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断奶期间奶牛瘤胃上皮细胞的单细胞转录组分析

Single-cell transcriptomic analyses of dairy cattle ruminal epithelial cells during weaning.

作者信息

Gao Yahui, Fang Lingzhao, Baldwin Ransom L, Connor Erin E, Cole John B, Van Tassell Curtis P, Ma Li, Li Cong-Jun, Liu George E

机构信息

Animal Genomics and Improvement Laboratory, BARC, USDA-ARS, Beltsville, MD 20705, USA; Department of Animal and Avian Sciences, University of Maryland, College Park, MD 20742, USA.

MRC Human Genetics Unit at the Medical Research Council Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, United Kingdom.

出版信息

Genomics. 2021 Jul;113(4):2045-2055. doi: 10.1016/j.ygeno.2021.04.039. Epub 2021 Apr 29.

Abstract

Using the 10× Genomics Chromium Controller, we obtained scRNA-seq data of 5064 and 1372 individual cells from two Holstein calf ruminal epithelial tissues before and after weaning, respectively. We detected six distinct cell clusters, designated their cell types, and reported their marker genes. We then examined these clusters' underlining cell types and relationships by performing cell cycle, pseudotime trajectory, regulatory network, weighted gene co-expression network and gene ontology analyses. By integrating these cell marker genes with Holstein GWAS signals, we found they were enriched for animal production and body conformation traits. Finally, we confirmed their cell identities by comparing them with human and mouse stomach epithelial cells. This study presents an initial effort to implement single-cell transcriptomic analysis in cattle, and demonstrates ruminal tissue epithelial cell types and their developments during weaning, opening the door for new discoveries about tissue/cell type roles in complex traits at single-cell resolution.

摘要

使用10×基因组学铬控制器,我们分别从两只荷斯坦犊牛断奶前后的瘤胃上皮组织中获得了5064个和1372个单个细胞的单细胞RNA测序数据。我们检测到六个不同的细胞簇,确定了它们的细胞类型,并报告了它们的标记基因。然后,我们通过进行细胞周期、伪时间轨迹、调控网络、加权基因共表达网络和基因本体分析,研究了这些簇的潜在细胞类型和关系。通过将这些细胞标记基因与荷斯坦全基因组关联研究信号整合,我们发现它们在动物生产和体型性状方面富集。最后,我们通过将它们与人类和小鼠胃上皮细胞进行比较,确认了它们的细胞身份。本研究首次在牛中进行单细胞转录组分析,并展示了瘤胃组织上皮细胞类型及其在断奶期间的发育情况,为在单细胞分辨率下发现组织/细胞类型在复杂性状中的作用打开了大门。

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