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Zhai T, Li Y, Brown R, Lanuti M, Gainor JF, Christiani DC. Residual Volume and Total Lung Capacity at Diagnosis Predict Overall Survival in Non-Small Cell Lung Cancer Patients. Cancer Med 2025; 14:e70962. [PMID: 40371871 PMCID: PMC12079642 DOI: 10.1002/cam4.70962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Revised: 03/25/2025] [Accepted: 04/30/2025] [Indexed: 05/16/2025] Open
Abstract
BACKGROUND Residual volume (RV) / total lung capacity (TLC) ratio has been found to better predict functional impairments than spirometry and is associated with mortality in chronic obstructive pulmonary disease; however, it is rarely studied in lung cancer. Our previous work established spirometry as a prognostic factor for lung cancer, and we aimed to further investigate the prognostic value of TLC and RV in lung cancer patients. METHODS We identified newly diagnosed non-small cell lung cancer (NSCLC) patients who underwent static lung function tests prior to any cancer therapy between 1992 and 2020 in a longitudinal cohort of lung cancer patients: the Boston Lung Cancer Study. Cox proportional-hazards model was used to estimate the association between each lung volume test with overall survival. RESULTS Among 2348 NSCLC patients, 57.2% were diagnosed at stage I and 63.8% underwent surgery, with 1352 deaths observed over a median survival of 66.9 months. Higher RV, RV%, and lower TLC, TLC% were associated with worse overall survival marginally; RV/TLC was associated with overall survival as a quantitative trait, with one standard deviation (11.24%) increase in RV/TLC associated with 19.2% higher risk of mortality (HR = 1.192 [95% CI: 1.114, 1.277]) after covariate adjustment. Statistically significant interactions were found between RV/TLC and spirometry, and higher mortality risks were found with higher RV/TLC in patients across spirometry status and cancer stages. CONCLUSION NSCLC patients with higher RV/TLC ratios at diagnosis had worse overall survival, even when spirometry was within the predicted range. These findings suggest that lung volume measurements provide prognostic information beyond standard spirometry, supporting the need for further mechanistic and interventional studies to determine their clinical utility.
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Affiliation(s)
- Ting Zhai
- Department of Environmental HealthHarvard T.H. Chan School of Public HealthBostonMassachusettsUSA
| | - Yi Li
- Department of BiostatisticsUniversity of Michigan School of Public HealthAnn ArborMichiganUSA
| | - Robert Brown
- Pulmonary and Critical Care Unit, Department of MedicineMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - Michael Lanuti
- Division of Thoracic Surgery, Department of SurgeryMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - Justin F. Gainor
- Massachusetts General Hospital Cancer Center and Department of Hematology & OncologyMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - David C. Christiani
- Department of Environmental HealthHarvard T.H. Chan School of Public HealthBostonMassachusettsUSA
- Pulmonary and Critical Care Unit, Department of MedicineMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
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Wolf A, Loo BW, Mak RH, Liptay M, Pettiford B, Rocco G, Lanuti M, Merritt RE, Keshavarz H, Suh RD, Brunelli A, Criner GJ, Mazzone PJ, Walsh G, Wafford QE, Murthy S, Marshall MB, Tong B, Luketich J, Schuchert MJ, Varghese TK, D'Amico TA, Pennathur A, Swanson SJ. Systematic Review of Stereotactic Ablative Radiotherapy (SABR)/Stereotactic Body Radiation Therapy (SBRT) for Treatment of High-Risk Patients with Stage I Non-Small Cell Lung Cancer. Semin Thorac Cardiovasc Surg 2024; 37:89-98. [PMID: 39674443 DOI: 10.1053/j.semtcvs.2024.10.005] [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: 10/08/2024] [Accepted: 10/23/2024] [Indexed: 12/16/2024]
Abstract
Stereotactic ablative radiotherapy (SABR) has emerged as an alternative, non-surgical treatment for high-risk patients with stage I non-small cell lung cancer (NSCLC) with increased use over time. The American Association for Thoracic Surgery (AATS) Clinical Practice Standards Committee (CPSC) assembled an expert panel and conducted a systematic review of the literature evaluating the results of SABR, which is also referred to as stereotactic body radiation therapy (SBRT) or stereotactic radiosurgery (SRS), prior to developing treatment recommendations for high-risk patients with stage I NSCLC based on expert consensus. Publications detailing the findings of 16 prospective studies of SABR and 14 retrospective studies of SABR for the management of early-stage lung cancer in 54,697 patients were identified by systematic review of the literature with further review by members of our expert panel. Medical inoperability (93-95%) was the primary reason for utilizing SABR. The median rate of histologically confirmed cancer in treated patients was 67% (range 57-86%). In retrospective studies and prospective studies, the most common dosing regimens were 48-54Gy in 3-5 fractions and 44-66Gy in 3-5 fractions respectively. The median follow-up after SABR was 30 months (range 15-50). The complications, oncological results and quality of life after SABR in high-risk patients with early-stage NSCLC are summarized in this Expert Review article. Further prospective randomized trials are needed and are currently underway to compare outcomes after SABR with outcomes after sublobar resection to fully evaluate treatment options applicable this high-risk group of patients.
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Affiliation(s)
- Andrea Wolf
- Department of Thoracic Surgery, The Icahn School of Medicine at Mount Sinai and Mount Sinai Hospital, New York, New York
| | - Billy W Loo
- Department of Radiation Oncology & Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California
| | - Raymond H Mak
- Department of Radiation Oncology, Brigham and Women's Hospital and Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Michael Liptay
- Department of Cardiovascular and Thoracic Surgery, Rush University Medical Center, Chicago, Illinois
| | - Brian Pettiford
- Section of Cardiothoracic Surgery, Ochsner Health System, New Orleans, Louisiana
| | - Gaetano Rocco
- Thoracic Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Michael Lanuti
- Division of Thoracic Surgery, Massachusetts General Hospital, Boston, Massachusetts
| | - Robert E Merritt
- Division of Thoracic Surgery, The Ohio State University-Wexner Medical Center, Columbus, Ohio
| | - Homa Keshavarz
- Department of Family Medicine, McMaster University, Ontario, Canada
| | - Robert D Suh
- Department of Radiological Sciences, Ronald Reagan UCLA Medical Center, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Alessandro Brunelli
- Department of Thoracic Surgery, St. James's University Hospital, Leeds, United Kingdom
| | - Gerard J Criner
- Department of Thoracic Medicine and Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania
| | | | - Garrett Walsh
- Department of Thoracic Surgery, University of Texas M.D. Anderson Cancer Center, Houston, Texas
| | - Q Eileen Wafford
- The American Association for Thoracic Surgery, Beverly, Massachusetts
| | - Sudish Murthy
- Department of Thoracic and Cardiovascular Surgery, Cleveland Clinic, Cleveland, Ohio
| | - M Blair Marshall
- Sarasota Memorial Hospital, Jellison Cancer Institute, Sarasota, Florida
| | - Betty Tong
- Department of Thoracic Surgery, Duke University Hospital, Durham, North Carolina
| | - James Luketich
- Department of Cardiothoracic Surgery, University of Pittsburgh School of Medicine, University of Pittsburgh Medical Center, and UPMC Hillman Cancer Center, Pittsburgh, Pennsylvania
| | - Matthew J Schuchert
- Department of Cardiothoracic Surgery, University of Pittsburgh School of Medicine, University of Pittsburgh Medical Center, and UPMC Hillman Cancer Center, Pittsburgh, Pennsylvania
| | - Thomas K Varghese
- Division of Cardiothoracic Surgery, University of Utah, Huntsman Cancer Center, Salt Lake City, Utah
| | - Thomas A D'Amico
- Department of Surgery, Duke Cancer Institute, Durham, North Carolina
| | - Arjun Pennathur
- Department of Cardiothoracic Surgery, University of Pittsburgh School of Medicine, University of Pittsburgh Medical Center, and UPMC Hillman Cancer Center, Pittsburgh, Pennsylvania.
| | - Scott J Swanson
- Division of Thoracic Surgery, Harvard Medical School and Brigham and Women's Hospital, Boston, Massachusetts.
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Mansur A, Saleem Z, Beqari J, Mathey-Andrews C, Potter AL, Cranor J, Nees AT, Srinivasan D, Yang ME, Yang CFJ, Auchincloss HG. Wedge Resection versus Stereotactic Body Radiation Therapy for Non-Small Cell Lung Cancer Tumors ≤8 mm. Curr Oncol 2024; 31:1529-1542. [PMID: 38534949 PMCID: PMC10969215 DOI: 10.3390/curroncol31030116] [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: 10/06/2023] [Revised: 02/12/2024] [Accepted: 03/01/2024] [Indexed: 05/26/2024] Open
Abstract
The objective of this study was to evaluate the overall survival of patients with ≤8 mm non-small cell lung cancer (NSCLC) who undergo wedge resection versus stereotactic body radiation therapy (SBRT). Kaplan-Meier analysis, multivariable Cox proportional hazards modeling, and propensity score-matched analysis were performed to evaluate the overall survival of patients with ≤8 mm NSCLC in the National Cancer Database (NCDB) from 2004 to 2017 who underwent wedge resection versus patients who underwent SBRT. The above-mentioned matched analyses were repeated for patients with no comorbidities. Patients who were coded in the NCDB as having undergone radiation because surgery was contraindicated due to patient risk factors (e.g., comorbid conditions, advance age, etc.) and those with a history of prior malignancy were excluded from analysis. Of the 1505 patients who had NSCLC ≤8 mm during the study period, 1339 (89%) patients underwent wedge resection, and 166 (11%) patients underwent SBRT. In the unadjusted analysis, multivariable Cox modeling and propensity score-matched analysis, wedge resection was associated with improved survival when compared to SBRT. These results were consistent in a sensitivity analysis limited to patients with no comorbidities.
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Affiliation(s)
- Arian Mansur
- Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA 02114, USA; (Z.S.); (J.B.); (C.M.-A.); (A.L.P.); (J.C.); (A.T.N.); (D.S.); (M.E.Y.); (C.-F.J.Y.); (H.G.A.)
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Liu F, Ververs JD, Farris MK, Blackstock AW, Munley MT. Optimal Radiation Therapy Fractionation Regimens for Early-Stage Non-Small Cell Lung Cancer. Int J Radiat Oncol Biol Phys 2024; 118:829-838. [PMID: 37734445 DOI: 10.1016/j.ijrobp.2023.09.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 08/04/2023] [Accepted: 09/10/2023] [Indexed: 09/23/2023]
Abstract
PURPOSE A series of radiobiological models were developed to study tumor control probability (TCP) for stereotactic body radiation therapy (SBRT) of early-stage non-small cell lung cancer (NSCLC) per the Hypofractionated Treatment Effects in the Clinic (HyTEC) working group. This study was conducted to further validate 3 representative models with the recent clinical TCP data ranging from conventional radiation therapy to SBRT of early-stage NSCLC and to determine systematic optimal fractionation regimens in 1 to 30 fractions for radiation therapy of early-stage NSCLC that were found to be model-independent. METHODS AND MATERIALS Recent clinical 1-, 2-, 3-, and 5-year actuarial or Kaplan-Meier TCP data of 9808 patients from 56 published papers were collected for radiation therapy of 2 to 4 Gy per fraction and SBRT of early-stage NSCLC. This data set nearly triples the original HyTEC sample, which was used to further validate the HyTEC model parameters determined from a fit to the clinical TCP data. RESULTS TCP data from the expanded data set are well described by the HyTEC models with α/β ratios of about 20 Gy. TCP increases sharply with biologically effective dose and reaches an asymptotic maximal plateau, which allows us to determine optimal fractionation schemes for radiation therapy of early-stage NSCLC. CONCLUSIONS The HyTEC radiobiological models with α/β ratios of about 20 Gy determined from the fits to the clinical TCP data for SBRT of early-stage NSCLC describe the recent TCP data well for both radiation therapy of 2 to 4 Gy per fraction and SBRT dose and fractionation schemes of early-stage NSCLC. A steep dose response exists between TCP and biologically effective dose, and TCP reaches an asymptotic maximum. This feature results in model-independent optimal fractionation regimens determined whenever safe for SBRT and hypofractionated radiation therapy of early-stage NSCLC in 1 to 30 fractions to achieve asymptotic maximal tumor control, and T2 tumors require slightly higher optimal doses than T1 tumors. The proposed optimal fractionation schemes are consistent with clinical practice for SBRT of early-stage NSCLC.
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Affiliation(s)
- Feng Liu
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, North Carolina.
| | - James D Ververs
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, North Carolina
| | - Michael K Farris
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, North Carolina
| | - A William Blackstock
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, North Carolina
| | - Michael T Munley
- Department of Radiation Oncology, Wake Forest University School of Medicine and Atrium Health Wake Forest Baptist Medical Center, Winston-Salem, North Carolina
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5
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Wolf AS. Commentary: Nothing is free: Surgeons' and radiation oncologists' biases about treating early-stage lung cancer in healthy patients. J Thorac Cardiovasc Surg 2024; 167:836-837. [PMID: 37858917 DOI: 10.1016/j.jtcvs.2023.10.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2023] [Accepted: 10/16/2023] [Indexed: 10/21/2023]
Affiliation(s)
- Andrea S Wolf
- New York Mesothelioma Program, Department of Thoracic Surgery, The Icahn School of Medicine at Mount Sinai, New York, NY.
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Yang Z, Wang C, Wang Y, Lafata KJ, Zhang H, Ackerson BG, Kelsey C, Tong B, Yin FF. Development of a multi-feature-combined model: proof-of-concept with application to local failure prediction of post-SBRT or surgery early-stage NSCLC patients. Front Oncol 2023; 13:1185771. [PMID: 37781201 PMCID: PMC10534017 DOI: 10.3389/fonc.2023.1185771] [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: 03/14/2023] [Accepted: 08/21/2023] [Indexed: 10/03/2023] Open
Abstract
Objective To develop a Multi-Feature-Combined (MFC) model for proof-of-concept in predicting local failure (LR) in NSCLC patients after surgery or SBRT using pre-treatment CT images. This MFC model combines handcrafted radiomic features, deep radiomic features, and patient demographic information in an integrated machine learning workflow. Methods The MFC model comprised three key steps. (1) Extraction of 92 handcrafted radiomic features from the GTV segmented on pre-treatment CT images. (2) Extraction of 512 deep radiomic features from pre-trained U-Net encoder. (3) The extracted handcrafted radiomic features, deep radiomic features, along with 4 patient demographic information (i.e., gender, age, tumor volume, and Charlson comorbidity index), were concatenated as a multi-dimensional input to the classifiers for LR prediction. Two NSCLC patient cohorts from our institution were investigated: (1) the surgery cohort includes 83 patients with segmentectomy or wedge resection (7 LR), and (2) the SBRT cohort includes 84 patients with lung SBRT (9 LR). The MFC model was developed and evaluated independently for both cohorts, and was subsequently compared against the prediction models based on only handcrafted radiomic features (R models), patient demographic information (PI models), and deep learning modeling (DL models). ROC with AUC was adopted to evaluate model performance with leave-one-out cross-validation (LOOCV) and 100-fold Monte Carlo random validation (MCRV). The t-test was performed to identify the statistically significant differences. Results In LOOCV, the AUC range (surgery/SBRT) of the MFC model was 0.858-0.895/0.868-0.913, which was higher than the three other models: 0.356-0.480/0.322-0.650 for PI models, 0.559-0.618/0.639-0.682 for R models, and 0.809/0.843 for DL models. In 100-fold MCRV, the MFC model again showed the highest AUC results (surgery/SBRT): 0.742-0.825/0.888-0.920, which were significantly higher than PI models: 0.464-0.564/0.538-0.628, R models: 0.557-0.652/0.551-0.732, and DL models: 0.702/0.791. Conclusion We successfully developed an MFC model that combines feature information from multiple sources for proof-of-concept prediction of LR in patients with surgical and SBRT early-stage NSCLC. Initial results suggested that incorporating pre-treatment patient information from multiple sources improves the ability to predict the risk of local failure.
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Affiliation(s)
- Zhenyu Yang
- Department of Radiation Oncology, Duke University, Durham, NC, United States
- Medical Physics Graduate Program, Duke Kunshan University, Kunshan, Jiangsu, China
- Medical Physics Graduate Program, Duke University, Durham, NC, United States
| | - Chunhao Wang
- Department of Radiation Oncology, Duke University, Durham, NC, United States
| | - Yuqi Wang
- Medical Physics Graduate Program, Duke University, Durham, NC, United States
| | - Kyle J. Lafata
- Department of Radiation Oncology, Duke University, Durham, NC, United States
- Department of Electrical and Computer Engineering, Duke University, Durham, NC, United States
- Department of Radiology, Duke University, Durham, NC, United States
| | - Haozhao Zhang
- Medical Physics Graduate Program, Duke Kunshan University, Kunshan, Jiangsu, China
| | - Bradley G. Ackerson
- Department of Radiation Oncology, Duke University, Durham, NC, United States
| | - Christopher Kelsey
- Department of Radiation Oncology, Duke University, Durham, NC, United States
| | - Betty Tong
- Department of Surgery, Duke University, Durham, NC, United States
| | - Fang-Fang Yin
- Department of Radiation Oncology, Duke University, Durham, NC, United States
- Medical Physics Graduate Program, Duke Kunshan University, Kunshan, Jiangsu, China
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Martin É, Nicolet C, Boisselier P, Khalifa J, Thureau S. [Stereotactic radiotherapy for operable stage I non-small cell lung cancer]. Cancer Radiother 2023; 27:648-652. [PMID: 37563012 DOI: 10.1016/j.canrad.2023.07.012] [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: 07/01/2023] [Revised: 07/07/2023] [Accepted: 07/11/2023] [Indexed: 08/12/2023]
Abstract
Standard treatment stage of non-small cell lung cancer is currently surgery. For inoperable patients, stereotactic body radiotherapy is the reference treatment. This non-invasive technique has developed considerably and its excellent results in terms of carcinological control and tolerance raise the question of its indication for operable patients, especially for old patients and/or with comorbidities. This article reviews the available data in the literature of the place of stereotactic body radiotherapy for medically operable patients with stage I non-small cell lung cancer.
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Affiliation(s)
- É Martin
- Département de radiothérapie, centre Georges-François-Leclerc, 1, rue du Professeur-Marion, 21079 Dijon, France.
| | - C Nicolet
- Département de radiothérapie, centre Georges-François-Leclerc, 1, rue du Professeur-Marion, 21079 Dijon, France
| | - P Boisselier
- Service de radiothérapie oncologie, institut du cancer de Montpellier (ICM) - Val d'Aurelle, parc Euromédecine, 208, avenue des Apothicaires, 34090 Montpellier, France
| | - J Khalifa
- Département de radiothérapie, institut universitaire du cancer de Toulouse - Oncopole, 1, avenue Irène-Joliot-Curie, 31100 Toulouse, France
| | - S Thureau
- Département de radiothérapie et de physique médicale, Quantif-Litis EA 4108, centre Henri-Becquerel, 76038 Rouen, France
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Kong Q, Wang W, Wang Q, Yang Y, Chen G, Jiang T. Clinical characteristics and establishment of a 2-year-OS predictive model of EGFR mutation-positive patients with pleural invasion of lung adenocarcinoma. Medicine (Baltimore) 2023; 102:e34184. [PMID: 37390230 PMCID: PMC10313287 DOI: 10.1097/md.0000000000034184] [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: 05/10/2023] [Accepted: 06/13/2023] [Indexed: 07/02/2023] Open
Abstract
To investigate the differences between lung adenocarcinoma with the pleural invasion that has EGFR (epidermal growth factor receptor) 19-del or 21L858R mutations in terms of clinical characteristics and outcomes. EGFR mutation-positive patients with pleural metastasis of lung adenocarcinoma diagnosed in the Department of Respiratory Medicine of Yuhuangding Hospital of Yantai City, Shandong Province, from January 2014 to January 2022 were selected. The clinical data of the patients were collected to retrospectively analyze whether the clinical characteristics and prognosis of patients with 19-del or 21L858R mutation subtype were different and analyze the impact of clinical characteristics on the prognosis of patients. The difference in clinical characteristics between the 2 groups was analyzed by SPSS, P < .05. There was statistical significance. Univariate and multivariate regression analysis was performed with R soft. To establish a 2-year overall survival predictive model for patients with EGFR gene 19-del and 21L858R mutations in patients with pleural invasion of lung adenomas and to provide predictive model maps. Receiver operating characteristic curve, calibration curve, and decision curve analysis were used to evaluate the value of the prediction model in this study. Of the 74 patients included, the 19-del mutation group had a higher incidence of pleural thickening (P = .023) and a lower Ki-67 level (P = .035). There was no difference in 2-year overall survival and progression-free survival between the 2 mutations. There were differences in pleural thickening and Ki-67 index between the 2 groups, but no differences in disease outcome between the 2 groups. The nomogram model established based on gender, treatment regimen, CEA, lymph node metastasis, and pleural changes is accurate and feasible.
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Affiliation(s)
- Qing Kong
- Clinical Medical College, Weifang Medical University, Weifang, People’s Republic of China
| | - Wei Wang
- Clinical Medical College, Weifang Medical University, Weifang, People’s Republic of China
| | - Qingqing Wang
- Yantai Yuhuangding Hospital, Yantai, People’s Republic of China
| | - Yuxia Yang
- Clinical Medical College, Yangzhou University, Yangzhou, China
| | - Gengye Chen
- Respiratory Department of Emergency Center, People’s Hospital of Ningxia Hui Autonomous Region, Yinchuan, People’s Republic of China
| | - Tingshu Jiang
- Department of Respiratory and Critical Care Medicine, Yantai Yuhuangding Hospital, Yantai, People’s Republic of China
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Lee BE, Altorki N. Sub-Lobar Resection: The New Standard of Care for Early-Stage Lung Cancer. Cancers (Basel) 2023; 15:2914. [PMID: 37296877 PMCID: PMC10251869 DOI: 10.3390/cancers15112914] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Revised: 05/16/2023] [Accepted: 05/22/2023] [Indexed: 06/12/2023] Open
Abstract
The Lung Cancer Study Group previously established lobectomy as the standard of care for treatment of clinical T1N0 NSCLC. Advances in imaging technology and refinements in staging have prompted a re-investigation to determine the non-inferiority of sub-lobar resections to lobectomies. Two recent randomized studies, JCOG 0802 and CALGB 140503, are reviewed here in the context of LCSG 0821. The studies confirm non-inferiority for sub-lobar resection (wedge or segmentectomy) compared to lobectomy for peripheral T1N0 NSCLC less than or equal to 2 cm. Sub-lobar resection should therefore be considered the new standard of care in this sub-set of patients with NSCLC.
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Affiliation(s)
| | - Nasser Altorki
- Division of Thoracic Surgery, Department of Cardiothoracic Surgery, Suite M404, Weill Cornell Medicine of Cornell University, 525 East 68th Street, New York, NY 10065, USA
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10
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Dong B, Chen R, Zhu X, Wu Q, Jin J, Wang W, Zhu Y, Jiang H, Bi N, Wang X, Xu X, Xu Y, Chen M. Comparison of stereotactic body radiation therapy versus surgery for multiple primary lung cancers after prior radical resection: A multicenter retrospective study. Clin Transl Radiat Oncol 2023; 40:100601. [PMID: 36936471 PMCID: PMC10020093 DOI: 10.1016/j.ctro.2023.100601] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 01/26/2023] [Accepted: 02/13/2023] [Indexed: 02/17/2023] Open
Abstract
Background Patients who previously underwent surgical resection of initial primary lung cancer are at a high risk of developing multiple primary lung cancers (MPLCs). The purpose of this study was to compare the efficacy and safety between stereotactic body radiation therapy (SBRT) and surgery for MPLCs patients after prior radical resection for the first lung cancers. Methods In this multicenter retrospective study, eligible MPLC patients with tumor diameter of 5.0 cm or less at N0M0 who underwent SBRT or reoperation between January 2013 and August 2020 were enrolled. The primary endpoint was the 3-year locoregional recurrence and treatment-related toxicity. Kaplan-Meier method was used to calculate survival rates. The χ2 test was adapted to assess the difference of categorical variables between the two subgroup patients. Results A total of 203 (73 in the SBRT group and 130 in the surgery group) patients from three academic cancer centers were evaluated with a median follow-up of 38.3 months. The cumulative 1-, 2-, and 3-year incidences of locoregional recurrence were 5.6 %, 7.0 % and 13.1 % in the SBRT group versus 3.2 %, 4.8 % and 7.4 % in the surgery group, respectively [hazard ratio (HR), 1.97; 95 % confidence interval (CI), 0.74-5.24; P = 0.14]. The cancer-specific survival rates were 95.9 %, 94.5 % and 88.1 % versus 96.9 %, 94.6 % and 93.8 % in the SBRT and surgery groups respectively (HR, 1.72; 95 % CI, 0.67-4.44; P = 0.23). In the SBRT group, two patients (2.7 %) suffered from grade 3 radiation pneumonitis, while in the surgery group, grade 3 complications occurred in four (3.1 %) patients, and four cases were expired due to pneumonia or pulmonary heart disease within 90 days after surgery. Conclusions SBRT is an effective therapeutic option with limited toxicity compared to surgery for patients with MPLCs after prior radical surgical resection, and it could be considered as an alternative treatment for those patients.
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Key Words
- BED, biological effective dose
- CCI, Charlson comorbidity index
- CSS, cancer-specific survival
- CT, computed tomography
- DM, distant metastasis
- FEV1, forced expiratory volume in the first second
- FVC, forced vital capacity
- ITV, internal target volume
- KPS, Karnofsky performance status
- LRR, locoregional recurrence
- Locoregional recurrence
- MPLC, multiple primary lung cancer
- Multiple primary lung cancers
- NSCLC, non-small cell lung cancer
- OS, overall survival
- PET/CT, positron emission tomography/computed tomography
- PTV, planning target volume
- Radical resection
- SBRT, stereotactic body radiation therapy
- Stereotactic body radiation therapy
- TTP, time to progression
- Toxicity
- VATS, video-assisted thoracoscopic surgery
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Affiliation(s)
- Baiqiang Dong
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University, Guangzhou, China
- Department of Thoracic Radiotherapy, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang Key Laboratory of Radiation Oncology, Hangzhou, China
| | - Runzhe Chen
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University, Guangzhou, China
| | - Xuan Zhu
- Department of Radiation Oncology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Qing Wu
- Department of Thoracic Radiotherapy, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang Key Laboratory of Radiation Oncology, Hangzhou, China
- The Second Clinical Medical College of Zhejiang Chinese Medicine University, Hangzhou, China
| | - Jia'nan Jin
- Department of Thoracic Radiotherapy, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang Key Laboratory of Radiation Oncology, Hangzhou, China
| | - Wenqing Wang
- Department of Radiation Oncology, Cancer Hospital Chinese Academy of Medical Sciences, Beijing, China
| | - Yujia Zhu
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University, Guangzhou, China
| | - Hui Jiang
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University, Guangzhou, China
| | - Nan Bi
- Department of Radiation Oncology, Cancer Hospital Chinese Academy of Medical Sciences, Beijing, China
| | - Xu Wang
- Department of Radiology, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang Key Laboratory of Radiation Oncology, Hangzhou, China
| | - Xiaofang Xu
- Department of Thoracic Oncology Surgery, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang Key Laboratory of Radiation Oncology, Hangzhou, China
| | - Yujin Xu
- Department of Thoracic Radiotherapy, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang Key Laboratory of Radiation Oncology, Hangzhou, China
- Corresponding authors at: The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), No. 1, East Banshan Road, Hangzhou 310022, China (Y. Zu) and Sun Yat-sen University Cancer Center, 651 East Dongfeng Road, Guangzhou 510060, China (M. Chen).
| | - Ming Chen
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University, Guangzhou, China
- Department of Thoracic Radiotherapy, The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Zhejiang Key Laboratory of Radiation Oncology, Hangzhou, China
- Corresponding authors at: The Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), No. 1, East Banshan Road, Hangzhou 310022, China (Y. Zu) and Sun Yat-sen University Cancer Center, 651 East Dongfeng Road, Guangzhou 510060, China (M. Chen).
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11
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Novel Harmonization Method for Multi-Centric Radiomic Studies in Non-Small Cell Lung Cancer. Curr Oncol 2022; 29:5179-5194. [PMID: 35892979 PMCID: PMC9332210 DOI: 10.3390/curroncol29080410] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Revised: 07/08/2022] [Accepted: 07/14/2022] [Indexed: 01/06/2023] Open
Abstract
The purpose of this multi-centric work was to investigate the relationship between radiomic features extracted from pre-treatment computed tomography (CT), positron emission tomography (PET) imaging, and clinical outcomes for stereotactic body radiation therapy (SBRT) in early-stage non-small cell lung cancer (NSCLC). One-hundred and seventeen patients who received SBRT for early-stage NSCLC were retrospectively identified from seven Italian centers. The tumor was identified on pre-treatment free-breathing CT and PET images, from which we extracted 3004 quantitative radiomic features. The primary outcome was 24-month progression-free-survival (PFS) based on cancer recurrence (local/non-local) following SBRT. A harmonization technique was proposed for CT features considering lesion and contralateral healthy lung tissues using the LASSO algorithm as a feature selector. Models with harmonized CT features (B models) demonstrated better performances compared to the ones using only original CT features (C models). A linear support vector machine (SVM) with harmonized CT and PET features (A1 model) showed an area under the curve (AUC) of 0.77 (0.63–0.85) for predicting the primary outcome in an external validation cohort. The addition of clinical features did not enhance the model performance. This study provided the basis for validating our novel CT data harmonization strategy, involving delta radiomics. The harmonized radiomic models demonstrated the capability to properly predict patient prognosis.
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12
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Kodama T, Arimura H, Shirakawa Y, Ninomiya K, Yoshitake T, Shioyama Y. Relapse predictability of topological signature on pretreatment planning CT images of stage I non-small cell lung cancer patients before treatment with stereotactic ablative radiotherapy. Thorac Cancer 2022; 13:2117-2126. [PMID: 35711108 PMCID: PMC9346172 DOI: 10.1111/1759-7714.14483] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 05/04/2022] [Indexed: 12/25/2022] Open
Abstract
Background This study aimed to explore the predictability of topological signatures linked to the locoregional relapse (LRR) and distant metastasis (DM) on pretreatment planning computed tomography images of stage I non‐small cell lung cancer (NSCLC) patients before treatment with stereotactic ablative radiotherapy (SABR). Methods We divided 125 primary stage I NSCLC patients (LRR: 34, DM: 22) into training (n = 60) and test datasets (n = 65), and the training dataset was augmented to 260 cases using a synthetic minority oversampling technique. The relapse predictabilities of the conventional wavelet‐based features (WF), topology‐based features [BF, Betti number (BN) map features; iBF, inverted BN map features], and their combined features (BWF, iBWF) were compared. The patients were stratified into high‐risk and low‐risk groups using the medians of the radiomics scores in the training dataset. Results For the LRR in the test, the iBF, iBWF, and WF showed statistically significant differences (p < 0.05), and the highest nLPC was obtained for the iBF. For the DM in the test, the iBWF showed a significant difference and the highest nLPC. Conclusion The iBF indicated the potential of improving the LRR and DM prediction of stage I NSCLC patients prior to undergoing SABR.
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Affiliation(s)
- Takumi Kodama
- Division of Medical Quantum Science, Department of Health Sciences, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Hidetaka Arimura
- Division of Medical Quantum Science, Department of Health Sciences, Faculty of Medical SciencesKyushu UniversityFukuokaJapan
| | - Yuko Shirakawa
- National Hospital Organization Kyushu Cancer CenterFukuokaJapan
| | - Kenta Ninomiya
- Sanford Burnham Prebys Medical Discovery InstituteLa JollaCaliforniaUSA
| | - Tadamasa Yoshitake
- Department of Clinical Radiology, Graduate School of Medical SciencesKyushu UniversityFukuokaJapan
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13
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Park HS, Detterbeck FC, Madoff DC, Bade BC, Kumbasar U, Mase VJ, Li AX, Blasberg JD, Woodard GA, Brandt WS, Decker RH. A guide for managing patients with stage I NSCLC: deciding between lobectomy, segmentectomy, wedge, SBRT and ablation-part 4: systematic review of evidence involving SBRT and ablation. J Thorac Dis 2022; 14:2412-2436. [PMID: 35813762 PMCID: PMC9264060 DOI: 10.21037/jtd-21-1826] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 05/09/2022] [Indexed: 11/06/2022]
Abstract
Background Clinical decision-making for patients with stage I lung cancer is complex. It involves multiple options [lobectomy, segmentectomy, wedge, stereotactic body radiotherapy (SBRT), thermal ablation], weighing multiple outcomes (e.g., short-, intermediate-, long-term) and multiple aspects of each (e.g., magnitude of a difference, the degree of confidence in the evidence, and the applicability to the patient and setting at hand). A structure is needed to summarize the relevant evidence for an individual patient and to identify which outcomes have the greatest impact on the decision-making. Methods A PubMed systematic review from 2000-2021 of outcomes after SBRT or thermal ablation vs. resection is the focus of this paper. Evidence was abstracted from randomized trials and non-randomized comparisons with at least some adjustment for confounders. The analysis involved careful assessment, including characteristics of patients, settings, residual confounding etc. to expose degrees of uncertainty and applicability to individual patients. Evidence is summarized that provides an at-a-glance overall impression as well as the ability to delve into layers of details of the patients, settings and treatments involved. Results Short-term outcomes are meaningfully better after SBRT than resection. SBRT doesn't affect quality-of-life (QOL), on average pulmonary function is not altered, but a minority of patients may experience gradual late toxicity. Adjusted non-randomized comparisons demonstrate a clinically relevant detriment in long-term outcomes after SBRT vs. surgery. The short-term benefits of SBRT over surgery are accentuated with increasing age and compromised patients, but the long-term detriment remains. Ablation is associated with a higher rate of complications than SBRT, but there is little intermediate-term impact on quality-of-life or pulmonary function tests. Adjusted comparisons show a meaningful detriment in long-term outcomes after ablation vs. surgery; there is less difference between ablation and SBRT. Conclusions A systematic, comprehensive summary of evidence regarding Stereotactic Body Radiotherapy or thermal ablation vs. resection with attention to aspects of applicability, uncertainty and effect modifiers provides a foundation for a framework for individualized decision-making.
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Affiliation(s)
- Henry S. Park
- Department of Therapeutic Radiology, Yale University School of Medicine, New Haven, CT, USA
| | - Frank C. Detterbeck
- Department of Thoracic Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - David C. Madoff
- Department of Radiology & Biomedical Imaging, Yale University School of Medicine, New Haven, CT, USA
| | - Brett C. Bade
- Department of Pulmonary Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Ulas Kumbasar
- Department of Thoracic Surgery, Hacettepe University School of Medicine, Ankara, Turkey
| | - Vincent J. Mase
- Department of Thoracic Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Andrew X. Li
- Department of General Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Justin D. Blasberg
- Department of Thoracic Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Gavitt A. Woodard
- Department of Thoracic Surgery, Yale University School of Medicine, New Haven, CT, USA
| | - Whitney S. Brandt
- Department of Cardiothoracic Surgery, Washington University School of Medicine, St Louis, MO, USA
| | - Roy H. Decker
- Department of Therapeutic Radiology, Yale University School of Medicine, New Haven, CT, USA
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14
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Zhai T, Li Y, Brown R, Lanuti M, Gainor JF, Christiani DC. Spirometry at diagnosis and overall survival in non-small cell lung cancer patients. Cancer Med 2022; 11:4796-4805. [PMID: 35545892 PMCID: PMC9761088 DOI: 10.1002/cam4.4808] [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: 11/20/2021] [Revised: 04/11/2022] [Accepted: 04/26/2022] [Indexed: 02/03/2023] Open
Abstract
Pulmonary function can predict all-cause mortality, and chronic obstructive pulmonary disease (COPD) is associated with worse overall survival (OS) in non-small cell lung cancer (NSCLC) patients. Though pre-operative lung function is predictive of in-hospital mortality following lung cancer surgery, its predictive utility for long-term survival is unclear. The prognostic role of commonly used spirometry tests in survival of lung cancer also remains uncertain. This study evaluates the role of spirometry at lung cancer diagnosis in predicting OS of NSCLC patients. This was a retrospective study using data from the Boston Lung Cancer Study on newly diagnosed NSCLC patients with spirometry tests performed before cancer therapy (n = 2805). Spirometric test values, after being categorized using quartiles, were analyzed for association with OS using univariate and risk-adjusted multiple regression models. Further, we analyzed OS by the status of COPD determined by spirometry, and, among those with COPD, by its stage defined by the Global Initiative for Chronic Obstructive Lung Disease criteria. Both univariate and multiple regression models demonstrated that lower quartiles of actual and percent predicted forced expiratory volume in 1 second and forced vital capacity at lung cancer diagnosis were significantly associated with worse OS. Spirometry-determined COPD, and more advanced stage of COPD at lung cancer diagnosis were associated with worse lung cancer OS. The findings provide evidence that a good pulmonary function at diagnosis may help improve OS in NSCLC patients.
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Affiliation(s)
- Ting Zhai
- Department of Environmental HealthHarvard T.H. Chan School of Public HealthBostonMassachusettsUSA
| | - Yi Li
- Department of BiostatisticsUniversity of Michigan School of Public HealthAnn ArborMichiganUSA
| | - Robert Brown
- Pulmonary and Critical Care Division, Department of MedicineMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - Michael Lanuti
- Division of Thoracic Surgery, Department of SurgeryMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - Justin F. Gainor
- Massachusetts General Hospital Cancer Center and Department of Hematology & OncologyMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
| | - David C. Christiani
- Department of Environmental HealthHarvard T.H. Chan School of Public HealthBostonMassachusettsUSA,Pulmonary and Critical Care Division, Department of MedicineMassachusetts General Hospital and Harvard Medical SchoolBostonMassachusettsUSA
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15
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Cilleruelo-Ramos A, Cladellas-Gutiérrez E, de la Pinta C, Quintana-Cortés L, Sosa-Fajardo P, Couñago F, Mielgo-Rubio X, Trujillo-Reyes JC. Advances and controversies in the management of early stage non-small cell lung cancer. World J Clin Oncol 2021; 12:1089-1100. [PMID: 35070733 PMCID: PMC8716990 DOI: 10.5306/wjco.v12.i12.1089] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 07/20/2021] [Accepted: 12/10/2021] [Indexed: 02/06/2023] Open
Abstract
Complete resection continues to be the gold standard for the treatment of early-stage lung cancer. The landmark Lung Cancer Study Group trial in 1995 established lobectomy as the minimum intervention necessary for the management of early-stage non-small cell lung cancer, as it was associated with lower recurrence and metastasis rates than sublobar resection and lower postoperative morbidity and mortality than pneumonectomy. There is a growing tendency to perform sublobar resection in selected cases, as, depending on factors such as tumor size, histologic subtype, lymph node involvement, and resection margins, it can produce similar oncological results to lobectomy. Alternative treatments such as stereotactic body radiotherapy and radiofrequency ablation can also produce good outcomes in inoperable patients or patients who refuse surgery.
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Affiliation(s)
- Angel Cilleruelo-Ramos
- Department of Thoracic Surgery, Clinic Universitary Hospital, Valladolid 47005, Spain
- Department of Surgery, Universidad de Valladolid, Valladolid 47001, Spain
| | | | - Carolina de la Pinta
- Department of Radiation Oncology, Hospital Universitario Ramón y Cajal, Madrid 28034, Spain
| | - Laura Quintana-Cortés
- Department of Medical Oncology, Hospital Don Benito-Villanueva, Badajoz 06400, Spain
| | - Paloma Sosa-Fajardo
- Department of Radiation Therapy, Complejo Hospitalario Universitario, Santiago de Compostela, La Coruña 15706, Spain
| | - Felipe Couñago
- Department of Radiation Oncology, Hospital Universitario Quirónsalud Madrid, Madrid 28223, Spain
- Department of Radiation Oncology, Hospital La Luz, Madrid 28223, Spain
- Department of Medicine, School of Biomedical Sciences, Universidad Europea, Madrid 28223, Spain
| | - Xabier Mielgo-Rubio
- Department of Medical Oncology Unit, Hospital Universitario Fundación Alcorcón, Madrid 28922, Spain
| | - Juan Carlos Trujillo-Reyes
- Department of Thoracic Surgery, Hospital de la Santa Creu i Sant Pau, Barcelona 08029, Spain
- Department of Surgery, Universitat Autónoma, Barcelona 08029, Spain
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16
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武 强, 高 万, 朱 家, 王 强, 张 伟. [Efficacy of Stereotactic Body Radiotherapy versus Surgery for the Treatment
of Early Non-small Cell Lung Cancer: A Meta-analysis]. ZHONGGUO FEI AI ZA ZHI = CHINESE JOURNAL OF LUNG CANCER 2020; 23:1066-1072. [PMID: 33357313 PMCID: PMC7786224 DOI: 10.3779/j.issn.1009-3419.2020.101.50] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/12/2020] [Revised: 10/20/2020] [Accepted: 10/31/2020] [Indexed: 11/15/2022]
Abstract
BACKGROUND To compare the clinical efficacy of stereotactic body radiotherapy (SBRT) versus surgery for early-stage non-small cell lung cancer through evidence based medicine analysis. METHODS A systematic search was performed in the PubMed, EMBASE, CNKI and Wan Fang databases to find studies published before June 2020. Two authors independently extracted the data and assessed the eligibility. All of the statistical analyses were performed using Stata 13.0. Subgroup analysis were performed according to the score matching study and operation type (lobectomy, segmentectomy and thoracoscopic assisted surgery). RESULTS Finally, 14 articles were included, including 15,841 cases in SBRT group and 17,708 cases in operation group. 10 articles used propensity score matching methods for survival analysis. Thirteen were retrospective cohort studies and one was randomized controlled trial. The results of meta-analysis showed that the overall survival rate of the surgery group and the SBRT group was statistically significant. The overall survival rate of the SBRT group (HR=1.51, 95%CI: 1.31-1.74) was inferior to that of the surgery group. In the subgroup analysis of the surgical type, there was no statistical difference between the SBRT group and each surgical type. The difference of overall survival rate between SBRT group and surgery group was statistically significant (HR=1.66, 95%CI: 1.45-1.90) in studies of propensity score matching. There was no statistically significant difference in cancer-specific survival between the surgery and SBRT groups (HR=1.12, 95%CI: 0.83-1.52). CONCLUSIONS The overall survival rate of surgical treatment is better than that of SBRT, but it has no obvious advantages in cancer specific survival rate.
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Affiliation(s)
- 强彬 武
- 300150 天津,天津中医药大学第二附属医院急诊内科Department of Emergency Medicine, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300150, China
| | - 万朋 高
- 300150 天津,天津中医药大学第二附属医院急诊内科Department of Emergency Medicine, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300150, China
| | - 家旺 朱
- 300150 天津,天津中医药大学第二附属医院急诊内科Department of Emergency Medicine, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300150, China
| | - 强 王
- 300150 天津,天津中医药大学第二附属医院呼吸科Department of Respiration Medicine, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300150, China
| | - 伟 张
- 300121 天津,天津市人民医院胸外科Department of Thoracic Surgery, Tianjin People's Hospital, Tianjin 300121, China
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17
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Abstract
Objective: To evaluate the overall survival of patients with operable stage IA non-small-cell lung cancer (NSCLC) who undergo “early” SBRT (within 0–30 days after diagnosis) versus “delayed” surgery (90–120 days after diagnosis). Summary of Background Data: During the COVID-19 pandemic, national guidelines have recommended patients with operable stage IA NSCLC to consider delaying surgery by at least 3 months or, alternatively, to undergo SBRT without delay. It is unknown which strategy is associated with better short- and long-term outcomes. Methods: Multivariable Cox proportional hazards modeling and propensity score-matched analysis was used to compare the overall survival of patients with stage IA NSCLC in the National Cancer Data Base from 2004 to 2015 who underwent “early” SBRT (0–30 days after diagnosis) versus that of patients who underwent “delayed” wedge resection (90–120 days after diagnosis). Results: During the study period, 570 (55%) patients underwent early SBRT and 475 (45%) underwent delayed wedge resection. In multivariable analysis, delayed resection was associated with improved survival [adjusted hazard ratio 0.61; (95% confidence interval (CI): 0.50–0.76)]. Propensity-score matching was used to create 2 groups of 279 patients each who received early SBRT or delayed resection that were well-matched with regard to baseline characteristics. The 5-year survival associated with delayed resection was 53% (95% CI: 45%–61%) which was better than the 5-year survival associated with early SBRT (31% [95% CI: 24%–37%]). Conclusion: In this national analysis, for patients with stage IA NSCLC, extended delay of surgery was associated with improved survival when compared to early treatment with SBRT.
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18
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Dong B, Zhu X, Jin J, Chen Y, Ying H, Chen Y, Lu F, Shen W, Wang J, Chen M. Comparison of the outcomes of sublobar resection and stereotactic body radiotherapy for stage T1-2N0M0 non-small cell lung cancer with tumor size ≤ 5 cm: a propensity score matching analysis. J Thorac Dis 2020; 12:5934-5954. [PMID: 33209426 PMCID: PMC7656409 DOI: 10.21037/jtd-20-2367] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Background Surgery and stereotactic body radiotherapy (SBRT) are both suitable treatment options for early stage Non-small cell lung cancer (NSCLC), which accounts for the majority of lung cancer. This study compared the outcomes of sublobar resection (SLR) and SBRT in patients with stage T1-2N0M0 NSCLC with tumor size ≤5 cm. Methods Patients with T1-2N0M0 lung cancer who underwent SLR or SBRT between January, 2012 and December, 2016 were included in this retrospective study. The survival outcomes and toxicity of the SLR and SBRT cohorts were compared using Kaplan-Meier survival plots. In a second exploratory analysis, propensity score matching (PSM) was applied to reduce selection bias between the two groups of patients. Results A total of 121 SLR and 109 SBRT cases were included. The average follow-up was 49.4 months. Prior to PSM, the 5-year overall survival (OS) and cancer-specific survival (CSS) rates in the SLR group (82.8% and 89.0%, respectively) were superior to those in the SBRT group (67.0% and 75.3%; P=0.001 and P=0.013, respectively). There were no statistically significant differences in the five-year locoregional control and disease-free survival (DFS) rates between the groups. PSM identified 40 patients from each treatment group who shared similar characteristics. At 5 years, the OS rates in the SLR and SBRT groups were comparable (79.9% vs. 66.5%, respectively; P=0.154). After PSM, the rates of CSS, locoregional control, and DFS were also similar between the groups (P=0.458, 0.369, and 0.698, respectively). In the SBRT group, one patient developed grade 3 radioactive pneumonitis. No grade >3 toxicities or treatment-related deaths occurred in either group. Conclusions SBRT may be an alternative option to SLR for patients who cannot tolerate lobectomy because of medical comorbidities and has a similar level of effectiveness.
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Affiliation(s)
- Baiqiang Dong
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiation Oncology, Zhejiang Cancer Hospital, Hangzhou, China
| | - Xuan Zhu
- Department of Radiation Oncology, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Jianan Jin
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiation Oncology, Zhejiang Cancer Hospital, Hangzhou, China
| | - Yuanyuan Chen
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiation Oncology, Zhejiang Cancer Hospital, Hangzhou, China
| | - Hangjie Ying
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiation Oncology, Zhejiang Cancer Hospital, Hangzhou, China
| | - Yamei Chen
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiation Oncology, Zhejiang Cancer Hospital, Hangzhou, China
| | - Fangxiao Lu
- Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences; Department of X-ray, Cancer Hospital of the University of Chinese Academy of Sciences; Department of X-ray, Zhejiang Cancer Hospital, Cancer Hospital of the University of Chinese Academy of Sciences, Hangzhou, China
| | - Wei Shen
- Hangzhou YITU Healthcare Technology Co., Ltd., Hangzhou, China
| | - Jin Wang
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiation Oncology, Zhejiang Cancer Hospital, Hangzhou, China
| | - Ming Chen
- Department of Radiation Oncology, Cancer Hospital of the University of Chinese Academy of Sciences (Zhejiang Cancer Hospital), Institute of Cancer and Basic Medicine (ICBM), Chinese Academy of Sciences, Hangzhou, China.,Department of Radiation Oncology, Zhejiang Key Laboratory of Radiation Oncology, Zhejiang Cancer Hospital, Hangzhou, China
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19
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Kakino R, Nakamura M, Mitsuyoshi T, Shintani T, Kokubo M, Negoro Y, Fushiki M, Ogura M, Itasaka S, Yamauchi C, Otsu S, Sakamoto T, Sakamoto M, Araki N, Hirashima H, Adachi T, Matsuo Y, Mizowaki T. Application and limitation of radiomics approach to prognostic prediction for lung stereotactic body radiotherapy using breath-hold CT images with random survival forest: A multi-institutional study. Med Phys 2020; 47:4634-4643. [PMID: 32645224 DOI: 10.1002/mp.14380] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 06/15/2020] [Accepted: 07/02/2020] [Indexed: 12/25/2022] Open
Abstract
PURPOSE To predict local recurrence (LR) and distant metastasis (DM) in early stage non-small cell lung cancer (NSCLC) patients after stereotactic body radiotherapy (SBRT) in multiple institutions using breath-hold computed tomography (CT)-based radiomic features with random survival forest. METHODS A total of 573 primary early stage NSCLC patients who underwent SBRT between January 2006 and March 2016 and met the eligibility criteria were included in this study. Patients were divided into two datasets: training (464 patients in 10 institutions) and test (109 patients in one institution) datasets. A total of 944 radiomic features were extracted from manually segmented gross tumor volumes (GTVs). Feature selection was performed by analyzing inter-segmentation reproducibility, GTV correlation, and inter-feature redundancy. Nine clinical factors, including histology and GTV size, were also used. Three prognostic models (clinical, radiomic, and combined) for LR and DM were constructed using random survival forest (RSF) to deal with total death as a competing risk in the training dataset. Robust models with optimal hyper-parameters were determined using fivefold cross-validation. The patients were dichotomized into two groups based on the median value of the patient-specific risk scores (high- and low-risk score groups). Gray's test was used to evaluate the statistical significance between the two risk score groups. The prognostic power was evaluated by the concordance index with the 95% confidence intervals (CI) via bootstrapping (2000 iterations). RESULTS The concordance indices at 3 yr of clinical, radiomic, and combined models for LR were 0.57 [CI: 0.39-0.75], 0.55 [CI: 0.38-0.73], and 0.61 [CI: 0.43-0.78], respectively, whereas those for DM were 0.59 [CI: 0.54-0.79], 0.67 [CI: 0.54-0.79], and 0.68 [CI: 0.55-0.81], respectively, in the test dataset. The combined DM model significantly discriminated its cumulative incidence between high- and low-risk score groups (P < 0.05). The variable importance of RSF in the combined model for DM indicated that two radiomic features were more important than other clinical factors. The feature maps generated on the basis of the most important radiomic feature had visual difference between high- and low-risk score groups. CONCLUSIONS The radiomics approach with RSF for competing risks using breath-hold CT-based radiomic features might predict DM in early stage NSCLC patients who underwent SBRT although that may not have potential to predict LR.
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Affiliation(s)
- Ryo Kakino
- Division of Medical Physics, Department of Information Technology and Medical Engineering, Human Health Sciences, Graduate School of Medicine, Kyoto University, 53 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.,Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.,Japan Society for the Promotion of Science, 5-3-1 Kojimachi, Chiyoda-ku, Tokyo, 102-0083, Japan
| | - Mitsuhiro Nakamura
- Division of Medical Physics, Department of Information Technology and Medical Engineering, Human Health Sciences, Graduate School of Medicine, Kyoto University, 53 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.,Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Takamasa Mitsuyoshi
- Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.,Department of Radiation Oncology, Kobe City Medical Center General Hospital, 2-1-1, Minatojimaminamimachi, Chuo-ku, Kobe, Hyogo, 650-0047, Japan
| | - Takashi Shintani
- Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.,Department of Radiology, Japanese Red Cross Fukui Hospital, 2-4-1 Tsukimi, Fukui, 918-8501, Japan
| | - Masaki Kokubo
- Department of Radiation Oncology, Kobe City Medical Center General Hospital, 2-1-1, Minatojimaminamimachi, Chuo-ku, Kobe, Hyogo, 650-0047, Japan
| | - Yoshiharu Negoro
- Department of Radiology, Tenri Hospital, 200 Mishima-cho, Tenri, Nara, 632-8552, Japan
| | - Masato Fushiki
- Department of Radiation Oncology, Nagahama City Hospital, 313 Oinui-cho, Nagahama, Shiga, 526-0043, Japan
| | - Masakazu Ogura
- Department of Radiation Oncology, Kishiwada City Hospital, 1001 Gakuhara-cho, Kishiwada, Osaka, 596-8501, Japan
| | - Satoshi Itasaka
- Department of Radiation Oncology, Kurashiki Central Hospital, 1-1-1 Miwa, Kurashiki, Okayama, 710-8602, Japan
| | - Chikako Yamauchi
- Department of Radiation Oncology, Shiga General Hospital, 5-4-30 Moriyama, Shiga, 524-8524, Japan
| | - Shuji Otsu
- Department of Radiation Oncology, Kyoto City Hospital, 1-2 Mibuhigashitakada-cho, Nakagyo-ku, Kyoto, 604-8845, Japan
| | - Takashi Sakamoto
- Department of Radiation Oncology, Kyoto-Katsura Hospital, 17 Yamadahirao-cho, Nishikyo-ku, Kyoto, 615-8256, Japan
| | - Masato Sakamoto
- Department of Radiology, Japanese Red Cross Fukui Hospital, 2-4-1 Tsukimi, Fukui, 918-8501, Japan
| | - Norio Araki
- Department of Radiation Oncology, National Hospital Organization Kyoto Medical Center, 1-1 Fukakusamukaihata-cho, Fushimi-ku, Kyoto, 612-8555, Japan
| | - Hideaki Hirashima
- Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.,Japan Society for the Promotion of Science, 5-3-1 Kojimachi, Chiyoda-ku, Tokyo, 102-0083, Japan
| | - Takanori Adachi
- Division of Medical Physics, Department of Information Technology and Medical Engineering, Human Health Sciences, Graduate School of Medicine, Kyoto University, 53 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan.,Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Yukinori Matsuo
- Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Takashi Mizowaki
- Department of Radiation Oncology and Image-applied Therapy, Kyoto University Hospital, 54 Shogoin-Kawahara-cho, Sakyo-ku, Kyoto, 606-8507, Japan
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20
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Pompili C, Holch P, Rogers Z, Absolom K, Clayton B, Franks K, Bekker H, Velikova G. Patients' confidence in treatment decisions for early stage non-small cell lung cancer (NSCLC). Health Qual Life Outcomes 2020; 18:237. [PMID: 32682425 PMCID: PMC7368734 DOI: 10.1186/s12955-020-01496-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Accepted: 07/13/2020] [Indexed: 12/22/2022] Open
Abstract
Background In early-stage Non-Small Cell Lung Cancer (NSCLC) patients, little is known about how to measure patient participation in Shared-Decision Making (SDM). We examined the psychometric properties and clinical acceptability of the Decision Self-Efficacy scale (DSE) in a cohort of patients undergoing to Stereotactic Ablative Radiotherapy (SABR) or Video-assisted Thoracoscopic Surgery (VATS) to capture patient involvement in treatment decisions. Methods In the context of a prospective longitudinal study (Life after Lung Cancer-LiLAC) involving 244 patients with early-stage NSCLC, 158 (64.7%) patients completed the DSE either on paper or electronically online prior to treatment with SABR or VATS pulmonary resection. DSE psychometric properties were examined using: principal components analysis of item properties and internal structure, and internal construct validity; we also performed a sensitivity analysis according to Eastern Cooperative Oncology Group Performance Status (ECOG PS), gender, age and treatment received (VATS or SABR) difference. Results Exploratory factor analysis using polychoric correlations substantiated that the 11 item DSE is one scale accounting for 81% of the variance. We calculated a value of 0.96 for Cronbach’s alpha for the total DSE score. DSE scores did not differ by gender (p = 0.37), between the two treatment groups (p = 0.09) and between younger and older patients (p = 0.4). However, patients with an ECOG PS > 1 have a DSE mean of 73.8 (SD 26) compared to patients with a PS 0–1 who have a DSE mean of 85.8 (SD 20.3 p = 0.002). Conclusion Findings provide preliminary evidence for the reliability and validity of the DSE questionnaire in this population. However, future studies are warranted to identify the most appropriate SDM tool for clinical practice in the lung cancer treatment field.
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Affiliation(s)
- Cecilia Pompili
- Patient Centred Outcomes Research, Leeds Institute for Medical Research at St James's, University of Leeds, Leeds, UK. .,St James' Institute of Oncology, Beckett Street, Leeds, LS9 7TF, UK.
| | - Patricia Holch
- Department of Psychology, Leeds School of Social Sciences, Leeds Beckett University, Leeds, UK
| | - Zoe Rogers
- Patient Centred Outcomes Research, Leeds Institute for Medical Research at St James's, University of Leeds, Leeds, UK
| | - Kate Absolom
- Patient Centred Outcomes Research, Leeds Institute for Medical Research at St James's, University of Leeds, Leeds, UK
| | - Beverly Clayton
- Patient Centred Outcomes Research, Leeds Institute for Medical Research at St James's, University of Leeds, Leeds, UK
| | | | - Hilary Bekker
- Leeds Unit of Complex Intervention Development (LUCID), School of Medicine, University of Leeds, Leeds, UK
| | - Galina Velikova
- Patient Centred Outcomes Research, Leeds Institute for Medical Research at St James's, University of Leeds, Leeds, UK
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21
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Lin J. Commentary: The wizard of OS: Is overall survival better after sublobar resection versus stereotactic radiation or ablation? J Thorac Cardiovasc Surg 2020; 160:1358-1359. [PMID: 32111422 DOI: 10.1016/j.jtcvs.2019.12.061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2019] [Revised: 12/12/2019] [Accepted: 12/15/2019] [Indexed: 11/17/2022]
Affiliation(s)
- Jules Lin
- Section of Thoracic Surgery, Department of Surgery, University of Michigan Medical Center, Ann Arbor, Mich.
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22
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Sato K, Shimokawa T, Imai T. Difference in Acquired Radioresistance Induction Between Repeated Photon and Particle Irradiation. Front Oncol 2019; 9:1213. [PMID: 31799186 PMCID: PMC6863406 DOI: 10.3389/fonc.2019.01213] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Accepted: 10/23/2019] [Indexed: 12/21/2022] Open
Abstract
In recent years, advanced radiation therapy techniques, including stereotactic body radiotherapy and carbon–ion radiotherapy, have progressed to such an extent that certain types of cancer can be treated with radiotherapy alone. The therapeutic outcomes are particularly promising for early stage lung cancer, with results matching those of surgical resection. Nevertheless, patients may still experience local tumor recurrence, which might be exacerbated by the acquisition of radioresistance after primary radiotherapy. Notwithstanding the risk of tumors acquiring radioresistance, secondary radiotherapy is increasingly used to treat recurrent tumors. In this context, it appears essential to comprehend the radiobiological effects of repeated photon and particle irradiation and their underlying cellular and molecular mechanisms in order to achieve the most favorable therapeutic outcome. However, to date, the mechanisms of acquisition of radioresistance in cancer cells have mainly been studied after repeated in vitro X-ray irradiation. By contrast, other critical aspects of radioresistance remain mostly unexplored, including the response to carbon-ion irradiation of X-ray radioresistant cancer cells, the mechanisms of acquisition of carbon-ion resistance, and the consequences of repeated in vivo X-ray or carbon-ion irradiation. In this review, we discuss the underlying mechanisms of acquisition of X-ray and carbon-ion resistance in cancer cells, as well as the phenotypic differences between X-ray and carbon-ion-resistant cancer cells, the biological implications of repeated in vivo X-ray or carbon-ion irradiation, and the main open questions in the field.
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Affiliation(s)
- Katsutoshi Sato
- Division of Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai, The Tisch Cancer Institute, New York, NY, United States
| | - Takashi Shimokawa
- Department of Accelerator and Medical Physics, National Institute of Radiological Sciences, National Institutes for Quantum and Radiological Sciences and Technology, Chiba, Japan
| | - Takashi Imai
- Medical Databank, Department of Radiation Medicine, QST Hospital, National Institutes for Quantum and Radiological Science and Technology, Chiba, Japan
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23
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Song KJ, Flores RM. Is survival after sublobar resection vs. lobectomy made equivalent by extent of lymphadenectomy? ANNALS OF TRANSLATIONAL MEDICINE 2019; 7:S191. [PMID: 31656770 DOI: 10.21037/atm.2019.07.33] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Kimberly J Song
- Department of Thoracic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Raja M Flores
- Department of Thoracic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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