Modern advances in systemic and localized therapies for patients with renal cell carcinoma (RCC) have significantly improved patients' outcomes. If disease progression occurs after initial treatment, clinicians often have multiple options for a first salvage therapy. Because salvage and initial treatments both may affect overall survival time, and they may interact in unanticipated ways, there is a growing need to determine sequences of initial therapy and first salvage therapy that maximize overall survival while maintaining quality of life. The complexity of this problem grows if a second salvage therapy must be chosen for patients with treatment-resistant disease or a second progression occurs following first salvage. On November 9, 2023, a think tank was convened during the International Kidney Cancer Symposium (IKCS) North America to discuss challenges in accounting for postprogression therapies when estimating overall survival (OS) time based on randomized controlled trial (RCT) data. The present manuscript summarizes the topics discussed, with the aim to encourage adoption of statistical methods that account for salvage therapy effects to obtain scientifically valid OS estimation. We highlight limitations of traditional methods for estimating OS that account for initial treatments while ignoring salvage therapy effects and discuss advantages of applying more sophisticated statistical methods for estimation and trial design. These include identifying multistage treatment strategies, correcting for confounding due to salvage therapy effects, and conducting Sequentially Multiple Assignment Randomized Trials (SMARTs) to obtain unbiased comparisons between multistage strategies. We emphasize the critical role of patient input in trial design, and the potential for information technology (IT) advances to support complex trial designs and real-time data analyses. By addressing these challenges, future RCTs can better inform clinical decision-making and improve patient outcomes in RCC., Competing Interests: Declaration of competing interest Pavlos Msaouel reports honoraria for scientific advisory board membership for Mirati Therapeutics, Bristol Myers Squibb, and Exelixis; consulting fees from Axiom Healthcare; nonbranded educational programs supported by Exelixis, Pfizer, and DAVA Oncology; leadership or fiduciary roles as a Medical Steering Committee member for the Kidney Cancer Association and a Kidney Cancer Scientific Advisory Board member for KCCure; and research funding from Takeda, Bristol Myers Squibb, Mirati Therapeutics, Regeneron Pharmaceuticals, and Gateway for Cancer Research. Eric A. Singer reports honoraria for data safety monitoring board membership for Aura Biosciences and leadership or fiduciary roles as a Medical Steering Committee member for the Kidney Cancer Association. Kathryn E Beckermann received funding to the institution for preclinical awards including BMS-IASLC-LCFA, Pionyr, Arsenal Bio, and Aravive, as well as funds as a consultant to Aravive, Aveo, Arcus, Alpine Bioscience, BMS, Exelixis, Merck, Eisai, Nimbus, and Adicet. Bradley A. McGregor reports consulting fees from Arcus, BMS, Daiichi, Eisai, Exelixis, Gilead, Lily, Pfizer as well as research funding to institution from BMS, Exelixis, Gilead, and Pfizer. Ulka N. Vaishampayan reports consulting fees from BMS. Novartis, Merck, Exelixis, Pfizer, Glilead and Alkermes, as well as speaker fees from Bayes and Exelixis. Eric Jonasch reports research support from Abbvie, Arrowhead, Aveo, BMS, Corvus, Merck, NiKang, ProFoundBio, Telix, honoraria from Aveo, Clinical Care Options, DAVA, EBSCO, Eisai, Exelixis, GSK, IDEO Oncology, i3 Health, Ipsen, Kaplan, Merck, Novartis, NiKang, Petra Drugstore, Plexus, leadership position in NCCN Guidelines (Vice-Chair Kidney Cancer Panel), member of the NCI RCC Steering Committee, and board Member of the International Kidney Cancer Coalition. Katie Coleman is employed by the Rare Cancer Research Foundation and has received honoraria from Exelixis for a speaking engagement related to patient advocacy. Nizar M. Tannir reported receiving and personal fees (honoraria) from Calithera Biosciences during the conduct of the study; and grants (sponsored trial) from Calithera Biosciences, Bristol Myers Squibb (BMS), Nektar Therapeutics, Arrowhead Pharmaceuticals, and Novartis, as well as personal fees (honoraria) from Calithera Biosciences, BMS, Eisai Medical Research, Merck Sharp & Dohme (MSD), Deka Biosciences, Neoleukin Therapeutics, Exelixis, and Ono Pharmaceutical outside the submitted work. Daniel M Geynisman reports honoraria from Targeted Oncology, consulting fees from Pfizer, Exelixis, AstraZeneca, Seattle Genetics/Astellas, Merck, and Bristol-Myers Squibb, as well as research funding to institution from Merck, Astellas Pharma, Harpoon Therapeutics, Arvinas, and CG Oncology. Walter M. Stadler reports consulting fees for participation in Data and Safety Monitoring Board from Astra-Zeneca, Merck, Pfizer, and Treadwell Therapeutics, other consulting fees from Astra-Zeneca, Aveo, Caremark/CVS, EMA Wellness, Fortress Biotech, and Xencor, speakers bureau for CME programs from Dava Oncology, Global Academyc for Medical Education, OncLive, PeerView, Research to Practice, and Vindico, research funding to institution from Abbvie, Amgen, Astra-Zeneca, Astellas (Medivation), Bayer, Bristol-Myers-Squibb, Boehringer-Ingelheim, Calithera, Corvus, Eisai, Exilixis, Genentech (Roche), Johnson & Johnson (Janssen), Merck, Novartis, Pfizer, Seattle Genetics, X4Pharmaceuticals, Xencor, stock holdings from Fortress Biotech, Expert Witness for Sandoz, as well as miscellaneous fees from Cancer (ACS), Up-To-Date, and the Kidney Cancer Journal. Yousef Zakharia reports advisory board / consulting fees from Bristol Myers Squibb, Amgen, Janssen, Eisai, Exelixis, Genzyme Corporation, Pfizer, EMD Serono, Astellas, and Seagen, Grant/research institutional support from Pfizer, Exelixis, and Eisai, as well as honoraria for data safety monitoring board membership from Janssen Research and Development. Daniel D. Shapiro has no disclosures., (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)