Molecular quantitative trait loci

F Aguet, K Alasoo, YI Li, A Battle, HK Im… - Nature Reviews …, 2023 - nature.com
Understanding functional effects of genetic variants is one of the key challenges in human
genetics, as much of disease-associated variation is located in non-coding regions with …

webTWAS: a resource for disease candidate susceptibility genes identified by transcriptome-wide association study

C Cao, J Wang, D Kwok, F Cui, Z Zhang… - Nucleic acids …, 2022 - academic.oup.com
The development of transcriptome-wide association studies (TWAS) has enabled
researchers to better identify and interpret causal genes in many diseases. However, there …

Bridging the splicing gap in human genetics with long-read RNA sequencing: finding the protein isoform drivers of disease

PJ Castaldi, A Abood, CR Farber… - Human Molecular …, 2022 - academic.oup.com
Aberrant splicing underlies many human diseases, including cancer, cardiovascular
diseases and neurological disorders. Genome-wide mapping of splicing quantitative trait …

Quantifying genetic effects on disease mediated by assayed gene expression levels

DW Yao, LJ O'connor, AL Price, A Gusev - Nature genetics, 2020 - nature.com
Disease variants identified by genome-wide association studies (GWAS) tend to overlap
with expression quantitative trait loci (eQTLs), but it remains unclear whether this overlap is …

Brain proteome-wide association study implicates novel proteins in depression pathogenesis

TS Wingo, Y Liu, ES Gerasimov, J Gockley… - Nature …, 2021 - nature.com
Depression is a common condition, but current treatments are only effective in a subset of
individuals. To identify new treatment targets, we integrated depression genome-wide …

Mapping the genetic architecture of human traits to cell types in the kidney identifies mechanisms of disease and potential treatments

X Sheng, Y Guan, Z Ma, J Wu, H Liu, C Qiu, S Vitale… - Nature …, 2021 - nature.com
The functional interpretation of genome-wide association studies (GWAS) is challenging due
to the cell-type-dependent influences of genetic variants. Here, we generated …

Integrating transcription factor occupancy with transcriptome-wide association analysis identifies susceptibility genes in human cancers

J He, W Wen, A Beeghly, Z Chen, C Cao… - Nature …, 2022 - nature.com
Transcriptome-wide association studies (TWAS) have successfully discovered many
putative disease susceptibility genes. However, TWAS may suffer from inaccuracy of gene …

TWAS Atlas: a curated knowledgebase of transcriptome-wide association studies

M Lu, Y Zhang, F Yang, J Mai, Q Gao, X Xu… - Nucleic acids …, 2023 - academic.oup.com
Transcriptome-wide association studies (TWASs), as a practical and prevalent approach for
detecting the associations between genetically regulated genes and traits, are now leading …

Methods for correcting inference based on outcomes predicted by machine learning

S Wang, TH McCormick… - Proceedings of the …, 2020 - National Acad Sciences
Many modern problems in medicine and public health leverage machine-learning methods
to predict outcomes based on observable covariates. In a wide array of settings, predicted …

[HTML][HTML] Delineating the genetic component of gene expression in major depression

L Dall'Aglio, CM Lewis, O Pain - Biological psychiatry, 2021 - Elsevier
Background Major depression (MD) is determined by a multitude of factors including genetic
risk variants that regulate gene expression. We examined the genetic component of gene …