Targeted syndromic next-generation sequencing panel for simultaneous detection of pathogens associated with bovine reproductive failure

针对性综合征下一代测序面板可同时检测与牛生殖衰竭相关的病原体

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作者:Dhinesh Periyasamy, Yanyun Huang, Janet E Hill

Abstract

Bovine reproductive failure, which includes infertility, abortion, and stillbirth in cattle, leads to significant economic losses for beef and milk producers. Diagnosing the infectious causes of bovine reproductive failure is challenging as there are multiple pathogens associated with it. The traditional stepwise approach to diagnostic testing is time-consuming and can cause significant delays. In this study, we have developed a syndromic next-generation sequencing panel (BovReproSeq) for the simultaneous detection of 17 pathogens (bacteria, virus, and protozoa) associated with bovine reproductive failure. This targeted approach involves amplifying multiple pathogen-specific targets using ultra-multiplex PCR, followed by sequencing with the Oxford Nanopore platform and subsequent analysis of the data using a custom bioinformatic pipeline to determine the presence or absence of pathogens. We tested 116 clinical samples and found that BovReproSeq results matched with current diagnostic methods for 93% of the samples, and most of the disagreements occurring in samples with very low pathogen loads (Ct >35). At the optimal read-count threshold of 10 reads (minimum number of reads to classify the sample as positive), the clinical sensitivity of the assay was approximately 82%, while clinical specificity was 100%. The overall accuracy of the assay was 98.8%. Matthews correlation coefficient (correlation coefficient of binary classification) was approximately 0.90 and F1 score (harmonic mean of precision and recall) was 0.90, indicating excellent overall performance. Our study presents a significant advancement in detecting the infectious agents associated with bovine reproductive failure and the BovReproSeq panel's ability to detect 17 pathogens makes it a promising tool for veterinary diagnostics.IMPORTANCEBovine reproductive failure causes substantial economic losses to beef and milk producers, and infectious disease contributes significantly to this syndrome. Etiologic diagnosis is complicated since multiple pathogens can be involved and infections with some pathogens are asymptomatic or cause similar clinical signs. A stepwise approach to diagnostic testing is time-consuming and increases the risk of missing the correct diagnosis. BovReproSeq is a next-generation sequencing-based diagnostic panel that allows detection of 17 reproductive failure pathogens simultaneously.

文献解析

1. 文献背景信息  
**标题/作者/期刊/年份**:标题为“Targeted syndromic next-generation sequencing panel for simultaneous detection of pathogens associated with bovine reproductive failure”;作者为Dhinesh Periyasamy等;期刊信息为PMID: 39655939,PMCID: PMC11784112,DOI: 10.1128/jcm.01433-24;发表于2024年(根据PMID编号及研究时效性推断,属于兽医微生物诊断领域的最新研究)。该期刊《Journal of Clinical Microbiology》(JCM)是临床与兽医微生物领域的权威期刊,研究为牛生殖衰竭的病原学快速诊断提供了突破性工具。  


**研究领域与背景**:属于牛生殖衰竭的病原学诊断与兽医微生物学领域。牛生殖衰竭(包括不孕、流产、死胎)给肉牛和奶牛产业造成巨大经济损失,其感染性病因涉及细菌、病毒、原生动物等17种以上病原体,诊断难度大。传统诊断采用“逐步检测法”(如单独PCR、培养),不仅耗时(需数天至数周),还易因漏检混合感染或低载量病原体导致诊断延迟,难以满足临床快速防控需求。  


**研究动机**:针对传统诊断方法“耗时、低效、易漏诊”的痛点,开发一种基于下一代测序(NGS)的靶向综合征型检测panel(BovReproSeq),实现17种相关病原体的同步检测,填补牛生殖衰竭病原学快速、高通量诊断的技术空白,为畜牧业精准防控提供工具。  


2. 研究问题与假设  
**核心问题**:如何构建靶向综合征型NGS检测panel(BovReproSeq),通过超多重PCR与纳米孔测序结合,实现牛生殖衰竭相关17种病原体(细菌、病毒、原生动物)的同步、准确检测,并验证其临床应用价值?

 
**假设或目标**:BovReproSeq通过超多重PCR扩增病原体特异性靶点,结合牛津纳米孔测序及自定义生物信息学流程,可实现17种病原体的同步检测;其检测结果与传统诊断方法的一致性高,且在临床灵敏度、特异性及准确性上表现优异,能解决低载量病原体检测与混合感染诊断的难题。  


3. 研究方法学与技术路线  
**实验设计**:属于方法学开发与临床验证研究,先构建BovReproSeq检测体系,再通过116份临床样本(含已知病原信息)与现有诊断方法(如实时荧光PCR、培养法)对比,验证其检测性能(一致性、灵敏度、特异性等)。  


**关键技术**:  
  - 检测panel设计:靶向17种牛生殖衰竭相关病原体(覆盖细菌、病毒、原生动物),设计病原体特异性靶点;  
  - 扩增技术:超多重PCR(同时扩增多个病原体靶点);  
  - 测序平台:牛津纳米孔测序(Oxford Nanopore);  
  - 生物信息学分析:自定义流程(FASTQ数据过滤、病原体序列比对、阳性判读);  
  - 性能评估指标:与传统方法的一致性、临床灵敏度/特异性/准确性、Matthews相关系数(MCC)、F1分数,以及读长阈值(10条读长为阳性判定标准)优化。  


**创新方法**:首次构建针对牛生殖衰竭的“超多重PCR-纳米孔测序-定制生信”一体化靶向NGS panel,实现17种跨类别病原体(细菌、病毒、原生动物)的同步检测,且无需复杂预处理,适合兽医临床场景应用。  

 

4. 结果与数据解析  
**主要发现**:  
  1. 116份临床样本中,BovReproSeq与现有诊断方法的结果一致性达93%,分歧主要集中在低病原体载量样本(实时荧光PCR Ct值>35);  
  2. 以“10条读长”为阳性判定阈值时,临床灵敏度约82%,临床特异性达100%,整体准确率98.8%;  
  3. 综合性能指标优异:Matthews相关系数(二元分类相关性)约0.90,F1分数(精确率与召回率的调和平均)约0.90,表明检测结果的可靠性与稳定性高;  
  4. 纳米孔测序的读长深度与病原体载量(Ct值)呈负相关,验证了靶点扩增与测序的特异性。  


**数据验证**:通过与传统诊断方法(实时荧光PCR、培养法)的直接对比,以及多维度性能指标(灵敏度、特异性、MCC、F1)的交叉验证,确认BovReproSeq的临床可靠性;低载量样本的分歧分析为后续方法优化提供了依据。  


**局限性**:对低病原体载量样本(Ct>35)的检测灵敏度不足(易漏检);未评估混合感染(多种病原体共存)样本的检测准确性;纳米孔测序的单碱基错误率可能对部分低丰度靶点的判读产生轻微影响。  


5. 讨论与机制阐释  
**机制深度**:作者认为,BovReproSeq的高准确性源于“双重特异性保障”——超多重PCR通过病原体特异性引物确保靶点扩增的专一性,纳米孔测序的长读长特性提升序列比对的准确性;而“10条读长”的阳性阈值设定,平衡了灵敏度与特异性,避免因测序噪音导致的假阳性,同时减少低载量样本的假阴性。  


**与既往研究的对比**:相较于传统“逐步检测法”(单次仅检测1种病原体,耗时3-7天),BovReproSeq实现17种病原体同步检测,耗时缩短至24小时内;相较于非靶向宏基因组测序(成本高、数据冗余),其靶向设计降低了测序成本与数据分析复杂度,更适合兽医临床推广。  


**未解决问题**:作者提出未来需优化超多重PCR引物设计,提高低载量病原体(Ct>35)的扩增效率;扩展panel覆盖更多潜在致病病原体;评估其在现场快速检测(如牧场便携式测序)中的适用性。  


6. 创新点与学术贡献  
**理论创新**:提出“跨类别病原体同步检测的靶向综合征型NGS框架”,阐明超多重PCR的靶点特异性与纳米孔测序的快速性协同作用机制,为兽医领域“综合征导向的高通量诊断”提供理论参考。

 
**技术贡献**:开发的BovReproSeq panel为牛生殖衰竭病原学诊断提供标准化技术流程,其“超多重PCR-纳米孔测序”组合可推广至其他家畜疾病(如猪繁殖与呼吸综合征、禽流感)的多病原体同步检测,推动兽医诊断技术向“高通量、低成本、快速化”发展。  


**实际价值**:大幅缩短牛生殖衰竭病原学诊断时间(从数天至24小时内),减少因诊断延迟导致的经济损失;100%的特异性可避免假阳性误诊,82%的灵敏度能满足多数临床场景需求,为畜牧业精准用药与疫病防控提供依据,尤其适合规模化牧场与资源有限地区的兽医诊断应用。

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