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Chen D, Sun J, Zhu J, Ding X, Lan T, Wang X, Wu W, Ou Z, Zhu L, Ding P, Wang H, Luo L, Xiang R, Wang X, Qiu J, Wang S, Li H, Chai C, Liang L, An F, Zhang L, Han L, Zhu Y, Wang F, Yuan Y, Wu W, Sun C, Lu H, Wu J, Sun X, Zhang S, Sahu SK, Liu P, Xia J, Zhang L, Chen H, Fang D, Zeng Y, Wu Y, Cui Z, He Q, Jiang S, Ma X, Feng W, Xu Y, Li F, Liu Z, Chen L, Chen F, Jin X, Qiu W, Wang T, Li Y, Xing X, Yang H, Xu Y, Hua Y, Liu Y, Liu H, Xu X. Single cell atlas for 11 non-model mammals, reptiles and birds. Nat Commun 2021; 12:7083. [PMID: 34873160 PMCID: PMC8648889 DOI: 10.1038/s41467-021-27162-2] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 09/18/2021] [Indexed: 01/08/2023] Open
Abstract
The availability of viral entry factors is a prerequisite for the cross-species transmission of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Large-scale single-cell screening of animal cells could reveal the expression patterns of viral entry genes in different hosts. However, such exploration for SARS-CoV-2 remains limited. Here, we perform single-nucleus RNA sequencing for 11 non-model species, including pets (cat, dog, hamster, and lizard), livestock (goat and rabbit), poultry (duck and pigeon), and wildlife (pangolin, tiger, and deer), and investigated the co-expression of ACE2 and TMPRSS2. Furthermore, cross-species analysis of the lung cell atlas of the studied mammals, reptiles, and birds reveals core developmental programs, critical connectomes, and conserved regulatory circuits among these evolutionarily distant species. Overall, our work provides a compendium of gene expression profiles for non-model animals, which could be employed to identify potential SARS-CoV-2 target cells and putative zoonotic reservoirs.
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Affiliation(s)
| | - Jian Sun
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, South China Agricultural University, Guangzhou, 510642, China
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou, 510642, China
| | - Jiacheng Zhu
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Xiangning Ding
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Tianming Lan
- BGI-Shenzhen, Shenzhen, 518083, China
- Department of Biology, University of Copenhagen, DK-2100, Copenhagen, Denmark
| | - Xiran Wang
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, South China Agricultural University, Guangzhou, 510642, China
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou, 510642, China
| | | | - Zhihua Ou
- BGI-Shenzhen, Shenzhen, 518083, China
| | | | - Peiwen Ding
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Haoyu Wang
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Lihua Luo
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Rong Xiang
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Xiaoling Wang
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Jiaying Qiu
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Shiyou Wang
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Haimeng Li
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Chaochao Chai
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Langchao Liang
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Fuyu An
- Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, China
| | - Le Zhang
- College of Wildlife Resources Northeast Forestry University, Harbin, 150040, China
| | - Lei Han
- College of Wildlife Resources Northeast Forestry University, Harbin, 150040, China
| | - Yixin Zhu
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | | | | | - Wendi Wu
- BGI-Shenzhen, Shenzhen, 518083, China
| | - Chengcheng Sun
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Haorong Lu
- China National Genebank, BGI-Shenzhen, Shenzhen, 518120, China
- Shenzhen Key Laboratory of Environmental Microbial Genomics and Application, BGI-Shenzhen, Shenzhen, 518120, China
| | - Jihong Wu
- Eye and ENT Hospital, College of Medicine, Fudan University, Shanghai, China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Science and Technology Commission of Shanghai Municipality, Shanghai, China
- Key Laboratory of Myopia, Ministry of Health, Shanghai, China
| | - Xinghuai Sun
- Eye and ENT Hospital, College of Medicine, Fudan University, Shanghai, China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Science and Technology Commission of Shanghai Municipality, Shanghai, China
- Key Laboratory of Myopia, Ministry of Health, Shanghai, China
| | - Shenghai Zhang
- Eye and ENT Hospital, College of Medicine, Fudan University, Shanghai, China
- Shanghai Key Laboratory of Visual Impairment and Restoration, Science and Technology Commission of Shanghai Municipality, Shanghai, China
- Key Laboratory of Myopia, Ministry of Health, Shanghai, China
| | | | - Ping Liu
- BGI-Shenzhen, Shenzhen, 518083, China
| | - Jun Xia
- BGI-Shenzhen, Shenzhen, 518083, China
| | - Lijing Zhang
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Haixia Chen
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | | | - Yuying Zeng
- BGI-Shenzhen, Shenzhen, 518083, China
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Yiquan Wu
- HIV and AIDS Malignancy Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, 20892-1868, USA
| | - Zehua Cui
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, South China Agricultural University, Guangzhou, 510642, China
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou, 510642, China
| | - Qian He
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, South China Agricultural University, Guangzhou, 510642, China
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou, 510642, China
| | | | - Xiaoyan Ma
- Department of Biochemistry, University of Cambridge, Cambridge, CB21QW, UK
| | | | - Yan Xu
- BGI-Shenzhen, Shenzhen, 518083, China
| | - Fang Li
- Research Center for Translational Medicine, East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Zhongmin Liu
- Research Center for Translational Medicine, East Hospital, Tongji University School of Medicine, 150 Jimo Road, Shanghai, 200120, China
| | - Lei Chen
- College of Veterinary Medicine, Yangzhou University, Yangzhou, 225009, China
| | - Fang Chen
- BGI-Shenzhen, Shenzhen, 518083, China
| | - Xin Jin
- BGI-Shenzhen, Shenzhen, 518083, China
| | - Wei Qiu
- Department of Neurology, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, 510080, China
| | - Tianjiao Wang
- Institute of Special Animal and Plant Sciences (ISAPS) of Chinese Academy of Agricultural Sciences, Changchun, China
| | - Yang Li
- Institute of Special Animal and Plant Sciences (ISAPS) of Chinese Academy of Agricultural Sciences, Changchun, China
| | - Xiumei Xing
- Institute of Special Animal and Plant Sciences (ISAPS) of Chinese Academy of Agricultural Sciences, Changchun, China
| | - Huanming Yang
- BGI-Shenzhen, Shenzhen, 518083, China
- Guangdong Provincial Academician Workstation of BGI Synthetic Genomics, BGI-Shenzhen, Shenzhen, 518120, China
| | - Yanchun Xu
- College of Wildlife Resources Northeast Forestry University, Harbin, 150040, China
- College of Wildlife and Protected Areas, Northeast Forestry University, No. 26, Hexing Road, Xiangfang District, Harbin, 150040, China
| | - Yan Hua
- Guangdong Provincial Key Laboratory of Silviculture, Protection and Utilization, Guangdong Academy of Forestry, Guangzhou, 510520, China.
| | - Yahong Liu
- National Risk Assessment Laboratory for Antimicrobial Resistance of Animal Original Bacteria, South China Agricultural University, Guangzhou, 510642, China.
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou, 510642, China.
| | - Huan Liu
- BGI-Shenzhen, Shenzhen, 518083, China.
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing, 100049, China.
- State Key Laboratory of Agricultural Genomics, BGI-Shenzhen, Shenzhen, 518083, China.
| | - Xun Xu
- BGI-Shenzhen, Shenzhen, 518083, China.
- Guangdong Provincial Key Laboratory of Genome Read and Write, BGI-Shenzhen, 518083, Shenzhen, China.
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Sardar S, Kerr A, Vaartjes D, Moltved ER, Karosiene E, Gupta R, Andersson Å. The oncoprotein TBX3 is controlling severity in experimental arthritis. Arthritis Res Ther 2019; 21:16. [PMID: 30630509 PMCID: PMC6329118 DOI: 10.1186/s13075-018-1797-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Accepted: 12/14/2018] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Development of autoimmune diseases is the result of a complex interplay between hereditary and environmental factors, with multiple genes contributing to the pathogenesis in human disease and in experimental models for disease. The T-box protein 3 is a transcriptional repressor essential during early embryonic development, in the formation of bone and additional organ systems, and in tumorigenesis. METHODS With the aim to find novel genes important for autoimmune inflammation, we have performed genetic studies of collagen-induced arthritis (CIA), a mouse experimental model for rheumatoid arthritis. RESULTS We showed that a small genetic fragment on mouse chromosome 5, including Tbx3 and three additional protein-coding genes, is linked to severe arthritis and high titers of anti-collagen antibodies. Gene expression studies have revealed differential expression of Tbx3 in B cells, where low expression was accompanied by a higher B cell response upon B cell receptor stimulation in vitro. Furthermore, we showed that serum TBX3 levels rise concomitantly with increasing severity of CIA. CONCLUSIONS From these results, we suggest that TBX3 is a novel factor important for the regulation of gene transcription in the immune system and that genetic polymorphisms, resulting in lower expression of Tbx3, are contributing to a more severe form of CIA and high titers of autoantibodies. We also propose TBX3 as a putative diagnostic biomarker for rheumatoid arthritis.
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Affiliation(s)
- Samra Sardar
- Section for Molecular and Cellular Pharmacology, Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
- Present address: Nordic Bioscience A/S, Copenhagen, Denmark
| | - Alish Kerr
- Section for Molecular and Cellular Pharmacology, Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
- Present address: Nuritas, Dublin, Ireland
| | - Daniëlle Vaartjes
- Section for Molecular and Cellular Pharmacology, Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
- Present address: Division of Medical Inflammation Research, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Emilie Riis Moltved
- Section for Molecular and Cellular Pharmacology, Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
- Present address: IQVIA, Copenhagen, Denmark Denmark
| | - Edita Karosiene
- Department of Bio and Health Informatics, Kemitorvet 208, Technical University of Denmark, Lyngby, Denmark
- Present address: Novo Nordisk A/S, Copenhagen, Denmark
| | - Ramneek Gupta
- Department of Bio and Health Informatics, Kemitorvet 208, Technical University of Denmark, Lyngby, Denmark
| | - Åsa Andersson
- Section for Molecular and Cellular Pharmacology, Department of Drug Design and Pharmacology, University of Copenhagen, Copenhagen, Denmark
- Rydberg Laboratory of Applied Sciences, ETN, Halmstad University, Halmstad, Sweden
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