Abstract
Background
As a result of the growing use of immune checkpoint inhibitors (ICIs) for treating malignancy, immune-related adverse events (irAEs) have been increasingly reported. Higher body mass index (BMI) has been highlighted as a potential risk factor for the development of irAEs. However, there are no meta-analyses summarizing the association between BMI and irAEs in patients on ICI therapies.
Methods
PubMed, MEDLINE, EMBASE, Cochrane and grey literature were searched up to January 2020. Odds ratios (ORs) 95% and confidence intervals (CIs) were summarized using the random-effects model. Heterogeneity test, subgroup and sensitivity analyses were conducted. The protocol was registered on PROSPERO (number registration: CRD42020168790).
Results
Five studies (n = 1937) met eligibility criteria for inclusion. Being overweight or obese was associated with an increased odds of developing irAEs (OR 2.62, 95% CI 1.70–4.03, P ≤ 0.00001, I2 = 53%). In subgroup analyses, higher BMI was associated with irAEs in patients using anti-CTLA-4 single agents or in combination with anti-PD-1/PD-L1 (OR 1.87, 95% CI 1.17–2.98, P = 0.009, I2 = 0%) and in patients using anti-PD-1/PD-L1 (OR 3.22, 95% CI 2.06–5.01, P = 0.00001, I2 = 32%) monotherapy. The increased odds of irAEs in patients with higher BMI was comparable (test for subgroup differences, P = 0.72, I2 = 0%) between studies with adjusted OR (OR 2.21, 95% CI 1.44–3.38, P = 0.0003, I2 = 4%) and unadjusted OR (OR 2.65, 95% CI 1.08–6.50, P = 0.03, I2 = 66%).
Conclusion
Our meta-analysis provides evidence of a relationship between higher BMI (overweight–obesity) and increased risk of irAEs in patients on ICI therapies. Further research is needed to strengthen this association.
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References
Eun Y, Kim IY, Sun JM, Lee J, Cha HS, Koh EM, Kim H, Lee J (2019) Risk factors for immune-related adverse events associated with anti-PD-1 pembrolizumab. Sci Rep 9(1):1–8
Mellman I, Coukos G, Dranoff G (2011) Cancer immunotherapy comes of age. Nature 480:480–489
Postow MA, Sidlow R, Hellmann MD (2018) Immune-related adverse events associated with immune checkpoint blockade. N Engl J Med 378:158–168
Ribas A, Wolchok JD (2018) Cancer immunotherapy using checkpoint blockade. Science 359:1350–1355
Haslam A, Prasad V (2019) Estimation of the percentage of US patients with cancer who are eligible for and respond to checkpoint inhibitor immunotherapy drugs. JAMA Netw Open 2:e192535
Suarez-Almazor ME, Kim ST, Abdel-Wahab N, Diab A (2017) Review: immune-related adverse events with use of checkpoint inhibitors for immunotherapy of cancer. Arthritis Rheumatol 69:687–699
Abdel-Rahman O et al (2017) Immune-related musculoskeletal toxicities among cancer patients treated with immune checkpoint inhibitors: a systematic review. Immunotherapy 9:1175–1183
Kuswanto WF et al (2018) Rheumatologic symptoms in oncologic patients on PD-1 inhibitors. Semin Arthritis Rheum 47:907–910
Mooradian MJ, Nasrallah M, Gainor JF, Reynolds KL, Cohen JV, Lawrence DP, Miloslavsky EM, Kohler MJ, Sullivan RJ, Schoenfeld SR (2019) Musculoskeletal rheumatic complications of immune checkpoint inhibitor therapy: a single center experience. InSeminars Arthritis Rheum 48(6):1127–1132
Manson G, Norwood J, Marabelle A, Kohrt H, Houot R (2016) Biomarkers associated with checkpoint inhibitors. Ann Oncol 27(7):1199–1206
Marschner D, Falk M, Javorniczky NR, Hanke-Müller K, Rawluk J, Schmitt-Graeff A, Simonetta F, Haring E, Dicks S, Ku M, Duquesne S (2020) MicroRNA-146a regulates immune-related adverse events caused by immune checkpoint inhibitors. JCI Insight 5(6):e132334. https://doi.org/10.1172/jci.insight.132334
Das R et al (2018) Early B cell changes predict autoimmunity following combination immune checkpoint blockade. J Clin Invest 128(2):715–720
Ali OH, Bomze D, Ring S, Berner F, Fässler M, Diem S, Abdou MT, Hammers C, Emtenani S, Braun A, Cozzio A (2020) BP180-specific IgG is associated with skin adverse events, therapy response and overall survival in non-small cell lung cancer patients treated with checkpoint inhibitors. J Am Acad Dermatol 82(4):854–861. https://doi.org/10.1016/j.jaad.2019.08.045
Harpsøe MC, Basit S, Andersson M et al (2014) Body mass index and risk of autoimmune diseases: a study within the Danish National Birth Cohort. Int J Epidemiol 43(3):843–855. https://doi.org/10.1093/ije/dyu045
Versini M, Jeandel PY, Rosenthal E, Shoenfeld Y (2019) Obesity in autoimmune diseases: not a passive bystander. InMosaic Autoimmun 13:343–372
Wang Z, Aguilar EG, Luna JI et al (2018) Paradoxical effects of obesity on T cell function during tumor progression and PD-1 checkpoint blockade. Nat Med. https://doi.org/10.1038/s41591-018-0221-5
Naik A, Monjazeb AM, Decock J (2019) The obesity paradox in cancer, tumor immunology and immunotherapy: potential therapeutic implications in triple negative breast cancer. Front Immunol 10:1940
Donnelly D, Bajaj S, Yu J, Hsu M, Balar A, Pavlick A, Weber J, Osman I, Zhong J (2019) The complex relationship between body mass index and response to immune checkpoint inhibition in metastatic melanoma patients. J Immunother Cancer 7(1):222
Hirsch L, Bellesoeur A, Boudou-Rouquette P, Arrondeau J, Thomas-Schoemann A, Kirchgesner J, Gervais C, Jouinot A, Chapron J, Giraud F, Wislez M (2020) The impact of body composition parameters on severe toxicity of nivolumab. Eur J Cancer 124:170–177
Cortellini A, Bersanelli M, Buti S, Cannita K, Santini D, Perrone F, Giusti R, Tiseo M, Michiara M, Di Marino P, Tinari N (2019) A multicenter study of body mass index in cancer patients treated with anti-PD-1/PD-L1 immune checkpoint inhibitors: when overweight becomes favorable. J Immunother Cancer 7(1):57
Daly LE, Power DG, O'Reilly Á, Donnellan P, Cushen SJ, O'Sullivan K, Twomey M, Woodlock DP, Redmond HP, Ryan AM (2017) The impact of body composition parameters on ipilimumab toxicity and survival in patients with metastatic melanoma. Br J Cancer 116(3):310–317
Eun Y, Kim I, Kim H et al (2018) SAT0715 Risk factors of immune-related adverse events in patients treated with anti-pd-1 antibody pembrolizumab. Ann Rheum Dis 77:1205
Leiter A, Jia R, Carroll E, Brooks D, Ben Shimol J, Eisenberg E, Galsky M, Gallagher E (2019) SAT-094 overweight and obesity associated with immune-related adverse events in patients on immune checkpoint inhibitor therapy. J Endocr Soc 3(Supplement_1):SAT-094
Heidelberger V, Goldwasser F, Kramkimel N, Jouinot A, Huillard O, Boudou-Rouquette P, Chanal J, Arrondeau J, Franck N, Alexandre J, Blanchet B (2017) Sarcopenic overweight is associated with early acute limiting toxicity of anti-PD1 checkpoint inhibitors in melanoma patients. Invest New Drugs 35(4):436–441
Kichenadasse G, Miners JO, Mangoni AA, Rowland A, Hopkins AM, Sorich MJ (2020) Association between body mass index and overall survival with immune checkpoint inhibitor therapy for advanced non-small cell lung cancer. JAMA Oncol 6(4):512–518
Moher D, Shamseer L, Clarke M, Ghersi D, Liberati A, Petticrew M, Shekelle P, Stewart LA (2015) Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement. Syst Rev 4(1):1
Stroup DF, Berlin JA, Morton SC et al (2000) Meta-analysis of observational studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epidemiology (MOOSE) group. JAMA 283:2008–2012
Wells GA, Shea B, O’Connell D et al (2011) The Newcastle-Ottawa Scale (NOS) for assessing the quality of non-randomised studies in meta-analyses. Ottawa, ON: Ottawa Hospital Research Institute. https://www.ohri.ca/programs/clinical_epidemiology/oxford.asp. Accessed 1 Dec 2019
Atkins D, Best D, Briss PA et al (2004) Grading quality of evidence and strength of recommendations. BMJ 328:1490
Higgins JP, Altman DG, Gøtzsche PC, Jüni P, Moher D, Oxman AD, Savović J, Schulz KF, Weeks L, Sterne JA (2011) The Cochrane Collaboration’s tool for assessing risk of bias in randomised trials. BMJ 343:d5928
DerSimonian R, Laird N (1986) Meta-analysis in clinical trials. Control Clin Trials 7(3):177–188. https://doi.org/10.1016/0197-2456(86)90046-2
Rassy EE, Ghosn M, Rassy NA, Assi T, Robert C (2018) Do immune checkpoint inhibitors perform identically in patients with weight extremes? Immunotherapy 10:733–736
Visser M, Bouter LM, McQuillan GM, Wener MH, Harris TB (1999) Elevated C-reactive protein levels in overweight and obese adults. JAMA 282:2131–2135
Guijian L, Jinchuan Y, Rongzeng D, Jun Q, Jun W, Wenqing Z (2013) Impact of body mass index on atrial fibrillation recurrence: a meta-analysis of observational studies. Pacing Clin Electrophysiol 36(6):748–756
Olefsky JM, Glass CK (2010) Macrophages, inflammation, and insulin resistance. Annu Rev Physiol 72:219–246
Nishimura S, Manabe I, Nagasaki M, Eto K, Yamashita H, Ohsugi M, Otsu M, Hara K, Ueki K, Sugiura S, Yoshimura K (2009) CD8+ effector T cells contribute to macrophage recruitment and adipose tissue inflammation in obesity. Nat Med 15(8):914
Deiuliis J, Shah Z, Shah N, Needleman B, Mikami D, Narula V, Perry K, Hazey J, Kampfrath T, Kollengode M, Sun Q (2011) Visceral adipose inflammation in obesity is associated with critical alterations in tregulatory cell numbers. PLoS ONE 6(1):e16376
Vandanmagsar B, Youm YH, Ravussin A, Galgani JE, Stadler K, Mynatt RL, Ravussin E, Stephens JM, Dixit VD (2011) The NLRP3 inflammasome instigates obesity-induced inflammation and insulin resistance. Nat Med 17(2):179
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All authors contributed to the study conception and design. Material preparation, data collection, analysis and validation were performed by Yuli Guzman-Prado, Jennifer Ben Shimol and Ondrej Samson. The first draft of the manuscript was written by Yuli Guzman-Prado and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Yuli Guzman-Prado declares that she has no conflict of interest. Jennifer Ben Shimol declares that she has no conflict of interest. Ondrej Samson declares that he has not conflict of interest.
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Guzman-Prado, Y., Ben Shimol, J. & Samson, O. Body mass index and immune-related adverse events in patients on immune checkpoint inhibitor therapies: a systematic review and meta-analysis. Cancer Immunol Immunother 70, 89–100 (2021). https://doi.org/10.1007/s00262-020-02663-z
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DOI: https://doi.org/10.1007/s00262-020-02663-z