Genome-wide DNA methylation profile analysis identifies an individualized predictive signature for melanoma immune response

被引:4
作者
Yan, Junya [1 ]
Wu, Xiaowen [2 ]
Zhu, Yanyan [1 ]
Cang, Shundong [1 ]
机构
[1] Henan Univ Peoples Hosp, Zhengzhou Univ Peoples Hosp, Henan Prov Peoples Hosp, Dept Oncol, Zhengzhou 450003, Peoples R China
[2] Peking Univ Canc Hosp & Inst, Dept Renal Canc & Melanoma, Key Lab Carcinogenesis & Translat Res, Minist Educ Beijing, Beijing 100142, Peoples R China
基金
中国国家自然科学基金;
关键词
CD8+tumor infiltrating lymphocyte (CD8+TILs); DNA methylation; Immune response; Prognosis; Prediction; Melanoma; CELL-TYPES; TUMOR; NIVOLUMAB; IPILIMUMAB; EXPRESSION; BIOMARKER; SURVIVAL; TRIALS; SAFETY;
D O I
10.1007/s00432-022-04566-1
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose The current evaluation methods for tumor infiltrating lymphocytes (TILs), particularly CD8 + TILs, mainly rely on semiquantitative immunohistochemistry with high variability. We aimed to construct an individualized DNA methylation-based signature for CD8 + TILs (CD8 + MeTIL) that may characterize melanoma immune microenvironment and guide therapeutic selection. Methods The transcriptome profiles and DNA methylation data of 457 melanoma patients from The Cancer Genome Atlas (TCGA) database were analyzed. Differential methylation analysis between groups with high and low CD8 + TILs was performed to select differentially methylated positions (DMPs) and define CD8 + MeTIL. The prognostic value of CD8 + MeTIL and its predictive value for immunotherapy response were investigated using multiple melanoma cohorts. Results We successfully constructed the CD8 + MeTIL signature based on four DMPs. The survival analyses showed that higher CD8 + MeTIL score was associated with worse survival outcomes in TCGA-SKCM and GSE144487 cohorts. The ROC curve for the predictive analysis revealed that the survival prediction of CD8 + MeTIL score was superior compared with CD8 + TILs (CIBERSORT) and CD8B mRNA expression. Furthermore, we founded that tumors with higher CD8 + MeTIL score were marked with immunosuppressive characteristics, including low immune score and downregulated immune-related pathways. More importantly, the CD8 + MeTIL score showed a potential predictive value for the benefit from immunotherapy in two published cohorts. When combined CD8 + MeTIL with PD-L1 expression, the patient classification showed significantly different immunotherapy response rates and long-term survival outcomes. Conclusions The CD8 + MeTIL signature might be as a novel method to evaluate CD8 + TILs and guide immunotherapy approaches.
引用
收藏
页码:343 / 356
页数:14
相关论文
共 47 条
  • [11] Toward a molecular classification of melanoma
    Fecher, Leslie A.
    Cummings, Staci D.
    Keefe, Megan J.
    Alani, Rhoda M.
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2007, 25 (12) : 1606 - 1620
  • [12] Dendritic Cells and CD8 T Cell Immunity in Tumor Microenvironment
    Fu, Chunmei
    Jiang, Aimin
    [J]. FRONTIERS IN IMMUNOLOGY, 2018, 9
  • [13] Type, density, and location of immune cells within human colorectal tumors predict clinical outcome
    Galon, Jerom
    Costes, Anne
    Sanchez-Cabo, Fatima
    Kirilovsky, Amos
    Mlecnik, Bernhard
    Lagorce-Pages, Christine
    Tosolini, Marie
    Camus, Matthieu
    Berger, Anne
    Wind, Philippe
    Zinzindohoue, Franck
    Bruneval, Patrick
    Cugnenc, Paul-Henri
    Trajanoski, Zlatko
    Fridman, Wolf-Herman
    Pages, Franck
    [J]. SCIENCE, 2006, 313 (5795) : 1960 - 1964
  • [14] Conserved Interferon-γ Signaling Drives Clinical Response to Immune Checkpoint Blockade Therapy in Melanoma (vol 38, pg 500, 2020)
    Grasso, Catherine S.
    Tsoi, Jennifer
    Onyshchenko, Mykola
    Abril-Rodriguez, Gabriel
    Ross-Macdonald, Petra
    Wind-Rotolo, Megan
    Champhekar, Ameya
    Medina, Egmidio
    Torrejon, Davis Y.
    Shin, Daniel Sanghoon
    Phuong Tran
    Kim, Yeon Joo
    Puig-Saus, Cristina
    Campbell, Katie
    Vega-Crespo, Agustin
    Quist, Michael
    Martignier, Christophe
    Luke, Jason J.
    Wolchok, Jedd D.
    Johnson, Douglas B.
    Chmielowski, Bartosz
    Hodi, F. Stephen
    Bhatia, Shailender
    Sharfman, William
    Urba, Walter J.
    Slingluff, Craig L., Jr.
    Diab, Adi
    Haanen, John B. A. G.
    Algarra, Salvador Martin
    Pardoll, Drew M.
    Anagnostou, Valsamo
    Topalian, Suzanne L.
    Velculescu, Victor E.
    Speiser, Daniel E.
    Kalbasi, Anusha
    Ribas, Antoni
    [J]. CANCER CELL, 2021, 39 (01) : 122 - 122
  • [15] Safety and Tumor Responses with Lambrolizumab (Anti-PD-1) in Melanoma
    Hamid, Omid
    Robert, Caroline
    Daud, Adil
    Hodi, F. Stephen
    Hwu, Wen-Jen
    Kefford, Richard
    Wolchok, Jedd D.
    Hersey, Peter
    Joseph, Richard W.
    Weber, Jeffrey S.
    Dronca, Roxana
    Gangadhar, Tara C.
    Patnaik, Amita
    Zarour, Hassane
    Joshua, Anthony M.
    Gergich, Kevin
    Elassaiss-Schaap, Jeroen
    Algazi, Alain
    Mateus, Christine
    Boasberg, Peter
    Tumeh, Paul C.
    Chmielowski, Bartosz
    Ebbinghaus, Scot W.
    Li, Xiaoyun Nicole
    Kang, S. Peter
    Ribas, Antoni
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2013, 369 (02) : 134 - 144
  • [16] Machine learning-based integrative analysis of methylome and transcriptome identifies novel prognostic DNA methylation signature in uveal melanoma
    Hou, Ping
    Bao, Siqi
    Fan, Dandan
    Yan, Congcong
    Su, Jianzhong
    Qu, Jia
    Zhou, Meng
    [J]. BRIEFINGS IN BIOINFORMATICS, 2021, 22 (04)
  • [17] DNA methylation arrays as surrogate measures of cell mixture distribution
    Houseman, Eugene Andres
    Accomando, William P.
    Koestler, Devin C.
    Christensen, Brock C.
    Marsit, Carmen J.
    Nelson, Heather H.
    Wiencke, John K.
    Kelsey, Karl T.
    [J]. BMC BIOINFORMATICS, 2012, 13
  • [18] The human colon cancer methylome shows similar hypo- and hypermethylation at conserved tissue-specific CpG island shores
    Irizarry, Rafael A.
    Ladd-Acosta, Christine
    Wen, Bo
    Wu, Zhijin
    Montano, Carolina
    Onyango, Patrick
    Cui, Hengmi
    Gabo, Kevin
    Rongione, Michael
    Webster, Maree
    Ji, Hong
    Potash, James B.
    Sabunciyan, Sarven
    Feinberg, Andrew P.
    [J]. NATURE GENETICS, 2009, 41 (02) : 178 - 186
  • [19] DNA methylation-based immune response signature improves patient diagnosis in multiple cancers
    Jeschke, Jana
    Bizet, Martin
    Desmedt, Christine
    Calonne, Emilie
    Dedeurwaerder, Sarah
    Garaud, Soizic
    Koch, Alexander
    Larsimont, Denis
    Salgado, Roberto
    van den Eynden, Gert
    Gallo, Karen Willard
    Bontempi, Gianluca
    Defrance, Matthieu
    Sotiriou, Christos
    Fuks, Francois
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 2017, 127 (08) : 3090 - 3102
  • [20] DNA methylome profiling beyond promoters - taking an epigenetic snapshot of the breast tumor microenvironment
    Jeschke, Jana
    Collignon, Evelyne
    Fuks, Francois
    [J]. FEBS JOURNAL, 2015, 282 (09) : 1801 - 1814