Multiethnic GWAS and TWAS to Inform Risk Prediction for Prostate Cancer
Project Number5U01CA257328-04
Former Number1R01CA257328-01
Contact PI/Project LeaderHAIMAN, CHRISTOPHER ALAN Other PIs
Awardee OrganizationUNIVERSITY OF SOUTHERN CALIFORNIA
Description
Abstract Text
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.
Public Health Relevance Statement
Project Narrative
In this project, we will conduct genome-wide discovery efforts to identify variants and genes that contribute to
risk of prostate cancer and aggressive disease in men of European, African, Asian and Latino ancestry. We
expect findings from this study will make a major contribution to our understanding of genetic susceptibility to
prostate cancer and will have widespread applicability and significance, leading to better risk models to more
accurately predict a man's risk of developing prostate cancer.
NIH Spending Category
No NIH Spending Category available.
Project Terms
AfricanAfrican AmericanAfrican American populationAfrican ancestryAgeAsianAsian ancestryAsian populationBiologicalBiological AssayBiologyDataDiseaseEthnic OriginEthnic PopulationEuropeanEuropean ancestryFreezingGene ExpressionGenesGeneticGenetic DatabasesGenetic Predisposition to DiseaseGenetic RiskGenetic VariationGenetic studyHistologicIncidenceLatinoMalignant neoplasm of prostateMapsMeasuresMedicalModelingPhenotypePhysiciansPopulationProstateRNA SequencesRaceRegulator GenesRegulatory ElementRiskRisk MarkerSample SizeSamplingScanningSignal TransductionSpecimenSusceptibility GeneTestingTissuesTrans-Omics for Precision MedicineTranscriptValidationVariantWorkcase controlcausal variantcohortdesignethnic differencegenetic associationgenome wide association studygenome-wideimprovedinnovationinsertion/deletion mutationmanmenmulti-ethnicnovelpolygenic risk scoreprostate cancer riskracial differenceracial diversityracial populationrisk predictionrisk variantscreeningsecondary analysistranscriptometranscriptome sequencingtranscriptomicswhole genome
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