tailoring neoadjuvant therapies for rectal cancer. This study shows that image-based prediction models are promising, though are negatively affected by variations in staging quality and MRI acquisition, urging the need for harmonization. KEY POINTS This multicenter study combining clinical information and features derived from MRI rendered disappointing performance to predict response to neoadjuvant treatment in rectal cancer. Best results were obtained with the combination of clinical baseline information and state-of-the-art image-based staging variables, highlighting the importance of good quality staging according to current guidelines and staging templates. No added value was found for quantitative imaging features in this multicenter retrospective study. This is likely related to acquisition variations, which is a major problem for feature reproducibility and thus model generalizability.
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Affiliation(s)
- Niels W Schurink
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands
| | - Simon R van Kranen
- Department of Radiation Oncology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Joost J M van Griethuysen
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands
| | - Sander Roberti
- Department of Epidemiology and Biostatistics, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Petur Snaebjornsson
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Frans C H Bakers
- Department of Radiology, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Shira H de Bie
- Department of Radiology, Deventer Ziekenhuis, Schalkhaar, The Netherlands
| | - Gerlof P T Bosma
- Department of Interventional Radiology, Elisabeth Tweesteden Hospital, Tilburg, The Netherlands
| | - Vincent C Cappendijk
- Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch, The Netherlands
| | - Remy W F Geenen
- Department of Radiology, Northwest Clinics, Alkmaar, The Netherlands
| | | | | | - Cornelis J Veeken
- Department of Radiology, IJsselland Hospital, Capelle aan den IJssel, The Netherlands
| | - Roy F A Vliegen
- Department of Radiology, Zuyderland Medical Center, Heerlen, The Netherlands
| | - Femke P Peters
- Department of Radiation Oncology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Nino Bogveradze
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands
- Department of Radiology, Acad. F. Todua Medical Center, Research Institute of Clinical Medicine, Tbilisi, Georgia
| | - Najim El Khababi
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands
| | - Max J Lahaye
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands
| | - Monique Maas
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands
| | - Geerard L Beets
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Regina G H Beets-Tan
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands
- Institute of Regional Health Research, University of Southern Denmark, Vejle, Denmark
| | - Doenja M J Lambregts
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands.
- GROW School for Oncology & Developmental Biology, University of Maastricht, Maastricht, The Netherlands.
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Stefanou AJ, Dessureault S, Sanchez J, Felder S. Clinical Tools for Rectal Cancer Response Assessment following Neoadjuvant Treatment in the Era of Organ Preservation. Cancers (Basel) 2023; 15:5535. [PMID: 38067239 PMCID: PMC10705332 DOI: 10.3390/cancers15235535] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 11/04/2023] [Accepted: 11/10/2023] [Indexed: 09/16/2024] Open
Abstract
Local tumor response evaluation following neoadjuvant treatment(s) in rectal adenocarcinoma requires a multi-modality approach including physical and endoscopic evaluations, rectal protocoled MRI, and cross-sectional imaging. Clinical tumor response exists on a spectrum from complete clinical response (cCR), defined as the absence of clinical evidence of residual tumor, to near-complete response (nCR), which assumes a significant reduction in tumor burden but with increased uncertainty of residual microscopic disease, to incomplete clinical response (iCR), which incorporates all responses less than nCR that is not progressive disease. This article aims to review the clinical tools currently routinely available to evaluate treatment response and offers a potential management approach based on the extent of local tumor response.
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Affiliation(s)
| | | | | | - Seth Felder
- Clinical and Pathologic Response to Therapy in Gastrointestinal Oncology, Moffitt Cancer Center, 12902 Magnolia Dr., Tampa, FL 33612, USA; (A.J.S.); (S.D.); (J.S.)
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28
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Stupar D, Jungić S, Gojković Z, Berendika J, Janičić Ž. Risk-factors for locally advanced rectal cancer relapse after neoadjuvant chemoradiotherapy: A single center experience. Medicine (Baltimore) 2023; 102:e35519. [PMID: 37933003 PMCID: PMC10627596 DOI: 10.1097/md.0000000000035519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 09/14/2023] [Indexed: 11/08/2023] Open
Abstract
The overall prognosis of locally advanced rectal cancer (LARC) remains unsatisfactory due to a high incidence of disease relapse. The present understanding of the factors that determine the likelihood of recurrence is limited or ineffective. We aimed to identify the main risk factors influencing tumor relapse in LARC patients after neoadjuvant chemoradiotherapy (nCRT) and surgical treatment in a single center in Republika Srpska. Patients with stage II or stage III who received nCRT before surgery for primary rectal cancer at the Oncology Clinic, University Clinical Center of Republika Srpska from January 2017 and December 2022 were included in the study. We collected patient demographics, clinical stage and characteristics, neoadjuvant therapy, and surgical methods, along with the pathological response after treatment completion, and analyzed them to identify the risk factors for tumor relapse. Out of 109 patients diagnosed with LARC, 34 (31,2%) had tumor relapse. The median time to relapse was 54 months. Participants with clinical T4 stage had a significantly shorter relapse time compared to the patients with clinical T2/3 stage. Subjects with positive lymph nodes removed, perivascular and perineural invasion, intraoperative perforation and patients without ypN stage improvement had significantly shorter time to relapse. Subjects with T4 stage had more than 4 times higher risk of relapse than patients with clinical T2/3 stage. Higher clinical T stage was an essential risk factor for tumor relapse in LARC patients after nCRT and surgical treatment. Comprehensive understanding and identification of the risk factors for tumor relapse in LARC patients are crucial for improving their long-term outcomes.
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Affiliation(s)
- Dragana Stupar
- Faculty of Medicine, University of Banja Luka, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
- University Clinical Center of the Republic of Srpska, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
- General Hospital Prijedor, Prijedor, The Republic of Srpska, Bosnia and Herzegovina
| | - Saša Jungić
- Faculty of Medicine, University of Banja Luka, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
- University Clinical Center of the Republic of Srpska, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
| | - Zdenka Gojković
- Faculty of Medicine, University of Banja Luka, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
- University Clinical Center of the Republic of Srpska, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
| | - Jelena Berendika
- Faculty of Medicine, University of Banja Luka, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
- University Clinical Center of the Republic of Srpska, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
| | - Živojin Janičić
- Faculty of Medicine, University of Banja Luka, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
- University Clinical Center of the Republic of Srpska, Banja Luka, The Republic of Srpska, Bosnia and Herzegovina
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Giatromanolaki A, Kavazis C, Gkegka AG, Kouroupi M, Tsaroucha A, Pitiakoudis M, Koukourakis MI. Tumor-infiltrating lymphocytes, PD-L1, and MMR-deficiency combined characterization may identify subgroups of rectal cancer patients who would benefit from immunotherapy. Immunobiology 2023; 228:152756. [PMID: 38860277 DOI: 10.1016/j.imbio.2023.152756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2023] [Revised: 10/03/2023] [Accepted: 10/17/2023] [Indexed: 06/12/2024]
Abstract
INTRODUCTION Mismatch repair deficiency, immunological fertility, and PD-L1 expression status are key histopathological and molecular features defining tumor responsiveness to immunotherapy and, eventually, prognosis. These were investigated in a series of locally advanced rectal cancer patients treated with postoperative chemotherapy and radiotherapy. MATERIALS AND METHODS Tumor-infiltrating lymphocyte (TIL) density was assessed in hematoxylin-eosin tissue sections. PD-L1 expression and the expression of MMR proteins (MLH1, PSM2, MSH2, and MSH6) were assessed with immunohistochemistry. Their association with histopathological variables (node involvement and tumor budding) and prognosis was assessed. RESULTS The TIL-density was significantly higher in the invading tumor front and was inversely related to tumor budding and directly with better overall survival (OS) and distant metastasis-free survival (DMFS) (p = 0.02 and 0.02, respectively). Cancer cell PD-L1 expression was related to high TIL-density (p < 0.01) but not to prognosis, although its overexpression defined a trend for poorer OS in patients with high TIL-density. High PD-L1 expression by stroma infiltrating immune cells was linked with better OS and DMFS (p = 0.007 and 0.001, respectively. MMR deficiency was recorded in 26.2 % of cases, and this was linked with higher TIL-density, but not with prognosis. CONCLUSIONS Dense intratumoral lymphocytic infiltration relates to a better prognosis in rectal cancer, although it is also linked with PD-L1 expression that may adversely modulate the anti-tumor effects of TILs. This latter subgroup of patients (high TIL-density/high cancer cell PD-L1 expression) could be an additional target for anti-PD-1/PD-L1 immunotherapy, along with the established subgroup of MMR deficient patients.
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Affiliation(s)
- Alexandra Giatromanolaki
- Department of Pathology, University Hospital of Alexandroupolis, Alexandroupolis, Greece; Department of Radiotherapy/Oncology, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Christos Kavazis
- Departments of Surgery, University Hospital of Alexandroupolis, Alexandroupolis, Greece; Department of Radiotherapy/Oncology, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Anastasia G Gkegka
- Department of Pathology, University Hospital of Alexandroupolis, Alexandroupolis, Greece; Department of Radiotherapy/Oncology, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Maria Kouroupi
- Department of Pathology, University Hospital of Alexandroupolis, Alexandroupolis, Greece; Department of Radiotherapy/Oncology, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Alexandra Tsaroucha
- Laboratory of Experimental Surgery and Surgical Research, University Hospital of Alexandroupolis, Alexandroupolis, Greece; Department of Radiotherapy/Oncology, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Michael Pitiakoudis
- Departments of Surgery, University Hospital of Alexandroupolis, Alexandroupolis, Greece; Department of Radiotherapy/Oncology, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Michael I Koukourakis
- Laboratory of Experimental Surgery and Surgical Research, University Hospital of Alexandroupolis, Alexandroupolis, Greece; Department of Radiotherapy/Oncology, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece.
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Kubota S, Miura T, Wakiya T, Yoshizawa T, Goto S, Morohashi H, Sakamoto Y, Tatara Y, Kijima H, Hakamada K. Exploration of Malignant Characteristics in Neoadjuvant Chemotherapy-Resistant Rectal Cancer, Focusing on Extramural Lesions. Ann Surg Oncol 2023; 30:7612-7623. [PMID: 37548833 PMCID: PMC10562322 DOI: 10.1245/s10434-023-13928-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Accepted: 06/28/2023] [Indexed: 08/08/2023]
Abstract
BACKGROUND Extramural vascular invasion (EMVI) and tumor deposits (TD) are poor prognostic factors in rectal cancer (RC), especially when resistant to neoadjuvant chemotherapy (NAC). We aimed to define differential expression in NAC responders and non-responders with concomitant EMVI and TD. METHODS From 52 RC surgical patients, post-NAC resected specimens were extracted, comprising two groups: cases with residual EMVI and TD (NAC-resistant) and cases without (NAC-effective). Proteomic analysis was conducted to define differential protein expression in the two groups. To validate the findings, immunohistochemistry was performed in another cohort that included 58 RC surgical patients. Based on the findings, chemosensitivity and prognosis were compared. RESULTS The NAC-resistant group was associated with a lower 3-year disease-free survival rate than the NAC-effective group (p = 0.041). Discriminative proteins in the NAC-resistant group were highly associated with the sulfur metabolism pathway. Among these pathway constituents, selenium-binding protein 1 (SELENBP1) expression in the NAC-resistant group decreased to less than one-third of that of the NAC-effective group. Immunohistochemistry in another RC cohort consistently validated the relationship between decreased SELENBP1 and poorer NAC sensitivity, in both pre-NAC biopsy and post-NAC surgery specimens. Furthermore, decrease in SELENBP1 was associated with a lower 3-year disease-free survival rate (p = 0.047). CONCLUSIONS We defined one of the differentially expressed proteins in NAC responders and non-responders, concomitant with EMVI and TD. SELENBP1 was suspected to contribute to NAC resistance and poor prognosis in RC.
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Affiliation(s)
- Shunsuke Kubota
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Takuya Miura
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Taiichi Wakiya
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Tadashi Yoshizawa
- Department of Pathology and Bioscience, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Shintaro Goto
- Department of Pathology and Bioscience, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Hajime Morohashi
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Yoshiyuki Sakamoto
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Yota Tatara
- Department of Stress Response Science, Center for Advanced Medical Research, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Hiroshi Kijima
- Department of Pathology and Bioscience, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Kenichi Hakamada
- Department of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan.
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Sartorius D, Blume ML, Fleischer JR, Ghadimi M, Conradi LC, De Oliveira T. Implications of Rectal Cancer Radiotherapy on the Immune Microenvironment: Allies and Foes to Therapy Resistance and Patients' Outcome. Cancers (Basel) 2023; 15:5124. [PMID: 37958298 PMCID: PMC10650490 DOI: 10.3390/cancers15215124] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 10/16/2023] [Accepted: 10/19/2023] [Indexed: 11/15/2023] Open
Abstract
Aside from surgical resection, locally advanced rectal cancer is regularly treated with neoadjuvant chemoradiotherapy. Since the concept of cancer treatment has shifted from only focusing on tumor cells as drivers of disease progression towards a broader understanding including the dynamic tumor microenvironment (TME), the impact of radiotherapy on the TME and specifically the tumor immune microenvironment (TIME) is increasingly recognized. Both promoting as well as suppressing effects on anti-tumor immunity have been reported in response to rectal cancer (chemo-)radiotherapy and various targets for combination therapies are under investigation. A literature review was conducted searching the PubMed database for evidence regarding the pleiotropic effects of (chemo-)radiotherapy on the rectal cancer TIME, including alterations in cytokine levels, immune cell populations and activity as well as changes in immune checkpoint proteins. Radiotherapy can induce immune-stimulating and -suppressive alterations, potentially mediating radioresistance. The response is influenced by treatment modalities, including the dosage administered and the highly individual intrinsic pre-treatment immune status. Directly addressing the main immune cells of the TME, this review aims to highlight therapeutical implications since efficient rectal cancer treatment relies on personalized strategies combining conventional therapies with immune-modulating approaches, such as immune checkpoint inhibitors.
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Affiliation(s)
| | | | | | | | - Lena-Christin Conradi
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075 Göttingen, Germany; (D.S.); (M.L.B.); (J.R.F.); (M.G.)
| | - Tiago De Oliveira
- Department of General, Visceral and Pediatric Surgery, University Medical Center Göttingen, Robert-Koch-Straβe 40, 37075 Göttingen, Germany; (D.S.); (M.L.B.); (J.R.F.); (M.G.)
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Sun L, Qu J, Ke X, Zhang Y, Xu H, Lv N, Leng J, Zhang Y, Guan A, Feng Y, Sun Y. Interaction between intratumoral microbiota and tumor mediates the response of neoadjuvant therapy for rectal cancer. Front Microbiol 2023; 14:1229888. [PMID: 37901832 PMCID: PMC10602640 DOI: 10.3389/fmicb.2023.1229888] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Accepted: 09/29/2023] [Indexed: 10/31/2023] Open
Abstract
Background Previous observations have demonstrated that the response to neoadjuvant chemoradiotherapy (nCRT) is highly variable in patients with locally advanced rectal cancer (LARC). Recent studies focusing on the intratumoral microbiota of colorectal cancer have revealed its role in oncogenesis and tumor progression. However, limited research has focused on the influence of intratumoral microbiota on the nCRT of LARC. Methods We explored the microbial profiles in the tumor microenvironment of LARC using RNA-seq data from a published European cohort. Microbial signatures were characterized in pathological complete response (pCR) and non-pCR groups. Multi-omics analysis was performed between intratumor microbiomes and transcriptomes. Results Microbial α and β diversity were significantly different in pCR and non-pCR groups. Twelve differential microbes were discovered between the pCR and non-pCR groups, six of which were related to subclusters of cancer-associated fibroblasts (CAFs) associated with extracellular matrix formation. A microbial risk score based on the relative abundance of seven differential microbes had predictive value for the nCRT response (AUC = 0.820, p < 0.001). Conclusion Our study presents intratumoral microbes as potential independent predictive markers for the response of nCRT to LARC and demonstrates the underlying mechanism by which the interaction between intratumoral microbes and CAFs mediates the response to nCRT.
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Affiliation(s)
- Lejia Sun
- Department of General Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
- The First School of Clinical Medicine, Nanjing Medical University, Nanjing, China
- Colorectal Institute of Nanjing Medical University, Nanjing, China
| | - Jiangming Qu
- Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Xindi Ke
- Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Yue Zhang
- Department of General Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
- The First School of Clinical Medicine, Nanjing Medical University, Nanjing, China
- Colorectal Institute of Nanjing Medical University, Nanjing, China
| | - Hengyi Xu
- Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Ning Lv
- Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Jingze Leng
- School of Medicine, Tsinghua University, Beijing, China
| | - Yanbin Zhang
- Department of Spine Surgery, Beijing Jishuitan Hospital, Beijing, China
| | - Ai Guan
- Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Yifei Feng
- Department of General Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
- The First School of Clinical Medicine, Nanjing Medical University, Nanjing, China
- Colorectal Institute of Nanjing Medical University, Nanjing, China
| | - Yueming Sun
- Department of General Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China
- The First School of Clinical Medicine, Nanjing Medical University, Nanjing, China
- Colorectal Institute of Nanjing Medical University, Nanjing, China
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Wang A, Zhou J, Wang G, Zhang B, Xin H, Zhou H. Deep learning of endoscopic features for the assessment of neoadjuvant therapy response in locally advanced rectal cancer. Asian J Surg 2023; 46:3568-3574. [PMID: 37062601 DOI: 10.1016/j.asjsur.2023.03.165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 03/28/2023] [Accepted: 03/30/2023] [Indexed: 04/18/2023] Open
Abstract
BACKGROUND For locally advanced rectal cancer (LARC), accurate response evaluation is necessary to select complete responders after neoadjuvant therapy (NAT) for a watch-and-wait (W&W) strategy. Algorithms based on deep learning have shown great value in medical image analyses. Here we used deep learning algorithms of endoscopic images for the assessment of NAT response in LARC. METHOD 214 LARC patients were retrospectively included in the study. After NAT, these patients underwent total mesorectal excision (TME) surgery. Among them, 51 (23.8%) of the patients achieved a pathological complete response (pCR). 160 patients from Shanghai Changzheng Hospital were regarded as primary dataset, and the other 54 patients from Zhejiang Cancer Hospital were regarded as validation dataset. ResNet-18 and DenseNet-121 were applied to train the models based on endoscopic images after NAT. Deep learning models were valid in the validation dataset and compared to manual method. RESULTS The performances were comparable in AUC between deep learning models and manual method. For mean metrics, sensitivity (0.750 vs. 0.417) and AUC (0.716 vs. 0.601) in ResNet-18 deep learning model were higher than those in the manual method. The deep learning models were able to identify the endoscopic features associated with NAT response by the heatmaps. A diagnostic flow diagram which integrated the deep learning model to assist the clinicians in making decisions for W&W strategy was constructed. CONCLUSIONS We created deep learning models using endoscopic features for assessment of NAT in LARC. The deep learning models achieved modest accuracies and performed comparably to manual method.
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Affiliation(s)
- Anqi Wang
- Department of Colorectal Surgery, Changzheng Hospital, Navy Medical University, China
| | - Jieli Zhou
- UM-SJTU Joint Institute, Shanghai Jiao Tong University, China
| | - Gang Wang
- Department of Colorectal Surgery, Zhejiang Cancer Hospital, China
| | - Beibei Zhang
- Department of Dermatology, Tongren Hospital, Shanghai Jiao Tong University School of Medicine, China.
| | - Hongyi Xin
- UM-SJTU Joint Institute, Shanghai Jiao Tong University, China.
| | - Haiyang Zhou
- Department of Colorectal Surgery, Changzheng Hospital, Navy Medical University, China.
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Jiang H, Guo W, Yu Z, Lin X, Zhang M, Jiang H, Zhang H, Sun Z, Li J, Yu Y, Zhao S, Hu H. A Comprehensive Prediction Model Based on MRI Radiomics and Clinical Factors to Predict Tumor Response After Neoadjuvant Chemoradiotherapy in Rectal Cancer. Acad Radiol 2023; 30 Suppl 1:S185-S198. [PMID: 37394412 DOI: 10.1016/j.acra.2023.04.032] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Revised: 04/18/2023] [Accepted: 04/23/2023] [Indexed: 07/04/2023]
Abstract
RATIONALE AND OBJECTIVES To establish a prediction model for the efficacy of neoadjuvant chemoradiotherapy (nCRT) in patients with locally advanced rectal cancer (LARC), using pretreatment magnetic resonance imaging (MRI) multisequence image features and clinical parameters. MATERIALS AND METHODS Patients with clinicopathologically confirmed LARC were included (training and validation datasets, n = 100 and 27, respectively). Clinical data of patients were collected retrospectively. We analyzed MRI multisequence imaging features. The tumor regression grading (TRG) system proposed by Mandard et al was adopted. Grade 1-2 of TRG was a good response group, and grade 3-5 of TRG was a poor response group. In this study, a clinical model, a single sequence imaging model, and a comprehensive model combined with clinical imaging were constructed, respectively. The area under the subject operating characteristic curve (AUC) was used to evaluate the predictive efficacy of clinical, imaging, and comprehensive models. The decision curve analysis method evaluated the clinical benefit of several models, and the nomogram of efficacy prediction was constructed. RESULTS The AUC value of the comprehensive prediction model is 0.99 in the training data set and 0.94 in the test data set, which is significantly higher than other models. Radiomic Nomo charts were developed using Rad scores obtained from the integrated image omics model, circumferential resection margin(CRM), DoTD, and carcinoembryonic antigen(CEA). Nomo charts showed good resolution. The calibrating and discriminating ability of the synthetic prediction model is better than that of the single clinical model and the single sequence clinical image omics fusion model. CONCLUSION Nomograph, based on pretreatment MRI characteristics and clinical risk factors, has the potential to be used as a noninvasive tool to predict outcomes in patients with LARC after nCRT.
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Affiliation(s)
- Hao Jiang
- Department of Radiology, the Second Affiliated Hospital of Harbin Medical University, Harbin 150086, China (H.J., X.L., H.J., Z.S., J.L., S.Z., H.H.)
| | - Wei Guo
- Department of PET/CT-MRI, Harbin Medical University Cancer Hospital, Harbin, China (W.G.)
| | - Zhuo Yu
- Huiying Medical Technology (Beijing) Co, Beijing, China (Z.Y.)
| | - Xue Lin
- Department of Radiology, the Second Affiliated Hospital of Harbin Medical University, Harbin 150086, China (H.J., X.L., H.J., Z.S., J.L., S.Z., H.H.)
| | - Mingyu Zhang
- Department of Nuclear Medicine, Beijing Friendship Hospital, Affiliated to Capital Medical University, Beijing, China (M.Z.)
| | - Huijie Jiang
- Department of Radiology, the Second Affiliated Hospital of Harbin Medical University, Harbin 150086, China (H.J., X.L., H.J., Z.S., J.L., S.Z., H.H.).
| | - Hongxia Zhang
- Department of Radiology, Harbin Medical University Cancer Hospital, Harbin, China (H.Z., Y.Y.)
| | - Zhongqi Sun
- Department of Radiology, the Second Affiliated Hospital of Harbin Medical University, Harbin 150086, China (H.J., X.L., H.J., Z.S., J.L., S.Z., H.H.)
| | - Jinping Li
- Department of Radiology, the Second Affiliated Hospital of Harbin Medical University, Harbin 150086, China (H.J., X.L., H.J., Z.S., J.L., S.Z., H.H.)
| | - Yanyan Yu
- Department of Radiology, Harbin Medical University Cancer Hospital, Harbin, China (H.Z., Y.Y.)
| | - Sheng Zhao
- Department of Radiology, the Second Affiliated Hospital of Harbin Medical University, Harbin 150086, China (H.J., X.L., H.J., Z.S., J.L., S.Z., H.H.)
| | - Hongbo Hu
- Department of Radiology, the Second Affiliated Hospital of Harbin Medical University, Harbin 150086, China (H.J., X.L., H.J., Z.S., J.L., S.Z., H.H.)
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Brzozowa-Zasada M, Piecuch A, Michalski M, Stęplewska K, Matysiak N, Kucharzewski M. Immunohistochemical Expression of Upregulated Gene 4 Protein Expression (URG4/URGCP) and Its Association with 5-Year Survival in Patients with Colon Adenocarcinoma. J Clin Med 2023; 12:5477. [PMID: 37685545 PMCID: PMC10488385 DOI: 10.3390/jcm12175477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 07/26/2023] [Accepted: 08/08/2023] [Indexed: 09/10/2023] Open
Abstract
(1) Background: Colorectal cancer (CRC) is the third most common cancer in terms of incidence and mortality. Approximately 90% of all colorectal cancer cases are adenocarcinomas, originating from epithelial cells of the colorectal mucosa. Upregulated gene 4 (URG4) is an oncogene involved in cancer development. The aim of the study was to assess the immunohistochemical expression of URG4 protein expression in Polish patients with colon adenocarcinoma who were not treated with any therapy before radical surgery. (2) Methods: The study used colon tissue samples taken from people with a confirmed diagnosis of colorectal adenocarcinoma after a thorough histopathological examination. The associations between the immunohistochemical expression of URG4 and clinical parameters were analyzed by the Chi2 test or Chi2Yatesa test. The study conducted an analysis of the correlation between the expression of URG4 and the five-year survival rate of patients through the application of the Kaplan-Meier analysis and the log-rank statistical test. The intracellular localization of URG4 was identified through the utilization of transmission electron microscopy (TEM) methodology. (3) Results: In univariate Cox regression analyses, immuno-histochemical expression of URG4, grade of histological differentiation, depth of invasion, angioinvasion, PCNA expression, stage of disease and lymph node involvement were found to be significant prognostic factors. Within our patient cohort, it was observed that the degree of tumour differentiation and URG4 expression were found to be distinct prognostic factors in regard to the 5-year survival rates of those with colon adenocarcinoma. (4) Conclusions: High immunohistochemical expression of URG4 correlates with poor prognosis in patients with colon adenocarcinoma.
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Affiliation(s)
- Marlena Brzozowa-Zasada
- Department of Histology and Cell Pathology in Zabrze, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 40-055 Katowice, Poland
| | - Adam Piecuch
- Department of Histology and Cell Pathology in Zabrze, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 40-055 Katowice, Poland
| | - Marek Michalski
- Department of Histology and Cell Pathology in Zabrze, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 40-055 Katowice, Poland
| | - Katarzyna Stęplewska
- Department of Pathology, Institute of Medical Sciences, University of Opole, 45-052 Opole, Poland
| | - Natalia Matysiak
- Department of Histology and Cell Pathology in Zabrze, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 40-055 Katowice, Poland
| | - Marek Kucharzewski
- Faculty of Health Sciences, Jan Dlugosz University of Czestochowa, 42-200 Czestochowa, Poland
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Boonya-Ussadorn C, Nimmanon T, Anannamcharoen S. Pretreatment Microvessel Density for Predicting of Tumor Responsiveness to Neoadjuvant Chemoradiotherapy of Locally Advanced Rectal Cancer. Asian Pac J Cancer Prev 2023; 24:2697-2703. [PMID: 37642056 PMCID: PMC10685231 DOI: 10.31557/apjcp.2023.24.8.2697] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 08/23/2023] [Indexed: 08/31/2023] Open
Abstract
OBJECTIVE This study aimed to assess whether pretreatment tumor tissue microvessel density (MVD) could be a potential predictive marker for Mandard response in LARC treated with nCRT. METHODS A retrospective analysis was performed in pretreatment paraffin-embedded specimens of 31 pathologically confirmed rectal adenocarcinoma. All patients received nCRT and subsequent total mesorectal resection. Tumor MVD was determined by an average number of counted CD34-stained endothelial cells from two selected fields at 200x magnification in each slide and categorized into two groups: low MVD ( 60). The tumor response was determined using the Mandard tumor regression grading system. The subjects were grouped according to their TRG into responder (TRG 1-3) and non-responder (TRG 4-5). RESULT Twenty out of thirty-one patients (64.5%) were defined as responders. Eleven patients (35.5%) were defined as non-responders. MVD was significantly associated with tumor responsiveness to nCRT (p < 0.05). High MVD was shown to be an independent risk factor associated with tumor resistance to nCRT (OR, 22.58; 95% CI, 1.943-262.34; p = 0.013). A strong correlation was found between MVD and TRG (correlation coefficient value of 0.642, p <0.01), between MVD and vascular invasion (correlation coefficient value of 0.618, p <0.01), and between nodal involvement and vascular invasion (correlation coefficient value of 0.521, p <0.01). A moderate correlation was found between nodal involvement and vascular invasion (correlation coefficient value of 0.406, p <0.05). CONCLUSION High MVD in pretreatment tumor tissue was significantly associated with the tumor resistance to nCRT.
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D'Angelo E, Pastrello C, Biccari A, Marangio A, Sensi F, Crotti S, Fassan M, Jurisica I, Pucciarelli S, Agostini M. An integrated multiomics analysis of rectal cancer patients identified POU2F3 as a putative druggable target and entinostat as a cytotoxic enhancer of 5-fluorouracil. Int J Cancer 2023; 153:437-449. [PMID: 36815540 DOI: 10.1002/ijc.34478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Revised: 01/18/2023] [Accepted: 01/19/2023] [Indexed: 02/24/2023]
Abstract
Rectal cancer (RC) accounts for one-third of colorectal cancers (CRC), and 40% of these are locally advanced rectal cancers (LARC). The use of neoadjuvant chemoradiotherapy (nCRT) significantly reduces the rate of local recurrence compared to adjuvant therapy or surgery alone. However, after nCRT, up to 40%-60% of patients show a poor pathological response, while only about 20% achieve a pathological complete response. In this scenario, the identification of novel predictors of tumor response to nCRT is urgently needed to reduce LARC mortality and to spare poorly responding patients from unnecessary treatments. Therefore, by combining gene and microRNA expression datasets with proteomic data from LARC patients, we developed an integrated network centered on seven hub-genes putatively involved in the response to nCRT. In an independent validation cohort of LARC patients, we confirmed that differential expression of NFKB1, TRAF6 and STAT3 is correlated with the response to nCRT. In addition, the functional enrichment analysis also revealed that these genes are strongly related to hallmarks of cancer and inflammation, whose dysfunction may causatively affect LARC patient's response to nCRT. Furthermore, by constructing the transcription factor-module network, we hypothesized a protective role of POU2F3 gene, which could be used as a new drug target in LARC patients. Finally, we identified and tested in vitro entinostat, a histone deacetylase inhibitor, as a chemical compound that could be combined with a classical therapeutic regimen in order to design more efficient therapeutic strategies in LARC management.
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Affiliation(s)
- Edoardo D'Angelo
- General Surgery 3, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padua, Italy
- LIFELAB Program, Consorzio per la Ricerca Sanitaria-CORIS, Padova, Italy
- NanoInspired biomedicine lab, Fondazione Istituto di Ricerca Pediatrica Città della Speranza, Padua, Italy
| | - Chiara Pastrello
- Osteoarthritis Research Program, Division of Orthopedic Surgery, Schroeder Arthritis Institute and Data Science Discovery Centre for Chronic Diseases, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada
| | - Andrea Biccari
- General Surgery 3, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padua, Italy
- LIFELAB Program, Consorzio per la Ricerca Sanitaria-CORIS, Padova, Italy
| | - Asia Marangio
- General Surgery 3, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padua, Italy
| | - Francesca Sensi
- NanoInspired biomedicine lab, Fondazione Istituto di Ricerca Pediatrica Città della Speranza, Padua, Italy
- Department of Women and Children's Health, University of Padova, Padua, Italy
| | - Sara Crotti
- NanoInspired biomedicine lab, Fondazione Istituto di Ricerca Pediatrica Città della Speranza, Padua, Italy
| | - Matteo Fassan
- Department of Medicine, University of Padua, Padova, Italy
- Veneto Institute of Oncology-Institute for Hospitalization and Care Scientific, Padova, Italy
| | - Igor Jurisica
- Osteoarthritis Research Program, Division of Orthopedic Surgery, Schroeder Arthritis Institute and Data Science Discovery Centre for Chronic Diseases, Krembil Research Institute, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics and Computer Science, and Faculty of Dentistry, University of Toronto, Toronto, Ontario, Canada
- Institute of Neuroimmunology, Slovak Academy of Sciences, Bratislava, Slovakia
| | - Salvatore Pucciarelli
- General Surgery 3, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padua, Italy
| | - Marco Agostini
- General Surgery 3, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padua, Italy
- LIFELAB Program, Consorzio per la Ricerca Sanitaria-CORIS, Padova, Italy
- NanoInspired biomedicine lab, Fondazione Istituto di Ricerca Pediatrica Città della Speranza, Padua, Italy
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Chiloiro G, Cusumano D, Romano A, Boldrini L, Nicolì G, Votta C, Tran HE, Barbaro B, Carano D, Valentini V, Gambacorta MA. Delta Radiomic Analysis of Mesorectum to Predict Treatment Response and Prognosis in Locally Advanced Rectal Cancer. Cancers (Basel) 2023; 15:3082. [PMID: 37370692 PMCID: PMC10296157 DOI: 10.3390/cancers15123082] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 05/23/2023] [Accepted: 05/31/2023] [Indexed: 06/29/2023] Open
Abstract
BACKGROUND The aim of this study is to evaluate the delta radiomics approach based on mesorectal radiomic features to develop a model for predicting pathological complete response (pCR) and 2-year disease-free survival (2yDFS) in locally advanced rectal cancer (LARC) patients undergoing neoadjuvant chemoradiotherapy (nCRT). METHODS Pre- and post-nCRT MRIs of LARC patients treated at a single institution from May 2008 to November 2016 were retrospectively collected. Radiomic features were extracted from the GTV and mesorectum. The Wilcoxon-Mann-Whitney test and area under the receiver operating characteristic curve (AUC) were used to evaluate the performance of the features in predicting pCR and 2yDFS. RESULTS Out of 203 LARC patients, a total of 565 variables were evaluated. The best performing pCR prediction model was based on two GTV features with an AUC of 0.80 in the training set and 0.69 in the validation set. The best performing 2yDFS prediction model was based on one GTV and two mesorectal features with an AUC of 0.79 in the training set and 0.70 in the validation set. CONCLUSIONS The results of this study suggest a possible role for delta radiomics based on mesorectal features in the prediction of 2yDFS in patients with LARC.
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Affiliation(s)
- Giuditta Chiloiro
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Davide Cusumano
- Mater Olbia Hospital, Strada Statale Orientale Sarda 125, 07026 Olbia, Italy;
| | - Angela Romano
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Luca Boldrini
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Giuseppe Nicolì
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Claudio Votta
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Huong Elena Tran
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Brunella Barbaro
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Davide Carano
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Vincenzo Valentini
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
| | - Maria Antonietta Gambacorta
- Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo Agostino Gemelli 8, 00168 Rome, Italy; (G.C.); (L.B.); (G.N.); (C.V.); (H.E.T.); (B.B.); (D.C.); (V.V.); (M.A.G.)
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Ho V, Chung L, Wilkinson K, Lea V, Lim SH, Abubakar A, Ng W, Lee M, Roberts TL, Chua W, Lee CS. Prognostic Significance of MRE11 Overexpression in Colorectal Cancer Patients. Cancers (Basel) 2023; 15:cancers15092438. [PMID: 37173905 PMCID: PMC10177562 DOI: 10.3390/cancers15092438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 04/20/2023] [Accepted: 04/22/2023] [Indexed: 05/15/2023] Open
Abstract
Meiotic recombination 11 (MRE11) plays a critical role in the DNA damage response and maintenance of genome stability and is associated with the prognosis for numerous malignancies. Here, we explored the clinicopathological significance and prognostic value of MRE11 expression in colorectal cancer (CRC), a leading cause of cancer-related deaths worldwide. Samples from 408 patients who underwent surgery for colon and rectal cancer between 2006 and 2011, including a sub-cohort of 127 (31%) patients treated with adjuvant therapy, were analyzed. In Kaplan-Meier survival analyses, we found that high MRE11 expression in the tumor center (TC) was significantly associated with poor disease-free survival (DFS; p = 0.045) and overall survival (OS; p = 0.039). Intriguingly, high MRE11 expression in the TC was also significantly correlated with reduced DFS (p = 0.005) and OS (p = 0.010) in the subgroup with right-sided primary CRC. In multivariate analyses, high MRE11 expression (hazard ratio [HR] = 1.697, 95% confidence interval [CI]: 1.034-2.785; p = 0.036) and lymphovascular/perineural invasion (LVI/PNI; HR = 1.922, 95% CI 1.122-3.293; p = 0.017) showed significant association with worse OS in patients with right-sided tumors but not those with left-sided tumors. Moreover, in patients with right-sided tumors, high MRE11 was associated with worse OS for those with lymph node involvement (p = 0.006) and LVI/PNI (p = 0.049). Collectively, our results suggest that MRE11 may serve as an independent prognostic marker in those with right-sided severe CRC, with clinical value in the management of these patients.
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Affiliation(s)
- Vincent Ho
- School of Medicine, Western Sydney University, Sydney, NSW 2560, Australia
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia
| | - Liping Chung
- School of Medicine, Western Sydney University, Sydney, NSW 2560, Australia
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia
| | - Kate Wilkinson
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia
- Department of Medical Oncology, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Vivienne Lea
- School of Medicine, Western Sydney University, Sydney, NSW 2560, Australia
- Department of Anatomical Pathology, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Stephanie H Lim
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia
- Macarthur Cancer Therapy Centre, Campbelltown Hospital, Sydney, NSW 2560, Australia
| | - Askar Abubakar
- School of Medicine, Western Sydney University, Sydney, NSW 2560, Australia
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia
| | - Weng Ng
- Department of Medical Oncology, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Mark Lee
- Department of Radiation Oncology, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Tara L Roberts
- School of Medicine, Western Sydney University, Sydney, NSW 2560, Australia
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia
- South Western Sydney Clinical School, University of New South Wales, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Wei Chua
- School of Medicine, Western Sydney University, Sydney, NSW 2560, Australia
- Department of Medical Oncology, Liverpool Hospital, Liverpool, NSW 2170, Australia
- Discipline of Medical Oncology, School of Medicine, Western Sydney University, Liverpool Hospital, Liverpool, NSW 2170, Australia
| | - Cheok Soon Lee
- School of Medicine, Western Sydney University, Sydney, NSW 2560, Australia
- Ingham Institute for Applied Medical Research, Liverpool, NSW 2170, Australia
- Department of Anatomical Pathology, Liverpool Hospital, Liverpool, NSW 2170, Australia
- South Western Sydney Clinical School, University of New South Wales, Liverpool Hospital, Liverpool, NSW 2170, Australia
- Discipline of Pathology, School of Medicine, Western Sydney University, Sydney, NSW 2560, Australia
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Slipsager A, Henrichsen SN, Falkmer UG, Dybkær K, Belting M, Poulsen LØ. Predictive biomarkers in radioresistant rectal cancer: a systematic review. Crit Rev Oncol Hematol 2023; 186:103991. [PMID: 37059272 DOI: 10.1016/j.critrevonc.2023.103991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 03/31/2023] [Accepted: 04/11/2023] [Indexed: 04/16/2023] Open
Abstract
BACKGROUND AND AIMS The treatment of locally advanced rectal cancer often consists of neoadjuvant chemoradiotherapy followed by surgery. However, approximately 15% of patients show no response to this neoadjuvant chemoradiotherapy. This systematic review aimed to identify biomarkers of innate radioresistant rectal cancer. METHOD Through a systematic literature search, 125 papers were included and analyzed using ROBINS-I, a Cochrane risk of bias tool for non-randomized studies of interventions. Both statistically significant and nonsignificant biomarkers were identified. Biomarkers mentioned more than once in the results or biomarkers with a low or moderate risk of bias were included as the final results. RESULTS Thirteen unique biomarkers, three genetic signatures, one specific pathway, and two combinations of two or four biomarkers were identified. In particular, the connection between HMGCS2, COASY, and PI3K-pathway seems promising. Future scientific research should focus on further validating these genetic resistance markers.
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Affiliation(s)
- Anna Slipsager
- Department of Oncology, Aalborg University Hospital, Aalborg, Denmark; Clinical Cancer Research Center, Aalborg University Hospital, Aalborg, Denmark; Department of Clinical Medicine, Aalborg University, Aalborg, Denmark.
| | - Sofie N Henrichsen
- Clinical Cancer Research Center, Aalborg University Hospital, Aalborg, Denmark; Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Ursula G Falkmer
- Department of Oncology, Aalborg University Hospital, Aalborg, Denmark; Clinical Cancer Research Center, Aalborg University Hospital, Aalborg, Denmark; Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Karen Dybkær
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark; Department of Hematology, Aalborg University Hospital, Aalborg, Denmark
| | - Mattias Belting
- Department of Immunology Genetics and Pathology, Uppsala University, Uppsala, Sweden; Department of Clinical Sciences, Lund University, Lund, Sweden
| | - Laurids Ø Poulsen
- Department of Oncology, Aalborg University Hospital, Aalborg, Denmark; Clinical Cancer Research Center, Aalborg University Hospital, Aalborg, Denmark; Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
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Kaufmann M, Iaboni N, Jamzad A, Hurlbut D, Ren KYM, Rudan JF, Mousavi P, Fichtinger G, Varma S, Caycedo-Marulanda A, Nicol CJB. Metabolically Active Zones Involving Fatty Acid Elongation Delineated by DESI-MSI Correlate with Pathological and Prognostic Features of Colorectal Cancer. Metabolites 2023; 13:metabo13040508. [PMID: 37110166 PMCID: PMC10141897 DOI: 10.3390/metabo13040508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2023] [Revised: 03/18/2023] [Accepted: 03/20/2023] [Indexed: 04/03/2023] Open
Abstract
Colorectal cancer (CRC) is the second leading cause of cancer deaths. Despite recent advances, five-year survival rates remain largely unchanged. Desorption electrospray ionization mass spectrometry imaging (DESI) is an emerging nondestructive metabolomics-based method that retains the spatial orientation of small-molecule profiles on tissue sections, which may be validated by ‘gold standard’ histopathology. In this study, CRC samples were analyzed by DESI from 10 patients undergoing surgery at Kingston Health Sciences Center. The spatial correlation of the mass spectral profiles was compared with histopathological annotations and prognostic biomarkers. Fresh frozen sections of representative colorectal cross sections and simulated endoscopic biopsy samples containing tumour and non-neoplastic mucosa for each patient were generated and analyzed by DESI in a blinded fashion. Sections were then hematoxylin and eosin (H and E) stained, annotated by two independent pathologists, and analyzed. Using PCA/LDA-based models, DESI profiles of the cross sections and biopsies achieved 97% and 75% accuracies in identifying the presence of adenocarcinoma, using leave-one-patient-out cross validation. Among the m/z ratios exhibiting the greatest differential abundance in adenocarcinoma were a series of eight long-chain or very-long-chain fatty acids, consistent with molecular and targeted metabolomics indicators of de novo lipogenesis in CRC tissue. Sample stratification based on the presence of lympovascular invasion (LVI), a poor CRC prognostic indicator, revealed the abundance of oxidized phospholipids, suggestive of pro-apoptotic mechanisms, was increased in LVI-negative compared to LVI-positive patients. This study provides evidence of the potential clinical utility of spatially-resolved DESI profiles to enhance the information available to clinicians for CRC diagnosis and prognosis.
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Affiliation(s)
- Martin Kaufmann
- Department of Surgery, Kingston Health Sciences Centre, Kingston, ON K7L 2V7, Canada
- Gastrointestinal Diseases Research Unit, Kingston Health Sciences Center, Kingston, ON K7L 2V7, Canada
| | - Natasha Iaboni
- Department of Pathology and Molecular Medicine, Queen’s University and Kingston Health Sciences Centre, Kingston, ON K7L 3N6, Canada
| | - Amoon Jamzad
- School of Computing, Queen’s University, Kingston, ON K7L 2N8, Canada
| | - David Hurlbut
- Department of Pathology and Molecular Medicine, Queen’s University and Kingston Health Sciences Centre, Kingston, ON K7L 3N6, Canada
| | - Kevin Yi Mi Ren
- Department of Pathology and Molecular Medicine, Queen’s University and Kingston Health Sciences Centre, Kingston, ON K7L 3N6, Canada
| | - John F. Rudan
- Department of Surgery, Kingston Health Sciences Centre, Kingston, ON K7L 2V7, Canada
| | - Parvin Mousavi
- School of Computing, Queen’s University, Kingston, ON K7L 2N8, Canada
| | - Gabor Fichtinger
- School of Computing, Queen’s University, Kingston, ON K7L 2N8, Canada
| | - Sonal Varma
- Department of Pathology and Molecular Medicine, Queen’s University and Kingston Health Sciences Centre, Kingston, ON K7L 3N6, Canada
| | - Antonio Caycedo-Marulanda
- Department of Surgery, Kingston Health Sciences Centre, Kingston, ON K7L 2V7, Canada
- Orlando Health Colon and Rectal Institute, Orlando, FL 32806, USA
| | - Christopher J. B. Nicol
- Department of Pathology and Molecular Medicine, Queen’s University and Kingston Health Sciences Centre, Kingston, ON K7L 3N6, Canada
- Queen’s Cancer Research Institute, Division of Cancer Biology and Genetics, Kingston, ON K7L 3N6, Canada
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Zhao P, Zhen H, Zhao H, Huang Y, Cao B. Identification of hub genes and potential molecular mechanisms related to radiotherapy sensitivity in rectal cancer based on multiple datasets. J Transl Med 2023; 21:176. [PMID: 36879254 PMCID: PMC9987056 DOI: 10.1186/s12967-023-04029-2] [Citation(s) in RCA: 43] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 03/01/2023] [Indexed: 03/08/2023] Open
Abstract
BACKGROUND Radiotherapy resistance is the main cause of low tumor regression for locally advanced rectum adenocarcinoma (READ). The biomarkers correlated to radiotherapy sensitivity and potential molecular mechanisms have not been completely elucidated. METHODS A mRNA expression profile and a gene expression dataset of READ (GSE35452) were acquired from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Differentially expressed genes (DEGs) between radiotherapy responder and non-responder of READ were screened out. Gene ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis for DEGs were performed. Random survival forest analysis was used to identified hub genes by randomForestSRC package. Based on CIBERSORT algorithm, Genomics of Drug Sensitivity in Cancer (GDSC) database, Gene set variation analysis (GSVA), enrichment analysis (GSEA), nomogram, motif enrichment and non-coding RNA network analyses, the associations between hub genes and immune cell infiltration, drug sensitivity, specific signaling pathways, prognosis prediction and TF - miRNA regulatory and ceRNA network were investigated. The expressions of hub genes in clinical samples were displayed with the online Human Protein Atlas (HPA). RESULTS In total, 544 up-regulated and 575 down-regulated DEGs in READ were enrolled. Among that, three hubs including PLAGL2, ZNF337 and ALG10 were identified. These three hub genes were significantly associated with tumor immune infiltration, different immune-related genes and sensitivity of chemotherapeutic drugs. Also, they were correlated with the expression of various disease-related genes. In addition, GSVA and GSEA analysis revealed that different expression levels of PLAGL2, ZNF337 and ALG10 affected various signaling pathways related to disease progression. A nomogram and calibration curves based on three hub genes showed excellent prognosis predictive performance. And then, a regulatory network of transcription factor (ZBTB6) - mRNA (PLAGL2) and a ceRNA network of miRNA (has-miR-133b) - lncRNA were established. Finally, the results from HPA online database demonstrated the protein expression levels of PLAGL2, ZNF337 and ALG10 varied widely in READ patients. CONCLUSION These findings indicated that up-regulation of PLAGL2, ZNF337 and ALG10 in READ associated with radiotherapy response and involved in multiple process of cellular biology in tumor. They might be potential predictive biomarkers for radiotherapy sensitivity and prognosis for READ.
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Affiliation(s)
- Pengfei Zhao
- Department of Radiotherapy, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, P.R. China
| | - Hongchao Zhen
- Department of Oncology, Beijing Friendship Hospital, Capital Medical University, No.95 Yong An Road, Xicheng District, Beijing, 100050, P.R. China
| | - Hong Zhao
- Department of Radiotherapy, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, P.R. China
| | - Yongjie Huang
- Department of Radiotherapy, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, P.R. China
| | - Bangwei Cao
- Department of Oncology, Beijing Friendship Hospital, Capital Medical University, No.95 Yong An Road, Xicheng District, Beijing, 100050, P.R. China.
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Han X, Li J, Wang Y, Li T, Du M, Ma Y, Wang Y, Guo L. Hsa_circ_0046430 promotes the progression of colorectal cancer by targeting miR-6785-5p/SRCIN1 axis as a ceRNA. Medicine (Baltimore) 2023; 102:e33064. [PMID: 36827049 PMCID: PMC11309722 DOI: 10.1097/md.0000000000033064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 01/28/2023] [Accepted: 02/01/2023] [Indexed: 02/25/2023] Open
Abstract
The correlation among circular RNAs (circRNAs), microRNAs, and messenger RNAs have gained increasing attention in recent years. However, the mechanism of such discoveries in colorectal cancer (CRC) is not yet elucidated. The present study aimed to clarify whether the novel circRNAs regulate the prognosis-related genes through the competing endogenous RNAs (ceRNA). An analysis of the Weighted Gene Co-Expression Network Analysis was conducted to screen a module-trait circRNAs, and other big data mining technologies were used to predict the related microRNAs and the downstream genes. Prognosis-related gene model was built using the Cox regression analysis for the 138 messenger RNAs associated with hsa circ 0046430. The qRT-PCR was adopted to verify ceRNA network. Immunohistochemistry verified the correlation between SRCIN1 and patient prognosis. In summary, these results demonstrated that hsa_circ_0046430 is a tumor-related circRNA based on the clinical characteristics module of Weighted Gene Co-Expression Network Analysis. The prognostic risk score signature model analysis indicated that CRC risk was independently related to the risk score and SRCIN1 was independently associated with overall survival. Therefore, the hsa_circ_0046430/miR-6785-5p/SRCIN1 axis was constructed. Hsa_circ_0046430/miR-6785-5p/SRCIN1 axis relative expression level was determined by qRT-PCR. Immunohistochemical staining further validated that SCRIN1 was significantly higher in cancer than in adjacent normal tissues. Our study identified and primarily validated the hsa_circ_0046430/miR-6785-5p/SRCIN1 regulatory axis impacted on CRC prognosis, suggesting novel biomarkers and therapeutic targets for CRC patients. Further in-depth studies are essential to confirm the underlying ceRNA mechanism.
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Affiliation(s)
- Xiangming Han
- Department of Oncology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Junmei Li
- Department of Oncology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yunliang Wang
- Department of General Surgery, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Tingting Li
- Institutes of Biology and Medical Sciences, Soochow University, Suzhou, China
| | - Mingzhan Du
- Department of Pathology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yan Ma
- Department of Pathology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Yuhong Wang
- Department of Pathology, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Lingchuan Guo
- Department of Pathology, The First Affiliated Hospital of Soochow University, Suzhou, China
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Bádon ES, Beke L, Mokánszki A, András C, Méhes G. Carbonic Anhydrase IX Expression and Treatment Response Measured in Rectal Adenocarcinoma Following Neoadjuvant Chemo-Radiotherapy. Int J Mol Sci 2023; 24:ijms24032581. [PMID: 36768903 PMCID: PMC9916425 DOI: 10.3390/ijms24032581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Revised: 01/16/2023] [Accepted: 01/24/2023] [Indexed: 01/31/2023] Open
Abstract
The overexpression of the pH regulator carbonic anhydrase IX (CAIX) due to hypoxic/metabolic stress was reported in various tumors as an adverse prognostic feature. Our retrospective study aimed to investigate the general pattern and dynamics of CAIX expression in rectal adenocarcinoma following preoperative neoadjuvant therapy (NAT) in matched initial biopsy and surgical resection samples. A total of 40/55 (72.72%) of the post-treatment samples showed partial CAIX expression, frequently in the proximity of hypoxic tumor areas. CAIX expression showed a significant increase in post-treatment tumors (mean% 21.8 ± 24.9 SD vs. 39.4 ± 29.4 SD, p < 0.0001), that was not obvious in untreated tumors (mean% 15.0 ± 21.3 SD vs. 20 ± 23.02, p = 0.073). CAIXhigh phenotype was associated with mutant KRAS status and lack of pathological regression (WHO Tumor Regression Grade 4 and 5). However, the adverse effect of CAIX on overall or progression-free survival could not be statistically confirmed. In conclusion, the dynamic upregulation of CAIX expression is a general feature of rectal adenocarcinoma following neoadjuvant chemo-radiotherapy indicating therapy-induced metabolic reprogramming and cellular adaptation. A synergism of the CAIX-associated regulatory pathways and the mutant KRAS oncogenic signaling most likely contributes to therapy resistance and survival of residual cancer.
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Affiliation(s)
- Emese Sarolta Bádon
- Department of Pathology, Faculty of Medicine, University of Debrecen, H-4032 Debrecen, Hungary
| | - Lívia Beke
- Department of Pathology, Faculty of Medicine, University of Debrecen, H-4032 Debrecen, Hungary
| | - Attila Mokánszki
- Department of Pathology, Faculty of Medicine, University of Debrecen, H-4032 Debrecen, Hungary
| | - Csilla András
- Department of Oncology, Faculty of Medicine, University of Debrecen, H-4032 Debrecen, Hungary
| | - Gábor Méhes
- Department of Pathology, Faculty of Medicine, University of Debrecen, H-4032 Debrecen, Hungary
- Correspondence: ; Tel.: +36-5-2411-600
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45
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Yuan H, Qing T, Zhu S, Yang X, Wu W, Xu K, Chen H, Jiang Y, Zhu C, Yuan Z, Zhang T, Jin L, Suo C, Lu M, Chen X, Ye W. The effects of altered DNA damage repair genes on mutational processes and immune cell infiltration in esophageal squamous cell carcinoma. Cancer Med 2023; 12:10077-10090. [PMID: 36708047 PMCID: PMC10166979 DOI: 10.1002/cam4.5663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 01/01/2023] [Accepted: 01/18/2023] [Indexed: 01/29/2023] Open
Abstract
BACKGROUND Defects in DNA damage repair (DDR) pathways lead to genomic instability and oncogenesis. DDR deficiency is prevalent in esophageal squamous cell carcinoma (ESCC), but the effects of DDR alterations on mutational processes and tumor immune microenvironment in ECSS remain unclear. METHODS Whole-exome and transcriptome sequencing data of 45 ESCC samples from Taizhou, China, were used to identify genomic variations, gene expression modulation in DDR pathways, and the abundance of tumor-infiltrating immune cells. Ninety-six ESCC cases from The Cancer Genome Atlas (TCGA) project were used for validation. RESULTS A total of 57.8% (26/45) of the cases in the Taizhou data and 70.8% (68/96) of the cases in the TCGA data carried at least one functional impact DDR mutation. Mutations in the DDR pathways were associated with a high tumor mutation burden. Several DDR deficiency-related mutational signatures were discovered and were associated with immune cell infiltration, including T cells, monocytes, dendritic cells, and mast cells. The expression levels of two DDR genes, HFM1 and NEIL1, were downregulated in ESCC tumor tissues and had an independent effect on the infiltration of mast cells. In the Taizhou data, increased expression of HFM1 was associated with a poor prognosis, and the increased expression of NEIL1 was associated with a good outcome, but no reproducible correlation was observed in the TCGA data. CONCLUSION This research demonstrated that DDR alterations could impact mutational processes and immune cell infiltration in ESCC. The suppression of HFM1 and NEIL1 could play a crucial role in ESCC progression and may also serve as prognostic markers.
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Affiliation(s)
- Huangbo Yuan
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China
| | - Tao Qing
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China.,Breast Medical Oncology, School of Medicine, Yale University, Connecticut, New Haven, USA
| | - Sibo Zhu
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China
| | - Xiaorong Yang
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
| | - Weicheng Wu
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China
| | - Kelin Xu
- Department of Biostatistics, School of Public Health, Fudan University, Shanghai, China
| | - Hui Chen
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
| | - Yanfeng Jiang
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China.,Fudan University Taizhou Institute of Health Sciences, Taizhou, China
| | - Chengkai Zhu
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China
| | - Ziyu Yuan
- Fudan University Taizhou Institute of Health Sciences, Taizhou, China
| | - Tiejun Zhang
- Fudan University Taizhou Institute of Health Sciences, Taizhou, China.,Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Li Jin
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China.,Fudan University Taizhou Institute of Health Sciences, Taizhou, China
| | - Chen Suo
- Fudan University Taizhou Institute of Health Sciences, Taizhou, China.,Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Ming Lu
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China.,Fudan University Taizhou Institute of Health Sciences, Taizhou, China
| | - Xingdong Chen
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China.,Fudan University Taizhou Institute of Health Sciences, Taizhou, China.,National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China.,Yiwu Research Institute of Fudan University, Yiwu, China
| | - Weimin Ye
- Fudan University Taizhou Institute of Health Sciences, Taizhou, China.,Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden
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46
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Losurdo P, Gandin I, Belgrano M, Fiorese I, Verardo R, Zanconati F, Cova MA, de Manzini N. microRNAs combined to radiomic features as a predictor of complete clinical response after neoadjuvant radio-chemotherapy for locally advanced rectal cancer: a preliminary study. Surg Endosc 2023; 37:3676-3683. [PMID: 36639577 DOI: 10.1007/s00464-022-09851-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 12/27/2022] [Indexed: 01/15/2023]
Abstract
OBJECTIVE To define a predictive Artificial Intelligence (AI) algorithm based on the integration of a set of biopsy-based microRNAs expression data and radiomic features to understand their potential impact in predicting clinical response (CR) to neoadjuvant radio-chemotherapy (nRCT). The identification of patients who would truly benefit from nRCT for Locally Advanced Rectal Cancer (LARC) could be crucial for an improvement in a tailored therapy. METHODS Forty patients with LARC were retrospectively analyzed. An MRI of the pelvis before and after nRCT was performed. In the diagnostic biopsy, the expression levels of 7 miRNAs were measured and correlated with the tumor response rate (TRG), assessed on the surgical sample. The accuracy of complete CR (cCR) prediction was compared for i) clinical predictors; ii) radiomic features; iii) miRNAs levels; and iv) combination of radiomics and miRNAs. RESULTS Clinical predictors showed the lowest accuracy. The best performing model was based on the integration of radiomic features with miR-145 expression level (AUC-ROC = 0.90). AI algorithm, based on radiomics features and the overexpression of miR-145, showed an association with the TRG class and demonstrated a significant impact on the outcome. CONCLUSION The pre-treatment identification of responders/NON-responders to nRCT could address patients to a personalized strategy, such as total neoadjuvant therapy (TNT) for responders and upfront surgery for non-responders. The combination of radiomic features and miRNAs expression data from images and biopsy obtained through standard of care has the potential to accelerate the discovery of a noninvasive multimodal approach to predict the cCR after nRCT for LARC.
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Affiliation(s)
- Pasquale Losurdo
- Surgical Clinic Unit, Department of Medical and Surgical Sciences, Hospital of Cattinara, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy.
| | - Ilaria Gandin
- Biostatistics Unit, Department of Medical and Surgical Sciences, University of Trieste, Strada Di Fiume 447, 34149, Trieste, Italy
| | - Manuel Belgrano
- Radiology Unit, Department of Medical and Surgical Sciences, Hospital of Cattinara, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy
| | - Ilaria Fiorese
- Radiology Unit, Department of Medical and Surgical Sciences, Hospital of Cattinara, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy
| | - Roberto Verardo
- LNCIB - Consorzio Interuniversitario per le Biotecnologie c/o BIC Incubatori FVG, Srl - Via Flavia 23/1, 34149, Trieste, Italy
| | - Fabrizio Zanconati
- Pathology Unit, Department of Medical and Surgical Sciences, Hospital of Cattinara, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy
| | - Maria Assunta Cova
- Radiology Unit, Department of Medical and Surgical Sciences, Hospital of Cattinara, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy
| | - Nicolò de Manzini
- Surgical Clinic Unit, Department of Medical and Surgical Sciences, Hospital of Cattinara, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy
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47
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Luvhengo T, Molefi T, Demetriou D, Hull R, Dlamini Z. Use of Artificial Intelligence in Implementing Mainstream Precision Medicine to Improve Traditional Symptom-driven Practice of Medicine: Allowing Early Interventions and Tailoring better-personalised Cancer Treatments. ARTIFICIAL INTELLIGENCE AND PRECISION ONCOLOGY 2023:49-72. [DOI: 10.1007/978-3-031-21506-3_3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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48
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Qiu X, Jiang C, Jing S, Li A, Sun X, Shen Z. Toxicity, Disease Control, and Survival Outcomes of Intensified Preoperative Chemoradiotherapy in Patients with Locally Advanced Rectal Cancer: A Single-Institution Study. Cancer Manag Res 2023; 15:387-398. [PMID: 37187801 PMCID: PMC10178377 DOI: 10.2147/cmar.s398592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 04/18/2023] [Indexed: 05/17/2023] Open
Abstract
Purpose The standard treatment regimen of preoperative chemoradiotherapy (CRT) for locally advanced rectal cancer (LARC) is still controversial. The purpose of this study was to analyze the efficacy and safety of preoperative intensive CRT in our institution. Methods A retrospective data collection and analysis of 181 LARC patients receiving oxaliplatin (85%) of standard doses in capecitabine-based preoperative CRT and two additional cycle of neoadjuvant chemotherapy between the end of concurrent CRT and surgery. Results The compliance of the preoperative CRT was satisfactory with 99.4%patients completed radiotherapy and 97.19%patients completed all 2 cycles of concurrent chemotherapy. Except for 20 patients diagnosed clinical complete remission (cCR) managed according to watch and wait strategy, 160 patients received R0 radical surgery. The pathological complete response (pCR) rate was 23.75% (38/160) and tumor regression grade (TRG) 0/1 was 40% (72/180). In terms of tumor downstaging, 89 (55.63%) had T downstaging while 115 (71.88%) had N downstaging. The 1-overall survival (OS),2-OS,3-OS and 5-OS were 98.7%, 96.5%, 91.4% and 81.5%, respectively. The total rate of sphincter preservation was 86.25% (138/160) and the rate of patients with low rectal cancer was 73.0% (54/74) without affecting local control rates and survival rates. Both acute adverse reactions to preoperative CRT and postoperative complications were tolerable and controllable. Conclusion In this retrospective study, preoperative intensive CRT of patients with LARC achieved satisfied disease control and survival outcomes and well acquired the sphincter retention rate in recent years in our institution. On the basis of these findings, a Phase III study to definitively test the intensified preoperative CRT strategy is warranted.
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Affiliation(s)
- Xiangnan Qiu
- Department of Radiation Oncology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, People’s Republic of China
| | - Changchen Jiang
- Department of Radiation Oncology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, People’s Republic of China
| | - Shenghua Jing
- Department of Radiation Oncology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, People’s Republic of China
| | - Aomei Li
- Department of Radiation Oncology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, People’s Republic of China
| | - Xiangdong Sun
- Department of Radiation Oncology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, Jiangsu, 210002, People’s Republic of China
| | - Zetian Shen
- Department of Radiation Oncology, The Fourth Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, 210031, People’s Republic of China
- Correspondence: Zetian Shen; Xiangdong Sun, Email ;
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49
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Ebinç S, Güzel Y, Oruç Z, Kömek H, Kalkan Z, Can C, Taşdemir B, Urakçi Z, Kaplan MA, Küçüköner M, Işikdoğan A. 18 F-FDG PET/CT parameters for prediction of response to neoadjuvant therapy and prognosis in rectal cancer. Nucl Med Commun 2023; 44:81-90. [PMID: 36437550 DOI: 10.1097/mnm.0000000000001638] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
OBJECTIVE This study aims to investigate the role of F-18 fluorodeoxyglucose PET/computed tomography (18F-FDG PET/CT) parameters in the prediction of treatment response and the prognosis in locally advanced rectal cancer. METHODS We investigated the relationship of 18F-FDG PET/CT parameters [rectal metabolic tumor volume (MTV), rectal total lesion glycolysis (TLG), rectal standard uptake value (SUV) max, rectal highest peak SUV, lymph node MTV, lymph node TLG, lymph node highest peak SUV] with the pathological response and disease-free survival (DFS) in 60 patients who received neoadjuvant therapy for a diagnosis of locally advanced rectal cancer. Patients with a total score of 0 were assigned to the low-risk group, patients with a score of 1 were assigned to the intermediate-risk group and patients with a score of 2 were assigned to the high-risk group. RESULTS The multivariate analysis revealed that, from baseline PET CT parameters, lymph node highest peak SUV strongly predicted the pathological response at a cutoff value of 2.23. DFS was predicted by the lymph node highest peak SUV at a cutoff value of 3.13 and by the MTV value at a cutoff value of 27 cm 3 . The risk scoring performed with regard to rectal MTV and lymph node highest peak SUV values determined a median DFS of 19 months in patients with a risk score of 2, whereas the median DFS was not reached in patients with risk scores of 0 and 1 (P < 0.001). CONCLUSION This study determined that rectal MTV and lymph node highest peak SUV predicted the response to neoadjuvant therapy and DFS.
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Affiliation(s)
- Senar Ebinç
- Department of Medical Oncology, Gazi Yasargil Training and Research Hospital
| | - Yunus Güzel
- Department of Nuclear Medicine, Gazi Yasargil Training and Research Hospital
| | - Zeynep Oruç
- Department of Medical Oncology, Dicle University Faculty of Medicine
| | - Halil Kömek
- Department of Nuclear Medicine, Gazi Yasargil Training and Research Hospital
| | - Ziya Kalkan
- Department of Medical Oncology, Dicle University Faculty of Medicine
| | - Canan Can
- Department of Nuclear Medicine, Gazi Yasargil Training and Research Hospital
| | - Bekir Taşdemir
- Department of Nuclear Medicine, Dicle University Faculty of Medicine, Diyarbakir, Turkey
| | - Zuhat Urakçi
- Department of Medical Oncology, Dicle University Faculty of Medicine
| | | | - Mehmet Küçüköner
- Department of Medical Oncology, Dicle University Faculty of Medicine
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50
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Wang H, Jia H, Gao Y, Zhang H, Fan J, Zhang L, Ren F, Yin Y, Cai Y, Zhu J, Zhu ZJ. Serum metabolic traits reveal therapeutic toxicities and responses of neoadjuvant chemoradiotherapy in patients with rectal cancer. Nat Commun 2022; 13:7802. [PMID: 36528604 PMCID: PMC9759530 DOI: 10.1038/s41467-022-35511-y] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 12/07/2022] [Indexed: 12/23/2022] Open
Abstract
Neoadjuvant chemoradiotherapy (nCRT) has become the standard treatment for patients with locally advanced rectal cancer (LARC). Therapeutic efficacy of nCRT is significantly affected by treatment-induced diarrhea and hematologic toxicities. Metabolic alternations in cancer therapy are key determinants to therapeutic toxicities and responses, but exploration in large-scale clinical studies remains limited. Here, we analyze 743 serum samples from 165 LARC patients recruited in a phase III clinical study using untargeted metabolomics and identify responsive metabolic traits over the course of nCRT. Pre-therapeutic serum metabolites successfully predict the chances of diarrhea and hematologic toxicities during nCRT. Particularly, levels of acyl carnitines are linked to sex disparity in nCRT-induced diarrhea. Finally, we show that differences in phenylalanine metabolism and essential amino acid metabolism may underlie distinct therapeutic responses of nCRT. This study illustrates the metabolic dynamics over the course of nCRT and provides potential to guide personalized nCRT treatment using responsive metabolic traits.
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Affiliation(s)
- Hongmiao Wang
- Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Huixun Jia
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200080, China
- Department of Biostatistics, Fudan University Shanghai Cancer Center, Shanghai, 200032, China
| | - Yang Gao
- Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Haosong Zhang
- Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Jin Fan
- Department of Biostatistics, Fudan University Shanghai Cancer Center, Shanghai, 200032, China
| | - Lijie Zhang
- Department of Biostatistics, Fudan University Shanghai Cancer Center, Shanghai, 200032, China
| | - Fandong Ren
- Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China
| | - Yandong Yin
- Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China
| | - Yuping Cai
- Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China.
| | - Ji Zhu
- Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Hangzhou, 310005, China.
- Institute of Cancer and Basic Medicine, Chinese Academy of Sciences, Hangzhou, 310000, China.
- Zhejiang Key Laboratory of Radiation Oncology, Hangzhou, 310000, China.
- Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, 200032, China.
- Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, 200031, China.
- Shanghai Key Laboratory of Radiation Oncology, Shanghai, 200032, China.
| | - Zheng-Jiang Zhu
- Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, 200032, China.
- Shanghai Key Laboratory of Aging Studies, Shanghai, 201210, China.
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