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Grant Details

Grant Number: 5R01CA222833-06 Interpret this number
Primary Investigator: Sun, Wei
Organization: Fred Hutchinson Cancer Center
Project Title: Statistical Genetics and Genomics for Epidemiologic Research
Fiscal Year: 2022


Abstract

Project Summary/Abstract Genome-wide association studies have identified an unprecedented number of genetic variants associated with disease risk, yet molecular mechanisms and clinical implications of genetic risk alleles are largely unknown. Epidemiologic research is extending its reach to more translational and mechanistic studies, integrating genetic risk variants with environmental exposures, interventions, gene expression and epigenetics. Motivated by population-based studies for prostate cancer research, we will develop statistical methods for emerging translational topics: how to search for genotypes that predict individual and subgroup intervention effects? how to identify epigenetic alterations that may be an interface of the environment and the genome? how to assess causal mediation effect of a modifiable risk factor or a molecular alteration in relation to disease outcomes? These topics present unmet statistical challenges because of high dimensionality and complex modeling. Specific statistical methods to be developed include high-dimensional gene- treatment interaction, multi-locus regional association, mediation analyses, instrumental variable analyses, Mendelian randomization, and shrinkage and regularization. The methodological research in this project is driven primarily by prostate cancer, the most common noncutaneous cancer and the second leading cause of cancer death in American men, a ecting one in six in his lifetime. This project nests in highly-accomplished consortium studies (PCPT/SELECT/PRACTICAL/PCPS), all of which have generated far-reaching impact on prostate cancer research. The unique feature of this project is that methodological development will be seamlessly integrated with ongoing analyses, ensuring immediate translation. Our transdisciplinary research team has been actively engaged in statistical genetics and genomics, and conducting molecular epidemiological studies. The PI brings a wealth of expertise in high-dimensional methods, molecular biomarkers, and genetic epidemiology. This project will have a far-reaching impact on methodologies in cancer etiology, prevention, and treatment outcomes.



Publications

MorPhiC Consortium: towards functional characterization of all human genes.
Authors: Adli M. , Przybyla L. , Burdett T. , Burridge P.W. , Cacheiro P. , Chang H.Y. , Engreitz J.M. , Gilbert L.A. , Greenleaf W.J. , Hsu L. , et al. .
Source: Nature, 2025 Feb; 638(8050), p. 351-359.
EPub date: 2025-02-12 00:00:00.0.
PMID: 39939790
Related Citations

Regional analysis to delineate intrasample heterogeneity with RegionalST.
Authors: Lyu Y. , Wu C. , Sun W. , Li Z. .
Source: Bioinformatics (oxford, England), 2024-03-29 00:00:00.0; 40(4), .
PMID: 38579257
Related Citations

Neural network models for sequence-based TCR and HLA association prediction.
Authors: Liu S. , Bradley P. , Sun W. .
Source: Plos Computational Biology, 2023 Nov; 19(11), p. e1011664.
EPub date: 2023-11-20 00:00:00.0.
PMID: 37983288
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Prioritizing candidate peptides for cancer vaccines through predicting peptide presentation by HLA-I proteins.
Authors: Zhou L.Y. , Zou F. , Sun W. .
Source: Biometrics, 2023 Sep; 79(3), p. 2664-2676.
EPub date: 2022-07-29 00:00:00.0.
PMID: 35833513
Related Citations

Germline genetic variants associated with somatic TMPRSS2:ERG fusion status in prostate cancer: a genome-wide association study.
Authors: Ma C. , Wang X. , Dai J.Y. , Turman C. , Kraft P. , Stopsack K.H. , Loda M. , Pettersson A. , Mucci L.A. , Stanford J.L. , et al. .
Source: Cancer Epidemiology, Biomarkers & Prevention : A Publication Of The American Association For Cancer Research, Cosponsored By The American Society Of Preventive Oncology, 2023-08-09 00:00:00.0; , .
EPub date: 2023-08-09 00:00:00.0.
PMID: 37555839
Related Citations

A computational method for cell type-specific expression quantitative trait loci mapping using bulk RNA-seq data.
Authors: Little P. , Liu S. , Zhabotynsky V. , Li Y. , Lin D.Y. , Sun W. .
Source: Nature Communications, 2023-05-25 00:00:00.0; 14(1), p. 3030.
EPub date: 2023-05-25 00:00:00.0.
PMID: 37231002
Related Citations

Associating somatic mutation with clinical outcomes through kernel regression and optimal transport.
Authors: Little P. , Hsu L. , Sun W. .
Source: Biometrics, 2022-10-11 00:00:00.0; , .
EPub date: 2022-10-11 00:00:00.0.
PMID: 36217816
Related Citations

eQTL set-based association analysis identifies novel susceptibility loci for Barrett's esophagus and esophageal adenocarcinoma.
Authors: Wang X. , Gharahkhani P. , Levine D.M. , Fitzgerald R.C. , Gockel I. , Corley D.A. , Risch H.A. , Bernstein L. , Chow W.H. , Onstad L. , et al. .
Source: Cancer Epidemiology, Biomarkers & Prevention : A Publication Of The American Association For Cancer Research, Cosponsored By The American Society Of Preventive Oncology, 2022-06-16 00:00:00.0; , .
EPub date: 2022-06-16 00:00:00.0.
PMID: 35709760
Related Citations

Methylation subtypes of primary prostate cancer predict poor prognosis.
Authors: Wang X. , Jordahl K.M. , Zhu C. , Livingstone J. , Rhie S.K. , Wright J.L. , Grady W.M. , Boutros P.C. , Stanford J.L. , Dai J.Y. .
Source: Cancer Epidemiology, Biomarkers & Prevention : A Publication Of The American Association For Cancer Research, Cosponsored By The American Society Of Preventive Oncology, 2022-04-18 00:00:00.0; , .
EPub date: 2022-04-18 00:00:00.0.
PMID: 35437583
Related Citations

Prioritization and functional analysis of GWAS risk loci for Barrett's esophagus and esophageal adenocarcinoma.
Authors: Chen J. , Ali M.W. , Yan L. , Dighe S.G. , Dai J.Y. , Vaughan T.L. , Casey G. , Buas M.F. .
Source: Human Molecular Genetics, 2022-02-03 00:00:00.0; 31(3), p. 410-422.
PMID: 34505128
Related Citations

A multiple-testing procedure for high-dimensional mediation hypotheses.
Authors: Dai J.Y. , Stanford J.L. , LeBlanc M. .
Source: Journal Of The American Statistical Association, 2022; 117(537), p. 198-213.
EPub date: 2020-06-24 00:00:00.0.
PMID: 35400115
Related Citations

Genetic variants associated with circulating C-reactive protein levels and colorectal cancer survival: Sex-specific and lifestyle factors specific associations.
Authors: Huang Y. , Hua X. , Labadie J.D. , Harrison T.A. , Dai J.Y. , Lindstrom S. , Lin Y. , Berndt S.I. , Buchanan D.D. , Campbell P.T. , et al. .
Source: International Journal Of Cancer, 2021-12-09 00:00:00.0; , .
EPub date: 2021-12-09 00:00:00.0.
PMID: 34888857
Related Citations

A Statistical Method for Association Analysis of Cell Type Compositions.
Authors: Huang L. , Little P. , Huyghe J.R. , Shi Q. , Harrison T.A. , Yothers G. , George T.J. , Peters U. , Chan A.T. , Newcomb P.A. , et al. .
Source: Statistics In Biosciences, 2021 Dec; 13(3), p. 373-385.
EPub date: 2021-09-15 00:00:00.0.
PMID: 35003378
Related Citations

Genetically predicted circulating C-reactive protein concentration and colorectal cancer survival: A Mendelian randomization consortium study.
Authors: Hua X. , Dai J.Y. , Lindström S. , Harrison T.A. , Lin Y. , Alberts S.R. , Alwers E. , Berndt S.I. , Brenner H. , Buchanan D.D. , et al. .
Source: Cancer Epidemiology, Biomarkers & Prevention : A Publication Of The American Association For Cancer Research, Cosponsored By The American Society Of Preventive Oncology, 2021-05-10 00:00:00.0; , .
EPub date: 2021-05-10 00:00:00.0.
PMID: 33972368
Related Citations

Germline variation in the insulin-like growth factor pathway and risk of Barrett's esophagus and esophageal adenocarcinoma.
Authors: Dighe S.G. , Chen J. , Yan L. , He Q. , Gharahkhani P. , Onstad L. , Levine D.M. , Palles C. , Ye W. , Gammon M.D. , et al. .
Source: Carcinogenesis, 2021-04-17 00:00:00.0; 42(3), p. 369-377.
PMID: 33300568
Related Citations

EMeth: An EM algorithm for cell type decomposition based on DNA methylation data.
Authors: Zhang H. , Cai R. , Dai J. , Sun W. .
Source: Scientific Reports, 2021-03-11 00:00:00.0; 11(1), p. 5717.
EPub date: 2021-03-11 00:00:00.0.
PMID: 33707472
Related Citations

Combined Associations of a Polygenic Risk Score and Classical Risk Factors With Breast Cancer Risk.
Authors: Kapoor P.M. , Mavaddat N. , Choudhury P.P. , Wilcox A.N. , Lindström S. , Behrens S. , Michailidou K. , Dennis J. , Bolla M.K. , Wang Q. , et al. .
Source: Journal Of The National Cancer Institute, 2021-03-01 00:00:00.0; 113(3), p. 329-337.
PMID: 32359158
Related Citations

Rare Germline Variants in ATM Predispose to Prostate Cancer: A PRACTICAL Consortium Study.
Authors: Karlsson Q. , Brook M.N. , Dadaev T. , Wakerell S. , Saunders E.J. , Muir K. , Neal D.E. , Giles G.G. , MacInnis R.J. , Thibodeau S.N. , et al. .
Source: European Urology Oncology, 2021-01-09 00:00:00.0; , .
EPub date: 2021-01-09 00:00:00.0.
PMID: 33436325
Related Citations

DNA methylation and cis-regulation of gene expression by prostate cancer risk SNPs.
Authors: Dai J.Y. , Wang X. , Wang B. , Sun W. , Jordahl K.M. , Kolb S. , Nyame Y.A. , Wright J.L. , Ostrander E.A. , Feng Z. , et al. .
Source: Plos Genetics, 2020 Mar; 16(3), p. e1008667.
EPub date: 2020-03-30 00:00:00.0.
PMID: 32226005
Related Citations

Copy number alterations are associated with metastatic-lethal progression in prostate cancer.
Authors: Wang X. , Grasso C.S. , Jordahl K.M. , Kolb S. , Nyame Y.A. , Wright J.L. , Ostrander E.A. , Troyer D.A. , Lance R. , Feng Z. , et al. .
Source: Prostate Cancer And Prostatic Diseases, 2020-02-18 00:00:00.0; , .
EPub date: 2020-02-18 00:00:00.0.
PMID: 32071439
Related Citations

Assessment of interactions between 205 breast cancer susceptibility loci and 13 established risk factors in relation to breast cancer risk, in the Breast Cancer Association Consortium.
Authors: Kapoor P.M. , Lindström S. , Behrens S. , Wang X. , Michailidou K. , Bolla M.K. , Wang Q. , Dennis J. , Dunning A.M. , Pharoah P.D.P. , et al. .
Source: International Journal Of Epidemiology, 2020-02-01 00:00:00.0; 49(1), p. 216-232.
PMID: 31605532
Related Citations

Case-only trees and random forests for exploring genotype-specific treatment effects in randomized clinical trials with dichotomous endpoints.
Authors: Dai J.Y. , LeBlanc M. .
Source: Journal Of The Royal Statistical Society. Series C, Applied Statistics, 2019 Nov; 68(5), p. 1371-1391.
EPub date: 2019-07-08 00:00:00.0.
PMID: 32489221
Related Citations

A four-gene transcript score to predict metastatic-lethal progression in men treated for localized prostate cancer: Development and validation studies.
Authors: Cheng A. , Zhao S. , FitzGerald L.M. , Wright J.L. , Kolb S. , Karnes R.J. , Jenkins R.B. , Davicioni E. , Ostrander E.A. , Feng Z. , et al. .
Source: The Prostate, 2019 10; 79(14), p. 1589-1596.
EPub date: 2019-08-02 00:00:00.0.
PMID: 31376183
Related Citations

Case-only Methods Identified Genetic Loci Predicting a Subgroup of Men with Reduced Risk of High-grade Prostate Cancer by Finasteride.
Authors: Dai J.Y. , LeBlanc M. , Goodman P.J. , Lucia M.S. , Thompson I.M. , Tangen C.M. .
Source: Cancer Prevention Research (philadelphia, Pa.), 2019 Feb; 12(2), p. 113-120.
EPub date: 2018-12-11 00:00:00.0.
PMID: 30538099
Related Citations

Vigorous physical activity is associated with metastatic-lethal progression in prostate cancer and differential tumor DNA methylation in the CRACR2A gene.
Authors: Dai J.Y. , Wang B. , Wang X. , Cheng A. , Kolb S. , Stanford J.L. , Wright J.L. .
Source: Cancer Epidemiology, Biomarkers & Prevention : A Publication Of The American Association For Cancer Research, Cosponsored By The American Society Of Preventive Oncology, 2018-11-21 00:00:00.0; , .
EPub date: 2018-11-21 00:00:00.0.
PMID: 30464020
Related Citations

Diagnostics of Pleiotropy in Mendelian Randomization Studies: Global and Individual Tests for Direct Effects.
Authors: Dai J.Y. , Peters U. , Wang X. , Kocarnik J. , Chang-Claude J. , Slattery M.L. , Chan A. , Lemire M. , Berndt S.I. , Casey G. , et al. .
Source: American Journal Of Epidemiology, 2018-09-05 00:00:00.0; , .
EPub date: 2018-09-05 00:00:00.0.
PMID: 30188971
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