Immunogenomic correlates of immune-related adverse events for anti-programmed cell death 1 therapy

被引:5
作者
Zhang, Lei [1 ,2 ]
Shi, Yuankai [1 ]
Han, Xiaohong [3 ]
机构
[1] Chinese Acad Med Sci & Peking Union Med Coll, Dept Med Oncol, Natl Canc Ctr, Natl Clin Res Ctr Canc,Canc Hosp,Beijing Key Lab, Beijing, Peoples R China
[2] Med Res Ctr, Key Lab Digital Technol Med Diagnost Zhejiang Pro, Hangzhou, Peoples R China
[3] Chinese Acad Med Sci & Peking Union Med Coll, Beijing Key Lab Clin PK & PD Invest Innovat Drugs, Clin Pharmacol Res Ctr,NMPA Key Lab Clin Res & Ev, State Key Lab Complex Severe & Rare Dis,Peking Un, Beijing, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2022年 / 13卷
关键词
immune-related adverse event; cellular biomarker; molecular biomarker; immune cell; immunotherapy; T-CELL; DENDRITIC CELLS; COMBINED NIVOLUMAB; IFN-GAMMA; IMMUNOTHERAPY; REGULATOR; IRF4; AUTOIMMUNITY; ACTIVATION; IPILIMUMAB;
D O I
10.3389/fimmu.2022.1032221
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Despite impressive antitumor efficacy of programmed cell death 1 (PD-1) inhibitors, this inhibition can induce mild to severe autoimmune toxicities, termed immune-related adverse events (irAEs). Yet, predictive pretreatment biomarkers for irAEs development across cancer types remain elusive. We first assessed cellular and molecular factors. To determine factors predicting the risk of irAEs for anti-PD-1 immunotherapy across multiple cancer types, an integrative analysis of cellular and molecular factors from 9104 patients across 21 cancer types and 4865522 postmarketing adverse event reports retrieved from adverse event reporting system was then performed. Accuracy of predictions was quantified as Pearson correlation coefficient determined using leave-one-out cross-validation. Independent validation sets included small cell lung cancer and melanoma cohorts. Out of 4865522 eligible adverse events reports, 10412 cases received anti-PD-1 monotherapy, of which, 2997 (28.78%) exhibited at least one irAE. Among established immunogenomic factors, dendritic cells (DC) abundance showed the strongest correlation with irAEs risk, followed by tumor mutational burden (TMB). Further predictive accuracy was achieved by DC and TMB in combination with CD4(+) naive T-cells abundance, and then validated in the small cell lung cancer cohort. Additionally, global screening of multiomics data identified 11 novel predictors of irAEs. Of these, IRF4 showed the highest correlation. Best predictive performance was observed in the IRF4 - TCL1A - SHC-pY317 trivariate model. Associations of IRF4 and TCL1A expression with irAEs development were verified in the melanoma cohort receiving immune checkpoint inhibitors. Collectively, pretreatment cellular and molecular irAEs-associated features as well as their combinations are identified regardless of cancer types. These findings may deepen our knowledge of irAEs pathogenesis and, ultimately, aid in early detection of high-risk patients and management of irAEs.
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页数:12
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共 62 条
  • [1] xCell: digitally portraying the tissue cellular heterogeneity landscape
    Aran, Dvir
    Hu, Zicheng
    Butte, Atul J.
    [J]. GENOME BIOLOGY, 2017, 18
  • [2] IFN-γ-related mRNA profile predicts clinical response to PD-1 blockade
    Ayers, Mark
    Lunceford, Jared
    Nebozhyn, Michael
    Murphy, Erin
    Loboda, Andrey
    Kaufman, David R.
    Albright, Andrew
    Cheng, Jonathan D.
    Kang, S. Peter
    Shankaran, Veena
    Piha-Paul, Sarina A.
    Yearley, Jennifer
    Seiwert, Tanguy Y.
    Ribas, Antoni
    McClanahan, Terrill K.
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 2017, 127 (08) : 2930 - 2940
  • [3] Exploiting autoimmunity unleashed by low-dose immune checkpoint blockade to treat advanced cancer
    Anderson, Ane Marie
    Grodeland, Gunnveig
    Bogen, Bjarne
    [J]. SCANDINAVIAN JOURNAL OF IMMUNOLOGY, 2019, 90 (06)
  • [4] Quantitative signal detection using spontaneous ADR reporting
    Bate, A.
    Evans, S. J. W.
    [J]. PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2009, 18 (06) : 427 - 436
  • [5] OpenVigil—free eyeballs on AERS pharmacovigilance data
    Ruwen Böhm
    Jan Höcker
    Ingolf Cascorbi
    Thomas Herdegen
    [J]. Nature Biotechnology, 2012, 30 (2) : 137 - 138
  • [6] Association Between Immune-Related Adverse Events During Anti-PD-1 Therapy and Tumor Mutational Burden
    Bomze, David
    Ali, Omar Hasan
    Bate, Andrew
    Flatz, Lukas
    [J]. JAMA ONCOLOGY, 2019, 5 (11) : 1633 - 1635
  • [7] Management of Immune-Related Adverse Events in Patients Treated With Immune Checkpoint Inhibitor Therapy: American Society of Clinical Oncology Clinical Practice Guideline
    Brahmer, Julie R.
    Lacchetti, Christina
    Schneider, Bryan J.
    Atkins, Michael B.
    Brassil, Kelly J.
    Caterino, Jeffrey M.
    Chau, Ian
    Ernstoff, Marc S.
    Gardner, Jennifer M.
    Ginex, Pamela
    Hallmeyer, Sigrun
    Chakrabarty, Jennifer Holter
    Leighl, Natasha B.
    Mammen, Jennifer S.
    McDermott, David F.
    Naing, Aung
    Nastoupil, Loretta J.
    Phillips, Tanyanika
    Porter, Laura D.
    Puzanov, Igor
    Reichner, Cristina A.
    Santomasso, Bianca D.
    Seigel, Carole
    Spira, Alexander
    Suarez-Almazor, Maria E.
    Wang, Yinghong
    Weber, Jeffrey S.
    Wolchok, Jedd D.
    Thompson, John A.
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2018, 36 (17) : 1714 - +
  • [8] Exploiting the Mutanome for Tumor Vaccination
    Castle, John C.
    Kreiter, Sebastian
    Diekmann, Jan
    Loewer, Martin
    Van de Roemer, Niels
    de Graaf, Jos
    Selmi, Abderraouf
    Diken, Mustafa
    Boegel, Sebastian
    Paret, Claudia
    Koslowski, Michael
    Kuhn, Andreas N.
    Britten, Cedrik M.
    Huber, Christoph
    Tuereci, Oezlem
    Sahin, Ugur
    [J]. CANCER RESEARCH, 2012, 72 (05) : 1081 - 1091
  • [9] Dendritic cell apoptosis in the maintenance of immune tolerance
    Chen, M
    Wang, YH
    Wang, YH
    Huang, L
    Sandoval, H
    Liu, YJ
    Wang, J
    [J]. SCIENCE, 2006, 311 (5764) : 1160 - 1164
  • [10] The DC-HIL/syndecan-4 pathway inhibits human allogeneic T-cell responses
    Chung, Jin-Sung
    Bonkobara, Makoto
    Tomihari, Mizuki
    Cruz, Ponciano A., Jr.
    Ariizumi, Kiyoshi
    [J]. EUROPEAN JOURNAL OF IMMUNOLOGY, 2009, 39 (04) : 965 - 974