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Clinical Studies

Primary resistance to immunotherapy in patients with a dMMR/MSI metastatic gastrointestinal cancer: who is at risk? An AGEO real-world study

Abstract

Background

The outstanding efficacy of immunotherapy in metastatic dMMR/MSI gastro-intestinal (GI) cancers has led to a rapid increase in the number of patients treated. However, 20-30% of patients experience primary resistance to immune checkpoint inhibitors (ICIPR) and need better characterization.

Methods

This AGEO real-world study retrospectively analyzed the efficacy and safety of ICIs and identified clinical variables associated with ICIPR in patients with metastatic dMMR/MSI GI cancers treated with immunotherapy between 2015 and 2022.

Results

399 patients were included, 284 with colorectal cancer (CRC) and 115 with non-CRC, mostly treated by an anti-PD(L)1 (88.0%). PFS at 24 months was 55.8% (95CI [50.8–61.2]) and OS at 48 months was 59.1% (95CI [53.0–65.9]). ORR was 51.0%, and 25.1% of patients were ICIPR. There was no statistical difference in ORR, DCR, PFS, or OS between CRC and non-CRC groups. In multivariable analysis, ICIPR was associated with ECOG-PS ≥ 2 (OR = 3.36), liver metastases (OR = 2.19), peritoneal metastases (OR = 2.00), ≥1 previous line of treatment (OR = 1.83), and age≤50 years old (OR = 1.76).

Conclusion

These five clinical factors associated with primary resistance to ICIs should be considered by physicians to guide treatment choice in GI dMMR/MSI metastatic cancer patients.

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Fig. 1: Distribution of the cohort population according to the number of risk factors for ICIPR and outcomes after ICI treatment.

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Data availability

The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  1. GLOBOCAN 2020.

  2. Van Cutsem E, Cervantes A, Adam R, Sobrero A, Van Krieken JH, Aderka D, et al. ESMO consensus guidelines for the management of patients with metastatic colorectal cancer. Ann Oncol. 2016;27:1386–422.

    Article  PubMed  Google Scholar 

  3. Hampel H, Frankel WL, Martin E, Arnold M, Khanduja K, Kuebler P, et al. Screening for the Lynch Syndrome (Hereditary Nonpolyposis Colorectal Cancer). N. Engl J Med. 2005;352:1851–60.

    Article  CAS  PubMed  Google Scholar 

  4. Maby P, Tougeron D, Hamieh M, Mlecnik B, Kora H, Bindea G, et al. Correlation between density of CD8+ T-cell infiltrate in microsatellite unstable colorectal cancers and frameshift mutations: a rationale for personalized immunotherapy. Cancer Res. 2015;75:3446–55.

    Article  CAS  PubMed  Google Scholar 

  5. Taieb J, Svrcek M, Cohen R, Basile D, Tougeron D, Phelip JM. Deficient mismatch repair/microsatellite unstable colorectal cancer: diagnosis, prognosis and treatment. Eur J Cancer. 2022;175:136–57.

    Article  CAS  PubMed  Google Scholar 

  6. Overman MJ, McDermott R, Leach JL, Lonardi S, Lenz HJ, Morse MA, et al. Nivolumab in patients with metastatic DNA mismatch repair-deficient or microsatellite instability-high colorectal cancer (CheckMate 142): an open-label, multicentre, phase 2 study. Lancet Oncol. 2017;18:1182–91.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  7. Marabelle A, Le DT, Ascierto PA, Di Giacomo AM, De Jesus-Acosta A, Delord JP, et al. Efficacy of pembrolizumab in patients with noncolorectal high microsatellite instability/mismatch repair-deficient cancer: results from the phase II KEYNOTE-158 Study. J Clin Oncol. 2020;38:1–10.

    Article  CAS  PubMed  Google Scholar 

  8. Taïeb J, Sayah L, Heinrich K, Kunzmann V, Boileve A, Cirkel G, et al. Efficacy of immune checkpoint inhibitors in microsatellite unstable/mismatch repair-deficient advanced pancreatic adenocarcinoma: an AGEO European Cohort. Eur J Cancer. 2023;188:90–7.

    Article  PubMed  Google Scholar 

  9. André T, Shiu KK, Kim TW, Jensen BV, Jensen LH, Punt C, et al. Pembrolizumab in Microsatellite-Instability–High Advanced Colorectal Cancer. N. Engl J Med. 2020;383:2207–18.

    Article  PubMed  Google Scholar 

  10. Andre T, Amonkar M, Norquist JM, Shiu KK, Kim TW, Jensen BV, et al. Health-related quality of life in patients with microsatellite instability-high or mismatch repair deficient metastatic colorectal cancer treated with first-line pembrolizumab versus chemotherapy (KEYNOTE-177): an open-label, randomised, phase 3 trial. Lancet Oncol. 2021;22:665–77.

    Article  CAS  PubMed  Google Scholar 

  11. Taïeb J, Bouche O, André T, Le Malicot K, Laurent-Puig P, Bez J, et al. Avelumab vs Standard Second-Line Chemotherapy in Patients With Metastatic Colorectal Cancer and Mi-crosatellite Instability: A Randomized Clinical Trial. JAMA Oncol. 2023;9:1356–63.

  12. Keytruda authorisation details [Internet]. Available from: https://www.ema.europa.eu/en/medicines/human/EPAR/keytruda#authorisation-details-section

  13. Yervoy details [Internet]. Available from: https://www.ema.europa.eu/en/medicines/human/EPAR/yervoy

  14. Le DT, Uram JN, Wang H, Bartlett BR, Kemberling H, Eyring AD, et al. PD-1 Blockade in Tumors with Mismatch-Repair Deficiency. N. Engl J Med. 2015;372:2509–20.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. Overman MJ, Bergamo F, McDermott RS, Aglietta M, Chen F, Gelsomino F, et al. Nivolumab in patients with DNA mismatch repair-deficient/microsatellite instability-high (dMMR/MSI-H) metastatic colorectal cancer (mCRC): Long-term survival according to prior line of treatment from CheckMate-142. J Clin Oncol. 2018;36:554–554.

    Article  Google Scholar 

  16. Le DT, Kavan P, Kim TW, Burge ME, Van Cutsem E, Hara H, et al. KEYNOTE-164: Pembrolizumab for patients with advanced microsatellite instability high (MSI-H) colorectal cancer. J Clin Oncol. 2018;36:3514–3514.

    Article  Google Scholar 

  17. 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;36:773–9.

    Article  CAS  PubMed  Google Scholar 

  18. Rousseau B, Foote MB, Maron SB, Diplas BH, Lu S, Argilés G, et al. The spectrum of benefit from checkpoint blockade in hypermutated tumors. N. Engl J Med. 2021;384:1168–70.

    Article  PubMed  PubMed Central  Google Scholar 

  19. Loupakis F, Depetris I, Biason P, Intini R, Prete AA, Leone F, et al. Prediction of benefit from checkpoint inhibitors in mismatch repair deficient metastatic colorectal cancer: role of tumor infiltrating lymphocytes. Oncologist. 2020;25:481–7.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  20. Luchini C, Bibeau F, Ligtenberg MJL, Singh N, Nottegar A, Bosse T, et al. ESMO recommendations on microsatellite instability testing for immunotherapy in cancer, and its relationship with PD-1/PD-L1 expression and tumour mutational burden: a systematic review-based approach. Ann Oncol. 2019;30:1232–43.

    Article  CAS  PubMed  Google Scholar 

  21. FDA approval combination therapy [Internet]. Available from: https://www.fda.gov/drugs/resources-information-approved-drugs/fda-grants-accelerated-approval-ipilimumab-msi-h-or-dmmr-metastatic-colorectal-cancer

  22. Cohen R, Hain E, Buhard O, Guilloux A, Bardier A, Kaci R, et al. Association of primary resistance to immune checkpoint inhibitors in metastatic colorectal cancer with misdiagnosis of microsatellite instability or mismatch repair deficiency status. JAMA Oncol. 2019;5:551–5.

    Article  PubMed  Google Scholar 

  23. Mazzoli G, Cohen R, Lonardi S, Corti F, Elez E, Fakih M, et al. Prognostic impact of performance status on the outcomes of immune checkpoint inhibition strategies in patients with dMMR/MSI-H metastatic colorectal cancer. Eur J Cancer. 2022;172:171–81.

    Article  CAS  PubMed  Google Scholar 

  24. Pietrantonio F, Loupakis F, Randon G, Raimondi A, Salati M, Trapani D, et al. Efficacy and safety of immune checkpoint inhibitors in patients with microsatellite instability-high end-stage cancers and poor performance status related to high disease burden. Oncologist. 2020;25:803–9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  25. Tada K, Kitano S, Shoji H, Nishimura T, Shimada Y, Nagashima K, et al. Pretreatment immune status correlates with progression-free survival in chemotherapy-treated metastatic colorectal cancer patients. Cancer Immunol Res. 2016;4:592–9.

    Article  CAS  PubMed  Google Scholar 

  26. Sargent DJ, Köhne CH, Sanoff HK, Bot BM, Seymour MT, de Gramont A, et al. Pooled safety and efficacy analysis examining the effect of performance status on outcomes in nine first-line treatment trials using individual data from patients with metastatic colorectal cancer. J Clin Oncol. 2009;27:1948–55.

    Article  PubMed  PubMed Central  Google Scholar 

  27. Franko J, Shi Q, Meyers JP, Maughan TS, Adams RA, Seymour MT, et al. Prognosis of patients with peritoneal metastatic colorectal cancer given systemic therapy: an analysis of individual patient data from prospective randomised trials from the Analysis and Research in Cancers of the Digestive System (ARCAD) database. Lancet Oncol. 2016;17:1709–19.

    Article  PubMed  Google Scholar 

  28. 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. Ann Oncol. 2023;34:10–32.

    Article  CAS  PubMed  Google Scholar 

  29. Mezhir JJ, Shah MA, Jacks LM, Brennan MF, Coit DG, Strong VE. Positive peritoneal cytology in patients with gastric cancer: natural history and outcome of 291 patients. Ann Surg Oncol. 2010;17:3173–80.

    Article  PubMed  Google Scholar 

  30. Rijken A, Bakkers C, van Erning FN, van der Geest LG, de Vos-Geelen J, Besselink MG, et al. Incidence, treatment, and survival of synchronous peritoneal metastases in pancreatic cancer: update of a nationwide cohort. Pancreas. 2021;50:827–33.

    Article  PubMed  Google Scholar 

  31. Donnenberg AD, Luketich JD, Dhupar R, Donnenberg VS. Treatment of malignant pleural effusions: the case for localized immunotherapy. J Immunother Cancer. 2019;7:110.

    Article  PubMed  PubMed Central  Google Scholar 

  32. Chow A, Schad S, Green MD, Hellmann MD, Allaj V, Ceglia N, et al. Tim-4+ cavity-resident macrophages impair anti-tumor CD8+ T cell immunity. Cancer Cell. 2021;39:973–988.e9.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. Fucà G, Cohen R, Lonardi S, Shitara K, Elez ME, Fakih M, et al. Ascites and resistance to immune checkpoint inhibition in dMMR/MSI-H metastatic colorectal and gastric cancers. J Immunother Cancer. 2022;10:e004001.

    Article  PubMed  PubMed Central  Google Scholar 

  34. Huyghe N, Benidovskaya E, Stevens P, Van den Eynde M. Biomarkers of response and resistance to immunotherapy in microsatellite stable colorectal cancer: toward a new personalized medicine. Cancers. 2022;14:2241.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  35. Tumeh PC, Hellmann MD, Hamid O, Tsai KK, Loo KL, Gubens MA, et al. Liver metastasis and treatment outcome with Anti-PD-1 monoclonal antibody in patients with melanoma and NSCLC. Cancer Immunol Res. 2017;5:417–24.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Saberzadeh-Ardestani B, Jones JC, Hubbard JM, McWilliams RR, Halfdanarson TR, Shi Q, et al. Association between survival and metastatic site in mismatch repair-deficient metastatic colorectal cancer treated with first-line Pembrolizumab. JAMA Netw Open. 2023;6:e230400.

    Article  PubMed  PubMed Central  Google Scholar 

  37. Yu J, Green MD, Li S, Sun Y, Journey SN, Choi JE, et al. Liver metastasis restrains immunotherapy efficacy via macrophage-mediated T cell elimination. Nat Med. 2021;27:152–64.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  38. Lee JC, Mehdizadeh S, Smith J, Young A, Mufazalov IA, Mowery CT, et al. Regulatory T cell control of systemic immunity and immunotherapy response in liver metastasis. Sci Immunol. 2020;5:eaba0759.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  39. Xue R, Zhang Q, Cao Q, Kong R, Xiang X, Liu H, et al. Liver tumour immune microenvironment subtypes and neutrophil heterogeneity. Nature. 2022;612:141–7.

    Article  ADS  CAS  PubMed  Google Scholar 

  40. Syn NL, Teng MWL, Mok TSK, Soo RA. De-novo and acquired resistance to immune checkpoint targeting. Lancet Oncol. 2017;18:e731–41.

    Article  PubMed  Google Scholar 

  41. Picard E, Verschoor CP, Ma GW, Pawelec G. Relationships between immune landscapes, genetic subtypes and responses to immunotherapy in colorectal cancer. Front Immunol. 2020;11:369.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  42. Chang, Pai DT, Rybicki RK, Dimaio MA LA, Limaye M, Jayachandran P, et al. Clinicopathologic and molecular features of sporadic early-onset colorectal adenocarcinoma: an adenocarcinoma with frequent signet ring cell differentiation, rectal and sigmoid involvement, and adverse morphologic features. Mod Pathol. 2012;25:1128–39. Aug

    Article  PubMed  Google Scholar 

  43. Ansari D, Althini C, Ohlsson H, Andersson R. Early-onset pancreatic cancer: a population-based study using the SEER registry. Langenbecks Arch Surg. 2019;404:565–71.

    Article  PubMed  PubMed Central  Google Scholar 

  44. Liu H, Li Z, Zhang Q, Li Q, Zhong H, Wang Y, et al. Multi‑institutional development and validation of a nomogram to predict prognosis of early-onset gastric cancer patients. Front Immunol. 2022;13:1007176.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  45. Cona M, Lecchi M, Cresta S, Damian S, Del Vecchio M, Necchi A, et al. Combination of baseline LDH, performance status and age as integrated algorithm to identify solid tumor patients with higher probability of response to Anti PD-1 and PD-L1 monoclonal antibodies. Cancers. 2019;11:223.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  46. Wu Q, Wang Q, Tang X, Xu R, Zhang L, Chen X, et al. Correlation between patients’ age and cancer immunotherapy efficacy. Oncoimmunology 2019;8:e1568810.

    PubMed  PubMed Central  Google Scholar 

  47. Le DT, Durham JN, Smith KN, Wang H, Bartlett BR, Aulakh LK, et al. Mismatch repair deficiency predicts response of solid tumors to PD-1 blockade. Science 2017;357:409–13.

    Article  ADS  CAS  PubMed  PubMed Central  Google Scholar 

  48. Colle R, Lonardi S, Cachanado M, Overman MJ, Elez E, Fakih M, et al. BRAF V600E/RAS Mutations and Lynch Syndrome in Patients With MSI-H/dMMR Metastatic Colorectal Cancer Treated With Immune Checkpoint Inhibitors. Oncologist. 2023 Apr 6;oyad082.

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Acknowledgements

We would like to thank AGEO and David Marsh for supporting the study and English language correction, respectively. We thank the study staff for their contributions as well as Prof Frederic Di Fiore and Prof Stefano Kim.

Author information

Authors and Affiliations

Authors

Contributions

Conceptualization: JT, DT and RG. Data curation: CF, EAl and MM. Formal analysis: CF, EAu and JT. Methodology: CF, EAu, and JT. Validation: JT. Writing, review, and editing: CF, JT, EAu, DT and RG. Validation of final manuscript: all authors.

Corresponding author

Correspondence to Julien Taieb.

Ethics declarations

Competing interests

TM has received honoraria as a speaker or in an advisory role from Servier, Pierre Fabre, Merck Serono, AAA, Sanofi, and research funding from Amgen; and travel grants from Pierre Fabre, Merck Serono, and Sanofi. RC has received honoraria from AstraZeneca, Bristol-Myers Squibb, MSD Oncology, Mylan Medical, Pierre Fabre, Servier, and travel/accommodation fees from Amgen, Bristol-Myers Squibb, Mylan Medical, and Servier. CB has received honoraria from Bayer, Pierre Fabre, and MSD and research grants from Bayer and Roche. FS has received honoraria for consultancy, advisory roles, or speeches from AMAL Therapeutics, Amgen, Bayer, BMS, Dragonfly Therapeutics, Merck, Nordic Pharma, Roche, and Servier, research funding (institute) from Amgen, Astra Zeneca, Bayer, BMS, Roche, and Sanofi, support for travel/accommodation from Amgen, Bayer, Lilly, and Servier, and serves as Co-Chair of the EORTC Task Force Colon, Rectum, Anal Canal. TA has received honoraria as a speaker or in an advisory role from Amgen, Servier, Pierre Fabre, BMS, SIRTEC, and MSD. CG has participated in consulting and/or advisory boards for Servier, Sanofi, Merck, and Pierre Fabre, and has received support for travel to meetings from Amgen and Pierre Fabre. DT has received honoraria as a speaker or in an advisory role from Sanofi, Roche, Merck Serono, Amgen, Servier, Pierre Fabre, BMS, Astra Zeneca, and MSD. JT has received honoraria as a speaker or in an advisory role from Sanofi, Roche, Merck Serono, Amgen, Servier, Pierre Fabre, Lilly, Astra Zeneca, and MSD. Other authors do not report any competing interest.

Ethics approval and consent to participate

This study was approved by the French Data Protection Authority (CNIL) (2222018v0) and by the APHP (Assistance Publique des Hopitaux de Paris) ethics and research committee. It complies with the Declaration of Helsinki and is registered on the Health Data Hub site No. F20210315164546 within the framework of the MR-004 methodology. An information memo was given to all centers to be sent to patients. No patient objected to the use of their data.

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Flecchia, C., Auclin, E., Alouani, E. et al. Primary resistance to immunotherapy in patients with a dMMR/MSI metastatic gastrointestinal cancer: who is at risk? An AGEO real-world study. Br J Cancer 130, 442–449 (2024). https://doi.org/10.1038/s41416-023-02524-3

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