TY - JOUR
T1 - Transcriptome- and proteome-wide association studies identify genes associated with renal cell carcinoma
AU - The Renal Cancer Genetics Consortium
AU - Dutta, Diptavo
AU - Guo, Xinyu
AU - Winter, Timothy D.
AU - Jahagirdar, Om
AU - Purdue, Mark P.
AU - Machiela, Mitchell J.
AU - Gorman, Bryan R.
AU - Winter, Timothy
AU - Okuhara, Dayne
AU - Cleland, Sara
AU - Ferreiro-Iglesias, Aida
AU - Scheet, Paul
AU - Liu, Aoxing
AU - Wu, Chao
AU - Antwi, Samuel O.
AU - Larkin, James
AU - Zequi, Stênio C.
AU - Sun, Maxine
AU - Hikino, Keiko
AU - Hajiran, Ali
AU - Lawson, Keith A.
AU - Cárcano, Flavio
AU - Blanchet, Odile
AU - Shuch, Brian
AU - Nepple, Kenneth G.
AU - Margue, Gaëlle
AU - Sundi, Debasish
AU - Diver, W. Ryan
AU - Folgueira, Maria A.A.K.
AU - van Bokhoven, Adrie
AU - Neffa, Florencia
AU - Brown, Kevin M.
AU - Hofmann, Jonathan N.
AU - Rhee, Jongeun
AU - Yeager, Meredith
AU - Cole, Nathan R.
AU - Hicks, Belynda D.
AU - Manning, Michelle R.
AU - Hutchinson, Amy A.
AU - Rothman, Nathaniel
AU - Huang, Wen Yi
AU - Linehan, W. Marston
AU - Lori, Adriana
AU - Ferragu, Matthieu
AU - Zidane-Marinnes, Merzouka
AU - Serrano, Sérgio
AU - Magnabosco, Wesley J.
AU - Connolly, Denise C.
AU - Uzzo, Robert G.
AU - Abbosh, Philip H.
N1 - Published by Elsevier Inc.
PY - 2024/9/5
Y1 - 2024/9/5
N2 - We performed a series of integrative analyses including transcriptome-wide association studies (TWASs) and proteome-wide association studies (PWASs) of renal cell carcinoma (RCC) to nominate and prioritize molecular targets for laboratory investigation. On the basis of a genome-wide association study (GWAS) of 29,020 affected individuals and 835,670 control individuals and prediction models trained in transcriptomic reference models, our TWAS across four kidney transcriptomes (GTEx kidney cortex, kidney tubules, TCGA-KIRC [The Cancer Genome Atlas kidney renal clear-cell carcinoma], and TCGA-KIRP [TCGA kidney renal papillary cell carcinoma]) identified 38 gene associations (false-discovery rate <5%) in at least two of four transcriptomic panels and identified 12 genes that were independent of GWAS susceptibility regions. Analyses combining TWAS associations across 48 tissues from GTEx identified associations that were replicable in tumor transcriptomes for 23 additional genes. Analyses by the two major histologic types (clear-cell RCC and papillary RCC) revealed subtype-specific associations, although at least three gene associations were common to both subtypes. PWAS identified 13 associated proteins, all mapping to GWAS-significant loci. TWAS-identified genes were enriched for active enhancer or promoter regions in RCC tumors and hypoxia-inducible factor binding sites in relevant cell lines. Using gene expression correlation, common cancers (breast and prostate) and RCC risk factors (e.g., hypertension and BMI) display genetic contributions shared with RCC. Our work identifies potential molecular targets for RCC susceptibility for downstream functional investigation.
AB - We performed a series of integrative analyses including transcriptome-wide association studies (TWASs) and proteome-wide association studies (PWASs) of renal cell carcinoma (RCC) to nominate and prioritize molecular targets for laboratory investigation. On the basis of a genome-wide association study (GWAS) of 29,020 affected individuals and 835,670 control individuals and prediction models trained in transcriptomic reference models, our TWAS across four kidney transcriptomes (GTEx kidney cortex, kidney tubules, TCGA-KIRC [The Cancer Genome Atlas kidney renal clear-cell carcinoma], and TCGA-KIRP [TCGA kidney renal papillary cell carcinoma]) identified 38 gene associations (false-discovery rate <5%) in at least two of four transcriptomic panels and identified 12 genes that were independent of GWAS susceptibility regions. Analyses combining TWAS associations across 48 tissues from GTEx identified associations that were replicable in tumor transcriptomes for 23 additional genes. Analyses by the two major histologic types (clear-cell RCC and papillary RCC) revealed subtype-specific associations, although at least three gene associations were common to both subtypes. PWAS identified 13 associated proteins, all mapping to GWAS-significant loci. TWAS-identified genes were enriched for active enhancer or promoter regions in RCC tumors and hypoxia-inducible factor binding sites in relevant cell lines. Using gene expression correlation, common cancers (breast and prostate) and RCC risk factors (e.g., hypertension and BMI) display genetic contributions shared with RCC. Our work identifies potential molecular targets for RCC susceptibility for downstream functional investigation.
KW - HIF
KW - TWAS/PWAS
KW - promoter/enhancer
KW - renal cell carcinoma
KW - subtypes
KW - susceptibility genes
KW - Genetic Predisposition to Disease
KW - Genome-Wide Association Study
KW - Humans
KW - Gene Expression Regulation, Neoplastic
KW - Transcriptome
KW - Gene Expression Profiling
KW - Carcinoma, Renal Cell/genetics
KW - Kidney Neoplasms/genetics
KW - Proteome/genetics
KW - Polymorphism, Single Nucleotide
UR - http://www.scopus.com/inward/record.url?scp=85201107751&partnerID=8YFLogxK
U2 - 10.1016/j.ajhg.2024.07.012
DO - 10.1016/j.ajhg.2024.07.012
M3 - Article
C2 - 39137781
AN - SCOPUS:85201107751
SN - 0002-9297
VL - 111
SP - 1864
EP - 1876
JO - American Journal of Human Genetics
JF - American Journal of Human Genetics
IS - 9
ER -