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El Agy F, El Bardai S, Boukansa S, Bouguenouch L, Benbrahim Z, Mazaz K, Benjelloun EB, Ousadden A, Ouldim K, Ibrahimi SA, Chbani L. RAS Mutations Predict Recurrence-Free Survival and Recurrence Patterns in Colon Cancer: A Unicenter Study in Morocco. Cancer Control 2024; 31:10732748241229290. [PMID: 38270484 PMCID: PMC10812104 DOI: 10.1177/10732748241229290] [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: 08/23/2023] [Revised: 10/31/2023] [Accepted: 01/02/2024] [Indexed: 01/26/2024] Open
Abstract
PURPOSE To date, only a few studies have investigated the role of molecular alterations in cancer recurrence. This exploratory study aimed to evaluate the impact of molecular alterations on the time and site of recurrence in patients with stage I-IV CRC and to identify the risk factors predicting recurrence-free survival in colon cancer. METHODS A total of 270 patients were retrospectively included. We assessed the full RAS status using Sanger and pyrosequencing. MSI status was determined by immunohistochemical analysis. Molecular alterations were correlated with recurrence timing (early or late), recurrence patterns, and recurrence-free survival. Statistical analysis was performed using the Kaplan-Meier method and the log-rank test. RESULTS Of the 270 patients, 85 (31%) experienced recurrence, among whom 53% had mutant full RAS status, 48% had KRAS mutations, and 31.4% had KRAS p. G12V mutation subtype. Compared with those with late recurrence, patients with early recurrence were significantly older (P = 0.02) and more likely to have poorly differentiated tumors, a higher rate of positive lymph nodes, KRAS mutations, and especially KRAS p. G12V mutation variant. RAS mutation status, KRAS mutations, and rare mutations are more common in patients with lung cancer recurrence. Multivariate logistic regression analysis revealed that differentiation, perineural invasion, full RAS mutation status, and KRAS codon 13 mutations were independent factors for recurrence-free survival in colon cancer. CONCLUSION In this cohort, the timing and patterns of recurrence appeared to be associated with the patient's molecular profile. KRAS codon 12 mutations were the worst predictors of recurrence-free survival at all stages in our population.
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Affiliation(s)
- Fatima El Agy
- Laboratory of Biomedical and Translational Research, Faculty of Medicine and Pharmacy, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Sanae El Bardai
- Laboratory of Anatomic Pathology and Molecular Pathology, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Sara Boukansa
- Laboratory of Biomedical and Translational Research, Faculty of Medicine and Pharmacy, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Laila Bouguenouch
- Unit of Medical Genetics and Oncogenetics, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Zineb Benbrahim
- Department of Oncology, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Khalid Mazaz
- Department of General surgery, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - El Bachir Benjelloun
- Department of General surgery, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Abdelmalek Ousadden
- Department of General surgery, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Karim Ouldim
- Laboratory of Anatomic Pathology and Molecular Pathology, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Sidi Adil Ibrahimi
- Department of Gastroenterology, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - Laila Chbani
- Laboratory of Anatomic Pathology and Molecular Pathology, Sidi Mohamed Ben Abdellah University, Fez, Morocco
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Dias Carvalho P, Martins F, Mendonça S, Ribeiro A, Machado AL, Carvalho J, Oliveira MJ, Velho S. Mutant KRAS modulates colorectal cancer cells invasive response to fibroblast‐secreted factors through the HGF/C‐MET axis. Int J Cancer 2022; 151:1810-1823. [DOI: 10.1002/ijc.34225] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 07/07/2022] [Accepted: 07/19/2022] [Indexed: 11/06/2022]
Affiliation(s)
- Patrícia Dias Carvalho
- i3S ‐ Instituto de Investigação e Inovação em Saúde, Universidade do Porto Portugal
- IPATIMUP – Instituto de Patologia e Imunologia Molecular da Universidade do Porto Porto Portugal
- ICBAS ‐ Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto Porto Portugal
| | - Flávia Martins
- i3S ‐ Instituto de Investigação e Inovação em Saúde, Universidade do Porto Portugal
- IPATIMUP – Instituto de Patologia e Imunologia Molecular da Universidade do Porto Porto Portugal
- Department of Pathology FMUP – Faculty of Medicine of the University of Porto Porto Portugal
| | - Susana Mendonça
- i3S ‐ Instituto de Investigação e Inovação em Saúde, Universidade do Porto Portugal
- IPATIMUP – Instituto de Patologia e Imunologia Molecular da Universidade do Porto Porto Portugal
- Department of Pathology FMUP – Faculty of Medicine of the University of Porto Porto Portugal
| | - Andreia Ribeiro
- i3S ‐ Instituto de Investigação e Inovação em Saúde, Universidade do Porto Portugal
- IPATIMUP – Instituto de Patologia e Imunologia Molecular da Universidade do Porto Porto Portugal
| | - Ana Luísa Machado
- i3S ‐ Instituto de Investigação e Inovação em Saúde, Universidade do Porto Portugal
- IPATIMUP – Instituto de Patologia e Imunologia Molecular da Universidade do Porto Porto Portugal
- Department of Pathology FMUP – Faculty of Medicine of the University of Porto Porto Portugal
- Ciências Químicas e das Biomoléculas, Centro de Investigação em Saúde e Ambiente, Escola Superior de Saúde do Porto, Instituto Politécnico do Porto Porto Portugal
| | - Joana Carvalho
- i3S ‐ Instituto de Investigação e Inovação em Saúde, Universidade do Porto Portugal
- IPATIMUP – Instituto de Patologia e Imunologia Molecular da Universidade do Porto Porto Portugal
| | - Maria José Oliveira
- i3S ‐ Instituto de Investigação e Inovação em Saúde, Universidade do Porto Portugal
- INEB – Institute of Biomedical Engineering, University of Porto Porto Portugal
| | - Sérgia Velho
- i3S ‐ Instituto de Investigação e Inovação em Saúde, Universidade do Porto Portugal
- IPATIMUP – Instituto de Patologia e Imunologia Molecular da Universidade do Porto Porto Portugal
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Bertsimas D, Margonis GA, Sujichantararat S, Boerner T, Ma Y, Wang J, Kamphues C, Sasaki K, Tang S, Gagniere J, Dupré A, Løes IM, Wagner D, Stasinos G, Macher-Beer A, Burkhart R, Morioka D, Imai K, Ardiles V, O'Connor JM, Pawlik TM, Poultsides G, Seeliger H, Beyer K, Kaczirek K, Kornprat P, Aucejo FN, de Santibañes E, Baba H, Endo I, Lønning PE, Kreis ME, Weiss MJ, Wolfgang CL, D'Angelica M. Using Artificial Intelligence to Find the Optimal Margin Width in Hepatectomy for Colorectal Cancer Liver Metastases. JAMA Surg 2022; 157:e221819. [PMID: 35648428 DOI: 10.1001/jamasurg.2022.1819] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Importance In patients with resectable colorectal cancer liver metastases (CRLM), the choice of surgical technique and resection margin are the only variables that are under the surgeon's direct control and may influence oncologic outcomes. There is currently no consensus on the optimal margin width. Objective To determine the optimal margin width in CRLM by using artificial intelligence-based techniques developed by the Massachusetts Institute of Technology and to assess whether optimal margin width should be individualized based on patient characteristics. Design, Setting, and Participants The internal cohort of the study included patients who underwent curative-intent surgery for KRAS-variant CRLM between January 1, 2000, and December 31, 2017, at Johns Hopkins Hospital, Baltimore, Maryland, Memorial Sloan Kettering Cancer Center, New York, New York, and Charité-University of Berlin, Berlin, Germany. Patients from institutions in France, Norway, the US, Austria, Argentina, and Japan were retrospectively identified from institutional databases and formed the external cohort of the study. Data were analyzed from April 15, 2019, to November 11, 2021. Exposures Hepatectomy. Main Outcomes and Measures Patients with KRAS-variant CRLM who underwent surgery between 2000 and 2017 at 3 tertiary centers formed the internal cohort (training and testing). In the training cohort, an artificial intelligence-based technique called optimal policy trees (OPTs) was used by building on random forest (RF) predictive models to infer the margin width associated with the maximal decrease in death probability for a given patient (ie, optimal margin width). The RF component was validated by calculating its area under the curve (AUC) in the testing cohort, whereas the OPT component was validated by a game theory-based approach called Shapley additive explanations (SHAP). Patients from international institutions formed an external validation cohort, and a new RF model was trained to externally validate the OPT-based optimal margin values. Results This cohort study included a total of 1843 patients (internal cohort, 965; external cohort, 878). The internal cohort included 386 patients (median [IQR] age, 58.3 [49.0-68.7] years; 200 men [51.8%]) with KRAS-variant tumors. The AUC of the RF counterfactual model was 0.76 in both the internal training and testing cohorts, which is the highest ever reported. The recommended optimal margin widths for patient subgroups A, B, C, and D were 6, 7, 12, and 7 mm, respectively. The SHAP analysis largely confirmed this by suggesting 6 to 7 mm for subgroup A, 7 mm for subgroup B, 7 to 8 mm for subgroup C, and 7 mm for subgroup D. The external cohort included 375 patients (median [IQR] age, 61.0 [53.0-70.0] years; 218 men [58.1%]) with KRAS-variant tumors. The new RF model had an AUC of 0.78, which allowed for a reliable external validation of the OPT-based optimal margin. The external validation was successful as it confirmed the association of the optimal margin width of 7 mm with a considerable prolongation of survival in the external cohort. Conclusions and Relevance This cohort study used artificial intelligence-based methodologies to provide a possible resolution to the long-standing debate on optimal margin width in CRLM.
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Affiliation(s)
- Dimitris Bertsimas
- Operations Research Center, Massachusetts Institute of Technology, Cambridge
| | - Georgios Antonios Margonis
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of General and Visceral Surgery, Charité Campus Benjamin Franklin, Berlin, Germany
| | - Suleeporn Sujichantararat
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge
| | - Thomas Boerner
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Yu Ma
- Operations Research Center, Massachusetts Institute of Technology, Cambridge
| | - Jane Wang
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Carsten Kamphues
- Department of General and Visceral Surgery, Charité Campus Benjamin Franklin, Berlin, Germany
| | - Kazunari Sasaki
- Department of General Surgery, Digestive Disease Institute, Cleveland Clinic, Cleveland, Ohio
| | - Seehanah Tang
- Operations Research Center, Massachusetts Institute of Technology, Cambridge
| | - Johan Gagniere
- Service de Chirurgie Digestive, CHU Clermont-Ferrand, Inserm, Université Clermont Auvergne, Clermont-Ferrand, France
| | - Aurelien Dupré
- Service de Chirurgie Digestive, CHU Clermont-Ferrand, Inserm, Université Clermont Auvergne, Clermont-Ferrand, France
| | - Inger Marie Løes
- Department of Clinical Science, University of Bergen, Bergen, Norway.,Department of Oncology, Haukeland University Hospital, Bergen, Norway
| | - Doris Wagner
- Department of General Surgery, Medical University of Graz, Graz, Austria
| | | | | | - Richard Burkhart
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Daisuke Morioka
- Department of Gastroenterological Surgery, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Katsunori Imai
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University, Kumamoto, Japan
| | - Victoria Ardiles
- Hepatopancreatobiliary Surgery and Liver Transplant Unit, Hospital Italiano de Buenos Aires, Buenos Aires, Argentina
| | | | - Timothy M Pawlik
- Department of Surgery, The Ohio State University, Columbus, Ohio
| | - George Poultsides
- Department of Surgery, Stanford University School of Medicine, Stanford, California
| | - Hendrik Seeliger
- Department of General and Visceral Surgery, Charité Campus Benjamin Franklin, Berlin, Germany
| | - Katharina Beyer
- Department of General and Visceral Surgery, Charité Campus Benjamin Franklin, Berlin, Germany
| | - Klaus Kaczirek
- Department of General Surgery, Medical University of Vienna, Vienna, Austria
| | - Peter Kornprat
- Department of General Surgery, Medical University of Graz, Graz, Austria
| | - Federico N Aucejo
- Department of General Surgery, Digestive Disease Institute, Cleveland Clinic, Cleveland, Ohio
| | - Eduardo de Santibañes
- Hepatopancreatobiliary Surgery and Liver Transplant Unit, Hospital Italiano de Buenos Aires, Buenos Aires, Argentina
| | - Hideo Baba
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University, Kumamoto, Japan
| | - Itaru Endo
- Department of Gastroenterological Surgery, Yokohama City University Graduate School of Medicine, Yokohama, Japan
| | - Per Eystein Lønning
- Department of Clinical Science, University of Bergen, Bergen, Norway.,Department of Oncology, Haukeland University Hospital, Bergen, Norway
| | - Martin E Kreis
- Department of General and Visceral Surgery, Charité Campus Benjamin Franklin, Berlin, Germany
| | - Matthew J Weiss
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland.,Department of Surgery, Zucker School of Medicine at Hofstra, Northwell Health Cancer Institute, Lake Success, New York
| | - Christopher L Wolfgang
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland.,Department of Surgery, New York University School of Medicine, New York
| | - Michael D'Angelica
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
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Rhaiem R, Rached L, Tashkandi A, Bouché O, Kianmanesh R. Implications of RAS Mutations on Oncological Outcomes of Surgical Resection and Thermal Ablation Techniques in the Treatment of Colorectal Liver Metastases. Cancers (Basel) 2022; 14:816. [PMID: 35159083 PMCID: PMC8834154 DOI: 10.3390/cancers14030816] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Revised: 01/31/2022] [Accepted: 02/03/2022] [Indexed: 02/07/2023] Open
Abstract
Colorectal cancer (CRC) is the third most common cancer worldwide and the second leading cause of cancer-related death. More than 50% of patients with CRC will develop liver metastases (CRLM) during their disease. In the era of precision surgery for CRLM, several advances have been made in the multimodal management of this disease. Surgical treatment, combined with a modern chemotherapy regimen and targeted therapies, is the only potential curative treatment. Unfortunately, 70% of patients treated for CRLM experience recurrence. RAS mutations are associated with worse overall and recurrence-free survival. Other mutations such as BRAF, associated RAS /TP53 and APC/PIK3CA mutations are important genetic markers to evaluate tumor biology. Somatic mutations are of paramount interest for tailoring preoperative treatment, defining a surgical resection strategy and the indication for ablation techniques. Herein, the most relevant studies dealing with RAS mutations and the management of CRLM were reviewed. Controversies about the implication of this mutation in surgical and ablative treatments were also discussed.
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Affiliation(s)
- Rami Rhaiem
- Faculty of Medecine, University Reims Champagne-Ardenne, 51100 Reims, France; (O.B.); (R.K.)
- Hepatobiliary, Pancreas, Endocrine and Digestive Surgical Oncology Department, Robert Debré Hospital, CHU de Reims, 51100 Reims, France; (L.R.); (A.T.)
| | - Linda Rached
- Hepatobiliary, Pancreas, Endocrine and Digestive Surgical Oncology Department, Robert Debré Hospital, CHU de Reims, 51100 Reims, France; (L.R.); (A.T.)
| | - Ahmad Tashkandi
- Hepatobiliary, Pancreas, Endocrine and Digestive Surgical Oncology Department, Robert Debré Hospital, CHU de Reims, 51100 Reims, France; (L.R.); (A.T.)
| | - Olivier Bouché
- Faculty of Medecine, University Reims Champagne-Ardenne, 51100 Reims, France; (O.B.); (R.K.)
- Digestive Oncology and Hepatogastroenterology Department, Robert Debré Hospital, CHU de Reims, 51100 Reims, France
| | - Reza Kianmanesh
- Faculty of Medecine, University Reims Champagne-Ardenne, 51100 Reims, France; (O.B.); (R.K.)
- Hepatobiliary, Pancreas, Endocrine and Digestive Surgical Oncology Department, Robert Debré Hospital, CHU de Reims, 51100 Reims, France; (L.R.); (A.T.)
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5
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Margonis GA, Kreis ME, Wang JJ, Kamphues C, Wolfgang CL, Weiss MJ. Impact and clinical usefulness of genetic data in the surgical management of colorectal cancer liver metastasis: a narrative review. Hepatobiliary Surg Nutr 2020; 9:705-716. [PMID: 33299826 DOI: 10.21037/hbsn.2019.10.05] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Importance In patients who undergo surgery for colorectal cancer liver metastases (CRLM), a number of somatic mutations have been associated with worse overall (OS) and recurrence-free survival (RFS). Although useful, an association with prognosis does not necessarily equate to an impact on surgical management. Objective The aim of this review was to investigate whether the best-studied somatic mutations impact surgical management of CRLM by informing: (I) post-hepatectomy surveillance; (II) selection of surgical technique; (III) selection of optimal margin width; and (IV) selection of patients for surgery. Lastly, we discuss the refinement of genetic data from overall mutation status to specific variants, as well as lesser studied somatic mutations. Evidence Review We conducted a computerized search using PubMed and Google Scholar for reports published so far, using mesh headings and keywords related to genetic data and CRLM. Findings Genetic data may impact surgical management of CRLM in three ways. Firstly, KRAS mutations can predict lung recurrences. Secondly, KRAS mutations may help tailor margin width. Thirdly, KRAS mutations may help tailor surgical technique. Conclusions Although genetic data may impact post-hepatectomy surveillance, selection of surgical technique and optimal margin width, their use to guide surgical selection remains elusive, as the data cannot support denying surgery to patients according to their somatic mutation profile.
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Affiliation(s)
- Georgios Antonios Margonis
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Department of General, Visceral and Vascular Surgery, Charite Campus Benjamin Franklin, Berlin, Germany
| | - Martin E Kreis
- Department of General, Visceral and Vascular Surgery, Charite Campus Benjamin Franklin, Berlin, Germany
| | - Jaeyun Jane Wang
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Carsten Kamphues
- Department of General, Visceral and Vascular Surgery, Charite Campus Benjamin Franklin, Berlin, Germany
| | | | - Matthew J Weiss
- Department of Surgery, Northwell Health Cancer Institute and Zucker School of Medicine, Lake Success, NY, USA
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Martin J, Petrillo A, Smyth EC, Shaida N, Khwaja S, Cheow HK, Duckworth A, Heister P, Praseedom R, Jah A, Balakrishnan A, Harper S, Liau S, Kosmoliaptsis V, Huguet E. Colorectal liver metastases: Current management and future perspectives. World J Clin Oncol 2020; 11:761-808. [PMID: 33200074 PMCID: PMC7643190 DOI: 10.5306/wjco.v11.i10.761] [Citation(s) in RCA: 135] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Revised: 05/14/2020] [Accepted: 08/31/2020] [Indexed: 02/06/2023] Open
Abstract
The liver is the commonest site of metastatic disease for patients with colorectal cancer, with at least 25% developing colorectal liver metastases (CRLM) during the course of their illness. The management of CRLM has evolved into a complex field requiring input from experienced members of a multi-disciplinary team involving radiology (cross sectional, nuclear medicine and interventional), Oncology, Liver surgery, Colorectal surgery, and Histopathology. Patient management is based on assessment of sophisticated clinical, radiological and biomarker information. Despite incomplete evidence in this very heterogeneous patient group, maximising resection of CRLM using all available techniques remains a key objective and provides the best chance of long-term survival and cure. To this end, liver resection is maximised by the use of downsizing chemotherapy, optimisation of liver remnant by portal vein embolization, associating liver partition and portal vein ligation for staged hepatectomy, and combining resection with ablation, in the context of improvements in the functional assessment of the future remnant liver. Liver resection may safely be carried out laparoscopically or open, and synchronously with, or before, colorectal surgery in selected patients. For unresectable patients, treatment options including systemic chemotherapy, targeted biological agents, intra-arterial infusion or bead delivered chemotherapy, tumour ablation, stereotactic radiotherapy, and selective internal radiotherapy contribute to improve survival and may convert initially unresectable patients to operability. Currently evolving areas include biomarker characterisation of tumours, the development of novel systemic agents targeting specific oncogenic pathways, and the potential re-emergence of radical surgical options such as liver transplantation.
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Affiliation(s)
- Jack Martin
- Department of Surgery, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Angelica Petrillo
- Department of Precision Medicine, Division of Medical Oncology, University of Campania "L. Vanvitelli", Napoli 80131, Italy, & Medical Oncology Unit, Ospedale del Mare, 80147 Napoli Italy
| | - Elizabeth C Smyth
- Department of Oncology, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Nadeem Shaida
- Department of Radiology, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB22 0QQ, United Kingdom
| | - Samir Khwaja
- Department of Radiology, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB22 0QQ, United Kingdom
| | - HK Cheow
- Department of Nuclear Medicine, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Adam Duckworth
- Department of Pathology, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Paula Heister
- Department of Pathology, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Raaj Praseedom
- Department of Surgery, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Asif Jah
- Department of Surgery, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Anita Balakrishnan
- Department of Surgery, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Simon Harper
- Department of Surgery, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Siong Liau
- Department of Surgery, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Vasilis Kosmoliaptsis
- Department of Surgery, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
| | - Emmanuel Huguet
- Department of Surgery, Addenbrookes Hospital, NIHR Comprehensive Biomedical Research and Academic Health Sciences Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 0QQ, United Kingdom
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7
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Line PD, Ruffolo LI, Toso C, Dueland S, Nadalin S, Hernandez-Alejandro R. Liver transplantation for colorectal liver metastases: What do we need to know? Int J Surg 2020; 82S:87-92. [PMID: 32305529 DOI: 10.1016/j.ijsu.2020.03.079] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 02/16/2020] [Accepted: 03/31/2020] [Indexed: 12/12/2022]
Abstract
Adenocarcinoma of the colon and rectum (CRC) is the second leading cause of cancer mortality, driven by stage IV disease (Rahib et al., 2014) [1]. While surgical resection of liver metastases has demonstrated a survival advantage, a minority of patients are candidates for resection due to anatomic involvement of disease. Recent advances in liver surgery, chemotherapy, and decision making guided by stratification at the time of presentation has better equipped us to perform aggressive metastasectomies, with resulting improved survival (Fong et al., 1999; Abdalla et al., 2001; Cremolini et al., 2017) [2-4]. As a result, there is a resurgent interest in the concept of total hepatectomy and liver transplantation (LT) for colorectal liver metastases (CRLM). As of this writing, eight prospective clinical trials in six countries are assessing the viability of split or whole LT for CRLM. However, LT for CRLM remains controversial. Recent prospective trials have illustrated the importance of patient selection, and a disciplined respect for tumor biology. Here we present the current status of LT for CRLM, and suggest clinical decision criteria aimed at matching survival benefit comparable to other indications for LT.
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Affiliation(s)
- Pål-Dag Line
- Department of Transplantation Medicine, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| | - Luis I Ruffolo
- Department of Surgery and Division of Abdominal Transplantation and Hepatobiliary Surgery, University of Rochester Medical Center, Rochester, USA
| | - Christian Toso
- Division of Abdominal Surgery, Department of Surgery, University of Geneva, Geneva, Switzerland
| | - Svein Dueland
- Experimental Transplantation and Malignancy Research Group, Division of Surgery, Inflammatory Diseases and Transplantation, Oslo University Hospital, Oslo, Norway
| | - Silvio Nadalin
- Department of General and Transplant Surgery, University Hospital Tübingen, Germany
| | - Roberto Hernandez-Alejandro
- Department of Surgery and Division of Abdominal Transplantation and Hepatobiliary Surgery, University of Rochester Medical Center, Rochester, USA
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8
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Anatomic Resection Is Not Required for Colorectal Liver Metastases with RAS Mutation. J Gastrointest Surg 2020; 24:1033-1039. [PMID: 32162236 DOI: 10.1007/s11605-019-04299-6] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2019] [Accepted: 06/03/2019] [Indexed: 01/31/2023]
Abstract
BACKGROUND Non-anatomic resection (NAR) has emerged as a safe and effective technique for resection of colorectal liver metastases (CRLM). More recently, RAS mutation has been identified as an important indicator of aggressive disease, which may require anatomic resection (AR). In this retrospective study, we compared the long-term outcomes of AR versus NAR in CRLM patients with and without RAS mutations. METHODS Patients with known RAS mutation status who underwent AR or NAR for CRLM between 2006 and 2016 were included. Differences in baseline characteristics were adjusted using 1:1 propensity score matching, including the most important factors that contributed to the decision to use the resection technique. Overall survival (OS), recurrence-free survival (RFS), and liver-specific recurrence-free survival (L-RFS) were compared between cohorts. RESULTS Among 622 total patients, 338 (54%) underwent AR and 284 (46%) NAR. There was no difference in OS or L-RFS between the AR and NAR groups, regardless of mutation status. There was increased RFS in the RAS WT patients with NAR (P = 0.034), but no difference in RFS in the whole cohort or RAS mutant group. After propensity score matching, 360 patients were analyzed, and no differences in OS, RFS, or L-RFS rates were seen between any groups. There was also no difference in margin recurrence. CONCLUSIONS Similar outcomes can be achieved with both AR and NAR, regardless of RAS mutation status. These data do not support a universal requirement for AR in RAS mutant CRLM when not necessary to achieve an R0 resection.
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9
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Goffredo P, Utria AF, Beck AC, Chun YS, Howe JR, Weigel RJ, Vauthey JN, Hassan I. The Prognostic Impact of KRAS Mutation in Patients Having Curative Resection of Synchronous Colorectal Liver Metastases. J Gastrointest Surg 2019; 23:1957-1963. [PMID: 30276588 DOI: 10.1007/s11605-018-3978-4] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Accepted: 09/13/2018] [Indexed: 01/31/2023]
Abstract
BACKGROUND m-KRAS has been recently reported to be a significant prognostic factor in patients undergoing resection of colorectal liver metastases. This is due to the lack of response to monoclonal epithelial growth factor receptor antibodies, and potentially as a result of a more aggressive tumor biology. METHODS The National Cancer Database was queried to identify patients with known KRAS status presenting with colorectal cancer and liver metastases who underwent resection of the primary tumor and metastatic disease between 2010 and 2015. RESULTS A total of 2655 patients were identified of which 1116 (42%) had m-KRAS. Tumor size, lymph node involvement rates, and margin status of the primary tumor were similar between patients with m-KRAS and wild-type KRAS (wt-KRAS). In the multivariable analysis, African-American race and right-sided colon cancers were independently associated with m-KRAS (both p < 0.001). m-KRAS patients had a significantly lower overall survival (OS) than those with wt-KRAS, with a 3- and 5-year OS of 51 vs. 64% and 31 vs. 42%, respectively (p < 0.001). After adjustment for available prognostic confounders, factors independently associated with worse OS were increasing age, receipt of monoagent chemotherapy, tumor size, positive lymph node, and resection margin status of the primary tumor, right-sided cancers, and m-KRAS. CONCLUSIONS m-KRAS is associated with worse OS in patients presenting with colorectal cancer and liver metastases undergoing resection of the primary tumor and metastatic disease. Right-sided lesions and African-American race were associated with m-KRAS. However, while right-sided remained an independent prognostic factor for OS, race did not.
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Affiliation(s)
- Paolo Goffredo
- Department of Surgery, University of Iowa Hospitals & Clinics, 200 Hawkins Drive, 1516 JCP, Iowa City, IA, 52242, USA
| | - Alan F Utria
- Department of Surgery, University of Iowa Hospitals & Clinics, 200 Hawkins Drive, 1516 JCP, Iowa City, IA, 52242, USA
| | - Anna C Beck
- Department of Surgery, University of Iowa Hospitals & Clinics, 200 Hawkins Drive, 1516 JCP, Iowa City, IA, 52242, USA
| | - Yun Shin Chun
- Department of Surgical Oncology, MD Anderson Cancer Center, The University of Texas, Houston, TX, USA
| | - James R Howe
- Department of Surgery, University of Iowa Hospitals & Clinics, 200 Hawkins Drive, 1516 JCP, Iowa City, IA, 52242, USA
| | - Ronald J Weigel
- Department of Surgery, University of Iowa Hospitals & Clinics, 200 Hawkins Drive, 1516 JCP, Iowa City, IA, 52242, USA
| | - Jean-Nicolas Vauthey
- Department of Surgical Oncology, MD Anderson Cancer Center, The University of Texas, Houston, TX, USA
| | - Imran Hassan
- Department of Surgery, University of Iowa Hospitals & Clinics, 200 Hawkins Drive, 1516 JCP, Iowa City, IA, 52242, USA.
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10
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Aghayan DL, Kalinowski P, Kazaryan AM, Fretland ÅA, Sahakyan MA, Røsok BI, Pelanis E, Bjørnbeth BA, Edwin B. Laparoscopic liver resection for non-colorectal non-neuroendocrine metastases: perioperative and oncologic outcomes. World J Surg Oncol 2019; 17:156. [PMID: 31484583 PMCID: PMC6727573 DOI: 10.1186/s12957-019-1700-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Accepted: 08/28/2019] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Liver resection is a treatment of choice for colorectal and neuroendocrine liver metastases, and laparoscopy is an accepted approach for surgical treatment of these patients. The role of liver resection for patients with non-colorectal non-neuroendocrine liver metastases (NCNNLM), however, is still disputable. Outcomes of laparoscopic liver resection for this group of patients have not been analyzed. MATERIAL AND METHODS In this retrospective study, patients who underwent laparoscopic liver resection for NCNNLM at Oslo University Hospital between April 2000 and January 2018 were analyzed. Perioperative and oncologic data of these patients were examined. Postoperative morbidity was classified using the Accordion classification. Kaplan-Meier method was used for survival analysis. Median follow-up was 26 (IQR, 12-41) months. RESULTS Fifty-one patients were identified from a prospectively collected database. The histology of primary tumors was classified as adenocarcinoma (n = 16), sarcoma (n = 4), squamous cell carcinoma (n = 4), melanoma (n = 16), gastrointestinal stromal tumor (n = 9), and adrenocortical carcinoma (n = 2). The median operative time was 147 (IQR, 95-225) min, while the median blood loss was 200 (IQR, 50-500) ml. Nine (18%) patients experienced postoperative complications. There was no 90-day mortality in this study. Thirty-five (68%) patients developed disease recurrence or progression. Seven (14%) patients underwent repeat surgical procedure for recurrent liver metastases. One-, three-, and five-year overall survival rates were 85%, 52%, and 38%, respectively. The median overall survival was 37 (95%CI, 25 to 49) months. CONCLUSION Laparoscopic liver resection for NCNNLM results in good outcomes and should be considered in patients selected for surgical treatment.
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Affiliation(s)
- Davit L Aghayan
- The Intervention Centre, Oslo University Hospital-Rikshospitalet, Pb. 4950 Nydalen, 0424, Oslo, Norway.
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway.
- Department of Surgery N1, Yerevan State Medical University after M. Heratsi, Yerevan, Armenia.
| | - Piotr Kalinowski
- Department of General, Transplant and Liver Surgery, Medical University of Warsaw, Warsaw, Poland
| | - Airazat M Kazaryan
- The Intervention Centre, Oslo University Hospital-Rikshospitalet, Pb. 4950 Nydalen, 0424, Oslo, Norway
- Department of Surgery N1, Yerevan State Medical University after M. Heratsi, Yerevan, Armenia
- Department of Surgery, Fonna Hospital Trust, Stord, Norway
- Department of Faculty Surgery N2, I.M.Sechenov First Moscow State Medical University, Moscow, Russia
| | - Åsmund Avdem Fretland
- The Intervention Centre, Oslo University Hospital-Rikshospitalet, Pb. 4950 Nydalen, 0424, Oslo, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
- Department of Hepato-Pancreato-Biliary Surgery, Oslo University Hospital, Oslo, Norway
| | - Mushegh A Sahakyan
- The Intervention Centre, Oslo University Hospital-Rikshospitalet, Pb. 4950 Nydalen, 0424, Oslo, Norway
- Department of Surgery N1, Yerevan State Medical University after M. Heratsi, Yerevan, Armenia
- Department of General and Laparoscopic Surgery, Central Clinical Military Hospital, Yerevan, Armenia
| | - Bård I Røsok
- Department of Hepato-Pancreato-Biliary Surgery, Oslo University Hospital, Oslo, Norway
| | - Egidijus Pelanis
- The Intervention Centre, Oslo University Hospital-Rikshospitalet, Pb. 4950 Nydalen, 0424, Oslo, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Bjørn Atle Bjørnbeth
- Department of Hepato-Pancreato-Biliary Surgery, Oslo University Hospital, Oslo, Norway
| | - Bjørn Edwin
- The Intervention Centre, Oslo University Hospital-Rikshospitalet, Pb. 4950 Nydalen, 0424, Oslo, Norway
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
- Department of Hepato-Pancreato-Biliary Surgery, Oslo University Hospital, Oslo, Norway
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11
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Xu D, Wang HW, Yan XL, Li J, Wang K, Xing BC. Sub-millimeter surgical margin is acceptable in patients with good tumor biology after liver resection for colorectal liver metastases. Eur J Surg Oncol 2019; 45:1551-1558. [PMID: 30879931 DOI: 10.1016/j.ejso.2019.03.010] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Revised: 01/09/2019] [Accepted: 03/05/2019] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND The definition of R1 resection in colorectal cancer liver metastases (CRLM) remains debatable. This retrospective study was conducted to clarify the impact of R1 margin on patient survival after liver resection for CRLM, taking into consideration tumor biology, including RAS status and chemotherapy response. METHODS We retrospectively analysed the clinical and survival data of 214 CRLM patients with initially resectable liver metastases who underwent liver resection after receiving neoadjuvant chemotherapy between January 2006 and December 2016. RESULTS R1 resection significantly impacted patients' overall survival (OS) and disease-free survival (DFS) in the overall patient cohort (5-year OS: 53.2% for R0 vs 38.2% for R1, P = 0.001; 5-year DFS: 26.5% for R0 vs 10.5% for R1, P = 0.002). In the RAS wild-type subgroup and respond to chemotherapy (RC) subgroup, R1 reached a similar OS to those who underwent R0 resection (RAS wild-type, P = 0.223; RC, P = 0.088). For the RAS mutated subgroup and no response to chemotherapy (NRC) subgroup, OS was significantly worse underwent R1 resection (RAS mutant, P = 0.002; NRC, P = 0.022). When considering tumor biology combining RAS and chemotherapy response status, R1 resection was only acceptable in patients with both RAS wild-type and RC (5-year OS: 66.4% for R0 vs 65.2% for R1, p = 0.884), but was significantly worse in those with either RAS mutation or NRC. CONCLUSIONS Tumor biology plays an important role in deciding the appropriate resection margin in patients with CRLM undergoing radical surgery. R1 resection margin is only acceptable in RAS wild-type patients who respond to chemotherapy.
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Affiliation(s)
- Da Xu
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Peking University School of Oncology, Beijing Cancer Hospital and Institute, Beijing, 100142, China
| | - Hong-Wei Wang
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Peking University School of Oncology, Beijing Cancer Hospital and Institute, Beijing, 100142, China
| | - Xiao-Luan Yan
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Peking University School of Oncology, Beijing Cancer Hospital and Institute, Beijing, 100142, China
| | - Juan Li
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Peking University School of Oncology, Beijing Cancer Hospital and Institute, Beijing, 100142, China
| | - Kun Wang
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Peking University School of Oncology, Beijing Cancer Hospital and Institute, Beijing, 100142, China
| | - Bao-Cai Xing
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Peking University School of Oncology, Beijing Cancer Hospital and Institute, Beijing, 100142, China.
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12
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Barbon C, Margonis GA, Andreatos N, Rezaee N, Sasaki K, Buettner S, Damaskos C, Pawlik TM, He J, Wolfgang CL, Weiss MJ. Colorectal Liver Metastases: Does the Future of Precision Medicine Lie in Genetic Testing? J Gastrointest Surg 2018; 22:1286-1296. [PMID: 29644557 DOI: 10.1007/s11605-018-3766-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Accepted: 03/27/2018] [Indexed: 02/06/2023]
Abstract
Colorectal liver metastases (CRLM) present an important clinical challenge in both surgical and medical oncology. Despite improvements in management, survival among patients undergoing resection of CRLM is still very variable and there is a paucity of clinical trial data and reliable biomarkers that could guide prognostic forecasts, treatment selection, and follow-up. Fortunately, recent advances in molecular biology and tumor sequencing have identified a number of critical genetic loci and proliferation markers that may hold the key to understanding the biologic behavior of CRLM; specifically, mutations of KRAS, BRAF, TP53, PIK3CA, APC, expression of Ki-67, and the presence of microsatellite instability appear to have a decisive impact on prognosis and response to treatment in patients with CRLM. While the applicability of genetic biomarkers in everyday clinical practice remains conditional on the development of inexpensive bedside sequencing, targeted therapies, and the conduct of appropriate clinical trials, the promise of personalized treatment may be closer to realization than ever before.
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Affiliation(s)
- Carlotta Barbon
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA
| | - Georgios Antonios Margonis
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA
| | - Nikolaos Andreatos
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA
| | - Neda Rezaee
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA
| | - Kazunari Sasaki
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA
| | - Stefan Buettner
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA
| | - Christos Damaskos
- Second Department of Propedeutic Surgery, "Laiko" General Hospital, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Timothy M Pawlik
- Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Jin He
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA
| | - Christopher L Wolfgang
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA
| | - Matthew J Weiss
- Department of Surgery, Johns Hopkins University School of Medicine, 600 N. Wolfe Street, Halsted 608, Baltimore, MD, 21287, USA.
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13
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Chen L, Pan X, Hu X, Zhang YH, Wang S, Huang T, Cai YD. Gene expression differences among different MSI statuses in colorectal cancer. Int J Cancer 2018; 143:1731-1740. [PMID: 29696646 DOI: 10.1002/ijc.31554] [Citation(s) in RCA: 70] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2017] [Revised: 03/30/2018] [Accepted: 04/18/2018] [Indexed: 12/28/2022]
Abstract
Colorectal cancer is the third most common cancer in males and second in females. This disease can be caused by genetic and acquired/environmental factors. Microsatellite instability (MSI) is one of the major mechanisms in colorectal cancer. This mechanism is a specific condition of genetic hyper mutability that results from incompetent DNA mismatch repair. MSI has been applied to classify different colorectal cancer subtypes. However, the effects of MSI status on gene expression are largely unknown. In our study, we integrated the gene expression profile and MSI status of all CRC samples from the TCGA database, and then categorized the CRC samples into three subgroups, namely, MSI-stable, MSI-low, and MSI-high, according to the MSI status. We applied a novel computational method based on machine learning and screened the genes specifically expressed for the different colorectal cancer subtypes. The results showed the distinct mechanisms of the different colorectal cancer subtypes with MSI status and provided the genes that may be the optimal standards to further classify the various molecular subtypes of colorectal cancer with distinct MSI status.
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Affiliation(s)
- Lei Chen
- College of Life Science, Shanghai University, Shanghai, 200444, People' Republic of China.,College of Information Engineering, Shanghai Maritime University, Shanghai, 201306, People's Republic of China
| | - Xiaoyong Pan
- Department of Medical Informatics, Erasmus MC, Rotterdam, Netherlands
| | - XiaoHua Hu
- Department of Biostatistics and Computational Biology, School of Life Sciences, Fudan University, Shanghai, 200438, People's Republic of China
| | - Yu-Hang Zhang
- Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200031, People's Republic of China
| | - ShaoPeng Wang
- College of Life Science, Shanghai University, Shanghai, 200444, People' Republic of China
| | - Tao Huang
- Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200031, People's Republic of China
| | - Yu-Dong Cai
- College of Life Science, Shanghai University, Shanghai, 200444, People' Republic of China
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