Literature DB >> 33791167

Genome-wide DNA methylation profiling of leukocytes identifies CpG methylation signatures of aggressive prostate cancer.

Yuyan Han1,2, Mutian Zhang3, Junfeng Xu1, Jia Li3, Yifan Xu1, Timothy C Thompson4, Christopher J Logothetis4, Deqiang Sun3, Jian Gu1.   

Abstract

Most of screening-detected prostate cancer (PCa) are indolent and not lethal. Biomarkers that can predict aggressive diseases independently of clinical features are needed to improve risk stratification of localized PCa patients and reduce overtreatment. We aimed to identify leukocyte DNA methylation differences between clinically defined aggressive and non-aggressive PCa. We performed whole genome DNA methylation profiling in leukocyte DNA from 287 PCa patients with Gleason Score (GS) 6 and ≥8 using Illumina 450k methylation arrays. We observed a global hypomethylation in GS≥8 patients compared to GS=6 PCa patients; in contrast, the methylation level in core promoter and exon 1 region was significantly higher in GS≥8 patients than GS=6 PCa. We then performed 5-fold cross validated random forest model training on 1,459 differentially methylated CpG Probes (DMPs) with false discovery rate (FDR) <0.01 between GS=6 and GS≥8 groups. The power of the predictive model was further reinforced by ranking the DMPs with Decreased Gini and re-train the model with the top 97 DMPs (Testing AUC=0.920, predict accuracy =0.847). In conclusion, we identified a CpG methylation signature in leukocyte DNA that is associated with aggressive clinical features of PCa at diagnosis. AJCR
Copyright © 2021.

Entities:  

Keywords:  Gleason score; Prostate cancer; aggressive disease; peripheral blood leukocytes; whole genome DNA methylation

Year:  2021        PMID: 33791167      PMCID: PMC7994169     

Source DB:  PubMed          Journal:  Am J Cancer Res        ISSN: 2156-6976            Impact factor:   6.166


  27 in total

1.  ChAMP: 450k Chip Analysis Methylation Pipeline.

Authors:  Tiffany J Morris; Lee M Butcher; Andrew Feber; Andrew E Teschendorff; Ankur R Chakravarthy; Tomasz K Wojdacz; Stephan Beck
Journal:  Bioinformatics       Date:  2013-12-12       Impact factor: 6.937

Review 2.  Global DNA hypomethylation in prostate cancer development and progression: a systematic review.

Authors:  R Zelic; V Fiano; C Grasso; D Zugna; A Pettersson; A Gillio-Tos; F Merletti; L Richiardi
Journal:  Prostate Cancer Prostatic Dis       Date:  2014-11-11       Impact factor: 5.554

Review 3.  Transcription factors as readers and effectors of DNA methylation.

Authors:  Heng Zhu; Guohua Wang; Jiang Qian
Journal:  Nat Rev Genet       Date:  2016-08-01       Impact factor: 53.242

Review 4.  Genomic instability, DNA methylation, and natural selection in colorectal carcinogenesis.

Authors:  J Breivik; G Gaudernack
Journal:  Semin Cancer Biol       Date:  1999-08       Impact factor: 15.707

5.  Cancer statistics, 2020.

Authors:  Rebecca L Siegel; Kimberly D Miller; Ahmedin Jemal
Journal:  CA Cancer J Clin       Date:  2020-01-08       Impact factor: 508.702

6.  The American Cancer Society National Prostate Cancer Detection Project. Findings on the detection of early prostate cancer in 2425 men.

Authors:  C Mettlin; F Lee; J Drago; G P Murphy
Journal:  Cancer       Date:  1991-06-15       Impact factor: 6.860

7.  Genome-Wide Measures of Peripheral Blood Dna Methylation and Prostate Cancer Risk in a Prospective Nested Case-Control Study.

Authors:  Liesel M FitzGerald; Haroon Naeem; Enes Makalic; Daniel F Schmidt; James G Dowty; Jihoon E Joo; Chol-Hee Jung; Julie K Bassett; Pierre-Antoine Dugue; Jessica Chung; Andrew Lonie; Roger L Milne; Ee Ming Wong; John L Hopper; Dallas R English; Gianluca Severi; Laura Baglietto; John Pedersen; Graham G Giles; Melissa C Southey
Journal:  Prostate       Date:  2017-01-24       Impact factor: 4.104

8.  DNA methylation derived systemic inflammation indices are associated with head and neck cancer development and survival.

Authors:  Srikant Ambatipudi; Ryan Langdon; Rebecca C Richmond; Matthew Suderman; Devin C Koestler; Karl T Kelsey; Nabila Kazmi; Christopher Penfold; Karen M Ho; Wendy McArdle; Susan M Ring; Miranda Pring; Tim Waterboer; Michael Pawlita; Tom R Gaunt; George Davey Smith; Steve Thomas; Andy R Ness; Caroline L Relton
Journal:  Oral Oncol       Date:  2018-09-05       Impact factor: 5.337

9.  Global DNA hypomethylation in peripheral blood leukocytes as a biomarker for cancer risk: a meta-analysis.

Authors:  Hae Dong Woo; Jeongseon Kim
Journal:  PLoS One       Date:  2012-04-11       Impact factor: 3.240

10.  A beta-mixture quantile normalization method for correcting probe design bias in Illumina Infinium 450 k DNA methylation data.

Authors:  Andrew E Teschendorff; Francesco Marabita; Matthias Lechner; Thomas Bartlett; Jesper Tegner; David Gomez-Cabrero; Stephan Beck
Journal:  Bioinformatics       Date:  2012-11-21       Impact factor: 6.937

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  1 in total

1.  Epigenome-Wide Association Study of Prostate Cancer in African Americans Identifies DNA Methylation Biomarkers for Aggressive Disease.

Authors:  Yifan Xu; Chia-Wen Tsai; Wen-Shin Chang; Yuyan Han; Maosheng Huang; Curtis A Pettaway; Da-Tian Bau; Jian Gu
Journal:  Biomolecules       Date:  2021-12-03
  1 in total

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