Mapping interindividual dynamics of innate immune response at single-cell resolution

Author:

Kumasaka NatsuhikoORCID,Rostom Raghd,Huang Ni,Polanski KrzysztofORCID,Meyer Kerstin B.ORCID,Patel Sharad,Boyd Rachel,Gomez Celine,Barnett Sam N.ORCID,Panousis Nikolaos I.,Schwartzentruber Jeremy,Ghoussaini MayaORCID,Lyons Paul A.ORCID,Calero-Nieto Fernando J.ORCID,Göttgens BertholdORCID,Barnes Josephine L.ORCID,Worlock Kaylee B.ORCID,Yoshida MasahiroORCID,Nikolić Marko Z.ORCID,Stephenson Emily,Reynolds GaryORCID,Haniffa MuzlifahORCID,Marioni John C.ORCID,Stegle OliverORCID,Hagai TzachiORCID,Teichmann Sarah A.ORCID

Abstract

AbstractCommon genetic variants across individuals modulate the cellular response to pathogens and are implicated in diverse immune pathologies, yet how they dynamically alter the response upon infection is not well understood. Here, we triggered antiviral responses in human fibroblasts from 68 healthy donors, and profiled tens of thousands of cells using single-cell RNA-sequencing. We developed GASPACHO (GAuSsian Processes for Association mapping leveraging Cell HeterOgeneity), a statistical approach designed to identify nonlinear dynamic genetic effects across transcriptional trajectories of cells. This approach identified 1,275 expression quantitative trait loci (local false discovery rate 10%) that manifested during the responses, many of which were colocalized with susceptibility loci identified by genome-wide association studies of infectious and autoimmune diseases, including the OAS1 splicing quantitative trait locus in a COVID-19 susceptibility locus. In summary, our analytical approach provides a unique framework for delineation of the genetic variants that shape a wide spectrum of transcriptional responses at single-cell resolution.

Funder

Wellcome Trust

Rosetrees Trust

Action Medical Research

Evelyn Trust

RCUK | MRC | Medical Research Foundation

Publisher

Springer Science and Business Media LLC

Subject

Genetics

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