Graph representation learning in biomedicine and healthcare

MM Li, K Huang, M Zitnik - Nature Biomedical Engineering, 2022 - nature.com
Networks—or graphs—are universal descriptors of systems of interacting elements. In
biomedicine and healthcare, they can represent, for example, molecular interactions …

From variant to function in human disease genetics

T Lappalainen, DG MacArthur - Science, 2021 - science.org
Over the next decade, the primary challenge in human genetics will be to understand the
biological mechanisms by which genetic variants influence phenotypes, including disease …

Systematic differences in discovery of genetic effects on gene expression and complex traits

H Mostafavi, JP Spence, S Naqvi, JK Pritchard - Nature Genetics, 2023 - nature.com
Most signals in genome-wide association studies (GWAS) of complex traits implicate
noncoding genetic variants with putative gene regulatory effects. However, currently …

Single-cell eQTL mapping identifies cell type–specific genetic control of autoimmune disease

S Yazar, J Alquicira-Hernandez, K Wing, A Senabouth… - Science, 2022 - science.org
The human immune system displays substantial variation between individuals, leading to
differences in susceptibility to autoimmune disease. We present single-cell RNA sequencing …

DNA methylation QTL mapping across diverse human tissues provides molecular links between genetic variation and complex traits

M Oliva, K Demanelis, Y Lu, M Chernoff, F Jasmine… - Nature …, 2023 - nature.com
Studies of DNA methylation (DNAm) in solid human tissues are relatively scarce; tissue-
specific characterization of DNAm is needed to understand its role in gene regulation and its …

A compendium of uniformly processed human gene expression and splicing quantitative trait loci

N Kerimov, JD Hayhurst, K Peikova, JR Manning… - Nature …, 2021 - nature.com
Many gene expression quantitative trait locus (eQTL) studies have published their summary
statistics, which can be used to gain insight into complex human traits by downstream …

Single-cell eQTL models reveal dynamic T cell state dependence of disease loci

A Nathan, S Asgari, K Ishigaki, C Valencia, T Amariuta… - Nature, 2022 - nature.com
Non-coding genetic variants may cause disease by modulating gene expression. However,
identifying these expression quantitative trait loci (eQTLs) is complicated by differences in …

Combining SNP-to-gene linking strategies to identify disease genes and assess disease omnigenicity

S Gazal, O Weissbrod, F Hormozdiari, KK Dey… - Nature Genetics, 2022 - nature.com
Disease-associated single-nucleotide polymorphisms (SNPs) generally do not implicate
target genes, as most disease SNPs are regulatory. Many SNP-to-gene (S2G) linking …

RNA editing underlies genetic risk of common inflammatory diseases

Q Li, MJ Gloudemans, JM Geisinger, B Fan, F Aguet… - Nature, 2022 - nature.com
A major challenge in human genetics is to identify the molecular mechanisms of trait-
associated and disease-associated variants. To achieve this, quantitative trait locus (QTL) …

Human immune diversity: from evolution to modernity

A Liston, S Humblet-Baron, D Duffy, A Goris - Nature immunology, 2021 - nature.com
The extreme diversity of the human immune system, forged and maintained throughout
evolutionary history, provides a potent defense against opportunistic pathogens. At the same …