Creation of a Single Cell RNASeq Meta-Atlas to Define Human Liver Immune Homeostasis.


Journal

Frontiers in immunology
ISSN: 1664-3224
Titre abrégé: Front Immunol
Pays: Switzerland
ID NLM: 101560960

Informations de publication

Date de publication:
2021
Historique:
received: 12 03 2021
accepted: 28 06 2021
entrez: 2 8 2021
pubmed: 3 8 2021
medline: 30 10 2021
Statut: epublish

Résumé

The liver is unique in both its ability to maintain immune homeostasis and in its potential for immune tolerance following solid organ transplantation. Single-cell RNA sequencing (scRNA seq) is a powerful approach to generate highly dimensional transcriptome data to understand cellular phenotypes. However, when scRNA data is produced by different groups, with different data models, different standards, and samples processed in different ways, it can be challenging to draw meaningful conclusions from the aggregated data. The goal of this study was to establish a method to combine 'human liver' scRNA seq datasets by 1) characterizing the heterogeneity between studies and 2) using the meta-atlas to define the dominant phenotypes across immune cell subpopulations in healthy human liver. Publicly available scRNA seq data generated from liver samples obtained from a combined total of 17 patients and ~32,000 cells were analyzed. Liver-specific immune cells (CD45+) were extracted from each dataset, and immune cell subpopulations (myeloid cells, NK and T cells, plasma cells, and B cells) were examined using dimensionality reduction (UMAP), differential gene expression, and ingenuity pathway analysis. All datasets co-clustered, but cell proportions differed between studies. Gene expression correlation demonstrated similarity across all studies, and canonical pathways that differed between datasets were related to cell stress and oxidative phosphorylation rather than immune-related function. Next, a meta-atlas was generated

Identifiants

pubmed: 34335581
doi: 10.3389/fimmu.2021.679521
pmc: PMC8322955
doi:

Substances chimiques

Biomarkers 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

679521

Subventions

Organisme : NHLBI NIH HHS
ID : R01 HL144790
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL151493
Pays : United States

Informations de copyright

Copyright © 2021 Rocque, Barbetta, Singh, Goldbeck, Helou, Loh, Ung, Lee, Akbari and Emamaullee.

Déclaration de conflit d'intérêts

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

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Auteurs

Brittany Rocque (B)

Division of Abdominal Organ Transplantation and Hepatobiliary Surgery, Department of Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.

Arianna Barbetta (A)

Division of Abdominal Organ Transplantation and Hepatobiliary Surgery, Department of Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.

Pranay Singh (P)

Division of Abdominal Organ Transplantation and Hepatobiliary Surgery, Department of Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.

Cameron Goldbeck (C)

Division of Abdominal Organ Transplantation and Hepatobiliary Surgery, Department of Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.

Doumet Georges Helou (DG)

Department of Molecular Microbiology and Immunology, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.

Yong-Hwee Eddie Loh (YE)

Norris Medical Library, University of Southern California, Los Angeles, CA, United States.

Nolan Ung (N)

Lawrence J. Ellison Institute for Transformative Medicine, University of Southern California, Los Angeles, CA, United States.

Jerry Lee (J)

Lawrence J. Ellison Institute for Transformative Medicine, University of Southern California, Los Angeles, CA, United States.
Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Department of Chemical Engineering and Materials Sciences, University of Southern California, Los Angeles, CA, United States.

Omid Akbari (O)

Department of Molecular Microbiology and Immunology, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.

Juliet Emamaullee (J)

Division of Abdominal Organ Transplantation and Hepatobiliary Surgery, Department of Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Department of Molecular Microbiology and Immunology, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.

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Classifications MeSH