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

Summary 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 ind...

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Main Authors: Guorong Ma, Pei Wang, Yanhui Yang, Wei Wang, Jinhua Ma, Lin Zhou, Junlin Ouyang, Rongxiu Li, Shulin Zhang
Format: Article
Language:English
Published: Wiley 2021-07-01
Series:Microbial Biotechnology
Online Access:https://doi.org/10.1111/1751-7915.13829
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spelling doaj-cff49e59ca30400bb0d2ea380d6921212021-07-26T21:47:24ZengWileyMicrobial Biotechnology1751-79152021-07-011441827183810.1111/1751-7915.13829emPAI‐assisted strategy enhances screening and assessment of Mycobacterium tuberculosis infection serological markersGuorong Ma0Pei Wang1Yanhui Yang2Wei Wang3Jinhua Ma4Lin Zhou5Junlin Ouyang6Rongxiu Li7Shulin Zhang8School of Basic Medical Sciences Ningxia Medical University Yinchuan 750004 ChinaSchool of Basic Medical Sciences Ningxia Medical University Yinchuan 750004 ChinaSchool of Basic Medical Sciences Ningxia Medical University Yinchuan 750004 ChinaCollege of Biological Science and Engineering Northern University for Nationalities Yinchuan 750021 ChinaSchool of Basic Medical Sciences Ningxia Medical University Yinchuan 750004 ChinaSchool of Basic Medical Sciences Ningxia Medical University Yinchuan 750004 ChinaSchool of Basic Medical Sciences Ningxia Medical University Yinchuan 750004 ChinaState Key Laboratory of Microbial Metabolism School of Life Sciences & Biotechnology Shanghai Jiao Tong University Shanghai 200240 ChinaDepartment of Immunology and Microbiology School of Medicine Shanghai Jiao Tong University Shanghai 200025 ChinaSummary 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.https://doi.org/10.1111/1751-7915.13829
collection DOAJ
language English
format Article
sources DOAJ
author Guorong Ma
Pei Wang
Yanhui Yang
Wei Wang
Jinhua Ma
Lin Zhou
Junlin Ouyang
Rongxiu Li
Shulin Zhang
spellingShingle Guorong Ma
Pei Wang
Yanhui Yang
Wei Wang
Jinhua Ma
Lin Zhou
Junlin Ouyang
Rongxiu Li
Shulin Zhang
emPAI‐assisted strategy enhances screening and assessment of Mycobacterium tuberculosis infection serological markers
Microbial Biotechnology
author_facet Guorong Ma
Pei Wang
Yanhui Yang
Wei Wang
Jinhua Ma
Lin Zhou
Junlin Ouyang
Rongxiu Li
Shulin Zhang
author_sort Guorong Ma
title emPAI‐assisted strategy enhances screening and assessment of Mycobacterium tuberculosis infection serological markers
title_short emPAI‐assisted strategy enhances screening and assessment of Mycobacterium tuberculosis infection serological markers
title_full emPAI‐assisted strategy enhances screening and assessment of Mycobacterium tuberculosis infection serological markers
title_fullStr emPAI‐assisted strategy enhances screening and assessment of Mycobacterium tuberculosis infection serological markers
title_full_unstemmed emPAI‐assisted strategy enhances screening and assessment of Mycobacterium tuberculosis infection serological markers
title_sort empai‐assisted strategy enhances screening and assessment of mycobacterium tuberculosis infection serological markers
publisher Wiley
series Microbial Biotechnology
issn 1751-7915
publishDate 2021-07-01
description Summary 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.
url https://doi.org/10.1111/1751-7915.13829
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