TY - JOUR
T1 - Prediction and subtyping of hypertension from pan-tissue transcriptomic and genetic analyses
AU - Basu, Mahashweta
AU - Sharmin, Mahfuza
AU - Das, Avinash
AU - Nair, Nishanth Ulhas
AU - Wang, Kun
AU - Lee, Joo Sang
AU - Chang, Yen Pei Christy
AU - Ruppin, Eytan
AU - Hannenhalli, Sridhar
N1 - Publisher Copyright:
© 2017 by the Genetics Society of America.
PY - 2017/11
Y1 - 2017/11
N2 - Hypertension (HT) is a complex systemic disease involving transcriptional changes in multiple organs. Here we systematically investigate the pan-tissue transcriptional and genetic landscape of HT spanning dozens of tissues in hundreds of individuals. We find that in several tissues, previously identified HT-linked genes are dysregulated and the gene expression profile is predictive of HT. Importantly, many expression quantitative trait loci (eQTL) SNPs associated with the population variance of the dysregulated genes are linked with blood pressure in an independent genome-wide association study, suggesting that the functional effect of HT-associated SNPs may be mediated through tissue-specific transcriptional dysregulation. Analyses of pan-tissue transcriptional dysregulation profile, as well as eQTL SNPs underlying the dysregulated genes, reveals substantial heterogeneity among the HT patients, revealing two broad groupings – a Diffused group where several tissues exhibit HT-associated molecular alterations and a Localized group where such alterations are localized to very few tissues. These two patient subgroups differ in several clinical phenotypes including respiratory, cerebrovascular, diabetes, and heart disease. These findings suggest that the Diffused and Localized subgroups may be driven by different molecular mechanisms and have different genetic underpinning.
AB - Hypertension (HT) is a complex systemic disease involving transcriptional changes in multiple organs. Here we systematically investigate the pan-tissue transcriptional and genetic landscape of HT spanning dozens of tissues in hundreds of individuals. We find that in several tissues, previously identified HT-linked genes are dysregulated and the gene expression profile is predictive of HT. Importantly, many expression quantitative trait loci (eQTL) SNPs associated with the population variance of the dysregulated genes are linked with blood pressure in an independent genome-wide association study, suggesting that the functional effect of HT-associated SNPs may be mediated through tissue-specific transcriptional dysregulation. Analyses of pan-tissue transcriptional dysregulation profile, as well as eQTL SNPs underlying the dysregulated genes, reveals substantial heterogeneity among the HT patients, revealing two broad groupings – a Diffused group where several tissues exhibit HT-associated molecular alterations and a Localized group where such alterations are localized to very few tissues. These two patient subgroups differ in several clinical phenotypes including respiratory, cerebrovascular, diabetes, and heart disease. These findings suggest that the Diffused and Localized subgroups may be driven by different molecular mechanisms and have different genetic underpinning.
KW - Complex disease
KW - Differential expression
KW - EQTL
KW - GTEx
KW - Hypertension
KW - Pan-tissue
KW - Systemic disease
UR - http://www.scopus.com/inward/record.url?scp=85032991315&partnerID=8YFLogxK
U2 - 10.1534/genetics.117.300280
DO - 10.1534/genetics.117.300280
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AN - SCOPUS:85032991315
SN - 0016-6731
VL - 207
SP - 1121
EP - 1134
JO - Genetics
JF - Genetics
IS - 3
ER -