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

被引:13
作者
Kumasaka, Natsuhiko [1 ,2 ]
Rostom, Raghd [1 ,3 ]
Huang, Ni [1 ]
Polanski, Krzysztof [1 ]
Meyer, Kerstin B. [1 ]
Patel, Sharad [1 ]
Boyd, Rachel [1 ]
Gomez, Celine [1 ]
Barnett, Sam N. [1 ]
Panousis, Nikolaos, I [1 ]
Schwartzentruber, Jeremy [1 ,4 ]
Ghoussaini, Maya [1 ,4 ]
Lyons, Paul A. [5 ,6 ]
Calero-Nieto, Fernando J. [7 ]
Gottgens, Berthold [7 ]
Barnes, Josephine L. [8 ]
Worlock, Kaylee B. [8 ]
Yoshida, Masahiro [8 ]
Nikolic, Marko Z. [8 ,9 ]
Stephenson, Emily [1 ,10 ]
Reynolds, Gary [10 ]
Haniffa, Muzlifah [1 ,10 ,11 ,12 ]
Marioni, John C. [1 ,3 ,13 ]
Stegle, Oliver [1 ,3 ,14 ,15 ]
Hagai, Tzachi [16 ]
Teichmann, Sarah A. [1 ,17 ]
机构
[1] Wellcome Sanger Inst, Wellcome Genome Campus, Cambridge, England
[2] Natl Ctr Child Hlth & Dev, Med Support Ctr Japan Environm & Childrens Study, Tokyo, Japan
[3] European Mol Biol Lab, European Bioinformat Inst, Wellcome Genome Campus, Hinxton, England
[4] Open Targets, Wellcome Genome Campus, Hinxton, England
[5] Jeffrey Cheah Biomed Ctr, Cambridge Inst Therapeut Immunol & Infect Dis, Cambridge, England
[6] Univ Cambridge, Dept Med, Cambridge, England
[7] Univ Cambridge, Wellcome MRC Cambridge Stem Cell Inst, Cambridge, England
[8] UCL, Div Med, UCL Resp, London, England
[9] Univ Coll London Hosp NHS Fdn Trust, London, England
[10] Newcastle Univ, Biosci Inst, Newcastle Upon Tyne, Tyne & Wear, England
[11] Newcastle Hosp NHS Fdn Trust, NIHR Newcastle Biomed Res Ctr, Newcastle Upon Tyne, Tyne & Wear, England
[12] Newcastle Hosp NHS Fdn Trust, Dept Dermatol, Newcastle Upon Tyne, Tyne & Wear, England
[13] Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge, England
[14] German Canc Res Ctr, Div Computat Genom & Syst Genet, Heidelberg, Germany
[15] European Mol Biol Lab, Genome Biol Unit, Heidelberg, Germany
[16] Tel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, Israel
[17] Univ Cambridge, Dept Phys, Cavendish Lab, Theory Condensed Matter Grp, Cambridge, England
基金
以色列科学基金会; 英国惠康基金; 英国生物技术与生命科学研究理事会;
关键词
RNA-SEQ; VIRAL-INFECTION;
D O I
10.1038/s41588-023-01421-y
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Common 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. GASPACHO is a statistical method that identifies nonlinear dynamic genetic effects using single-cell RNA-seq data. Analysis of an antiviral response in human fibroblasts identifies 1,275 expression QTLs, many of which colocalize with risk loci for autoimmune and infectious diseases.
引用
收藏
页码:1066 / +
页数:24
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