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Reference transcriptomes of porcine peripheral immune cells created through bulk and single-cell RNA sequencing

View ORCID ProfileJuber Herrera-Uribe, View ORCID ProfileJayne E. Wiarda, View ORCID ProfileSathesh K. Sivasankaran, View ORCID ProfileLance Daharsh, Haibo Liu, View ORCID ProfileKristen A. Byrne, Timothy P.L. Smith, View ORCID ProfileJoan K. Lunney, Crystal L. Loving, View ORCID ProfileChristopher K. Tuggle
doi: https://doi.org/10.1101/2021.04.02.438107
Juber Herrera-Uribe
1Department of Animal Science, Iowa State University, Ames, IA, USA
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Jayne E. Wiarda
2Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
3Immunobiology Graduate Program, Iowa State University, Ames, IA, USA
4Oak Ridge Institute for Science and Education, Agricultural Research Service Participation Program, Oak Ridge, TN, USA
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Sathesh K. Sivasankaran
2Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
5Genome Informatics Facility, Iowa State University, Ames, IA, USA
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Lance Daharsh
1Department of Animal Science, Iowa State University, Ames, IA, USA
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Haibo Liu
1Department of Animal Science, Iowa State University, Ames, IA, USA
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Kristen A. Byrne
2Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
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Timothy P.L. Smith
6USDA, ARS, U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
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Joan K. Lunney
7USDA-ARS, Beltsville Agricultural Research Center, Animal Parasitic Diseases Laboratory, Beltsville, MD, USA
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  • ORCID record for Joan K. Lunney
Crystal L. Loving
2Food Safety and Enteric Pathogens Research Unit, National Animal Disease Center, Agricultural Research Service, United States Department of Agriculture, Ames, IA, USA
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  • For correspondence: cktuggle@iastate.edu crystal.loving@usda.gov
Christopher K. Tuggle
1Department of Animal Science, Iowa State University, Ames, IA, USA
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  • For correspondence: cktuggle@iastate.edu crystal.loving@usda.gov
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ABSTRACT

Pigs are a valuable human biomedical model and an important protein source supporting global food security. The transcriptomes of peripheral blood immune cells in pigs were defined at the bulk cell-type and single cell levels. First, eight cell types were isolated in bulk from peripheral blood mononuclear cells (PBMCs) by cell sorting, representing Myeloid, NK cells and specific populations of T and B cells. Transcriptomes for each bulk population of cells were generated by RNA-seq with 10,974 expressed genes detected. Pairwise comparisons between cell types revealed specific expression, while enrichment analysis identified 1,885 to 3,591 significantly enriched genes across all 8 cell types. Gene Ontology analysis for the top 25% of significantly enriched genes (SEG) showed high enrichment of biological processes related to the nature of each cell type. Comparison of gene expression indicated highly significant correlations between pig cells and corresponding human PBMC bulk RNA-seq data available in Haemopedia. Second, higher resolution of distinct cell populations was obtained by single-cell RNA-sequencing (scRNA-seq) of PBMC. Seven PBMC samples were partitioned and sequenced that produced 28,810 single cell transcriptomes distributed across 36 clusters and classified into 13 general cell types including plasmacytoid dendritic cells (DC), conventional DCs, monocytes, B cell, conventional CD4 and CD8 αβ T cells, NK cells, and γδ T cells. Signature gene sets from the human Haemopedia data were assessed for relative enrichment in genes expressed in pig cells and integration of pig scRNA-seq with a public human scRNA-seq dataset provided further validation for similarity between human and pig data. The sorted porcine bulk RNAseq dataset informed classification of scRNA-seq PBMC populations; specifically, an integration of the datasets showed that the pig bulk RNAseq data helped define the CD4CD8 double-positive T cell populations in the scRNA-seq data. Overall, the data provides deep and well-validated transcriptomic data from sorted PBMC populations and the first single-cell transcriptomic data for porcine PBMCs. This resource will be invaluable for annotation of pig genes controlling immunogenetic traits as part of the porcine Functional Annotation of Animal Genomes (FAANG) project, as well as further study of, and development of new reagents for, porcine immunology.

Competing Interest Statement

The authors have declared no competing interest.

  • Abbreviations

    AUC
    area under the curve
    ASC
    antibody-secreting cell
    B
    B-cell
    bulkRNA-seq
    bulk RNA sequencing
    cDC
    conventional dendritic cell
    DC
    dendritic cell
    DEGs
    differentially expressed genes
    DGE
    differential gene expression
    Exp
    experiment
    FAANG
    Functional Annotation of Animal Genomes
    FACS
    Fluorescent activated cell sorting
    G2P
    Genome-to-Phenome
    GO
    gene ontology
    GSEA
    gene set enrichment analysis/analyses
    HBSS
    Hank’s balanced salt solution
    HEGs
    highly enriched genes
    MACS
    Magnetic activated cell sorting
    mDC/myDC
    myeloid dendritic cell
    n
    negative
    NK
    natural killer
    p
    positive
    PBMC
    peripheral blood mononuclear cell
    PC
    principal component
    PCA
    principal component analysis
    pDC
    plasmacytoid dendritic cell
    RF
    random forest
    RIN
    RNA integrity number
    RNA-seq
    RNA sequencing
    scRNA-seq
    single-cell RNA sequencing
    scREF-matrix
    single-cell reference matrix
    SEG
    significantly enriched genes
    sPCA
    supervised principal component analysis
    SWC6
    swine workshop cluster 6
    T
    T-cell
    TCR
    T-cell receptor
    TPM
    transcripts per million
    t-SNE
    t-distributed stochastic neighbor embedding
    UMAP
    uniform manifold approximation and projection
    UMI
    unique molecular identifier
    γδ
    Gamma-delta
    αβ
    alpha beta
  • Copyright 
    The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. This article is a US Government work. It is not subject to copyright under 17 USC 105 and is also made available for use under a CC0 license.
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    Posted April 04, 2021.
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    Reference transcriptomes of porcine peripheral immune cells created through bulk and single-cell RNA sequencing
    Juber Herrera-Uribe, Jayne E. Wiarda, Sathesh K. Sivasankaran, Lance Daharsh, Haibo Liu, Kristen A. Byrne, Timothy P.L. Smith, Joan K. Lunney, Crystal L. Loving, Christopher K. Tuggle
    bioRxiv 2021.04.02.438107; doi: https://doi.org/10.1101/2021.04.02.438107
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    Reference transcriptomes of porcine peripheral immune cells created through bulk and single-cell RNA sequencing
    Juber Herrera-Uribe, Jayne E. Wiarda, Sathesh K. Sivasankaran, Lance Daharsh, Haibo Liu, Kristen A. Byrne, Timothy P.L. Smith, Joan K. Lunney, Crystal L. Loving, Christopher K. Tuggle
    bioRxiv 2021.04.02.438107; doi: https://doi.org/10.1101/2021.04.02.438107

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