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Single-cell RNA-sequencing of peripheral blood mononuclear cells reveals widespread, context-specific gene expression regulation upon pathogenic exposure

Author

Listed:
  • Roy Oelen

    (University of Groningen, University Medical Center Groningen
    Oncode Institute)

  • Dylan H. Vries

    (University of Groningen, University Medical Center Groningen
    Oncode Institute)

  • Harm Brugge

    (University of Groningen, University Medical Center Groningen
    Oncode Institute)

  • M. Grace Gordon

    (University of California San Francisco
    Institute for Human Genetics, University of California San Francisco
    University of California San Francisco
    University of California San Francisco)

  • Martijn Vochteloo

    (University of Groningen, University Medical Center Groningen
    Oncode Institute)

  • Chun J. Ye

    (Institute for Human Genetics, University of California San Francisco
    University of California San Francisco
    University of California San Francisco
    University of California San Francisco)

  • Harm-Jan Westra

    (University of Groningen, University Medical Center Groningen
    Oncode Institute)

  • Lude Franke

    (University of Groningen, University Medical Center Groningen
    Oncode Institute)

  • Monique G. P. Wijst

    (University of Groningen, University Medical Center Groningen
    Oncode Institute)

Abstract

The host’s gene expression and gene regulatory response to pathogen exposure can be influenced by a combination of the host’s genetic background, the type of and exposure time to pathogens. Here we provide a detailed dissection of this using single-cell RNA-sequencing of 1.3M peripheral blood mononuclear cells from 120 individuals, longitudinally exposed to three different pathogens. These analyses indicate that cell-type-specificity is a more prominent factor than pathogen-specificity regarding contexts that affect how genetics influences gene expression (i.e., eQTL) and co-expression (i.e., co-expression QTL). In monocytes, the strongest responder to pathogen stimulations, 71.4% of the genetic variants whose effect on gene expression is influenced by pathogen exposure (i.e., response QTL) also affect the co-expression between genes. This indicates widespread, context-specific changes in gene expression level and its regulation that are driven by genetics. Pathway analysis on the CLEC12A gene that exemplifies cell-type-, exposure-time- and genetic-background-dependent co-expression interactions, shows enrichment of the interferon (IFN) pathway specifically at 3-h post-exposure in monocytes. Similar genetic background-dependent association between IFN activity and CLEC12A co-expression patterns is confirmed in systemic lupus erythematosus by in silico analysis, which implies that CLEC12A might be an IFN-regulated gene. Altogether, this study highlights the importance of context for gaining a better understanding of the mechanisms of gene regulation in health and disease.

Suggested Citation

  • Roy Oelen & Dylan H. Vries & Harm Brugge & M. Grace Gordon & Martijn Vochteloo & Chun J. Ye & Harm-Jan Westra & Lude Franke & Monique G. P. Wijst, 2022. "Single-cell RNA-sequencing of peripheral blood mononuclear cells reveals widespread, context-specific gene expression regulation upon pathogenic exposure," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-30893-5
    DOI: 10.1038/s41467-022-30893-5
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    References listed on IDEAS

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    1. Katharina T. Schmid & Barbara Höllbacher & Cristiana Cruceanu & Anika Böttcher & Heiko Lickert & Elisabeth B. Binder & Fabian J. Theis & Matthias Heinig, 2021. "scPower accelerates and optimizes the design of multi-sample single cell transcriptomic studies," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    2. Long Gao & Yasin Uzun & Peng Gao & Bing He & Xiaoke Ma & Jiahui Wang & Shizhong Han & Kai Tan, 2018. "Identifying noncoding risk variants using disease-relevant gene regulatory networks," Nature Communications, Nature, vol. 9(1), pages 1-12, December.
    3. Kyoko Watanabe & Erdogan Taskesen & Arjen Bochoven & Danielle Posthuma, 2017. "Functional mapping and annotation of genetic associations with FUMA," Nature Communications, Nature, vol. 8(1), pages 1-11, December.
    4. Sanne P. Smeekens & Aylwin Ng & Vinod Kumar & Melissa D. Johnson & Theo S. Plantinga & Cleo van Diemen & Peer Arts & Eugène T. P. Verwiel & Mark S. Gresnigt & Karin Fransen & Suzanne van Sommeren & Ma, 2013. "Functional genomics identifies type I interferon pathway as central for host defense against Candida albicans," Nature Communications, Nature, vol. 4(1), pages 1-10, June.
    5. Tzachi Hagai & Xi Chen & Ricardo J. Miragaia & Raghd Rostom & Tomás Gomes & Natalia Kunowska & Johan Henriksson & Jong-Eun Park & Valentina Proserpio & Giacomo Donati & Lara Bossini-Castillo & Felipe , 2018. "Gene expression variability across cells and species shapes innate immunity," Nature, Nature, vol. 563(7730), pages 197-202, November.
    6. Yukinori Okada & Di Wu & Gosia Trynka & Towfique Raj & Chikashi Terao & Katsunori Ikari & Yuta Kochi & Koichiro Ohmura & Akari Suzuki & Shinji Yoshida & Robert R. Graham & Arun Manoharan & Ward Ortman, 2014. "Genetics of rheumatoid arthritis contributes to biology and drug discovery," Nature, Nature, vol. 506(7488), pages 376-381, February.
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