Multiethnic GWAS and TWAS to Inform Risk Prediction for Prostate Cancer
Multiethnic GWAS and TWAS to Inform Risk Prediction for Prostate Cancer
批准号:
10394795
负责人:
David V Conti
金额:
$61.61万
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
未结题
起止时间:
2021-05-01 至 2026-04-30
关键词:
AfricanAfrican AmericanAfrican American populationAfrican ancestryAgeAsianAsian ancestryAsian populationBiologicalBiological AssayBiologyDataDiseaseEthnic groupEuropeanFreezingGene ExpressionGenesGeneticGenetic DatabasesGenetic Predisposition to DiseaseGenetic RiskGenetic VariationGenetic studyHistologicIncidenceLatinoLeadMalignant neoplasm of prostateMeasuresMedicalModelingPhenotypePhysiciansPopulationProstateRNA SequencesRegulator GenesRegulatory ElementRiskRisk MarkerSample SizeSamplingScanningSignal TransductionSpecimenSusceptibility GeneTestingTissuesTrans-Omics for Precision MedicineTranscriptValidationVariantWorkbasecase controlcausal variantcohortdesignethnic differencegenetic associationgenome wide association studygenome-wideimprovedinnovationinsertion/deletion mutationmanmenmulti-ethnicnovelpolygenic risk scoreprostate cancer riskracial and ethnicracial diversityracial populationrisk predictionrisk variantscreeningsecondary analysistranscriptometranscriptome sequencingtranscriptomicswhole genome
中文摘要
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英文摘要
Abstract
Prostate cancer (PCa) incidence is highest in African Americans and lowest in Asians. These long-standing
racial/ethnic differences have yet to be explained. Genome-wide association studies of PCa have provided
support for common and population-specific genetic effects for PCa and for a genetic basis of the underlying
population differences in risk. To further progress in understanding the genetic basis of PCa across populations,
we propose to substantially augment the size of genetic association studies in men of European, African, Asian
and Latino ancestry to create the largest genetic database of PCa ever assembled in these populations, with
substantially greater statistical power for novel discovery of risk alleles for PCa as well as aggressive disease.
More specifically, we will expand studies in men of African ancestry from 10,368 cases and 10,986 controls to
34,000 cases and 74,000 controls, in men of Asian ancestry from 8,610 cases and 18,809 controls to 20,000
cases and 40,000 controls, in men of Latino ancestry from 2,714 cases and 5,239 controls to 10,000 cases and
20,000 controls, and in men of European ancestry from 82,000 cases and 61,000 controls to 117,000 cases and
517,000 controls, with all studies imputed to a multiethnic whole-genome sequence reference panel (e.g.
TOPMed). In Aim 1, we will search for novel common risk alleles for overall and aggressive PCa in ethnic-specific
and multiethnic analyses. Within known and newly discovered risk regions, we will conduct multiethnic fine-
mapping using novel Bayesian statistical approaches that incorporate functional annotations and biology with
statistical evidence to identify independent markers of risk as well as the most promising functional candidates.
In Aim 2, we will create the first multiethnic genome-wide SNP-eQTL prostate reference panel for men of
European, African, Asian and Latino ancestry using whole-transcriptome RNA sequencing of ~1,000
histologically normal, fresh-frozen prostate tissue specimens. We will characterize eQTLs in the sample and
impute gene expression in men of European, African, Asian, and Latino ancestry to perform a multiethnic
transcriptome-wide association scan (TWAS). In Aim 3, we will construct and evaluate a polygenic risk score
(PRS) across populations, using known and novel risk variants from Aim 1 and TWAS loci from Aim 2. PRS
validation testing will be conducted in three independent multiethnic cohorts (>38,000 PCa cases from ATLAS,
All of Us and CCPM). We expect findings from this study will make a major contribution to our understanding of
genetic susceptibility to PCa and lead to better risk models that more accurately predict a man's risk of
developing PCa and are efficacious across racial/ethnic populations.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Leveraging Diversity in Cancer Epidemiology Cohorts and Novel Methods to Improve Polygenic Risk Scores
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批准号:10629437
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项目类别:
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资助金额:$98.0万
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财政年份:2021
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负责人:David V Conti
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依托单位:
Multiethnic GWAS and TWAS to Inform Risk Prediction for Prostate Cancer
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批准号:10613934
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资助金额:$63.15万
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财政年份:2021
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负责人:David V Conti
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依托单位:
Leveraging Diversity in Cancer Epidemiology Cohorts and Novel Methods to Improve Polygenic Risk Scores
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批准号:10212708
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项目类别:
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资助金额:$99.97万
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财政年份:2021
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负责人:David V Conti
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依托单位:
Leveraging Diversity in Cancer Epidemiology Cohorts and Novel Methods to Improve Polygenic Risk Scores
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批准号:10431853
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项目类别:
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资助金额:$98.0万
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财政年份:2021
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负责人:David V Conti
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依托单位:
Core D: Data Management, Biostatistics, and Bioinformatics
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批准号:9982840
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项目类别:
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资助金额:$24.3万
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财政年份:2018
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负责人:David V Conti
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依托单位:
Core D: Data Management, Biostatistics, and Bioinformatics
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批准号:10447158
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项目类别:
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资助金额:$62.5万
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财政年份:2018
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负责人:David V Conti
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依托单位:
Core D: Data Management, Biostatistics, and Bioinformatics
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批准号:10249999
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项目类别:
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资助金额:$69.36万
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财政年份:2018
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负责人:David V Conti
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依托单位:
Integration of Omic Data to Estimate Mediation or Latent Structures
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批准号:10411240
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项目类别:
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资助金额:$25.68万
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财政年份:2016
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负责人:David V Conti
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依托单位:
Integration of Omic Data to Estimate Mediation or Latent Structures
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批准号:10707453
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项目类别:
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资助金额:$25.56万
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财政年份:2016
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负责人:David V Conti
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依托单位:
Incorporating intermediate biomarkers of folate with colorectal cancer
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批准号:8107721
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项目类别:
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资助金额:$24.29万
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财政年份:2011
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负责人:David V Conti
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依托单位:
Incorporating intermediate biomarkers of folate with colorectal cancer
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批准号:8517029
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项目类别:
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资助金额:$48.55万
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财政年份:2011
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负责人:David V Conti
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依托单位:
Incorporating intermediate biomarkers of folate with colorectal cancer
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批准号:8707212
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项目类别:
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资助金额:$52.16万
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财政年份:2011
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负责人:David V Conti
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依托单位:
Incorporating intermediate biomarkers of folate with colorectal cancer
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批准号:8329606
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项目类别:
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资助金额:$46.29万
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财政年份:2011
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负责人:David V Conti
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依托单位:
University of Southern California (USC)
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批准号:8127185
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项目类别:
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资助金额:$1.57万
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财政年份:2010
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负责人:David V Conti
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依托单位:
HIERARCHICAL MODELING OF INTERACTIONS IN GENOME-WIDE AND PATHWAY-BASED STUDIES
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批准号:7508637
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项目类别:
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资助金额:$53.84万
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财政年份:2009
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负责人:David V Conti
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依托单位:
Genetic Variants and Tobacco Use in Chinese Adolescents
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批准号:6865343
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项目类别:
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资助金额:$32.86万
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财政年份:2004
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负责人:David V Conti
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依托单位:
University of Southern California (USC)
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批准号:8376023
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项目类别:
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资助金额:$1.58万
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财政年份:--
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负责人:David V Conti
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依托单位:
Genetic Variants and Tobacco Use in Chinese Adolescents
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批准号:7286759
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项目类别:
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资助金额:$41.12万
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财政年份:--
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负责人:David V Conti
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依托单位:
University of Southern California (USC)
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批准号:8505453
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项目类别:
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资助金额:$10.32万
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财政年份:--
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负责人:David V Conti
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依托单位:
Genetic Variants and Tobacco Use in Chinese Adolescents
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批准号:7488543
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项目类别:
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资助金额:$46.42万
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财政年份:--
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负责人:David V Conti
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依托单位:
海外基金