Multimodal biomedical AI

JN Acosta, GJ Falcone, P Rajpurkar, EJ Topol - Nature Medicine, 2022 - nature.com
The increasing availability of biomedical data from large biobanks, electronic health records,
medical imaging, wearable and ambient biosensors, and the lower cost of genome and …

The technological landscape and applications of single-cell multi-omics

A Baysoy, Z Bai, R Satija, R Fan - Nature Reviews Molecular Cell …, 2023 - nature.com
Single-cell multi-omics technologies and methods characterize cell states and activities by
simultaneously integrating various single-modality omics methods that profile the …

Multi-ancestry genetic study of type 2 diabetes highlights the power of diverse populations for discovery and translation

A Mahajan, CN Spracklen, W Zhang, MCY Ng… - Nature …, 2022 - nature.com
We assembled an ancestrally diverse collection of genome-wide association studies
(GWAS) of type 2 diabetes (T2D) in 180,834 affected individuals and 1,159,055 controls …

A genomic mutational constraint map using variation in 76,156 human genomes

S Chen, LC Francioli, JK Goodrich, RL Collins, M Kanai… - Nature, 2024 - nature.com
The depletion of disruptive variation caused by purifying natural selection (constraint) has
been widely used to investigate protein-coding genes underlying human disorders,,–, but …

Genomic atlas of the plasma metabolome prioritizes metabolites implicated in human diseases

Y Chen, T Lu, U Pettersson-Kymmer, ID Stewart… - Nature …, 2023 - nature.com
Metabolic processes can influence disease risk and provide therapeutic targets. By
conducting genome-wide association studies of 1,091 blood metabolites and 309 metabolite …

New insights into the genetic etiology of Alzheimer's disease and related dementias

C Bellenguez, F Küçükali, IE Jansen, L Kleineidam… - Nature …, 2022 - nature.com
Abstract Characterization of the genetic landscape of Alzheimer's disease (AD) and related
dementias (ADD) provides a unique opportunity for a better understanding of the associated …

15 years of GWAS discovery: realizing the promise

A Abdellaoui, L Yengo, KJH Verweij… - The American Journal of …, 2023 - cell.com
It has been 15 years since the advent of the genome-wide association study (GWAS) era.
Here, we review how this experimental design has realized its promise by facilitating an …

A saturated map of common genetic variants associated with human height

L Yengo, S Vedantam, E Marouli, J Sidorenko, E Bartell… - Nature, 2022 - nature.com
Common single-nucleotide polymorphisms (SNPs) are predicted to collectively explain 40–
50% of phenotypic variation in human height, but identifying the specific variants and …

Integrating de novo and inherited variants in 42,607 autism cases identifies mutations in new moderate-risk genes

X Zhou, P Feliciano, C Shu, T Wang, I Astrovskaya… - Nature …, 2022 - nature.com
To capture the full spectrum of genetic risk for autism, we performed a two-stage analysis of
rare de novo and inherited coding variants in 42,607 autism cases, including 35,130 new …

Exome sequencing and analysis of 454,787 UK Biobank participants

JD Backman, AH Li, A Marcketta, D Sun, J Mbatchou… - Nature, 2021 - nature.com
A major goal in human genetics is to use natural variation to understand the phenotypic
consequences of altering each protein-coding gene in the genome. Here we used exome …