Multi‐Omics Analysis by Machine Learning Identified Lysophosphatidic Acid as a Biomarker and Therapeutic Target for Porcine Reproductive and Respiratory Syndrome

Author:

Zhang Hao1,Hu Fangyu1,Peng Ouyang1,Huang Yihui1,Hu Guangli1,Ashraf Usama2,Cen Meifeng3,Wang Xiaojuan3,Xu Qiuping4,Zou Chuangchao1,Wu Yu15,Zhu Bibo678,Li Wentao678,Li Qunhui5,Li Chujun1,Xue Chunyi1,Cao Yongchang1ORCID

Affiliation:

1. Sate Key Laboratory of Biocontrol School of Life Sciences Sun Yat‐sen University Guangzhou 510006 China

2. Department of Medicine Division of Infectious Diseases Stanford University Stanford CA 94305 USA

3. Bioinformatics and Omics Center Sun Yat‐Sen Memorial Hospital Sun Yat‐Sen University Guangzhou 510120 China

4. Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation Sun Yat‐sen Memorial Hospital Sun Yat‐sen University Guangzhou 510120 China

5. Guangdong Enterprise Key Laboratory for Animal Health and Environmental Control Wen's Foodstuff Group Co. Ltd Yunfu 527439 China

6. National Key Laboratory of Agricultural Microbiology Huazhong Agricultural University Wuhan 430070 China

7. Laboratory of Animal Virology College of Veterinary Medicine Huazhong Agricultural University Wuhan 430070 China

8. The Cooperative Innovation Center for Sustainable Pig Production Huazhong Agricultural University Wuhan 430070 China

Abstract

AbstractAs a significant infectious disease in livestock, porcine reproductive and respiratory syndrome (PRRS) imposes substantial economic losses on the swine industry. Identification of diagnostic markers and therapeutic targets has been a focal challenge in PPRS prevention and control. By integrating metabolomic and lipidomic serum analyses of clinical pig cohorts through a machine learning approach with in vivo and in vitro infection models, lysophosphatidic acid (LPA) is discovered as a serum metabolic biomarker for PRRS virus (PRRSV) clinical diagnosis. PRRSV promoted LPA synthesis by upregulating the autotaxin expression, which causes innate immunosuppression by dampening the retinoic acid‐inducible gene I (RIG‐I) and type I interferon responses, leading to enhanced virus replication. Targeting LPA demonstrated protection against virus infection and associated disease outcomes in infected pigs, indicating that LPA is a novel antiviral target against PRRSV. This study lays a foundation for clinical prevention and control of PRRSV infections.

Funder

National Natural Science Foundation of China

Publisher

Wiley

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