Literature DB >> 35176128

Tumor Expression Quantitative Trait Methylation Screening Reveals Distinct CpG Panels for Deconvolving Cancer Immune Signatures.

Xiaoqing Yu1,2, Ling Cen1, Y Ann Chen1, Joseph Markowitz3,4, Timothy I Shaw1, Kenneth Y Tsai5, Jose R Conejo-Garcia2,4, Xuefeng Wang1,2.   

Abstract

DNA methylation signatures in tumors could serve as reliable biomarkers that are accessible in archival tissues for tracking the epigenetic dynamics shaped by both cancer cells and the tumor microenvironment. However, given the ultrahigh dimensionality and noncollapsible nature of the data, it remains challenging to screen all CpG sites to identify the most promising marker panels. In this article, we introduce the concept of tumor-based expression quantitative trait methylation (eQTM) for the prioritization and systematic mining of predictive biomarkers. In melanoma as a disease model, eQTM CpGs and genes represent new and efficient candidate targets to be investigated for both prognostic and immune status monitoring purposes. Three cis-eQTM CpGs (cg07786657, cg12446199, and cg00027570) were strongly associated with and can serve as surrogate biomarkers for the tumor immune cytolytic activity score (CYT). In addition, multiple eQTM genes could be further exploited for predicting immunoregulatory phenotypes. A targeted gene panel analysis identified one eQTM in TCF7 (cg25947408) as a novel candidate biomarker for uncoupling overall T-cell differentiation and exhaustion status in a tumor. The prognostic significance of this eQTM as an independent signature to CYT was validated by both The Cancer Genome Atlas and Moffitt melanoma cohort data. Overall, eQTMs represent a mechanistically distinct class of potential biomarkers that can be used to predict patient prognosis and immune status. SIGNIFICANCE: This study provides a novel and promising approach to identify targeted epigenetic biomarkers in cancer and will spur further analysis in tumor immune phenotyping. ©2022 American Association for Cancer Research.

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Year:  2022        PMID: 35176128      PMCID: PMC9064917          DOI: 10.1158/0008-5472.CAN-21-3113

Source DB:  PubMed          Journal:  Cancer Res        ISSN: 0008-5472            Impact factor:   13.312


  32 in total

1.  DNA methylation-based immune response signature improves patient diagnosis in multiple cancers.

Authors:  Jana Jeschke; Martin Bizet; Christine Desmedt; Emilie Calonne; Sarah Dedeurwaerder; Soizic Garaud; Alexander Koch; Denis Larsimont; Roberto Salgado; Gert Van den Eynden; Karen Willard Gallo; Gianluca Bontempi; Matthieu Defrance; Christos Sotiriou; François Fuks
Journal:  J Clin Invest       Date:  2017-07-17       Impact factor: 14.808

2.  Genomic correlates of response to CTLA-4 blockade in metastatic melanoma.

Authors:  Eliezer M Van Allen; Diana Miao; Bastian Schilling; Sachet A Shukla; Christian Blank; Lisa Zimmer; Antje Sucker; Uwe Hillen; Marnix H Geukes Foppen; Simone M Goldinger; Jochen Utikal; Jessica C Hassel; Benjamin Weide; Katharina C Kaehler; Carmen Loquai; Peter Mohr; Ralf Gutzmer; Reinhard Dummer; Stacey Gabriel; Catherine J Wu; Dirk Schadendorf; Levi A Garraway
Journal:  Science       Date:  2015-09-10       Impact factor: 47.728

Review 3.  Control of Lymphocyte Fate, Infection, and Tumor Immunity by TCF-1.

Authors:  Dinesh Raghu; Hai-Hui Xue; Lisa A Mielke
Journal:  Trends Immunol       Date:  2019-11-14       Impact factor: 16.687

4.  The Immune Landscape of Cancer.

Authors:  Vésteinn Thorsson; David L Gibbs; Scott D Brown; Denise Wolf; Dante S Bortone; Tai-Hsien Ou Yang; Eduard Porta-Pardo; Galen F Gao; Christopher L Plaisier; James A Eddy; Elad Ziv; Aedin C Culhane; Evan O Paull; I K Ashok Sivakumar; Andrew J Gentles; Raunaq Malhotra; Farshad Farshidfar; Antonio Colaprico; Joel S Parker; Lisle E Mose; Nam Sy Vo; Jianfang Liu; Yuexin Liu; Janet Rader; Varsha Dhankani; Sheila M Reynolds; Reanne Bowlby; Andrea Califano; Andrew D Cherniack; Dimitris Anastassiou; Davide Bedognetti; Younes Mokrab; Aaron M Newman; Arvind Rao; Ken Chen; Alexander Krasnitz; Hai Hu; Tathiane M Malta; Houtan Noushmehr; Chandra Sekhar Pedamallu; Susan Bullman; Akinyemi I Ojesina; Andrew Lamb; Wanding Zhou; Hui Shen; Toni K Choueiri; John N Weinstein; Justin Guinney; Joel Saltz; Robert A Holt; Charles S Rabkin; Alexander J Lazar; Jonathan S Serody; Elizabeth G Demicco; Mary L Disis; Benjamin G Vincent; Ilya Shmulevich
Journal:  Immunity       Date:  2018-04-05       Impact factor: 43.474

5.  MethHC: a database of DNA methylation and gene expression in human cancer.

Authors:  Wei-Yun Huang; Sheng-Da Hsu; Hsi-Yuan Huang; Yi-Ming Sun; Chih-Hung Chou; Shun-Long Weng; Hsien-Da Huang
Journal:  Nucleic Acids Res       Date:  2014-11-14       Impact factor: 16.971

6.  Integrative analysis of gene expression, DNA methylation, physiological traits, and genetic variation in human skeletal muscle.

Authors:  D Leland Taylor; Anne U Jackson; Narisu Narisu; Gibran Hemani; Michael R Erdos; Peter S Chines; Amy Swift; Jackie Idol; John P Didion; Ryan P Welch; Leena Kinnunen; Jouko Saramies; Timo A Lakka; Markku Laakso; Jaakko Tuomilehto; Stephen C J Parker; Heikki A Koistinen; George Davey Smith; Michael Boehnke; Laura J Scott; Ewan Birney; Francis S Collins
Journal:  Proc Natl Acad Sci U S A       Date:  2019-05-10       Impact factor: 11.205

7.  DNA methylation loss promotes immune evasion of tumours with high mutation and copy number load.

Authors:  Hyunchul Jung; Hong Sook Kim; Jeong Yeon Kim; Jong-Mu Sun; Jin Seok Ahn; Myung-Ju Ahn; Keunchil Park; Manel Esteller; Se-Hoon Lee; Jung Kyoon Choi
Journal:  Nat Commun       Date:  2019-09-19       Impact factor: 14.919

8.  GSVA: gene set variation analysis for microarray and RNA-seq data.

Authors:  Sonja Hänzelmann; Robert Castelo; Justin Guinney
Journal:  BMC Bioinformatics       Date:  2013-01-16       Impact factor: 3.169

9.  Phenotype, specificity and avidity of antitumour CD8+ T cells in melanoma.

Authors:  Giacomo Oliveira; Kari Stromhaug; Susan Klaeger; Tomasz Kula; Dennie T Frederick; Phuong M Le; Juliet Forman; Teddy Huang; Shuqiang Li; Wandi Zhang; Qikai Xu; Nicoletta Cieri; Karl R Clauser; Sachet A Shukla; Donna Neuberg; Sune Justesen; Gavin MacBeath; Steven A Carr; Edward F Fritsch; Nir Hacohen; Moshe Sade-Feldman; Kenneth J Livak; Genevieve M Boland; Patrick A Ott; Derin B Keskin; Catherine J Wu
Journal:  Nature       Date:  2021-07-21       Impact factor: 69.504

10.  Comprehensive analyses of tumor immunity: implications for cancer immunotherapy.

Authors:  Bo Li; Eric Severson; Jean-Christophe Pignon; Haoquan Zhao; Taiwen Li; Jesse Novak; Peng Jiang; Hui Shen; Jon C Aster; Scott Rodig; Sabina Signoretti; Jun S Liu; X Shirley Liu
Journal:  Genome Biol       Date:  2016-08-22       Impact factor: 13.583

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