Validation of surrogate end points in multiple randomized clinical trials with failure time end points
Abstract
Before a surrogate end point can replace a final (true) end point in the evaluation of an experimental treatment, it must be formally ‘validated’. The validation will typically require large numbers of observations. It is therefore useful to consider situations in which data are available from several randomized experiments. For two normally distributed end points Buyse and co‐workers suggested a new definition of validity in terms of the quality of both trial level and individual level associations between the surrogate and true end points. This paper extends this approach to the important case of two failure time end points, using bivariate survival modelling. The method is illustrated by using two actual sets of data from cancer clinical trials.
Citing Literature
Number of times cited according to CrossRef: 80
- E.G. Elia, N. Städler, O. Ciani, R.S. Taylor, S. Bujkiewicz, Combining tumour response and progression free survival as surrogate endpoints for overall survival in advanced colorectal cancer, Cancer Epidemiology, 10.1016/j.canep.2019.101665, 64, (101665), (2020).
- Kazuhiro Tanaka, Masanori Kawano, Tatsuya Iwasaki, Ichiro Itonaga, Hiroshi Tsumura, A meta-analytic evaluation of the correlation between event-free survival and overall survival in randomized controlled trials of newly diagnosed Ewing sarcoma, BMC Cancer, 10.1186/s12885-020-06871-9, 20, 1, (2020).
- Casimir Ledoux Sofeu, Virginie Rondeau, How to use frailtypack for validating failure-time surrogate endpoints using individual patient data from meta-analyses of randomized controlled trials, PLOS ONE, 10.1371/journal.pone.0228098, 15, 1, (e0228098), (2020).
- Lisa Belin, Aidan Tan, Yann De Rycke, Agnès Dechartres, Progression-free survival as a surrogate for overall survival in oncology trials: a methodological systematic review, British Journal of Cancer, 10.1038/s41416-020-0805-y, (2020).
- Bruno Bregman, Siguroli Teitsson, Isabella Orsini, François-Emery Cotté, Adenike Amadi, Andriy Moshyk, Stéphane Roze, Anne-Françoise Gaudin, Cost–Utility Analysis of Nivolumab in Adjuvant Treatment of Melanoma in France, Dermatology and Therapy, 10.1007/s13555-020-00446-z, (2020).
- Wanling Xie, Susan Halabi, Jayne F Tierney, Matthew R Sydes, Laurence Collette, James J Dignam, Marc Buyse, Christopher J Sweeney, Meredith M Regan, A Systematic Review and Recommendation for Reporting of Surrogate Endpoint Evaluation Using Meta-analyses, JNCI Cancer Spectrum, 10.1093/jncics/pkz002, 3, 1, (2019).
- Freshteh Osmani, Ebrahim Hajizadeh, Aliakbar Rasekhi, Mohammad Esmaeil Akbari, Prognostic factors associated with locoronal relapses, metastatic relapses, and death among women with breast cancer. Population-based cohort study, The Breast, 10.1016/j.breast.2019.09.010, (2019).
- Wen Li, Jing Zhao, Xiaoyun Li, Cong Chen, Robert A. Beckman, Multi‐stage enrichment and basket trial designs with population selection, Statistics in Medicine, 10.1002/sim.8371, 38, 29, (5470-5485), (2019).
- Shaima Belhechmi, Stefan Michiels, Xavier Paoletti, Federico Rotolo, An alternative trial-level measure for evaluating failure-time surrogate endpoints based on prediction error, Contemporary Clinical Trials Communications, 10.1016/j.conctc.2019.100402, (100402), (2019).
- Kazuhiro Tanaka, Masanori Kawano, Tatsuya Iwasaki, Ichiro Itonaga, Hiroshi Tsumura, Surrogacy of intermediate endpoints for overall survival in randomized controlled trials of first-line treatment for advanced soft tissue sarcoma in the pre- and post-pazopanib era: a meta-analytic evaluation, BMC Cancer, 10.1186/s12885-019-5268-2, 19, 1, (2019).
- Sierra Cheng, Matthew C. Cheung, Di Maria Jiang, Erica McDonald, Vanessa S. Arciero, Doreen Anuli Ezeife, Amanda Rahmadian, Alexandra Chambers, Kelley-Anne Sabarre, Ambika Parmar, Kelvin K.W. Chan, Are Surrogate Endpoints Unbiased Metrics in Clinical Benefit Scores of the ASCO Value Framework?, Journal of the National Comprehensive Cancer Network, 10.6004/jnccn.2019.7333, 17, 12, (1489-1496), (2019).
- Jia-Han Shih, Yoshihiko Konno, Yuan-Tsung Chang, Takeshi Emura, Estimation of a common mean vector in bivariate meta-analysis under the FGM copula, Statistics, 10.1080/02331888.2019.1581782, (1-23), (2019).
- Layla Parast, Lu Tian, Tianxi Cai, Assessing the value of a censored surrogate outcome, Lifetime Data Analysis, 10.1007/s10985-019-09473-1, (2019).
- Rui Zhuang, Ying Qing Chen, Measuring Surrogacy in Clinical Research, Statistics in Biosciences, 10.1007/s12561-019-09244-4, (2019).
- Enya M. Weber, Andrew C. Titman, Quantifying the association between progression‐free survival and overall survival in oncology trials using Kendall's , Statistics in Medicine, 10.1002/sim.8001, 38, 5, (703-719), (2018).
- Marion Savina, Sophie Gourgou, Antoine Italiano, Derek Dinart, Virginie Rondeau, Nicolas Penel, Simone Mathoulin-Pelissier, Carine Bellera, Meta-analyses evaluating surrogate endpoints for overall survival in cancer randomized trials: A critical review, Critical Reviews in Oncology/Hematology, 10.1016/j.critrevonc.2017.11.014, 123, (21-41), (2018).
- Federico Rotolo, Xavier Paoletti, Stefan Michiels, surrosurv: An R package for the evaluation of failure time surrogate endpoints in individual patient data meta-analyses of randomized clinical trials, Computer Methods and Programs in Biomedicine, 10.1016/j.cmpb.2017.12.005, 155, (189-198), (2018).
- Katrin M. Sjoquist, Sarah J. Lord, Michael L. Friedlander, Robert John Simes, Ian C. Marschner, Chee Khoon Lee, Progression-free survival as a surrogate endpoint for overall survival in modern ovarian cancer trials: a meta-analysis, Therapeutic Advances in Medical Oncology, 10.1177/1758835918788500, 10, (175883591878850), (2018).
- Marion Savina, Saskia Litière, Antoine Italiano, Tomasz Burzykowski, Franck Bonnetain, Sophie Gourgou, Virginie Rondeau, Jean-Yves Blay, Sophie Cousin, Florence Duffaud, Hans Gelderblom, Alessandro Gronchi, Ian Judson, Axel Le Cesne, Paul Lorigan, Joan Maurel, Winette van der Graaf, Jaap Verweij, Simone Mathoulin-Pélissier, Carine Bellera, Surrogate endpoints in advanced sarcoma trials: a meta-analysis, Oncotarget, 10.18632/oncotarget.26166, 9, 77, (34617-34627), (2018).
- Qian Shi, Norbert Schmitz, Fang-Shu Ou, Jesse G. Dixon, David Cunningham, Michael Pfreundschuh, John F. Seymour, Ulrich Jaeger, Thomas M. Habermann, Corinne Haioun, Hervé Tilly, Hervé Ghesquieres, Francesco Merli, Marita Ziepert, Raoul Herbrecht, Jocelyne Flament, Tommy Fu, Bertrand Coiffier, Christopher R. Flowers, Progression-Free Survival as a Surrogate End Point for Overall Survival in First-Line Diffuse Large B-Cell Lymphoma: An Individual Patient–Level Analysis of Multiple Randomized Trials (SEAL), Journal of Clinical Oncology, 10.1200/JCO.2018.77.9124, 36, 25, (2593-2602), (2018).
- Erin E Gabriel, Dean A Follmann, Predictive cluster level surrogacy in the presence of interference, Biostatistics, 10.1093/biostatistics/kxy050, (2018).
- Federico Rotolo, Xavier Paoletti, Tomasz Burzykowski, Marc Buyse, Stefan Michiels, A Poisson approach to the validation of failure time surrogate endpoints in individual patient data meta-analyses, Statistical Methods in Medical Research, 10.1177/0962280217718582, 28, 1, (170-183), (2017).
- Takeshi Emura, Masahiro Nakatochi, Shigeyuki Matsui, Hirofumi Michimae, Virginie Rondeau, Personalized dynamic prediction of death according to tumour progression and high-dimensional genetic factors: Meta-analysis with a joint model, Statistical Methods in Medical Research, 10.1177/0962280216688032, 27, 9, (2842-2858), (2017).
- Stefan Suciu, Alexander M M Eggermont, Paul Lorigan, John M Kirkwood, Svetomir N Markovic, Claus Garbe, David Cameron, Srividya Kotapati, Tai-Tsang Chen, Keith Wheatley, Natalie Ives, Gaetan de Schaetzen, Achmad Efendi, Marc Buyse, Relapse-Free Survival as a Surrogate for Overall Survival in the Evaluation of Stage II–III Melanoma Adjuvant Therapy, JNCI: Journal of the National Cancer Institute, 10.1093/jnci/djx133, 110, 1, (87-96), (2017).
- Erin E Gabriel, Michael C Sachs, M Elizabeth Halloran, Evaluation and comparison of predictive individual-level general surrogates, Biostatistics, 10.1093/biostatistics/kxx037, 19, 3, (307-324), (2017).
- Shogo Nomura, Akihiro Hirakawa, Chikuma Hamada, Sample size determination for the current strategy in oncology Phase 3 trials that tests progression-free survival and overall survival in a two-stage design framework, Journal of Biopharmaceutical Statistics, 10.1080/10543406.2017.1372775, 28, 4, (589-611), (2017).
- Fausto Petrelli, Gianluca Tomasello, Michele Ghidini, Veronica Lonati, Rodolfo Passalacqua, Sandro Barni, Disease-free survival is not a surrogate endpoint for overall survival in adjuvant trials of pancreatic cancer: a systematic review of randomized trials, HPB, 10.1016/j.hpb.2017.07.005, 19, 11, (944-950), (2017).
- Darius N. Lakdawalla, Jason Shafrin, Ningqi Hou, Desi Peneva, Seanna Vine, Jinhee Park, Jie Zhang, Ron Brookmeyer, Robert A. Figlin, Predicting Real-World Effectiveness of Cancer Therapies Using Overall Survival and Progression-Free Survival from Clinical Trials: Empirical Evidence for the ASCO Value Framework, Value in Health, 10.1016/j.jval.2017.04.003, 20, 7, (866-875), (2017).
- Koji Oba, Xavier Paoletti, Evaluation of Surrogate Endpoints Using a Meta-Analysis Approach with Individual Patient Data: Summary of a Gastric Cancer Meta-Analysis Project, Frontiers of Biostatistical Methods and Applications in Clinical Oncology, 10.1007/978-981-10-0126-0, (179-192), (2017).
- Wanling Xie, Meredith M. Regan, Marc Buyse, Susan Halabi, Philip W. Kantoff, Oliver Sartor, Howard Soule, Noel W. Clarke, Laurence Collette, James J. Dignam, Karim Fizazi, Wendy R. Paruleker, Howard M. Sandler, Matthew R. Sydes, Bertrand Tombal, Scott G. Williams, Christopher J. Sweeney, Metastasis-Free Survival Is a Strong Surrogate of Overall Survival in Localized Prostate Cancer, Journal of Clinical Oncology, 10.1200/JCO.2017.73.9987, 35, 27, (3097-3104), (2017).
- Qian Shi, Christopher R. Flowers, Wolfgang Hiddemann, Robert Marcus, Michael Herold, Anton Hagenbeek, Eva Kimby, Howard Hochster, Umberto Vitolo, Bruce A. Peterson, Emmanuel Gyan, Michele Ghielmini, Tina Nielsen, Sabine De Bedout, Tommy Fu, Nancy Valente, Nathan H. Fowler, Eva Hoster, Marco Ladetto, Franck Morschhauser, Emanuele Zucca, Gilles Salles, Daniel J. Sargent, Thirty-Month Complete Response as a Surrogate End Point in First-Line Follicular Lymphoma Therapy: An Individual Patient-Level Analysis of Multiple Randomized Trials, Journal of Clinical Oncology, 10.1200/JCO.2016.70.8651, 35, 5, (552-560), (2017).
- Federico Rotolo, Jean-Pierre Pignon, Jean Bourhis, Sophie Marguet, Julie Leclercq, Wai Tong Ng, Jun Ma, Anthony T. C. Chan, Pei-Yu Huang, Guopei Zhu, Daniel T. T. Chua, Yong Chen, Hai-Qiang Mai, Dora L. W. Kwong, Yoke Lim Soong, James Moon, Yuk Tung, Kwan-Hwa Chi, George Fountzilas, Li Zhang, Edwin Pun Hui, Anne W. M. Lee, Pierre Blanchard, Stefan Michiels, Surrogate End Points for Overall Survival in Loco-Regionally Advanced Nasopharyngeal Carcinoma: An Individual Patient Data Meta-analysis, JNCI: Journal of the National Cancer Institute, 10.1093/jnci/djw239, 109, 4, (2016).
- Erin E. Gabriel, Michael J. Daniels, M. Elizabeth Halloran, Comparing biomarkers as trial level general surrogates, Biometrics, 10.1111/biom.12513, 72, 4, (1046-1054), (2016).
- Jason Shafrin, Ron Brookmeyer, Desi Peneva, Jinhee Park, Jie Zhang, Robert A. Figlin, Darius N. Lakdawalla, The value of surrogate endpoints for predicting real-world survival across five cancer types, Current Medical Research and Opinion, 10.1185/03007995.2016.1140027, 32, 4, (731-739), (2016).
- S. Michiels, L. Pugliano, S. Marguet, D. Grun, J. Barinoff, D. Cameron, M. Cobleigh, A. Di Leo, S. Johnston, G. Gasparini, B. Kaufman, M. Marty, V. Nekljudova, S. Paluch-Shimon, F. Penault-Llorca, D. Slamon, C. Vogel, G. von Minckwitz, M. Buyse, M. Piccart, Progression-free survival as surrogate end point for overall survival in clinical trials of HER2-targeted agents in HER2-positive metastatic breast cancer, Annals of Oncology, 10.1093/annonc/mdw132, 27, 6, (1029-1034), (2016).
- Lindsay A. Renfro, Qian Shi, Daniel J. Sargent, Surrogate End Points in Soft Tissue Sarcoma: Methodologic Challenges, Journal of Clinical Oncology, 10.1200/JCO.2016.67.8730, 34, 32, (3949-3950), (2016).
- Fengmin Zhao, Reply to L.A. Renfro et al, Journal of Clinical Oncology, 10.1200/JCO.2016.69.1063, 34, 32, (3951-3951), (2016).
- Xiaoyun Li, Cong Chen, Wen Li, Adaptive Biomarker Population Selection in Phase III Confirmatory Trials with Time-to-Event Endpoints, Statistics in Biosciences, 10.1007/s12561-016-9178-4, (2016).
- Takeshi Emura, Masahiro Nakatochi, Kenta Murotani, Virginie Rondeau, A joint frailty-copula model between tumour progression and death for meta-analysis, Statistical Methods in Medical Research, 10.1177/0962280215604510, 26, 6, (2649-2666), (2015).
- Hannah Ensor, Robert J. Lee, Cathie Sudlow, Christopher J. Weir, Statistical approaches for evaluating surrogate outcomes in clinical trials: A systematic review, Journal of Biopharmaceutical Statistics, 10.1080/10543406.2015.1094811, 26, 5, (859-879), (2015).
- Li-Ya Liu, Hao Yu, Jian-Ling Bai, Ping Zeng, Dan-Dan Miao, Feng Chen, Verification of the Correlation between Progression-free Survival and Overall Survival Considering Magnitudes of Survival Post-progression in the Treatment of Four Types of Cancer, Asian Pacific Journal of Cancer Prevention, 10.7314/APJCP.2015.16.3.1001, 16, 3, (1001-1006), (2015).
- Yu-Pei Chen, Wen-Na Zhang, Ling-Long Tang, Yan-Ping Mao, Xu Liu, Lei Chen, Guan-Qun Zhou, Hai-Qiang Mai, Jian-Yong Shao, Wei-Hua Jia, Tie-Bang Kang, Mu-Sheng Zeng, Ying Sun, Jun Ma, Identification of surrogate endpoints in patients with locoregionally advanced nasopharyngeal carcinoma receiving neoadjuvant chemotherapy plus concurrent chemoradiotherapy versus concurrent chemoradiotherapy alone, BMC Cancer, 10.1186/s12885-015-1816-6, 15, 1, (2015).
- Yu-Pei Chen, Yong Chen, Wen-Na Zhang, Shao-Bo Liang, Jing-Feng Zong, Lei Chen, Yan-Ping Mao, Ling-Long Tang, Wen-Fei Li, Xu Liu, Ying Guo, Ai-Hua Lin, Meng-Zhong Liu, Ying Sun, Jun Ma, Potential surrogate endpoints for overall survival in locoregionally advanced nasopharyngeal carcinoma: an analysis of a phase III randomized trial, Scientific Reports, 10.1038/srep12502, 5, 1, (2015).
- Oriana Ciani, Marc Buyse, Ruth Garside, Jaime Peters, Everardo D. Saad, Ken Stein, Rod S. Taylor, Meta-analyses of randomized controlled trials show suboptimal validity of surrogate outcomes for overall survival in advanced colorectal cancer, Journal of Clinical Epidemiology, 10.1016/j.jclinepi.2015.02.016, 68, 7, (833-842), (2015).
- Michael J. Morris, Arturo Molina, Eric J. Small, Johann S. de Bono, Christopher J. Logothetis, Karim Fizazi, Paul de Souza, Philip W. Kantoff, Celestia S. Higano, Jinhui Li, Thian Kheoh, Steven M. Larson, Shannon L. Matheny, Vahid Naini, Tomasz Burzykowski, Thomas W. Griffin, Howard I. Scher, Charles J. Ryan, Radiographic Progression-Free Survival As a Response Biomarker in Metastatic Castration-Resistant Prostate Cancer: COU-AA-302 Results, Journal of Clinical Oncology, 10.1200/JCO.2014.55.3875, 33, 12, (1356-1363), (2015).
- Qian Shi, Aimery de Gramont, Axel Grothey, John Zalcberg, Benoist Chibaudel, Hans-Joachim Schmoll, Matthew T. Seymour, Richard Adams, Leonard Saltz, Richard M. Goldberg, Cornelis J.A. Punt, Jean-Yves Douillard, Paulo M. Hoff, Joel Randolph Hecht, Herbert Hurwitz, Eduardo Díaz-Rubio, Rainer Porschen, Niall C. Tebbutt, Charles Fuchs, John Souglakos, Alfredo Falcone, Christophe Tournigand, Fairooz F. Kabbinavar, Volker Heinemann, Eric Van Cutsem, Carsten Bokemeyer, Marc Buyse, Daniel J. Sargent, Individual Patient Data Analysis of Progression-Free Survival Versus Overall Survival As a First-Line End Point for Metastatic Colorectal Cancer in Modern Randomized Trials: Findings From the Analysis and Research in Cancers of the Digestive System Database, Journal of Clinical Oncology, 10.1200/JCO.2014.56.5887, 33, 1, (22-28), (2015).
- Lindsay A. Renfro, Hongwei Shang, Daniel J. Sargent, Impact of Copula Directional Specification on Multi-Trial Evaluation of Surrogate End Points, Journal of Biopharmaceutical Statistics, 10.1080/10543406.2014.920870, 25, 4, (857-877), (2014).
- Margarita García, Valentín Navarro, Ana Clopés, Clinical End Points and Relevant Clinical Benefits in Advanced Colorectal Cancer Trials, Current Colorectal Cancer Reports, 10.1007/s11888-014-0227-4, 10, 3, (254-262), (2014).
- Lindsay A. Renfro, Qian Shi, Yuan Xue, Junlong Li, Hongwei Shang, Daniel J. Sargent, Center-within-trial versus trial-level evaluation of surrogate endpoints, Computational Statistics & Data Analysis, 10.1016/j.csda.2014.03.011, 78, (1-20), (2014).
- Oriana Ciani, Sarah Davis, Paul Tappenden, Ruth Garside, Ken Stein, Anna Cantrell, Everardo D. Saad, Marc Buyse, Rod S. Taylor, VALIDATION OF SURROGATE ENDPOINTS IN ADVANCED SOLID TUMORS: SYSTEMATIC REVIEW OF STATISTICAL METHODS, RESULTS, AND IMPLICATIONS FOR POLICY MAKERS, International Journal of Technology Assessment in Health Care, 10.1017/S0266462314000300, 30, 03, (312-324), (2014).
- Jan de Vries, Jean-Michel Antoine, Tomasz Burzykowski, Alessandro Chiodini, Mike Gibney, Gunter Kuhnle, Agnès Méheust, Loek Pijls, Ian Rowland, Markers for nutrition studies: review of criteria for the evaluation of markers, European Journal of Nutrition, 10.1007/s00394-013-0553-3, 52, 7, (1685-1699), (2013).
- Audrey Mauguen, Jean-Pierre Pignon, Sarah Burdett, Caroline Domerg, David Fisher, Rebecca Paulus, Samithra J Mandrekar, Chandra P Belani, Frances A Shepherd, Tim Eisen, Herbert Pang, Laurence Collette, William T Sause, Suzanne E Dahlberg, Jeffrey Crawford, Mary O'Brien, Steven E Schild, Mahesh Parmar, Jayne F Tierney, Cécile Le Pechoux, Stefan Michiels, Surrogate endpoints for overall survival in chemotherapy and radiotherapy trials in operable and locally advanced lung cancer: a re-analysis of meta-analyses of individual patients' data, The Lancet Oncology, 10.1016/S1470-2045(13)70158-X, 14, 7, (619-626), (2013).
- Xavier Paoletti, Koji Oba, Yung-Jue Bang, Harry Bleiberg, Narikazu Boku, Olivier Bouché, Paul Catalano, Nozomu Fuse, Stefan Michiels, Markus Moehler, Satoshi Morita, Yasuo Ohashi, Atsushi Ohtsu, Arnaud Roth, Philippe Rougier, Junichi Sakamoto, Daniel Sargent, Mitsuru Sasako, Kohei Shitara, Peter Thuss-Patience, Eric Van Cutsem, Tomasz Burzykowski, Marc Buyse, Progression-Free Survival as a Surrogate for Overall Survival in Advanced/Recurrent Gastric Cancer Trials: A Meta-Analysis, JNCI: Journal of the National Cancer Institute, 10.1093/jnci/djt269, 105, 21, (1667-1670), (2013).
- Koji Oba, Xavier Paoletti, Steven Alberts, Yung-Jue Bang, Jacqueline Benedetti, Harry Bleiberg, Paul Catalano, Florian Lordick, Stefan Michiels, Satoshi Morita, Yasuo Ohashi, Jean-pierre Pignon, Philippe Rougier, Mitsuru Sasako, Junichi Sakamoto, Daniel Sargent, Kohei Shitara, Eric Van Cutsem, Marc Buyse, Tomasz Burzykowski, Disease-Free Survival as a Surrogate for Overall Survival in Adjuvant Trials of Gastric Cancer: A Meta-Analysis, JNCI: Journal of the National Cancer Institute, 10.1093/jnci/djt270, 105, 21, (1600-1607), (2013).
- Bibliography, Analysis of Mixed Data, 10.1201/b14571, (209-229), (2013).
- Bulent Cetin, Mehmet Ali Kaplan, Veli Berk, Selcuk Cemil Ozturk, Mustafa Benekli, Abdurrahman Isikdogan, Metin Ozkan, Ugur Coskun, Suleyman Buyukberber, Prognostic Factors for Overall Survival in Patients With Metastatic Colorectal Carcinoma Treated With Vascular Endothelial Growth Factor-Targeting Agents, Asian Pacific Journal of Cancer Prevention, 10.7314/APJCP.2012.13.3.1059, 13, 3, (1059-1063), (2012).
- J. Y. Dai, J. P. Hughes, A unified procedure for meta-analytic evaluation of surrogate end points in randomized clinical trials, Biostatistics, 10.1093/biostatistics/kxs003, 13, 4, (609-624), (2012).
- Christopher M. Booth, Elizabeth A. Eisenhauer, Progression-Free Survival: Meaningful or Simply Measurable?, Journal of Clinical Oncology, 10.1200/JCO.2011.38.7571, 30, 10, (1030-1033), (2012).
- Benoist Chibaudel, Franck Bonnetain, Qian Shi, Marc Buyse, Christophe Tournigand, Daniel J. Sargent, Carmen J. Allegra, Richard M. Goldberg, Aimery de Gramont, Alternative End Points to Evaluate a Therapeutic Strategy in Advanced Colorectal Cancer: Evaluation of Progression-Free Survival, Duration of Disease Control, and Time to Failure of Strategy—An Aide et Recherche en Cancérologie Digestive Group Study, Journal of Clinical Oncology, 10.1200/JCO.2011.35.5867, 29, 31, (4199-4204), (2011).
- José Cortiñas Abrahantes, Tomasz Burzykowski, Simplified modeling strategies for surrogate validation with multivariate failure-time data, Computational Statistics & Data Analysis, 10.1016/j.csda.2010.01.016, 54, 6, (1457-1466), (2010).
- Richard Simon, Drug and Pharmacodiagnostic Co-Development, Molecular Diagnostics, 10.1201/b11127, (185-205), (2010).
- Sumithra J. Mandrekar, Yingwei Qi, Shauna L. Hillman, Katie L. Allen Ziegler, Nicholas F. Reuter, Kendrith M. Rowland, Steven A. Kuross, Randolph S. Marks, Steven E. Schild, Alex A. Adjei, Endpoints in Phase II Trials for Advanced Non-small Cell Lung Cancer, Journal of Thoracic Oncology, 10.1097/JTO.0b013e3181c0a313, 5, 1, (3-9), (2010).
- Aimery de Gramont, Joleen Hubbard, Qian Shi, Michael J. O'Connell, Marc Buyse, Jacqueline Benedetti, Brian Bot, Chris O'Callaghan, Greg Yothers, Richard M. Goldberg, Charles D. Blanke, Al Benson, Qiqi Deng, Steven R. Alberts, Thierry Andre, Norman Wolmark, Axel Grothey, Daniel Sargent, Association Between Disease-Free Survival and Overall Survival When Survival Is Prolonged After Recurrence in Patients Receiving Cytotoxic Adjuvant Therapy for Colon Cancer: Simulations Based on the 20,800 Patient ACCENT Data Set, Journal of Clinical Oncology, 10.1200/JCO.2009.23.1407, 28, 3, (460-465), (2010).
- Marc Buyse, Use of Meta-Analysis for the Validation of Surrogate Endpoints and Biomarkers in Cancer Trials, The Cancer Journal, 10.1097/PPO.0b013e3181b9c602, 15, 5, (421-425), (2009).
- Marc Buyse, Contributions of meta-analyses based on individual patient data to therapeutic progress in colorectal cancer, International Journal of Clinical Oncology, 10.1007/s10147-009-0879-2, 14, 2, (95-101), (2009).
- Stefan Michiels, Aurélie Le Maître, Marc Buyse, Tomasz Burzykowski, Emilie Maillard, Jan Bogaerts, Jan B Vermorken, Wilfried Budach, Thomas F Pajak, Kian K Ang, Jean Bourhis, Jean-Pierre Pignon, Surrogate endpoints for overall survival in locally advanced head and neck cancer: meta-analyses of individual patient data, The Lancet Oncology, 10.1016/S1470-2045(09)70023-3, 10, 4, (341-350), (2009).
- Y. Sertdemir, R. Burgut, Does the decision in a validation process of a surrogate endpoint change with level of significance of treatment effect? A proposal on validation of surrogate endpoints, Contemporary Clinical Trials, 10.1016/j.cct.2008.08.006, 30, 1, (8-12), (2009).
- Richard Simon, Predictive Biomarker Classifiers in the Design of Pivotal Clinical Trials, Pharmacogenomics and Personalized Medicine, 10.1007/978-1-59745-439-1_11, (229-238), (2008).
- Tomasz Burzykowski, Marc Buyse, Greg Yothers, Junichi Sakamoto, Dan Sargent, Exploring and validating surrogate endpoints in colorectal cancer, Lifetime Data Analysis, 10.1007/s10985-007-9079-4, 14, 1, (54-64), (2008).
- Marc Buyse, Tomasz Burzykowski, Stefan Michiels, Kevin Carroll, Individual- and trial-level surrogacy in colorectal cancer, Statistical Methods in Medical Research, 10.1177/0962280207081864, 17, 5, (467-475), (2008).
- Tomasz Burzykowski, Marc Buyse, Martine J. Piccart-Gebhart, George Sledge, James Carmichael, Hans-Joachim Lück, John R. Mackey, Jean-Marc Nabholtz, Robert Paridaens, Laura Biganzoli, Jacek Jassem, Marijke Bontenbal, Jacques Bonneterre, Stephen Chan, Gul Atalay Basaran, Patrick Therasse, Evaluation of Tumor Response, Disease Control, Progression-Free Survival, and Time to Progression As Potential Surrogate End Points in Metastatic Breast Cancer, Journal of Clinical Oncology, 10.1200/JCO.2007.10.8407, 26, 12, (1987-1992), (2008).
- Marc Buyse, Tomasz Burzykowski, Kevin Carroll, Stefan Michiels, Daniel J. Sargent, Langdon L. Miller, Gary L. Elfring, Jean-Pierre Pignon, Pascal Piedbois, Progression-Free Survival Is a Surrogate for Survival in Advanced Colorectal Cancer, Journal of Clinical Oncology, 10.1200/JCO.2007.11.8836, 25, 33, (5218-5224), (2007).
- Daniel J. Sargent, Smitha Patiyil, Greg Yothers, Daniel G. Haller, Richard Gray, Jacqueline Benedetti, Marc Buyse, Roberto Labianca, Jean Francois Seitz, Christopher J. O'Callaghan, Guido Francini, Axel Grothey, Michael O'Connell, Paul J. Catalano, David Kerr, Erin Green, Harry S. Wieand, Richard M. Goldberg, Aimery de Gramont, End Points for Colon Cancer Adjuvant Trials: Observations and Recommendations Based on Individual Patient Data From 20,898 Patients Enrolled Onto 18 Randomized Trials From the ACCENT Group, Journal of Clinical Oncology, 10.1200/JCO.2006.10.4323, 25, 29, (4569-4574), (2007).
- Laurence Collette, Tomasz Burzykowski, Fritz H. Schröder, Prostate-specific antigen (PSA) alone is not an appropriate surrogate marker of long-term therapeutic benefit in prostate cancer trials, European Journal of Cancer, 10.1016/j.ejca.2006.02.011, 42, 10, (1344-1350), (2006).
- Daniel J. Sargent, Harry S. Wieand, Daniel G. Haller, Richard Gray, Jacqueline K. Benedetti, Marc Buyse, Roberto Labianca, Jean Francois Seitz, Christopher J. O'Callaghan, Guido Francini, Axel Grothey, Michael O'Connell, Paul J. Catalano, Charles D. Blanke, David Kerr, Erin Green, Norman Wolmark, Thierry Andre, Richard M. Goldberg, Aimery De Gramont, Disease-Free Survival Versus Overall Survival As a Primary End Point for Adjuvant Colon Cancer Studies: Individual Patient Data From 20,898 Patients on 18 Randomized Trials, Journal of Clinical Oncology, 10.1200/JCO.2005.01.6071, 23, 34, (8664-8670), (2005).
- Laurence Collette, Tomasz Burzykowski, Kevin J. Carroll, Don Newling, Tom Morris, Fritz H. Schröder, Is Prostate-Specific Antigen a Valid Surrogate End Point for Survival in Hormonally Treated Patients With Metastatic Prostate Cancer? Joint Research of the European Organisation for Research and Treatment of Cancer, the Limburgs Universitair Centrum, and AstraZeneca Pharmaceuticals, Journal of Clinical Oncology, 10.1200/JCO.2005.08.156, 23, 25, (6139-6148), (2005).
- José Cortiñas Abrahantes, Geert Molenberghs, Tomasz Burzykowski, Ziv Shkedy, Ariel Alonso Abad, Didier Renard, Choice of units of analysis and modeling strategies in multilevel hierarchical models, Computational Statistics & Data Analysis, 10.1016/j.csda.2003.12.003, 47, 3, (537-563), (2004).
- Tomasz Burzykowski, Geert Molenberghs, Marc Buyse, The validation of surrogate end points by using data from randomized clinical trials: a case‐study in advanced colorectal cancer, Journal of the Royal Statistical Society: Series A (Statistics in Society), 10.1111/j.1467-985X.2004.00293.x, 167, 1, (103-124), (2003).
- Marc Buyse, Tony Vangeneugden, Luc Bijnens, Didier Renard, Tomasz Burzykowski, Helena Geys, Geert Molenberghs, Validation of Biomarkers as Surrogates for Clinical Endpoints, Biomarkers in Clinical Drug Development, 10.1201/9780203911235.ch7, (2003).
- Casimir L. Sofeu, Takeshi Emura, Virginie Rondeau, A joint frailty‐copula model for meta‐analytic validation of failure time surrogate endpoints in clinical trials, Biometrical Journal, 10.1002/bimj.201900306, 0, 0, (undefined).




