Skip to main content
Top
Published in: Current Treatment Options in Oncology 4/2024

Open Access 17-02-2024 | Colorectal Cancer

Harnessing the Potential of Real-World Evidence in the Treatment of Colorectal Cancer: Where Do We Stand?

Authors: Sietske C. M. W. van Nassau, MD, Guus M. Bol, MD, PhD, Frederieke H. van der Baan, MSc, PhD, Jeanine M. L. Roodhart, MD, PhD, Geraldine R. Vink, MD, PhD, Cornelis J. A. Punt, MD, PhD, Anne M. May, MSc, PhD, Miriam Koopman, MD, PhD, Jeroen W. G. Derksen, MSc, PhD

Published in: Current Treatment Options in Oncology | Issue 4/2024

Login to get access

Opinion statement

Treatment guidelines for colorectal cancer (CRC) are primarily based on the results of randomized clinical trials (RCTs), the gold standard methodology to evaluate safety and efficacy of oncological treatments. However, generalizability of trial results is often limited due to stringent eligibility criteria, underrepresentation of specific populations, and more heterogeneity in clinical practice. This may result in an efficacy-effectiveness gap and uncertainty regarding meaningful benefit versus treatment harm. Meanwhile, conduct of traditional RCTs has become increasingly challenging due to identification of a growing number of (small) molecular subtypes. These challenges—combined with the digitalization of health records—have led to growing interest in use of real-world data (RWD) to complement evidence from RCTs. RWD is used to evaluate epidemiological trends, quality of care, treatment effectiveness, long-term (rare) safety, and quality of life (QoL) measures. In addition, RWD is increasingly considered in decision-making by clinicians, regulators, and payers. In this narrative review, we elaborate on these applications in CRC, and provide illustrative examples. As long as the quality of RWD is safeguarded, ongoing developments, such as common data models, federated learning, and predictive modelling, will further unfold its potential. First, whenever possible, we recommend conducting pragmatic trials, such as registry-based RCTs, to optimize generalizability and answer clinical questions that are not addressed in registrational trials. Second, we argue that marketing approval should be conditional for patients who would have been ineligible for the registrational trial, awaiting planned (non) randomized evaluation of outcomes in the real world. Third, high-quality effectiveness results should be incorporated in treatment guidelines to aid in patient counseling. We believe that a coordinated effort from all stakeholders is essential to improve the quality of RWD, create a learning healthcare system with optimal use of trials and real-world evidence (RWE), and ultimately ensure personalized care for every CRC patient.
Literature
1.
go back to reference Rothwell PM. External validity of randomised controlled trials: “to whom do the results of this trial apply?” The Lancet. 2005;365(9453):82–93.CrossRef Rothwell PM. External validity of randomised controlled trials: “to whom do the results of this trial apply?” The Lancet. 2005;365(9453):82–93.CrossRef
2.
go back to reference Ayaz A, Naqvi SAA, Islam M, Ikram W, Raza U, Riaz A, et al. Source of funding and enrollment disparities in the inclusion of minorities in colorectal clinical trials: a systematic review and meta-analysis. Journal of Clinical Oncology. 2023;41(4_suppl):23–23.CrossRef Ayaz A, Naqvi SAA, Islam M, Ikram W, Raza U, Riaz A, et al. Source of funding and enrollment disparities in the inclusion of minorities in colorectal clinical trials: a systematic review and meta-analysis. Journal of Clinical Oncology. 2023;41(4_suppl):23–23.CrossRef
3.
go back to reference • Batra A, Kong S, Cheung WY. Eligibility of real-world patients with stage ii and iii colon cancer for adjuvant chemotherapy trials. Clin Colorectal Cancer. 2020;19(4):e226-34. Study that evaluates and reflects on the eligibility of real-world patients for colorectal cancer adjuvant chemotherapy trials.PubMedCrossRef • Batra A, Kong S, Cheung WY. Eligibility of real-world patients with stage ii and iii colon cancer for adjuvant chemotherapy trials. Clin Colorectal Cancer. 2020;19(4):e226-34. Study that evaluates and reflects on the eligibility of real-world patients for colorectal cancer adjuvant chemotherapy trials.PubMedCrossRef
4.
go back to reference Subbiah V, Solit DB, Chan TA, Kurzrock R. The FDA approval of pembrolizumab for adult and pediatric patients with tumor mutational burden (TMB) ≥10: a decision centered on empowering patients and their physicians. Ann Oncol. 2020;31(9):1115–8.PubMedCrossRef Subbiah V, Solit DB, Chan TA, Kurzrock R. The FDA approval of pembrolizumab for adult and pediatric patients with tumor mutational burden (TMB) ≥10: a decision centered on empowering patients and their physicians. Ann Oncol. 2020;31(9):1115–8.PubMedCrossRef
5.
go back to reference • Del Paggio JC, Berry JS, Hopman WM, Eisenhauer EA, Prasad V, Gyawali B, et al. Evolution of the randomized clinical trial in the era of precision oncology. JAMA Oncol. 2021;7(5):728. Retrospective cohort study that describes trends over time in the design, funding, and results of randomized controlled trials in oncology.PubMedCrossRef • Del Paggio JC, Berry JS, Hopman WM, Eisenhauer EA, Prasad V, Gyawali B, et al. Evolution of the randomized clinical trial in the era of precision oncology. JAMA Oncol. 2021;7(5):728. Retrospective cohort study that describes trends over time in the design, funding, and results of randomized controlled trials in oncology.PubMedCrossRef
6.
go back to reference Cave A, Kurz X, Arlett P. Real-world data for regulatory decision making: challenges and possible solutions for Europe. Clin Pharmacol Ther. 2019;106(1):36–9.PubMedPubMedCentralCrossRef Cave A, Kurz X, Arlett P. Real-world data for regulatory decision making: challenges and possible solutions for Europe. Clin Pharmacol Ther. 2019;106(1):36–9.PubMedPubMedCentralCrossRef
7.
go back to reference Relton C, Torgerson D, O’Cathain A, Nicholl J. Rethinking pragmatic randomised controlled trials: introducing the “cohort multiple randomised controlled trial” design. BMJ. 2010;340(mar191):c1066–c1066.PubMedCrossRef Relton C, Torgerson D, O’Cathain A, Nicholl J. Rethinking pragmatic randomised controlled trials: introducing the “cohort multiple randomised controlled trial” design. BMJ. 2010;340(mar191):c1066–c1066.PubMedCrossRef
8.
go back to reference Li G, Sajobi TT, Menon BK, Korngut L, Lowerison M, James M, et al. Registry-based randomized controlled trials- what are the advantages, challenges, and areas for future research? J Clin Epidemiol. 2016;80:16–24.PubMedCrossRef Li G, Sajobi TT, Menon BK, Korngut L, Lowerison M, James M, et al. Registry-based randomized controlled trials- what are the advantages, challenges, and areas for future research? J Clin Epidemiol. 2016;80:16–24.PubMedCrossRef
9.
go back to reference •• Saesen R, Van Hemelrijck M, Bogaerts J, Booth CM, Cornelissen JJ, Dekker A, et al. Defining the role of real-world data in cancer clinical research: the position of the European Organisation for Research and Treatment of Cancer. Eur J Cancer. 2023;186:52–61. Perspective of the European Organisation for Research and Treatment of Cancer (EORTC) on use of real-world data in cancer clinical research.PubMedCrossRef •• Saesen R, Van Hemelrijck M, Bogaerts J, Booth CM, Cornelissen JJ, Dekker A, et al. Defining the role of real-world data in cancer clinical research: the position of the European Organisation for Research and Treatment of Cancer. Eur J Cancer. 2023;186:52–61. Perspective of the European Organisation for Research and Treatment of Cancer (EORTC) on use of real-world data in cancer clinical research.PubMedCrossRef
10.
go back to reference Saesen R, Kantidakis G, Marinus A, Lacombe D, Huys I. How do cancer clinicians perceive real-world data and the evidence derived therefrom? Findings from an international survey of the European Organisation for Research and Treatment of Cancer. Front Pharmacol. 2022;24:13. Saesen R, Kantidakis G, Marinus A, Lacombe D, Huys I. How do cancer clinicians perceive real-world data and the evidence derived therefrom? Findings from an international survey of the European Organisation for Research and Treatment of Cancer. Front Pharmacol. 2022;24:13.
13.
go back to reference Punt CJA, Koopman M, Vermeulen L. From tumour heterogeneity to advances in precision treatment of colorectal cancer. Nat Rev Clin Oncol. 2017;14(4):235–46.PubMedCrossRef Punt CJA, Koopman M, Vermeulen L. From tumour heterogeneity to advances in precision treatment of colorectal cancer. Nat Rev Clin Oncol. 2017;14(4):235–46.PubMedCrossRef
14.
go back to reference Iversen LH, Green A, Ingeholm P, Østerlind K, Gögenur I. Improved survival of colorectal cancer in Denmark during 2001–2012 – the efforts of several national initiatives. Acta Oncol (Madr). 2016;55(sup2):10–23.CrossRef Iversen LH, Green A, Ingeholm P, Østerlind K, Gögenur I. Improved survival of colorectal cancer in Denmark during 2001–2012 – the efforts of several national initiatives. Acta Oncol (Madr). 2016;55(sup2):10–23.CrossRef
15.
go back to reference Iversen LH, Ingeholm P, Gögenur I, Laurberg S. Major reduction in 30-day mortality after elective colorectal cancer surgery: a nationwide population-based study in Denmark 2001–2011. Ann Surg Oncol. 2014;21(7):2267–73.PubMedCrossRef Iversen LH, Ingeholm P, Gögenur I, Laurberg S. Major reduction in 30-day mortality after elective colorectal cancer surgery: a nationwide population-based study in Denmark 2001–2011. Ann Surg Oncol. 2014;21(7):2267–73.PubMedCrossRef
16.
go back to reference Brouwer NPM, Bos ACRK, Lemmens VEPP, Tanis PJ, Hugen N, Nagtegaal ID, et al. An overview of 25 years of incidence, treatment and outcome of colorectal cancer patients. Int J Cancer. 2018;143(11):2758–66.PubMedPubMedCentralCrossRef Brouwer NPM, Bos ACRK, Lemmens VEPP, Tanis PJ, Hugen N, Nagtegaal ID, et al. An overview of 25 years of incidence, treatment and outcome of colorectal cancer patients. Int J Cancer. 2018;143(11):2758–66.PubMedPubMedCentralCrossRef
17.
go back to reference Siegel RL, Wagle NS, Cercek A, Smith RA, Jemal A. Colorectal cancer statistics, 2023. CA Cancer J Clin. 2023;73(3):233–54.PubMedCrossRef Siegel RL, Wagle NS, Cercek A, Smith RA, Jemal A. Colorectal cancer statistics, 2023. CA Cancer J Clin. 2023;73(3):233–54.PubMedCrossRef
18.
go back to reference Holleczek B, Rossi S, Domenic A, Innos K, Minicozzi P, Francisci S, et al. On-going improvement and persistent differences in the survival for patients with colon and rectum cancer across Europe 1999–2007 – results from the EUROCARE-5 study. Eur J Cancer. 2015;51(15):2158–68.PubMedCrossRef Holleczek B, Rossi S, Domenic A, Innos K, Minicozzi P, Francisci S, et al. On-going improvement and persistent differences in the survival for patients with colon and rectum cancer across Europe 1999–2007 – results from the EUROCARE-5 study. Eur J Cancer. 2015;51(15):2158–68.PubMedCrossRef
19.
go back to reference Lundberg FE, Birgisson H, Johannesen TB, Engholm G, Virtanen A, Pettersson D, et al. Survival trends in patients diagnosed with colon and rectal cancer in the nordic countries 1990–2016: the NORDCAN survival studies. Eur J Cancer. 2022;172:76–84.PubMedCrossRef Lundberg FE, Birgisson H, Johannesen TB, Engholm G, Virtanen A, Pettersson D, et al. Survival trends in patients diagnosed with colon and rectal cancer in the nordic countries 1990–2016: the NORDCAN survival studies. Eur J Cancer. 2022;172:76–84.PubMedCrossRef
20.
go back to reference • Biller LH, Schrag D. Diagnosis and treatment of metastatic colorectal cancer: a review. JAMA. 2021;325(7):669–85. Comprehensive review on treatment options for metastatic colorectal cancer.PubMedCrossRef • Biller LH, Schrag D. Diagnosis and treatment of metastatic colorectal cancer: a review. JAMA. 2021;325(7):669–85. Comprehensive review on treatment options for metastatic colorectal cancer.PubMedCrossRef
21.
go back to reference Cremolini C, Antoniotti C, Rossini D, Lonardi S, Loupakis F, Pietrantonio F, et al. TRIBE2: upfront FOLFOXIRI plus bevacizumab and reintroduction after progression versus mFOLFOX6 plus bevacizumab followed by FOLFIRI plus bevacizumab in the treatment of patients with metastatic colorectal cancer (TRIBE2): a multicentre, open-label, phase. Lancet Oncol. 2020;21(4):497–507.PubMedCrossRef Cremolini C, Antoniotti C, Rossini D, Lonardi S, Loupakis F, Pietrantonio F, et al. TRIBE2: upfront FOLFOXIRI plus bevacizumab and reintroduction after progression versus mFOLFOX6 plus bevacizumab followed by FOLFIRI plus bevacizumab in the treatment of patients with metastatic colorectal cancer (TRIBE2): a multicentre, open-label, phase. Lancet Oncol. 2020;21(4):497–507.PubMedCrossRef
22.
go back to reference • Shen C, Tannenbaum D, Horn R, Rogers J, Eng C, Zhou S, et al. Overall survival in phase 3 clinical trials and the surveillance, epidemiology, and end results database in patients with metastatic colorectal cancer, 1986–2016. JAMA Netw Open. 2022;5(5):e2213588. Systematic review on the factors associated with clinically relevant improvement (defined as 2 months) in overall survival of mCRC patients in trials, and the association with outcomes reflected in SEER registry data.PubMedPubMedCentralCrossRef • Shen C, Tannenbaum D, Horn R, Rogers J, Eng C, Zhou S, et al. Overall survival in phase 3 clinical trials and the surveillance, epidemiology, and end results database in patients with metastatic colorectal cancer, 1986–2016. JAMA Netw Open. 2022;5(5):e2213588. Systematic review on the factors associated with clinically relevant improvement (defined as 2 months) in overall survival of mCRC patients in trials, and the association with outcomes reflected in SEER registry data.PubMedPubMedCentralCrossRef
23.
go back to reference Zeineddine FA, Zeineddine MA, Yousef A, Gu Y, Chowdhury S, Dasari A, et al. Survival improvement for patients with metastatic colorectal cancer over twenty years. NPJ Precis Oncol. 2023;7(1):16.PubMedPubMedCentralCrossRef Zeineddine FA, Zeineddine MA, Yousef A, Gu Y, Chowdhury S, Dasari A, et al. Survival improvement for patients with metastatic colorectal cancer over twenty years. NPJ Precis Oncol. 2023;7(1):16.PubMedPubMedCentralCrossRef
24.
go back to reference Ellis L, Woods LM, Estève J, Eloranta S, Coleman MP, Rachet B. Cancer incidence, survival and mortality: explaining the concepts. Int J Cancer. 2014;135(8):1774–82.PubMedCrossRef Ellis L, Woods LM, Estève J, Eloranta S, Coleman MP, Rachet B. Cancer incidence, survival and mortality: explaining the concepts. Int J Cancer. 2014;135(8):1774–82.PubMedCrossRef
25.
26.
go back to reference •• Templeton AJ, Booth CM, Tannock IF. Informing patients about expected outcomes: the efficacy-effectiveness gap. Journal of Clinical Oncology. 2020;38(15):1651–4. Commentary on the existence and relevance of the efficacy-effectiveness gap.PubMedCrossRef •• Templeton AJ, Booth CM, Tannock IF. Informing patients about expected outcomes: the efficacy-effectiveness gap. Journal of Clinical Oncology. 2020;38(15):1651–4. Commentary on the existence and relevance of the efficacy-effectiveness gap.PubMedCrossRef
27.
go back to reference Jin S, Pazdur R, Sridhara R. Re-evaluating eligibility criteria for oncology clinical trials: analysis of investigational new drug applications in 2015. J Clin Oncol. 2017;35(33):3745–52.PubMedPubMedCentralCrossRef Jin S, Pazdur R, Sridhara R. Re-evaluating eligibility criteria for oncology clinical trials: analysis of investigational new drug applications in 2015. J Clin Oncol. 2017;35(33):3745–52.PubMedPubMedCentralCrossRef
28.
go back to reference Westgeest HM, Uyl-de Groot CA, van Moorselaar RJA, de Wit R, van den Bergh ACM, Coenen JLLM, et al. Differences in trial and real-world populations in the Dutch Castration-resistant Prostate Cancer Registry. Eur Urol Focus. 2018;4(5):694–701.PubMedCrossRef Westgeest HM, Uyl-de Groot CA, van Moorselaar RJA, de Wit R, van den Bergh ACM, Coenen JLLM, et al. Differences in trial and real-world populations in the Dutch Castration-resistant Prostate Cancer Registry. Eur Urol Focus. 2018;4(5):694–701.PubMedCrossRef
29.
go back to reference Templeton AJ, Vera-Badillo FE, Wang L, Attalla M, De Gouveia P, Leibowitz-Amit R, et al. Translating clinical trials to clinical practice: outcomes of men with metastatic castration resistant prostate cancer treated with docetaxel and prednisone in and out of clinical trials. Ann Oncol. 2013;24(12):2972–7.PubMedCrossRef Templeton AJ, Vera-Badillo FE, Wang L, Attalla M, De Gouveia P, Leibowitz-Amit R, et al. Translating clinical trials to clinical practice: outcomes of men with metastatic castration resistant prostate cancer treated with docetaxel and prednisone in and out of clinical trials. Ann Oncol. 2013;24(12):2972–7.PubMedCrossRef
30.
go back to reference Mol L, Koopman M, van Gils CWM, Ottevanger PB, Punt CJA. Comparison of treatment outcome in metastatic colorectal cancer patients included in a clinical trial versus daily practice in The Netherlands. Acta Oncol (Madr). 2013;52(5):950–5.CrossRef Mol L, Koopman M, van Gils CWM, Ottevanger PB, Punt CJA. Comparison of treatment outcome in metastatic colorectal cancer patients included in a clinical trial versus daily practice in The Netherlands. Acta Oncol (Madr). 2013;52(5):950–5.CrossRef
31.
go back to reference Truong J, Lee EK, Trudeau ME, Chan KKW. Interpreting febrile neutropenia rates from randomized, controlled trials for consideration of primary prophylaxis in the real world: a systematic review and meta-analysis. Ann Oncol. 2016;27(4):608–18.PubMedCrossRef Truong J, Lee EK, Trudeau ME, Chan KKW. Interpreting febrile neutropenia rates from randomized, controlled trials for consideration of primary prophylaxis in the real world: a systematic review and meta-analysis. Ann Oncol. 2016;27(4):608–18.PubMedCrossRef
32.
go back to reference Schnipper LE, Davidson NE, Wollins DS, Blayney DW, Dicker AP, Ganz PA, et al. Updating the American Society of Clinical Oncology Value Framework: revisions and reflections in response to comments received. J Clin Oncol. 2016;34(24):2925–34.PubMedCrossRef Schnipper LE, Davidson NE, Wollins DS, Blayney DW, Dicker AP, Ganz PA, et al. Updating the American Society of Clinical Oncology Value Framework: revisions and reflections in response to comments received. J Clin Oncol. 2016;34(24):2925–34.PubMedCrossRef
33.
go back to reference Cherny NI, Dafni U, Bogaerts J, Latino NJ, Pentheroudakis G, Douillard JY, et al. ESMO-Magnitude of Clinical Benefit Scale version 1.1. Annals of Oncology. 2017;28(10):2340–66.PubMedCrossRef Cherny NI, Dafni U, Bogaerts J, Latino NJ, Pentheroudakis G, Douillard JY, et al. ESMO-Magnitude of Clinical Benefit Scale version 1.1. Annals of Oncology. 2017;28(10):2340–66.PubMedCrossRef
35.
go back to reference Grothey A, Van CE, Sobrero A, Siena S, Falcone A, Ychou M, et al. Regorafenib monotherapy for previously treated metastatic colorectal cancer (CORRECT): an international, multicentre, randomised, placebo-controlled, phase 3 trial. The Lancet. 2013;381(9863):303–12.CrossRef Grothey A, Van CE, Sobrero A, Siena S, Falcone A, Ychou M, et al. Regorafenib monotherapy for previously treated metastatic colorectal cancer (CORRECT): an international, multicentre, randomised, placebo-controlled, phase 3 trial. The Lancet. 2013;381(9863):303–12.CrossRef
36.
go back to reference Mayer RJ, Van Cutsem E, Falcone A, Yoshino T, Garcia-Carbonero R, Mizunuma N, et al. Randomized trial of TAS-102 for refractory metastatic colorectal cancer. N Engl J Med. 2015;372(20):1909–19.PubMedCrossRef Mayer RJ, Van Cutsem E, Falcone A, Yoshino T, Garcia-Carbonero R, Mizunuma N, et al. Randomized trial of TAS-102 for refractory metastatic colorectal cancer. N Engl J Med. 2015;372(20):1909–19.PubMedCrossRef
37.
go back to reference Makady A, ten Ham R, de Boer A, Hillege H, Klungel O, Goettsch W. Policies for use of real-world data in health technology assessment (HTA): a comparative study of six HTA agencies. Value in Health. 2017;20(4):520–32.PubMedCrossRef Makady A, ten Ham R, de Boer A, Hillege H, Klungel O, Goettsch W. Policies for use of real-world data in health technology assessment (HTA): a comparative study of six HTA agencies. Value in Health. 2017;20(4):520–32.PubMedCrossRef
38.
go back to reference Tabernero J, Grothey A, Van Cutsem E, Yaeger R, Wasan H, Yoshino T, et al. Encorafenib plus cetuximab as a new standard of care for previously treated BRAF V600E–mutant metastatic colorectal cancer: updated survival results and subgroup analyses from the BEACON study. J Clin Oncol. 2021;39(4):273–84.PubMedPubMedCentralCrossRef Tabernero J, Grothey A, Van Cutsem E, Yaeger R, Wasan H, Yoshino T, et al. Encorafenib plus cetuximab as a new standard of care for previously treated BRAF V600E–mutant metastatic colorectal cancer: updated survival results and subgroup analyses from the BEACON study. J Clin Oncol. 2021;39(4):273–84.PubMedPubMedCentralCrossRef
39.
go back to reference • Cervantes A, Adam R, Roselló S, Arnold D, Normanno N, Taïeb J, et al. Metastatic colorectal cancer: ESMO Clinical Practice Guideline for diagnosis, treatment and follow-up. Annals of Oncology. 2023;34(1):10–32. The most recent ESMO treatment guideline for metastatic colorectal cancer.PubMedCrossRef • Cervantes A, Adam R, Roselló S, Arnold D, Normanno N, Taïeb J, et al. Metastatic colorectal cancer: ESMO Clinical Practice Guideline for diagnosis, treatment and follow-up. Annals of Oncology. 2023;34(1):10–32. The most recent ESMO treatment guideline for metastatic colorectal cancer.PubMedCrossRef
40.
go back to reference • Morris VK, Kennedy EB, Baxter NN, Benson AB, Cercek A, Cho M, et al. Treatment of metastatic colorectal cancer: ASCO guideline. Journal of Clinical Oncology. 2023;41(3):678–700. The most recent ASCO treatment guideline for metastatic colorectal cancer.PubMedCrossRef • Morris VK, Kennedy EB, Baxter NN, Benson AB, Cercek A, Cho M, et al. Treatment of metastatic colorectal cancer: ASCO guideline. Journal of Clinical Oncology. 2023;41(3):678–700. The most recent ASCO treatment guideline for metastatic colorectal cancer.PubMedCrossRef
41.
go back to reference Boccaccino A, Borelli B, Intini R, Antista M, Bensi M, Rossini D, et al. Encorafenib plus cetuximab with or without binimetinib in patients with BRAF V600E-mutated metastatic colorectal cancer: real-life data from an Italian multicenter experience. ESMO Open. 2022;7(3): 100506.PubMedPubMedCentralCrossRef Boccaccino A, Borelli B, Intini R, Antista M, Bensi M, Rossini D, et al. Encorafenib plus cetuximab with or without binimetinib in patients with BRAF V600E-mutated metastatic colorectal cancer: real-life data from an Italian multicenter experience. ESMO Open. 2022;7(3): 100506.PubMedPubMedCentralCrossRef
42.
go back to reference van Nassau SCMW, Zwart K, van der Baan F, Koopman M, van Gestel AJ, Snaebjornsson P, et al. Overall survival of patients with BRAF-mutant metastatic colorectal cancer treated with encorafenib-cetuximab in a real-world nationwide study in the Netherlands. Journal of Clinical Oncology. 2023;41(16_suppl):3589–3589.CrossRef van Nassau SCMW, Zwart K, van der Baan F, Koopman M, van Gestel AJ, Snaebjornsson P, et al. Overall survival of patients with BRAF-mutant metastatic colorectal cancer treated with encorafenib-cetuximab in a real-world nationwide study in the Netherlands. Journal of Clinical Oncology. 2023;41(16_suppl):3589–3589.CrossRef
43.
go back to reference • Hamers PAH, Elferink MAG, Stellato RK, Punt CJA, May AM, Koopman M, Vink GR. Informing metastatic colorectal cancer patients by quantifying multiple scenarios for survival time based on real-life data. Int J Cancer. 2021;148(2):296–306. https://doi.org/10.1002/ijc.33200. Real-world study that evaluates scenarios for survival of patients with mCRC. Such scenarios can be used to communicate life-expectancy to patients. • Hamers PAH, Elferink MAG, Stellato RK, Punt CJA, May AM, Koopman M, Vink GR. Informing metastatic colorectal cancer patients by quantifying multiple scenarios for survival time based on real-life data. Int J Cancer. 2021;148(2):296–306. https://​doi.​org/​10.​1002/​ijc.​33200. Real-world study that evaluates scenarios for survival of patients with mCRC. Such scenarios can be used to communicate life-expectancy to patients.
44.
go back to reference Lombardi P, Marandino L, De Luca E, Zichi C, Reale ML, Pignataro D, et al. Quality of life assessment and reporting in colorectal cancer: a systematic review of phase III trials published between 2012 and 2018. Crit Rev Oncol Hematol. 2020;146: 102877.PubMedCrossRef Lombardi P, Marandino L, De Luca E, Zichi C, Reale ML, Pignataro D, et al. Quality of life assessment and reporting in colorectal cancer: a systematic review of phase III trials published between 2012 and 2018. Crit Rev Oncol Hematol. 2020;146: 102877.PubMedCrossRef
45.
go back to reference Davis C, Naci H, Gurpinar E, Poplavska E, Pinto A, Aggarwal A. Availability of evidence of benefits on overall survival and quality of life of cancer drugs approved by European Medicines Agency: retrospective cohort study of drug approvals 2009–13. BMJ. 2017;4: j4530.CrossRef Davis C, Naci H, Gurpinar E, Poplavska E, Pinto A, Aggarwal A. Availability of evidence of benefits on overall survival and quality of life of cancer drugs approved by European Medicines Agency: retrospective cohort study of drug approvals 2009–13. BMJ. 2017;4: j4530.CrossRef
46.
go back to reference Burbach JPM, Kurk SA, Coebergh van den Braak RRJ, Dik VK, May AM, Meijer GA, et al. Prospective Dutch colorectal cancer cohort: an infrastructure for long-term observational, prognostic, predictive and (randomized) intervention research. Acta Oncol (Madr). 2016;55(11):1273–80.CrossRef Burbach JPM, Kurk SA, Coebergh van den Braak RRJ, Dik VK, May AM, Meijer GA, et al. Prospective Dutch colorectal cancer cohort: an infrastructure for long-term observational, prognostic, predictive and (randomized) intervention research. Acta Oncol (Madr). 2016;55(11):1273–80.CrossRef
47.
go back to reference Hamers PAH, Vink GR, Elferink MAG, Stellato RK, Dijksterhuis WPM, Punt CJA, et al. Quality of life and survival of metastatic colorectal cancer patients treated with trifluridine-tipiracil (QUALITAS). Clin Colorectal Cancer. 2022;21(2):154–66.PubMedCrossRef Hamers PAH, Vink GR, Elferink MAG, Stellato RK, Dijksterhuis WPM, Punt CJA, et al. Quality of life and survival of metastatic colorectal cancer patients treated with trifluridine-tipiracil (QUALITAS). Clin Colorectal Cancer. 2022;21(2):154–66.PubMedCrossRef
48.
go back to reference Bachet JB, Wyrwicz L, Price T, Cremolini C, Phelip JM, Portales F, et al. Safety, efficacy and patient-reported outcomes with trifluridine/tipiracil in pretreated metastatic colorectal cancer: results of the PRECONNECT study. ESMO Open. 2020;5(3): e000698.PubMedPubMedCentralCrossRef Bachet JB, Wyrwicz L, Price T, Cremolini C, Phelip JM, Portales F, et al. Safety, efficacy and patient-reported outcomes with trifluridine/tipiracil in pretreated metastatic colorectal cancer: results of the PRECONNECT study. ESMO Open. 2020;5(3): e000698.PubMedPubMedCentralCrossRef
49.
go back to reference Kwakman JJM, Simkens LHJ, van Rooijen JM, van de Wouw AJ, ten Tije AJ, Creemers GJM, et al. Randomized phase III trial of S-1 versus capecitabine in the first-line treatment of metastatic colorectal cancer: SALTO study by the Dutch Colorectal Cancer Group. Ann Oncol. 2017;28(6):1288–93.PubMedCrossRef Kwakman JJM, Simkens LHJ, van Rooijen JM, van de Wouw AJ, ten Tije AJ, Creemers GJM, et al. Randomized phase III trial of S-1 versus capecitabine in the first-line treatment of metastatic colorectal cancer: SALTO study by the Dutch Colorectal Cancer Group. Ann Oncol. 2017;28(6):1288–93.PubMedCrossRef
50.
go back to reference Kwakman JJM, van Werkhoven E, Simkens LHJ, van Rooijen JM, van de Wouw YAJ, ten Tije AJ, et al. Updated survival analysis of the randomized phase iii trial of S-1 versus capecitabine in the first-line treatment of metastatic colorectal cancer by the Dutch Colorectal Cancer Group. Clin Colorectal Cancer. 2019;18(2):e229–30.PubMedCrossRef Kwakman JJM, van Werkhoven E, Simkens LHJ, van Rooijen JM, van de Wouw YAJ, ten Tije AJ, et al. Updated survival analysis of the randomized phase iii trial of S-1 versus capecitabine in the first-line treatment of metastatic colorectal cancer by the Dutch Colorectal Cancer Group. Clin Colorectal Cancer. 2019;18(2):e229–30.PubMedCrossRef
51.
go back to reference Derksen JWG, Smit KC, May AM, Punt CJA. Systematic review and non-inferiority meta-analysis of randomised phase II/III trials on S-1-based therapy versus 5-fluorouracil- or capecitabine-based therapy in the treatment of patients with metastatic colorectal cancer. Eur J Cancer. 2022;166:73–86.PubMedCrossRef Derksen JWG, Smit KC, May AM, Punt CJA. Systematic review and non-inferiority meta-analysis of randomised phase II/III trials on S-1-based therapy versus 5-fluorouracil- or capecitabine-based therapy in the treatment of patients with metastatic colorectal cancer. Eur J Cancer. 2022;166:73–86.PubMedCrossRef
52.
go back to reference • Punt CJA, Kwakman JJM, Mol L, Roodhart J, Hendriks M, Speetjens F, et al. Long-term safety data on S-1 administered after previous intolerance to capecitabine-containing systemic treatment for metastatic colorectal cancer. Clin Colorectal Cancer. 2022;21(3):229–35. Real-world study on S-1 long-term safety in mCRC that was supportive for EMA approval.PubMedCrossRef • Punt CJA, Kwakman JJM, Mol L, Roodhart J, Hendriks M, Speetjens F, et al. Long-term safety data on S-1 administered after previous intolerance to capecitabine-containing systemic treatment for metastatic colorectal cancer. Clin Colorectal Cancer. 2022;21(3):229–35. Real-world study on S-1 long-term safety in mCRC that was supportive for EMA approval.PubMedCrossRef
53.
go back to reference • Osterlund P, Kinos S, Pfeiffer P, Salminen T, Kwakman JJM, Frödin JE, et al. Continuation of fluoropyrimidine treatment with S-1 after cardiotoxicity on capecitabine- or 5-fluorouracil-based therapy in patients with solid tumours: a multicentre retrospective observational cohort study. ESMO Open. 2022;7(3):100427. International real-world study on S-1 safety that was supportive for EMA approval.PubMedPubMedCentralCrossRef • Osterlund P, Kinos S, Pfeiffer P, Salminen T, Kwakman JJM, Frödin JE, et al. Continuation of fluoropyrimidine treatment with S-1 after cardiotoxicity on capecitabine- or 5-fluorouracil-based therapy in patients with solid tumours: a multicentre retrospective observational cohort study. ESMO Open. 2022;7(3):100427. International real-world study on S-1 safety that was supportive for EMA approval.PubMedPubMedCentralCrossRef
55.
go back to reference Punt CJA, Heinemann V, Maughan T, Cremolini C, Van Cutsem E, McDermott R, et al. Fluoropyrimidine-induced hand-foot syndrome and cardiotoxicity: recommendations for the use of the oral fluoropyrimidine S-1 in metastatic colorectal cancer. ESMO Open. 2023;8(2): 101199.PubMedPubMedCentralCrossRef Punt CJA, Heinemann V, Maughan T, Cremolini C, Van Cutsem E, McDermott R, et al. Fluoropyrimidine-induced hand-foot syndrome and cardiotoxicity: recommendations for the use of the oral fluoropyrimidine S-1 in metastatic colorectal cancer. ESMO Open. 2023;8(2): 101199.PubMedPubMedCentralCrossRef
56.
go back to reference Woolacott N, Corbett M, Jones-Diette J, Hodgson R. Methodological challenges for the evaluation of clinical effectiveness in the context of accelerated regulatory approval: an overview. J Clin Epidemiol. 2017;90:108–18.PubMedCrossRef Woolacott N, Corbett M, Jones-Diette J, Hodgson R. Methodological challenges for the evaluation of clinical effectiveness in the context of accelerated regulatory approval: an overview. J Clin Epidemiol. 2017;90:108–18.PubMedCrossRef
57.
go back to reference van Nassau SC, Bond MJ, Scheerman I, van Breeschoten J, Kessels R, Valkenburg-van Iersel LB, et al. Trends in use and perceptions about triplet chemotherapy plus bevacizumab for metastatic colorectal cancer. JAMA Netw Open. 2021;4(9): e2124766.PubMedPubMedCentralCrossRef van Nassau SC, Bond MJ, Scheerman I, van Breeschoten J, Kessels R, Valkenburg-van Iersel LB, et al. Trends in use and perceptions about triplet chemotherapy plus bevacizumab for metastatic colorectal cancer. JAMA Netw Open. 2021;4(9): e2124766.PubMedPubMedCentralCrossRef
58.
go back to reference Hershman DL, Wright JD. Comparative effectiveness research in oncology methodology: observational data. J Clin Oncol. 2012;30(34):4215–22.PubMedCrossRef Hershman DL, Wright JD. Comparative effectiveness research in oncology methodology: observational data. J Clin Oncol. 2012;30(34):4215–22.PubMedCrossRef
59.
go back to reference Cox E, Martin BC, Van Staa T, Garbe E, Siebert U, Johnson ML. Good research practices for comparative effectiveness research: approaches to mitigate bias and confounding in the design of nonrandomized studies of treatment effects using secondary data sources: The International Society for Pharmacoeconomics and Outcomes Research Good Research Practices for Retrospective Database Analysis Task Force Report—Part II. Value in Health. 2009;12(8):1053–61.PubMedCrossRef Cox E, Martin BC, Van Staa T, Garbe E, Siebert U, Johnson ML. Good research practices for comparative effectiveness research: approaches to mitigate bias and confounding in the design of nonrandomized studies of treatment effects using secondary data sources: The International Society for Pharmacoeconomics and Outcomes Research Good Research Practices for Retrospective Database Analysis Task Force Report—Part II. Value in Health. 2009;12(8):1053–61.PubMedCrossRef
60.
go back to reference •• Karim S, Booth CM. Effectiveness in the absence of efficacy: cautionary tales from real-world evidence. Journal of Clinical Oncology. 2019;37(13):1047–50. Commentary that describes scenarios (in colorectal cancer) in which comparative effectiveness research can be hazardous if interpreted as conclusive.PubMedCrossRef •• Karim S, Booth CM. Effectiveness in the absence of efficacy: cautionary tales from real-world evidence. Journal of Clinical Oncology. 2019;37(13):1047–50. Commentary that describes scenarios (in colorectal cancer) in which comparative effectiveness research can be hazardous if interpreted as conclusive.PubMedCrossRef
61.
go back to reference Freischlag K, Sun Z, Adam MA, Kim J, Palta M, Czito BG, et al. Association between incomplete neoadjuvant radiotherapy and survival for patients with locally advanced rectal cancer. JAMA Surg. 2017;152(6):558.PubMedPubMedCentralCrossRef Freischlag K, Sun Z, Adam MA, Kim J, Palta M, Czito BG, et al. Association between incomplete neoadjuvant radiotherapy and survival for patients with locally advanced rectal cancer. JAMA Surg. 2017;152(6):558.PubMedPubMedCentralCrossRef
62.
go back to reference Casadaban L, Rauscher G, Aklilu M, Villenes D, Freels S, Maker AV. Adjuvant chemotherapy is associated with improved survival in patients with stage II colon cancer. Cancer. 2016;122(21):3277–87.PubMedCrossRef Casadaban L, Rauscher G, Aklilu M, Villenes D, Freels S, Maker AV. Adjuvant chemotherapy is associated with improved survival in patients with stage II colon cancer. Cancer. 2016;122(21):3277–87.PubMedCrossRef
63.
go back to reference Alawadi Z, Phatak UR, Hu CY, Bailey CE, You YN, Kao LS, et al. Comparative effectiveness of primary tumor resection in patients with stage IV colon cancer. Cancer. 2017;123(7):1124–33.PubMedCrossRef Alawadi Z, Phatak UR, Hu CY, Bailey CE, You YN, Kao LS, et al. Comparative effectiveness of primary tumor resection in patients with stage IV colon cancer. Cancer. 2017;123(7):1124–33.PubMedCrossRef
64.
go back to reference Lam-Boer J’t, Van der Geest LG, Verhoef C, Elferink ME, Koopman M, de Wilt JH. Palliative resection of the primary tumor is associated with improved overall survival in incurable stage IV colorectal cancer: a nationwide population-based propensity-score adjusted study in the Netherlands. Int J Cancer. 2016;139(9):2082–94.PubMedCrossRef Lam-Boer J’t, Van der Geest LG, Verhoef C, Elferink ME, Koopman M, de Wilt JH. Palliative resection of the primary tumor is associated with improved overall survival in incurable stage IV colorectal cancer: a nationwide population-based propensity-score adjusted study in the Netherlands. Int J Cancer. 2016;139(9):2082–94.PubMedCrossRef
65.
go back to reference Kanemitsu Y, Shitara K, Mizusawa J, Hamaguchi T, Shida D, Komori K, et al. Primary tumor resection plus chemotherapy versus chemotherapy alone for colorectal cancer patients with asymptomatic, synchronous unresectable metastases (JCOG1007; iPACS): a randomized clinical trial. J Clin Oncol. 2021;39(10):1098–107.PubMedPubMedCentralCrossRef Kanemitsu Y, Shitara K, Mizusawa J, Hamaguchi T, Shida D, Komori K, et al. Primary tumor resection plus chemotherapy versus chemotherapy alone for colorectal cancer patients with asymptomatic, synchronous unresectable metastases (JCOG1007; iPACS): a randomized clinical trial. J Clin Oncol. 2021;39(10):1098–107.PubMedPubMedCentralCrossRef
66.
go back to reference Rahbari NN, Biondo S, Feißt M, Bruckner T, Rossion I, Luntz S, et al. Randomized clinical trial on resection of the primary tumor versus no resection prior to systemic therapy in patients with colon cancer and synchronous unresectable metastases. Journal of Clinical Oncology. 2022;40(17):3507–3507.CrossRef Rahbari NN, Biondo S, Feißt M, Bruckner T, Rossion I, Luntz S, et al. Randomized clinical trial on resection of the primary tumor versus no resection prior to systemic therapy in patients with colon cancer and synchronous unresectable metastases. Journal of Clinical Oncology. 2022;40(17):3507–3507.CrossRef
67.
go back to reference Lodeweges JE, Klinkenberg TJ, Ubbels JF, Groen HJM, Langendijk JA, Widder J. Long-term outcome of surgery or stereotactic radiotherapy for lung oligometastases. J Thorac Oncol. 2017;12(9):1442–5.PubMedCrossRef Lodeweges JE, Klinkenberg TJ, Ubbels JF, Groen HJM, Langendijk JA, Widder J. Long-term outcome of surgery or stereotactic radiotherapy for lung oligometastases. J Thorac Oncol. 2017;12(9):1442–5.PubMedCrossRef
68.
go back to reference Couwenberg AM, Burbach JPM, Berbee M, Lacle MM, Arensman R, Raicu MG, et al. Efficacy of dose-escalated chemoradiation on complete tumor response in patients with locally advanced rectal cancer (RECTAL-BOOST): a phase 2 randomized controlled trial. International Journal of Radiation Oncology*Biology*Physics. 2020;108(4):1008–18.PubMedCrossRef Couwenberg AM, Burbach JPM, Berbee M, Lacle MM, Arensman R, Raicu MG, et al. Efficacy of dose-escalated chemoradiation on complete tumor response in patients with locally advanced rectal cancer (RECTAL-BOOST): a phase 2 randomized controlled trial. International Journal of Radiation Oncology*Biology*Physics. 2020;108(4):1008–18.PubMedCrossRef
69.
go back to reference Schraa SJ, van Rooijen KL, van der Kruijssen DEW, Rubio Alarcón C, Phallen J, Sausen M, et al. Circulating tumor DNA guided adjuvant chemotherapy in stage II colon cancer (MEDOCC-CrEATE): study protocol for a trial within a cohort study. BMC Cancer. 2020;20(1):790.PubMedPubMedCentralCrossRef Schraa SJ, van Rooijen KL, van der Kruijssen DEW, Rubio Alarcón C, Phallen J, Sausen M, et al. Circulating tumor DNA guided adjuvant chemotherapy in stage II colon cancer (MEDOCC-CrEATE): study protocol for a trial within a cohort study. BMC Cancer. 2020;20(1):790.PubMedPubMedCentralCrossRef
70.
go back to reference Schröder C, Lawrance M, Li C, Lenain C, Mhatre SK, Fakih M, et al. Building external control arms from patient-level electronic health record data to replicate the randomized IMblaze370 control arm in metastatic colorectal cancer. JCO Clin Cancer Inform. 2021;5:450–8.PubMedCrossRef Schröder C, Lawrance M, Li C, Lenain C, Mhatre SK, Fakih M, et al. Building external control arms from patient-level electronic health record data to replicate the randomized IMblaze370 control arm in metastatic colorectal cancer. JCO Clin Cancer Inform. 2021;5:450–8.PubMedCrossRef
71.
go back to reference Backenroth D, Royce T, Pinheiro J, Samant M, Humblet O. Considerations for pooling real-world data as a comparator cohort to a single arm trial: a simulation study on assessment of heterogeneity. BMC Med Res Methodol. 2023;23(1):193.PubMedPubMedCentralCrossRef Backenroth D, Royce T, Pinheiro J, Samant M, Humblet O. Considerations for pooling real-world data as a comparator cohort to a single arm trial: a simulation study on assessment of heterogeneity. BMC Med Res Methodol. 2023;23(1):193.PubMedPubMedCentralCrossRef
72.
go back to reference Mulder J, Teerenstra S, van Hennik PB, Pasmooij AMG, Stoyanova-Beninska V, Voest EE, et al. Single-arm trials supporting the approval of anticancer medicinal products in the European Union: contextualization of trial results and observed clinical benefit. ESMO Open. 2023;8(2): 101209.PubMedPubMedCentralCrossRef Mulder J, Teerenstra S, van Hennik PB, Pasmooij AMG, Stoyanova-Beninska V, Voest EE, et al. Single-arm trials supporting the approval of anticancer medicinal products in the European Union: contextualization of trial results and observed clinical benefit. ESMO Open. 2023;8(2): 101209.PubMedPubMedCentralCrossRef
73.
go back to reference Overman MJ, Lonardi S, Wong KYM, Lenz HJ, Gelsomino F, Aglietta M, et al. Durable clinical benefit with nivolumab plus ipilimumab in DNA mismatch repair–deficient/microsatellite instability–high metastatic colorectal cancer. J Clin Oncol. 2018;36(8):773–9.PubMedCrossRef Overman MJ, Lonardi S, Wong KYM, Lenz HJ, Gelsomino F, Aglietta M, et al. Durable clinical benefit with nivolumab plus ipilimumab in DNA mismatch repair–deficient/microsatellite instability–high metastatic colorectal cancer. J Clin Oncol. 2018;36(8):773–9.PubMedCrossRef
74.
go back to reference Wensink GE, Elferink MAG, May AM, Mol L, Hamers PAH, Bakker SD, et al. Survival of patients with deficient mismatch repair metastatic colorectal cancer in the pre-immunotherapy era. Br J Cancer. 2021;124(2):399–406.PubMedCrossRef Wensink GE, Elferink MAG, May AM, Mol L, Hamers PAH, Bakker SD, et al. Survival of patients with deficient mismatch repair metastatic colorectal cancer in the pre-immunotherapy era. Br J Cancer. 2021;124(2):399–406.PubMedCrossRef
75.
go back to reference Tougeron D, Sueur B, Zaanan A, Fouchardiére C, Sefrioui D, Lecomte T, et al. Prognosis and chemosensitivity of deficient MMR phenotype in patients with metastatic colorectal cancer: an AGEO retrospective multicenter study. Int J Cancer. 2020;147(1):285–96.PubMedCrossRef Tougeron D, Sueur B, Zaanan A, Fouchardiére C, Sefrioui D, Lecomte T, et al. Prognosis and chemosensitivity of deficient MMR phenotype in patients with metastatic colorectal cancer: an AGEO retrospective multicenter study. Int J Cancer. 2020;147(1):285–96.PubMedCrossRef
77.
go back to reference Derksen JWG, Martins Branco D, Pellat A, van Nassau SCMW, Valachis A, Aggarwal A, et al. 1702P Real-world evidence contributions to European medicines agency’s safety and efficacy evaluations of oncology targeted therapies between 2018–2022. Ann Oncol. 2023;34:S930.CrossRef Derksen JWG, Martins Branco D, Pellat A, van Nassau SCMW, Valachis A, Aggarwal A, et al. 1702P Real-world evidence contributions to European medicines agency’s safety and efficacy evaluations of oncology targeted therapies between 2018–2022. Ann Oncol. 2023;34:S930.CrossRef
78.
go back to reference Lièvre A, Bachet JB, Le Corre D, Boige V, Landi B, Emile JF, et al. KRAS mutation status is predictive of response to cetuximab therapy in colorectal cancer. Cancer Res. 2006;66(8):3992–5.PubMedCrossRef Lièvre A, Bachet JB, Le Corre D, Boige V, Landi B, Emile JF, et al. KRAS mutation status is predictive of response to cetuximab therapy in colorectal cancer. Cancer Res. 2006;66(8):3992–5.PubMedCrossRef
79.
go back to reference • van de Haar J, Ma X, Ooft SN, van der Helm PW, Hoes LR, Mainardi S, et al. Codon-specific KRAS mutations predict survival benefit of trifluridine/tipiracil in metastatic colorectal cancer. Nat Med. 2023;29(3):605–14. Study that uses real-world data to identify biomarkers of response and resistance to trifluridine/ tipiracil mCRC and validates findings in both a realworld cohort and phase III trial.PubMedPubMedCentralCrossRef • van de Haar J, Ma X, Ooft SN, van der Helm PW, Hoes LR, Mainardi S, et al. Codon-specific KRAS mutations predict survival benefit of trifluridine/tipiracil in metastatic colorectal cancer. Nat Med. 2023;29(3):605–14. Study that uses real-world data to identify biomarkers of response and resistance to trifluridine/ tipiracil mCRC and validates findings in both a realworld cohort and phase III trial.PubMedPubMedCentralCrossRef
80.
go back to reference Kiely BE, McCaughan G, Christodoulou S, Beale PJ, Grimison P, Trotman J, et al. Using scenarios to explain life expectancy in advanced cancer: attitudes of people with a cancer experience. Support Care Cancer. 2013;21(2):369–76.PubMedCrossRef Kiely BE, McCaughan G, Christodoulou S, Beale PJ, Grimison P, Trotman J, et al. Using scenarios to explain life expectancy in advanced cancer: attitudes of people with a cancer experience. Support Care Cancer. 2013;21(2):369–76.PubMedCrossRef
81.
go back to reference • Booth CM, Sengar M, Goodman A, Wilson B, Aggarwal A, Berry S, et al. Common Sense Oncology: outcomes that matter. Lancet Oncol. 2023;24(8):833–5. Commentary outlining the ‘“Common Sense Oncology”’ (CSO) movement which was recently established with the goal to ensure that oncology trials and treatments are focused on outcomes that matter to patients.PubMedCrossRef • Booth CM, Sengar M, Goodman A, Wilson B, Aggarwal A, Berry S, et al. Common Sense Oncology: outcomes that matter. Lancet Oncol. 2023;24(8):833–5. Commentary outlining the ‘“Common Sense Oncology”’ (CSO) movement which was recently established with the goal to ensure that oncology trials and treatments are focused on outcomes that matter to patients.PubMedCrossRef
82.
go back to reference Mülder DT, van den Puttelaar R, Meester RGS, O’Mahony JF, Lansdorp-Vogelaar I. Development and validation of colorectal cancer risk prediction tools: a comparison of models. Int J Med Inform. 2023;178: 105194.PubMedCrossRef Mülder DT, van den Puttelaar R, Meester RGS, O’Mahony JF, Lansdorp-Vogelaar I. Development and validation of colorectal cancer risk prediction tools: a comparison of models. Int J Med Inform. 2023;178: 105194.PubMedCrossRef
83.
go back to reference Spelt L, Andersson B, Nilsson J, Andersson R. Prognostic models for outcome following liver resection for colorectal cancer metastases: a systematic review. European Journal of Surgical Oncology (EJSO). 2012;38(1):16–24.PubMedCrossRef Spelt L, Andersson B, Nilsson J, Andersson R. Prognostic models for outcome following liver resection for colorectal cancer metastases: a systematic review. European Journal of Surgical Oncology (EJSO). 2012;38(1):16–24.PubMedCrossRef
84.
go back to reference • Kleppe A, Skrede OJ, De Raedt S, Hveem TS, Askautrud HA, Jacobsen JE, et al. A clinical decision support system optimising adjuvant chemotherapy for colorectal cancers by integrating deep learning and pathological staging markers: a development and validation study. Lancet Oncol. 2022;23(9):1221–32. A risk stratification system using a deep learning-–based marker analyzing H&E-stained tissue sections (DoMore-v1-CRC) which could potentially help improve selection of adjuvant chemotherapy after complete resection of colorectal cancer.PubMedCrossRef • Kleppe A, Skrede OJ, De Raedt S, Hveem TS, Askautrud HA, Jacobsen JE, et al. A clinical decision support system optimising adjuvant chemotherapy for colorectal cancers by integrating deep learning and pathological staging markers: a development and validation study. Lancet Oncol. 2022;23(9):1221–32. A risk stratification system using a deep learning-–based marker analyzing H&E-stained tissue sections (DoMore-v1-CRC) which could potentially help improve selection of adjuvant chemotherapy after complete resection of colorectal cancer.PubMedCrossRef
85.
go back to reference Oyaga-Iriarte E, Insausti A, Sayar O, Aldaz A. Prediction of irinotecan toxicity in metastatic colorectal cancer patients based on machine learning models with pharmacokinetic parameters. J Pharmacol Sci. 2019;140(1):20–5.PubMedCrossRef Oyaga-Iriarte E, Insausti A, Sayar O, Aldaz A. Prediction of irinotecan toxicity in metastatic colorectal cancer patients based on machine learning models with pharmacokinetic parameters. J Pharmacol Sci. 2019;140(1):20–5.PubMedCrossRef
86.
go back to reference Pietrantonio F, Miceli R, Rimassa L, Lonardi S, Aprile G, Mennitto A, et al. Estimating 12-week death probability in patients with refractory metastatic colorectal cancer: the Colon Life nomogram. Ann Oncol. 2017;28(3):555–61.PubMedCrossRef Pietrantonio F, Miceli R, Rimassa L, Lonardi S, Aprile G, Mennitto A, et al. Estimating 12-week death probability in patients with refractory metastatic colorectal cancer: the Colon Life nomogram. Ann Oncol. 2017;28(3):555–61.PubMedCrossRef
87.
88.
go back to reference Moons KGM, Altman DG, Reitsma JB, Ioannidis JPA, Macaskill P, Steyerberg EW, et al. Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): explanation and elaboration. Ann Intern Med. 2015;162(1):W1-73.PubMedCrossRef Moons KGM, Altman DG, Reitsma JB, Ioannidis JPA, Macaskill P, Steyerberg EW, et al. Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): explanation and elaboration. Ann Intern Med. 2015;162(1):W1-73.PubMedCrossRef
89.
go back to reference Wallace E, Smith SM, Perera-Salazar R, Vaucher P, McCowan C, Collins G, et al. Framework for the impact analysis and implementation of Clinical Prediction Rules (CPRs). BMC Med Inform Decis Mak. 2011;14(11):62.CrossRef Wallace E, Smith SM, Perera-Salazar R, Vaucher P, McCowan C, Collins G, et al. Framework for the impact analysis and implementation of Clinical Prediction Rules (CPRs). BMC Med Inform Decis Mak. 2011;14(11):62.CrossRef
90.
go back to reference Reilly BM, Evans AT. Translating clinical research into clinical practice: impact of using prediction rules to make decisions. Ann Intern Med. 2006;144(3):201–9.PubMedCrossRef Reilly BM, Evans AT. Translating clinical research into clinical practice: impact of using prediction rules to make decisions. Ann Intern Med. 2006;144(3):201–9.PubMedCrossRef
91.
go back to reference Bolhuis K, Wensink GE, Elferink MAG, Bond MJG, Dijksterhuis WPM, Fijneman RJA, et al. External Validation of two established clinical risk scores predicting outcome after local treatment of colorectal liver metastases in a nationwide cohort. Cancers (Basel). 2022;14(10):2356.PubMedCrossRef Bolhuis K, Wensink GE, Elferink MAG, Bond MJG, Dijksterhuis WPM, Fijneman RJA, et al. External Validation of two established clinical risk scores predicting outcome after local treatment of colorectal liver metastases in a nationwide cohort. Cancers (Basel). 2022;14(10):2356.PubMedCrossRef
92.
go back to reference Hamers PAH, Wensink GE, van Smeden M, Vink GR, Smabers LP, Lunenberg RA, et al. External validation of the colon life nomogram for predicting 12-week mortality in Dutch metastatic colorectal cancer patients treated with trifluridine/tipiracil in daily practice. Cancers (Basel). 2022;14(20):5094.PubMedCrossRef Hamers PAH, Wensink GE, van Smeden M, Vink GR, Smabers LP, Lunenberg RA, et al. External validation of the colon life nomogram for predicting 12-week mortality in Dutch metastatic colorectal cancer patients treated with trifluridine/tipiracil in daily practice. Cancers (Basel). 2022;14(20):5094.PubMedCrossRef
93.
go back to reference Chagpar R, Xing Y, Chiang YJ, Feig BW, Chang GJ, You YN, et al. Adherence to stage-specific treatment guidelines for patients with colon cancer. J Clin Oncol. 2012;30(9):972–9.PubMedPubMedCentralCrossRef Chagpar R, Xing Y, Chiang YJ, Feig BW, Chang GJ, You YN, et al. Adherence to stage-specific treatment guidelines for patients with colon cancer. J Clin Oncol. 2012;30(9):972–9.PubMedPubMedCentralCrossRef
94.
go back to reference Grothey A, Sobrero AF, Shields AF, Yoshino T, Paul J, Taieb J, et al. Duration of adjuvant chemotherapy for stage iii colon cancer. N Engl J Med. 2018;378(13):1177–88.PubMedPubMedCentralCrossRef Grothey A, Sobrero AF, Shields AF, Yoshino T, Paul J, Taieb J, et al. Duration of adjuvant chemotherapy for stage iii colon cancer. N Engl J Med. 2018;378(13):1177–88.PubMedPubMedCentralCrossRef
95.
go back to reference van Rooijen KL, Derksen JWG, Verkooijen HM, Vink GR, Koopman M. Translation of IDEA trial results into clinical practice: analysis of the implementation of a new guideline for colon cancer. Int J Cancer. 2022;151(8):1270–9.PubMedPubMedCentralCrossRef van Rooijen KL, Derksen JWG, Verkooijen HM, Vink GR, Koopman M. Translation of IDEA trial results into clinical practice: analysis of the implementation of a new guideline for colon cancer. Int J Cancer. 2022;151(8):1270–9.PubMedPubMedCentralCrossRef
98.
go back to reference Novakova-Jiresova A, Kopeckova K, Boublikova L, Chloupkova R, Melichar B, Petruzelka L, et al. Regorafenib for metastatic colorectal cancer: an analysis of a registry-based cohort of 555 patients. Cancer Manag Res. 2020;12:5365–72.PubMedPubMedCentralCrossRef Novakova-Jiresova A, Kopeckova K, Boublikova L, Chloupkova R, Melichar B, Petruzelka L, et al. Regorafenib for metastatic colorectal cancer: an analysis of a registry-based cohort of 555 patients. Cancer Manag Res. 2020;12:5365–72.PubMedPubMedCentralCrossRef
99.
go back to reference Koopman M, Pinto C, Bodoky G, Garcia-Carbonero R, Marti FM, Bachet JB. Rationale and design of the PROMETCO study: a real-world, prospective, longitudinal cohort on the continuum of care of metastatic colorectal cancer from a clinical and patient perspective. Future Oncol. 2022;18(11):1313–20.PubMedCrossRef Koopman M, Pinto C, Bodoky G, Garcia-Carbonero R, Marti FM, Bachet JB. Rationale and design of the PROMETCO study: a real-world, prospective, longitudinal cohort on the continuum of care of metastatic colorectal cancer from a clinical and patient perspective. Future Oncol. 2022;18(11):1313–20.PubMedCrossRef
100.
go back to reference Casali PG, Vyas M. Data protection and research in the European Union: a major step forward, with a step back. Ann Oncol. 2021;32(1):15–9.PubMedCrossRef Casali PG, Vyas M. Data protection and research in the European Union: a major step forward, with a step back. Ann Oncol. 2021;32(1):15–9.PubMedCrossRef
101.
go back to reference •• Castelo-Branco L, Pellat A, Martins-Branco D, Valachis A, Derksen JWG, Suijkerbuijk KPM, et al. ESMO Guidance for Reporting Oncology real-World evidence (GROW). Ann Oncol. 2023;34(12):1097–112. https://doi.org/10.1016/j.annonc.2023.10.001. Specific guidance, including an easy-to-use checklist, for reporting of oncology real-world evidence studies in peer-reviewed journals: the ESMO Guidance for Reporting Oncology Real-World Evidence (ESMO-GROW). •• Castelo-Branco L, Pellat A, Martins-Branco D, Valachis A, Derksen JWG, Suijkerbuijk KPM, et al. ESMO Guidance for Reporting Oncology real-World evidence (GROW). Ann Oncol. 2023;34(12):1097–112. https://​doi.​org/​10.​1016/​j.​annonc.​2023.​10.​001. Specific guidance, including an easy-to-use checklist, for reporting of oncology real-world evidence studies in peer-reviewed journals: the ESMO Guidance for Reporting Oncology Real-World Evidence (ESMO-GROW).
102.
go back to reference Garza M, Del Fiol G, Tenenbaum J, Walden A, Zozus MN. Evaluating common data models for use with a longitudinal community registry. J Biomed Inform. 2016;64:333–41.PubMedPubMedCentralCrossRef Garza M, Del Fiol G, Tenenbaum J, Walden A, Zozus MN. Evaluating common data models for use with a longitudinal community registry. J Biomed Inform. 2016;64:333–41.PubMedPubMedCentralCrossRef
103.
go back to reference Hripcsak G, Duke JD, Shah NH, Reich CG, Huser V, Schuemie MJ, et al. Observational Health Data Sciences and Informatics (OHDSI): opportunities for observational researchers. Stud Health Technol Inform. 2015;216:574–8.PubMedPubMedCentral Hripcsak G, Duke JD, Shah NH, Reich CG, Huser V, Schuemie MJ, et al. Observational Health Data Sciences and Informatics (OHDSI): opportunities for observational researchers. Stud Health Technol Inform. 2015;216:574–8.PubMedPubMedCentral
105.
go back to reference • El Naqa I, Karolak A, Luo Y, Folio L, Tarhini AA, Rollison D, et al. Translation of AI into oncology clinical practice. Oncogene. 2023;42(42):3089–97. https://doi.org/10.1038/s41388-023-02826-z. Review that highlights the challenges impeding artificial intelligence clinical translation in oncology. • El Naqa I, Karolak A, Luo Y, Folio L, Tarhini AA, Rollison D, et al. Translation of AI into oncology clinical practice. Oncogene. 2023;42(42):3089–97. https://​doi.​org/​10.​1038/​s41388-023-02826-z. Review that highlights the challenges impeding artificial intelligence clinical translation in oncology.
106.
107.
go back to reference • Mitsala A, Tsalikidis C, Pitiakoudis M, Simopoulos C, Tsaroucha AK. Artificial intelligence in colorectal cancer screening, diagnosis and treatment. a new era. Current Oncology. 2021;28(3):1581–607. Review on the applications of artificial intelligence in colorectal cancer care.PubMedPubMedCentralCrossRef • Mitsala A, Tsalikidis C, Pitiakoudis M, Simopoulos C, Tsaroucha AK. Artificial intelligence in colorectal cancer screening, diagnosis and treatment. a new era. Current Oncology. 2021;28(3):1581–607. Review on the applications of artificial intelligence in colorectal cancer care.PubMedPubMedCentralCrossRef
108.
go back to reference Causa Andrieu P, Golia Pernicka JS, Yaeger R, Lupton K, Batch K, Zulkernine F, et al. Natural language processing of computed tomography reports to label metastatic phenotypes with prognostic significance in patients with colorectal cancer. JCO Clin Cancer Inform. 2022;6:e2200014. https://doi.org/10.1200/CCI.22.00014 Causa Andrieu P, Golia Pernicka JS, Yaeger R, Lupton K, Batch K, Zulkernine F, et al. Natural language processing of computed tomography reports to label metastatic phenotypes with prognostic significance in patients with colorectal cancer. JCO Clin Cancer Inform. 2022;6:e2200014. https://​doi.​org/​10.​1200/​CCI.​22.​00014
110.
go back to reference • Rieke N, Hancox J, Li W, Milletarì F, Roth HR, Albarqouni S, et al. The future of digital health with federated learning. NPJ Digit Med. 2020;3(1):119. Perspective paper on federated learning as a solution for the future of digital health.PubMedPubMedCentralCrossRef • Rieke N, Hancox J, Li W, Milletarì F, Roth HR, Albarqouni S, et al. The future of digital health with federated learning. NPJ Digit Med. 2020;3(1):119. Perspective paper on federated learning as a solution for the future of digital health.PubMedPubMedCentralCrossRef
111.
go back to reference Patel AK, Barghout V, Yenikomshian MA, Germain G, Jacques P, Laliberté F, et al. Real-world adherence in patients with metastatic colorectal cancer treated with trifluridine plus tipiracil or regorafenib. Oncologist. 2020;25(1):e75-84.PubMedCrossRef Patel AK, Barghout V, Yenikomshian MA, Germain G, Jacques P, Laliberté F, et al. Real-world adherence in patients with metastatic colorectal cancer treated with trifluridine plus tipiracil or regorafenib. Oncologist. 2020;25(1):e75-84.PubMedCrossRef
112.
go back to reference Birkett RT, Chamely E, Concors SJ, Bleier JI, Aarons CB, Shanmugan S, et al. Overuse and limited benefit of chemotherapy for stage ii colon cancer in young patients. Clin Colorectal Cancer. 2019;18(4):292–300.PubMedCrossRef Birkett RT, Chamely E, Concors SJ, Bleier JI, Aarons CB, Shanmugan S, et al. Overuse and limited benefit of chemotherapy for stage ii colon cancer in young patients. Clin Colorectal Cancer. 2019;18(4):292–300.PubMedCrossRef
113.
go back to reference Meyer Y, Olthof PB, Grünhagen DJ, de Hingh I, de Wilt JHW, Verhoef C, et al. Treatment of metachronous colorectal cancer metastases in the Netherlands: a population-based study. Eur J Surg Oncol. 2022;48(5):1104–9.PubMedCrossRef Meyer Y, Olthof PB, Grünhagen DJ, de Hingh I, de Wilt JHW, Verhoef C, et al. Treatment of metachronous colorectal cancer metastases in the Netherlands: a population-based study. Eur J Surg Oncol. 2022;48(5):1104–9.PubMedCrossRef
114.
go back to reference van de Schootbrugge-Vandermeer HJ, Lansdorp-Vogelaar I, de Jonge L, van Vuuren AJ, Dekker E, Spaander MCW, et al. Socio-demographic and cultural factors related to non-participation in the Dutch colorectal cancer screening programme. Eur J Cancer. 2023;190: 112942.PubMedCrossRef van de Schootbrugge-Vandermeer HJ, Lansdorp-Vogelaar I, de Jonge L, van Vuuren AJ, Dekker E, Spaander MCW, et al. Socio-demographic and cultural factors related to non-participation in the Dutch colorectal cancer screening programme. Eur J Cancer. 2023;190: 112942.PubMedCrossRef
115.
go back to reference Schraa S, Laclé MM, Zwart K, Gort EH, Koopman M, de Leng W, et al. 364P Prevalence, treatment and survival of NTRK gene fusions in microsatellite instable metastatic colorectal cancer patients. Ann Oncol. 2022;33:S703.CrossRef Schraa S, Laclé MM, Zwart K, Gort EH, Koopman M, de Leng W, et al. 364P Prevalence, treatment and survival of NTRK gene fusions in microsatellite instable metastatic colorectal cancer patients. Ann Oncol. 2022;33:S703.CrossRef
116.
go back to reference Booth CM, Nanji S, Wei X, Mackillop WJ. Management and outcome of colorectal cancer liver metastases in elderly patients. JAMA Oncol. 2015;1(8):1111.PubMedCrossRef Booth CM, Nanji S, Wei X, Mackillop WJ. Management and outcome of colorectal cancer liver metastases in elderly patients. JAMA Oncol. 2015;1(8):1111.PubMedCrossRef
117.
go back to reference Murphy CC, Harlan LC, Warren JL, Geiger AM. Race and insurance differences in the receipt of adjuvant chemotherapy among patients with stage iii colon cancer. J Clin Oncol. 2015;33(23):2530–6.PubMedPubMedCentralCrossRef Murphy CC, Harlan LC, Warren JL, Geiger AM. Race and insurance differences in the receipt of adjuvant chemotherapy among patients with stage iii colon cancer. J Clin Oncol. 2015;33(23):2530–6.PubMedPubMedCentralCrossRef
Metadata
Title
Harnessing the Potential of Real-World Evidence in the Treatment of Colorectal Cancer: Where Do We Stand?
Authors
Sietske C. M. W. van Nassau, MD
Guus M. Bol, MD, PhD
Frederieke H. van der Baan, MSc, PhD
Jeanine M. L. Roodhart, MD, PhD
Geraldine R. Vink, MD, PhD
Cornelis J. A. Punt, MD, PhD
Anne M. May, MSc, PhD
Miriam Koopman, MD, PhD
Jeroen W. G. Derksen, MSc, PhD
Publication date
17-02-2024
Publisher
Springer US
Published in
Current Treatment Options in Oncology / Issue 4/2024
Print ISSN: 1527-2729
Electronic ISSN: 1534-6277
DOI
https://doi.org/10.1007/s11864-024-01186-4

Other articles of this Issue 4/2024

Current Treatment Options in Oncology 4/2024 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine