emPAI-assisted strategy enhances screening and assessment of Mycobacterium tuberculosis infection serological markers

IF 4.8 2区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Guorong Ma, Pei Wang, Yanhui Yang, Wei Wang, Jinhua Ma, Lin Zhou, Junlin Ouyang, Rongxiu Li, Shulin Zhang
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引用次数: 2

Abstract

Discovering new serological markers of Mycobacterium tuberculosis (MTB) infection and establishing a rapid and efficient detection technology is of great significance for the prevention and control of tuberculosis. In this study, we established an exponentially modified protein abundance index (emPAI) value-assisted strategy to investigate and improve the screening efficiency of serological biomarkers of tuberculosis. First, we used LC-MS/MS to analyse MTB culture filtrate proteins (MTB-CFPs), and 632 MTB proteins were identified. Then, the characteristic values of MTB-CFPs – including emPAI value, molecular weight (Mw), isoelectric point (pI), grand average of hydropathy (GRAVY), transmembrane domain (TMD) and functional groups were calculated. Next, we successfully prepared 10 MTB proteins with emPAI value > 1.0 and recombinantly expressed these proteins in Escherichia coli. At the same time, 3 MTB proteins with emPAI between 0.1 and 0.5 were randomly selected as the control groups, and the immunogenicity of the recombinant MTB proteins was detected using ELISA. The sensitivity and receiver operating characteristic (ROC) curves were calculated for each recombinant MTB protein. The results showed that the areas under the curve (AUC) value of Rv2031c, Rv0577, Rv0831c, Rv0934 and Rv3248c were all higher than those of Rv3875 (AUC, 0.6643). Further analysis of the relationship between emPAI value and antibody sensitivity, AUC value and antibody affinity in mice immunized with recombinant MTB protein showed that emPAI values were positively correlated with them, and R-squared value ranged from 0.64 to 0.79. The only exception was ESAT-6 (encoded by the Rv3875 gene), which AUC value was relatively low owing to its strong immunosuppressive properties. This study provides a rationale for the serological marker screening of emPAI-assisted tuberculosis clinical test. The results also provide new technical support for the screening of candidate serological markers of infectious diseases in the future.

Abstract Image

emai辅助策略增强了结核分枝杆菌感染血清学标志物的筛选和评估
发现新的结核分枝杆菌(MTB)感染血清学标志物,建立快速高效的检测技术,对结核病的预防和控制具有重要意义。在本研究中,我们建立了指数修饰蛋白丰度指数(emPAI)价值辅助策略来研究和提高结核病血清学生物标志物的筛选效率。首先,我们使用LC-MS/MS分析MTB培养滤液蛋白(MTB- cfps),鉴定出632个MTB蛋白。然后计算MTB-CFPs -的特征值,包括emPAI值、分子量(Mw)、等电点(pI)、亲水大平均值(GRAVY)、跨膜结构域(TMD)和官能团。接下来,我们成功制备了10个具有emPAI值的MTB蛋白>1.0在大肠杆菌中重组表达。同时,随机选取3个emPAI在0.1 ~ 0.5之间的MTB蛋白作为对照组,采用ELISA法检测重组MTB蛋白的免疫原性。计算每个重组MTB蛋白的灵敏度和受试者工作特征(ROC)曲线。结果表明,Rv2031c、Rv0577、Rv0831c、Rv0934和rv248c的曲线下面积(AUC)值均高于Rv3875 (AUC为0.6643)。进一步分析重组MTB蛋白免疫小鼠的emPAI值与抗体敏感性、AUC值和抗体亲和力之间的关系,发现emPAI值与抗体敏感性、AUC值和抗体亲和力呈正相关,r平方值在0.64 ~ 0.79之间。唯一的例外是由Rv3875基因编码的ESAT-6,由于其较强的免疫抑制特性,其AUC值相对较低。本研究为epai辅助肺结核临床试验的血清学标志物筛选提供了依据。该结果也为今后传染病候选血清学标志物的筛选提供了新的技术支持。
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来源期刊
Microbial Biotechnology
Microbial Biotechnology BIOTECHNOLOGY & APPLIED MICROBIOLOGY-MICROBIOLOGY
CiteScore
9.80
自引率
3.50%
发文量
162
审稿时长
6-12 weeks
期刊介绍: Microbial Biotechnology publishes papers of original research reporting significant advances in any aspect of microbial applications, including, but not limited to biotechnologies related to: Green chemistry; Primary metabolites; Food, beverages and supplements; Secondary metabolites and natural products; Pharmaceuticals; Diagnostics; Agriculture; Bioenergy; Biomining, including oil recovery and processing; Bioremediation; Biopolymers, biomaterials; Bionanotechnology; Biosurfactants and bioemulsifiers; Compatible solutes and bioprotectants; Biosensors, monitoring systems, quantitative microbial risk assessment; Technology development; Protein engineering; Functional genomics; Metabolic engineering; Metabolic design; Systems analysis, modelling; Process engineering; Biologically-based analytical methods; Microbially-based strategies in public health; Microbially-based strategies to influence global processes
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