{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,12]],"date-time":"2026-10-12T13:07:01Z","timestamp":1791810421633,"version":"4.3.4"},"reference-count":35,"publisher":"Public Library of Science (PLoS)","issue":"12","license":[{"start":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T00:00:00Z","timestamp":1766361600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"the National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["82200015"],"award-info":[{"award-number":["82200015"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"the Science and Technology Health Project of the Health Commission of Hubei Province","award":["WJ2025Q005"],"award-info":[{"award-number":["WJ2025Q005"]}]},{"name":"Basic Applied Research Project of Wuhan Science and Technology Bureau","award":["2023020201010214"],"award-info":[{"award-number":["2023020201010214"]}]},{"name":"Science and Technology Project of Shenzhen","award":["JCYJ20220530163216036"],"award-info":[{"award-number":["JCYJ20220530163216036"]}]},{"name":"Bao'an District Medical Association","award":["BAYXH2023007"],"award-info":[{"award-number":["BAYXH2023007"]}]},{"name":"Wuhan Pulmonary Hospital Research Fund","award":["YNZZ202216"],"award-info":[{"award-number":["YNZZ202216"]}]}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS One"],"abstract":"<jats:sec id=\"sec001\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>The differential diagnosis between Tuberculosis (TB) and Non-tuberculous Mycobacteria (NTM) has historically been constrained by the inadequate sensitivity and specificity of current diagnostic methods. Furthermore, distinguishing between Active Tuberculosis (ATB) and Latent Tuberculosis Infection (LTBI) poses significant challenges. This study aims to develop a molecular differentiation system for ATB, LTBI, and NTM by integrating plasma proteomics with multi-dimensional analytical techniques, while also exploring key biomarkers associated with disease progression and treatment response.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec002\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      Using label-free quantitative technology, we conducted a plasma proteomics analysis across five groups: ATB, LTBI, NTM, Cured Patients (CPs), and Healthy Donors (HD). Differentially Expressed Proteins (DEPs) were identified through screening (FC\u2009&gt;\u20091.5 or &lt;0.67,\n                      <jats:italic>P<\/jats:italic>\n                      \u2009&lt;\u20090.05), followed by Gene Ontology\/KEGG pathway enrichment, STRING interaction network, and Mfuzz dynamic clustering analysis to systematically elucidate molecular characteristics. Experimental data were validated through a multidimensional quality control system (Pearson correlation coefficient, peptide distribution, molecular weight distribution, etc.). Enzyme-linked immunosorbent assay (ELISA) was employed to detect the plasma expression levels of target proteins across the groups and to facilitate comparisons.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec003\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>This study identified 1,338 non-redundant proteins across five cohorts. Comparative analysis revealed 142 DEPs across the three comparative groups (ATB, LTBI, and NTM), which were primarily localized in the extracellular domain. Key findings include: 27 DEPs in the ATB-LTBI group, primarily enriched in inflammatory responses (such as A2M, IL-1R2) and epithelial barrier functions (TGM3, KRT3); 69 DEPs in the ATB-NTM group, characterized by significant changes in immunoglobulin light chains (IGLV2\u201311) and innate immune effector molecules (S100A8); 46 DEPs in the NTM-LTBI group, closely related to lipid metabolism (APOC3) and extracellular matrix remodeling (FN1). KEGG pathway analysis revealed that DEPs in the ATB-LTBI group were enriched in nitrogen metabolism pathways, those in the ATB-NTM group were associated with thyroid hormone synthesis, and the NTM-LTBI group was involved in phagosome function. Dynamic clustering results showed six treatment response modules: Cluster 1\/2 (riboflavin metabolism, complement coagulation pathway) were activated post-treatment, Cluster 3\/4 (proteasome, cardiac signaling pathway) exhibited partial reversal in expression, and Cluster 5\/6 (platelet activation, cytoskeleton) showed delayed regression. Research confirmed 10 differential proteins between the ATB-CPs and ATB-HD groups, including S100A8, LTA4H, and DEFA1B, which constitute a molecular fingerprint specific to ATB. ELISA validation confirmed significantly elevated S100A8 and GPX3 in ATB group, while NTM group showed higher FGB and lower ATRN levels.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"sec004\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>This study systematically reveals the plasma proteomic characteristics under infection statuses caused by different mycobacteria. A discrimination framework for ATB\/LTBI\/NTM was constructed based on disease-specific differential proteins, overcoming the limitations of traditional diagnostic techniques in distinguishing infection states. Through dynamic analysis of six temporal therapeutic modules, the reprogramming patterns of the host protein network during tuberculosis treatment were elucidated. This research lays a multidimensional molecular foundation for the precise typing, personalized treatment, and prognostic evaluation of mycobacterial infections.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1371\/journal.pone.0339558","type":"journal-article","created":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T18:28:33Z","timestamp":1766428113000},"page":"e0339558","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":3,"title":["Identification of diagnostic and prognostic biomarkers for tuberculosis based on plasma proteomics"],"prefix":"10.1371","volume":"20","author":[{"given":"Yan","family":"Hu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chao","family":"Quan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuanyuan","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shangyan","family":"Liang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xuan","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jun","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wenqi","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuzhong","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8250-6093","authenticated-orcid":true,"given":"Peng","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2025,12,22]]},"reference":[{"key":"pone.0339558.ref001","author":"World Health Organization","year":"2024"},{"issue":"11","key":"pone.0339558.ref002","doi-asserted-by":"crossref","first-page":"1370","DOI":"10.5588\/ijtld.14.0120","article-title":"The epidemiologic relationship between tuberculosis and non-tuberculous mycobacterial disease: a systematic review","volume":"18","author":"SK Brode","year":"2014","journal-title":"Int J Tuberc Lung Dis"},{"key":"pone.0339558.ref003","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1542\/peds.96.1.29","article-title":"The efficacy of bacillus Calmette-Gu\u00e9rin vaccination of newborns and infants in the prevention of tuberculosis: meta-analyses of the published literature","volume":"96","author":"GA Colditz","year":"1995","journal-title":"Pediatrics"},{"key":"pone.0339558.ref004","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/j.vetmic.2005.11.027","article-title":"Progress in the development of tuberculosis vaccines for cattle and wildlife","volume":"112","author":"BM Buddle","year":"2006","journal-title":"Vet Microbiol"},{"key":"pone.0339558.ref005","article-title":"Tuberculosis Overview","volume-title":"StatPearls","author":"EH Tobin","year":"2024"},{"issue":"1","key":"pone.0339558.ref006","doi-asserted-by":"crossref","first-page":"100017","DOI":"10.1016\/j.clinme.2024.100017","article-title":"Non-tuberculous mycobacterial pulmonary disease (NTM-PD): Epidemiology, diagnosis and multidisciplinary management","volume":"24","author":"K Kumar","year":"2024","journal-title":"Clin Med (Lond)"},{"issue":"1","key":"pone.0339558.ref007","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/j.ccm.2014.10.003","article-title":"Environmental sources of nontuberculous mycobacteria","volume":"36","author":"3rd Falkinham JO","year":"2015","journal-title":"Clin Chest Med"},{"issue":"4","key":"pone.0339558.ref008","doi-asserted-by":"crossref","first-page":"367","DOI":"10.1164\/rccm.200604-571ST","article-title":"An official ATS\/IDSA statement: diagnosis, treatment, and prevention of nontuberculous mycobacterial diseases","volume":"175","author":"DE Griffith","year":"2007","journal-title":"Am J Respir Crit Care Med"},{"key":"pone.0339558.ref009","volume-title":"WHO consolidated guidelines on tuberculosis: Module 3: Diagnosis \u2013 Rapid diagnostics for tuberculosis detection","author":"World Health Organization","year":"2024"},{"issue":"1","key":"pone.0339558.ref010","article-title":"Xpert\u00ae MTB\/RIF assay for pulmonary tuberculosis and rifampicin resistance in adults","volume":"2014","author":"KR Steingart","year":"2014","journal-title":"Cochrane Database Syst Rev"},{"key":"pone.0339558.ref011","first-page":"1","article-title":"Updated guidelines for using Interferon Gamma Release Assays to detect Mycobacterium tuberculosis infection - United States, 2010","volume":"59","author":"GH Mazurek","year":"2010","journal-title":"MMWR Recomm Rep"},{"issue":"11","key":"pone.0339558.ref012","doi-asserted-by":"crossref","first-page":"1005","DOI":"10.1056\/NEJMoa0907847","article-title":"Rapid molecular detection of tuberculosis and rifampin resistance","volume":"363","author":"CC Boehme","year":"2010","journal-title":"N Engl J Med"},{"issue":"3","key":"pone.0339558.ref013","doi-asserted-by":"crossref","first-page":"177","DOI":"10.7326\/0003-4819-149-3-200808050-00241","article-title":"Systematic review: T-cell-based assays for the diagnosis of latent tuberculosis infection: an update","volume":"149","author":"M Pai","year":"2008","journal-title":"Ann Intern Med"},{"issue":"1","key":"pone.0339558.ref014","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1016\/S1473-3099(17)30691-6","article-title":"Xpert MTB\/RIF Ultra for detection of Mycobacterium tuberculosis and rifampicin resistance: a prospective multicentre diagnostic accuracy study","volume":"18","author":"SE Dorman","year":"2018","journal-title":"Lancet Infect Dis"},{"issue":"5","key":"pone.0339558.ref015","doi-asserted-by":"crossref","first-page":"932","DOI":"10.1111\/j.1538-7836.2006.01861.x","article-title":"Fibrin structure and wound healing","volume":"4","author":"N Laurens","year":"2006","journal-title":"J Thromb Haemost"},{"issue":"2","key":"pone.0339558.ref016","doi-asserted-by":"crossref","first-page":"111466","DOI":"10.1016\/j.yexcr.2019.06.011","article-title":"SIRT1 downregulated FGB expression to inhibit RCC tumorigenesis by destabilizing STAT3","volume":"382","author":"Y Chen","year":"2019","journal-title":"Exp Cell Res"},{"issue":"4","key":"pone.0339558.ref017","doi-asserted-by":"crossref","first-page":"557","DOI":"10.1007\/s10238-019-00581-8","article-title":"FGB and FGG derived from plasma exosomes as potential biomarkers to distinguish benign from malignant pulmonary nodules","volume":"19","author":"M Kuang","year":"2019","journal-title":"Clin Exp Med"},{"key":"pone.0339558.ref018","first-page":"4882375","article-title":"miR-877-5p Inhibits Epithelial Mesenchymal Transformation of Breast Cancer Cells by Targeting FGB","volume":"2022","author":"H Liu","year":"2022","journal-title":"Dis Markers"},{"issue":"3","key":"pone.0339558.ref019","doi-asserted-by":"crossref","first-page":"621","DOI":"10.1189\/jlb.1105678","article-title":"Attractin, a dipeptidyl peptidase IV\/CD26-like enzyme, is expressed on human peripheral blood monocytes and potentially influences monocyte function","volume":"80","author":"S Wrenger","year":"2006","journal-title":"J Leukoc Biol"},{"issue":"19","key":"pone.0339558.ref020","doi-asserted-by":"crossref","first-page":"11336","DOI":"10.1073\/pnas.95.19.11336","article-title":"Attractin (DPPT-L), a member of the CUB family of cell adhesion and guidance proteins, is secreted by activated human T lymphocytes and modulates immune cell interactions","volume":"95","author":"JS Duke-Cohan","year":"1998","journal-title":"Proc Natl Acad Sci U S A"},{"key":"pone.0339558.ref021","doi-asserted-by":"crossref","first-page":"731878","DOI":"10.3389\/fimmu.2021.731878","article-title":"Acute Phase Proteins Are Baseline Predictors of Tuberculosis Treatment Failure","volume":"12","author":"NP Kumar","year":"2021","journal-title":"Front Immunol"},{"issue":"4","key":"pone.0339558.ref022","doi-asserted-by":"crossref","DOI":"10.1128\/mSystems.00057-17","article-title":"Integration of Metabolomics and Transcriptomics Reveals a Complex Diet of Mycobacterium tuberculosis during Early Macrophage Infection","volume":"2","author":"M Zimmermann","year":"2017","journal-title":"mSystems"},{"issue":"5147","key":"pone.0339558.ref023","doi-asserted-by":"crossref","first-page":"678","DOI":"10.1126\/science.8303277","article-title":"Lack of acidification in Mycobacterium phagosomes produced by exclusion of the vesicular proton-ATPase","volume":"263","author":"S Sturgill-Koszycki","year":"1994","journal-title":"Science"},{"issue":"8","key":"pone.0339558.ref024","doi-asserted-by":"crossref","first-page":"2197","DOI":"10.3390\/cancers12082197","article-title":"Extracellular Glutathione Peroxidase GPx3 and Its Role in Cancer","volume":"12","author":"C Chang","year":"2020","journal-title":"Cancers (Basel)"},{"issue":"5","key":"pone.0339558.ref025","doi-asserted-by":"crossref","first-page":"862","DOI":"10.3390\/antiox11050862","article-title":"Obesity Hinders the Protective Effect of Selenite Supplementation on Insulin Signaling","volume":"11","author":"R Hauffe","year":"2022","journal-title":"Antioxidants (Basel)"},{"issue":"6313","key":"pone.0339558.ref026","doi-asserted-by":"crossref","first-page":"751","DOI":"10.1126\/science.aaf8156","article-title":"Emergence and spread of a human-transmissible multidrug-resistant nontuberculous mycobacterium","volume":"354","author":"JM Bryant","year":"2016","journal-title":"Science"},{"issue":"6600","key":"pone.0339558.ref027","article-title":"Tumor necrosis factor induces pathogenic mitochondrial ROS in tuberculosis through reverse electron transport","volume":"376","author":"FJ Roca","year":"2022","journal-title":"Science"},{"issue":"8","key":"pone.0339558.ref028","doi-asserted-by":"crossref","first-page":"820","DOI":"10.5588\/ijtld.20.0067","article-title":"Post-tuberculosis lung health: perspectives from the First International Symposium","volume":"24","author":"BW Allwood","year":"2020","journal-title":"Int J Tuberc Lung Dis"},{"issue":"6","key":"pone.0339558.ref029","doi-asserted-by":"crossref","first-page":"794","DOI":"10.3390\/pathogens12060794","article-title":"Effect of TB Treatment on Neutrophil-Derived Soluble Inflammatory Mediators in TB Patients with and without HIV Coinfection","volume":"12","author":"N Sitoe","year":"2023","journal-title":"Pathogens"},{"key":"pone.0339558.ref030","doi-asserted-by":"crossref","first-page":"1584360","DOI":"10.3389\/fmicb.2025.1584360","article-title":"Genome-wide expression in human whole blood for diagnosis of latent tuberculosis infection: a multicohort research","volume":"16","author":"F Jiang","year":"2025","journal-title":"Front Microbiol"},{"key":"pone.0339558.ref031","doi-asserted-by":"crossref","first-page":"740933","DOI":"10.3389\/fimmu.2021.740933","article-title":"Major Neutrophil-Derived Soluble Mediators Associate With Baseline Lung Pathology and Post-Treatment Recovery in Tuberculosis Patients","volume":"12","author":"CN Muefong","year":"2021","journal-title":"Front Immunol"},{"issue":"2","key":"pone.0339558.ref032","article-title":"Analysis of the value of potential biomarker S100-A8 protein in the diagnosis and pathogenesis of spinal tuberculosis","volume":"7","author":"Z Ren","year":"2024","journal-title":"JOR Spine"},{"issue":"5","key":"pone.0339558.ref033","doi-asserted-by":"crossref","first-page":"717","DOI":"10.1016\/j.cell.2010.02.013","article-title":"The lta4h locus modulates susceptibility to mycobacterial infection in zebrafish and humans","volume":"140","author":"DM Tobin","year":"2010","journal-title":"Cell"},{"issue":"12","key":"pone.0339558.ref034","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1016\/j.jgg.2017.09.013","article-title":"Ribosome biogenesis protein Urb1 acts downstream of mTOR complex 1 to modulate digestive organ development in zebrafish","volume":"44","author":"J He","year":"2017","journal-title":"J Genet Genomics"},{"issue":"5","key":"pone.0339558.ref035","first-page":"600","article-title":"Identification of Significant Genes in HIV\/TB via Bioinformatics Analysis","volume":"50","author":"X Li","year":"2020","journal-title":"Ann Clin Lab Sci"}],"container-title":["PLOS One"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0339558","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T18:28:39Z","timestamp":1766428119000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0339558"}},"subtitle":[],"editor":[{"given":"Swati","family":"Jaiswal","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2025,12,22]]},"references-count":35,"journal-issue":{"issue":"12","published-online":{"date-parts":[[2025,12,22]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0339558","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,12,22]]}}}