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采用全基因组和机器学习分析不同零售鸡肉供应模式中沙门氏菌的流行情况。

Characterization of the prevalence of Salmonella in different retail chicken supply modes using genome-wide and machine-learning analyses.

机构信息

National and Regional Joint Engineering Laboratory for Medicament of Zoonoses Prevention and Control; Key Laboratory of Zoonoses, Ministry of Agriculture; Key Laboratory of Zoonoses Prevention and Control of Guangdong Province; Animal Infectious Diseases Laboratory, College of Veterinary Medicine, South China Agricultural University, Guangzhou 510642, China.

College of Resource, Sichuan Agricultural University, 611130 Yaan, China.

出版信息

Food Res Int. 2024 Sep;191:114654. doi: 10.1016/j.foodres.2024.114654. Epub 2024 Jun 19.

Abstract

Salmonella is a foodborne pathogen that causes salmonellosis, of which retail chicken meat is a major source. However, the prevalence of Salmonella in different retail chicken supply modes and the threat posed to consumers remains unclear. The prevalence, serotype distribution, antibiotic resistance, and genomic characteristics of Salmonella in three supply modes of retail chicken (live poultry, frozen, and chilled) were investigated using whole-genome sequencing (WGS) and machine learning (ML). In this study, 480 retail chicken samples from live poultry, frozen, and chilled supply modes in Guangzhou from 2020 to 2021, as well as 253 Salmonella isolates (total isolation rate = 53.1 %), were collected. The prevalence of isolates in the live poultry mode (67.5 %, 81/120) was statistically higher than in the frozen (50.0 %, 120/240) and chilled (43.3 %, 52/120) (P < 0.05) modes. Serotype identification showed significant differences in the serotype distribution of Salmonella in different supply modes. S. Enteritis (46.7 %) and S. Indiana (14.2 %) were predominant in the frozen mode. S. Agona (23.5 %) and S. Saintpaul (13.6 %) were predominant in live poultry, while S. Enteritis (40.4 %) and S. Kentucky (17.3 %) were predominant in chilled mode. Antibiotic testing showed that frozen mode isolates were more resistant; the multidrug-resistant (MDR) rate of isolates in the frozen mode reached 91.8 %, significantly higher than in the chilled (86.5 %) and live (74.1 %) (P < 0.05) modes. WGS was performed on 155 top serotypes (S. Enteritidis, S. Kentucky, S. Indiana, and S. Agona). The antibiotic resistance gene analysis showed that the abundance and carrying rate of antibiotic resistance genes of Salmonella in the frozen mode (54 types, 16.1 %) were significantly higher than in other modes (live poultry: 36 types, 9.4 %, P < 0.05; chilled: 31 types, 11.6 %). The bla and bla genes encoding carbapenem resistance were found in frozen mode isolates on a complex transposon consisting of TnAS3-IS26. Virulence factors and plasmid replicons were abundant in the studied frozen mode isolates. In addition, single nucleotide polymorphism (SNP) phylogenetic tree results showed that in the frozen supply mode, the S. Enteritidis clonal clade continued to contaminate retail chicken meat and was homologous to S. Enteritidis strains found in farm chicken embryos, slaughterhouse chicken carcasses, and patients from hospitals in China (SNP 0 = 10). Notably, the pan-genome-based ML model showed that characteristic genes in frozen and live poultry isolates differed. The narZ gene was a key characteristic gene in frozen isolates, encoding nitrate reductase, relating to anaerobic bacterial growth. The ydgJ gene is a key characteristic gene in the live mode and encodes an oxidoreductase related to oxidative function in bacteria. The high prevalence of live poultry mode Salmonella and the transmission of frozen mode MDR Salmonella in this study pose serious risks to food safety and public health, emphasizing the importance of improving disinfection and cold storage measures to reduce Salmonella contamination and transmission. In conclusion, the continued surveillance of Salmonella across different supply models and the development of an epidemiological surveillance system based on WGS is necessary.

摘要

沙门氏菌是一种食源性病原体,可引起沙门氏菌病,零售鸡肉是其主要来源之一。然而,不同零售鸡肉供应模式下沙门氏菌的流行情况以及对消费者构成的威胁尚不清楚。本研究采用全基因组测序(WGS)和机器学习(ML)技术,调查了三种零售鸡肉供应模式(活禽、冷冻和冷藏)中沙门氏菌的流行率、血清型分布、抗生素耐药性和基因组特征。本研究共收集了 2020 年至 2021 年广州活禽、冷冻和冷藏供应模式的 480 份零售鸡肉样本和 253 株沙门氏菌分离株(总分离率为 53.1%)。活禽模式(67.5%,81/120)分离株的流行率明显高于冷冻(50.0%,120/240)和冷藏(43.3%,52/120)模式(P<0.05)。血清型鉴定显示,不同供应模式下沙门氏菌血清型分布存在显著差异。冷冻模式以肠炎沙门氏菌(46.7%)和印第安纳沙门氏菌(14.2%)为主。活禽模式以肠炎沙门氏菌(23.5%)和圣路易斯沙门氏菌(13.6%)为主,而冷藏模式以肠炎沙门氏菌(40.4%)和肯塔基沙门氏菌(17.3%)为主。抗生素药敏试验表明,冷冻模式分离株耐药性更强;冷冻模式分离株的多重耐药(MDR)率达到 91.8%,明显高于冷藏(86.5%)和活禽(74.1%)模式(P<0.05)。对 155 种主要血清型(肠炎沙门氏菌、肯塔基沙门氏菌、印第安纳沙门氏菌和肠炎沙门氏菌)进行了 WGS 分析。抗生素耐药基因分析显示,冷冻模式沙门氏菌的抗生素耐药基因丰度和携带率(54 种,16.1%)明显高于其他模式(活禽:36 种,9.4%,P<0.05;冷藏:31 种,11.6%)。在冷冻模式分离株中,bla和bla基因编码碳青霉烯类耐药基因,位于包含 TnAS3-IS26 的复杂转座子上。研究中冷冻模式分离株中存在丰富的毒力因子和质粒复制子。此外,单核苷酸多态性(SNP)系统发育树结果显示,在冷冻供应模式下,肠炎沙门氏菌克隆群继续污染零售鸡肉,并与中国养殖场鸡胚、屠宰场鸡尸和医院患者中发现的肠炎沙门氏菌菌株同源(SNP 0=10)。值得注意的是,基于泛基因组的 ML 模型显示,冷冻和活禽分离株的特征基因不同。narZ 基因是冷冻分离株的关键特征基因,编码硝酸盐还原酶,与厌氧菌生长有关。ydgJ 基因是活禽模式的关键特征基因,编码与细菌氧化功能有关的氧化还原酶。本研究中活禽模式沙门氏菌的高流行率和冷冻模式 MDR 沙门氏菌的传播对食品安全和公共健康构成了严重威胁,强调了改进消毒和冷藏措施以减少沙门氏菌污染和传播的重要性。综上所述,有必要对不同供应模式下的沙门氏菌进行持续监测,并建立基于 WGS 的流行病学监测系统。

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