Author:
Chen Weihao,Lv Xiaoyang,Zhang Weibo,Hu Tingyan,Cao Xiukai,Ren Ziming,Getachew Tesfaye,Mwacharo Joram M.,Haile Aynalem,Sun Wei
Abstract
It has long been recognized that enterotoxigenic Escherichia coli (ETEC) is the major pathogen responsible for vomiting and diarrhea. E. coli F17, a main subtype of ETEC, is characterized by high morbidity and mortality in young livestock. However, the transcriptomic basis underlying E. coli F17 infection has not been fully understood. In the present study, RNA sequencing was conducted to explore the expression profiles of mRNAs and long non-coding RNAs (lncRNAs) in the jejunum of lambs who were identified as resistant or sensitive to E. coli F17 that was obtained in a challenge experiment. A total of 772 differentially expressed (DE) mRNAs and 190 DE lncRNAs were detected between the E. coli F17—resistance and E. coli F17-sensitive lambs (i.e., TFF2, LOC105606142, OLFM4, LYPD8, REG4, APOA4, TCONS_00223467, and TCONS_00241897). Then, a two-step machine learning approach (RX) combination Random Forest and Extreme Gradient Boosting were performed, which identified 16 mRNAs and 17 lncRNAs as potential biomarkers, within which PPP2R3A and TCONS_00182693 were prioritized as key biomarkers involved in E. coli F17 infection. Furthermore, functional enrichment analysis showed that peroxisome proliferator-activated receptor (PPAR) pathway was significantly enriched in response to E. coli F17 infection. Our finding will help to improve the knowledge of the mechanisms underlying E. coli F17 infection and may provide novel targets for future treatment of E. coli F17 infection.
Funder
National Natural Science Foundation of China
Reference78 articles.
1. Pathogenic Escherichia coli;Kaper;Nat Rev Microbiol,2004
2. Escherichia coli that cause diarrhea: enterotoxigenic, enteropathogenic, enteroinvasive, enterohemorrhagic, and enteroadherent;Levine;J Infect Dis.,1987
3. Prevalence of enterotoxigenic Escherichia coli (ETEC) in hospitalized acute diarrhea patients in Denpasar, Bali, Indonesia;Subekti;Diagn Microbiol Infect Dis.,2003
4. Prevalence of the E. coli type three secretion system 2 (ETT2) locus among enterotoxigenic E. coli (ETEC) Shigatoxin-producing E coli (STEC) from weaned piglets;Cheng;African J Microbiol Res.,2011
5. The prevalence and drug resistance profile of Shiga-toxin producing (STEC), enteropathogenic (EPEC) and enterotoxigenic (ETEC) Escherichia coli in free ranging diarrheic and non-diarrheic yaks of West Kameng, Arunachal Pradesh, India;Bandyopadhyay;Vet Arh.,2015
Cited by
5 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献