<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Immunol.</journal-id>
<journal-title>Frontiers in Immunology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Immunol.</abbrev-journal-title>
<issn pub-type="epub">1664-3224</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fimmu.2025.1662454</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Immunology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Clinical laboratory analytes and platelet-associated parameters as surrogate markers of subclinical inflammation in latent tuberculosis infection</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Selvavinayagam</surname>
<given-names>Sivaprakasam T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Anusree</surname>
<given-names>Adukkadukkam</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yong</surname>
<given-names>Yean K.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/519938/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Sankar</surname>
<given-names>Sathish</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1727286/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Frederick</surname>
<given-names>Asha</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rajeshkumar</surname>
<given-names>Manivannan</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kumar</surname>
<given-names>Masilamani S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sampath</surname>
<given-names>Palani</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sankar</surname>
<given-names>Ganga</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Roy</surname>
<given-names>Chitrali L.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3129404/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Karishma</surname>
<given-names>Sree J.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Murugesan</surname>
<given-names>Amudhan</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/400681/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Balakrishnan</surname>
<given-names>Pachamuthu</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Govindaraj</surname>
<given-names>Sakthivel</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2100679/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Byrareddy</surname>
<given-names>Siddappa N.</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/509500/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Velu</surname>
<given-names>Vijayakumar</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/275696/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shankar</surname>
<given-names>Esaki M.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/83660/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Larsson</surname>
<given-names>Marie</given-names>
</name>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/399431/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kannan</surname>
<given-names>Meganathan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1683157/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Raju</surname>
<given-names>Sivadoss</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2412866/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Directorate of Public Health and Preventive Medicine, Teynampet</institution>, <addr-line>Chennai, Tamil Nadu</addr-line>,&#xa0;<country>India</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Blood and Vascular Biology, Department of Biotechnology, Central University of Tamil Nadu</institution>, <addr-line>Thiruvarur</addr-line>,&#xa0;<country>India</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Laboratory Centre, Xiamen University Malaysia</institution>, <addr-line>Sepang, Selangor</addr-line>, <country>Malaysia</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Microbiology, Saveetha Dental College and Hospital, Saveetha Institute of Medical and Technical Sciences, Saveetha University</institution>, <addr-line>Chennai, Tamil Nadu</addr-line>,&#xa0;<country>India</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>State TB Office, Teynampet</institution>, <addr-line>Chennai, Tamil Nadu</addr-line>,&#xa0;<country>India</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>State Public Health Laboratory, Directorate of Public Health and Preventive Medicine, Teynampet</institution>, <addr-line>Chennai, Tamil Nadu</addr-line>,&#xa0;<country>India</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Infection and Inflammation, Department of Biotechnology, Central University of Tamil Nadu</institution>, <addr-line>Thiruvarur</addr-line>,&#xa0;<country>India</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Microbiology, Government Theni Medical College and Hospital</institution>, <addr-line>Theni</addr-line>,&#xa0;<country>India</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Department of Research, Meenakshi Academy of Higher Education and Research (MAHER)</institution>, <addr-line>Chennai</addr-line>,&#xa0;<country>India</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Division of Microbiology and Immunology, Emory National Primate Research Center, Emory Vaccine Center</institution>, <addr-line>Atlanta, GA</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff11">
<sup>11</sup>
<institution>Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center</institution>, <addr-line>Omaha, NE</addr-line>,&#xa0;<country>United States</country>
</aff>
<aff id="aff12">
<sup>12</sup>
<institution>Division of Molecular Medicine and Virology, Department of Biomedical and Clinical Sciences, Link&#xf6;ping University</institution>, <addr-line>Link&#xf6;ping</addr-line>,&#xa0;<country>Sweden</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/24906/overview">Uday Kishore</ext-link>, United Arab Emirates University, United Arab Emirates</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1971753/overview">Prakash Babu Narasimhan</ext-link>, Sri Balaji Vidyapeeth University, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1148555/overview">Asmaa Ali</ext-link>, Jiangsu University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Marie Larsson, <email xlink:href="mailto:marie.larsson@liu.se">marie.larsson@liu.se</email>; Meganathan Kannan, <email xlink:href="mailto:meganathank@cutn.ac.in">meganathank@cutn.ac.in</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1662454</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Selvavinayagam, Anusree, Yong, Sankar, Frederick, Rajeshkumar, Kumar, Sampath, Sankar, Roy, Karishma, Murugesan, Balakrishnan, Govindaraj, Byrareddy, Velu, Shankar, Larsson, Kannan and Raju.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Selvavinayagam, Anusree, Yong, Sankar, Frederick, Rajeshkumar, Kumar, Sampath, Sankar, Roy, Karishma, Murugesan, Balakrishnan, Govindaraj, Byrareddy, Velu, Shankar, Larsson, Kannan and Raju</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>The global burden of latent tuberculosis infection (LTBI), with one-third of the population, poses a significant challenge in the diagnosis and treatment of TB. Household contacts (HHCs) of active TB-infected individuals are one of the major high-risk groups for whom early screening and timely intervention are highly critical to interrupt TB transmission. The subclinical latent infection transitions into active TB disease due to multiple factors. Laboratory diagnostic markers inherent to interferon-gamma release assay (IGRA) positive and negative HHCs may help predict the risk of LTBI and subsequent reactivation. The study aims to identify biochemical and hematological diagnostic markers associated with HHCs and their IGRA status, and to explore the likelihood of clinical laboratory analytes and platelet-associated parameters for use as surrogate markers of subclinical inflammation in LTBI.</p>
</sec>
<sec>
<title>Methods</title>
<p>A cross-sectional study was carried out on the HHCs of active TB-infected individuals and healthy controls to determine the association of biochemical and hematological markers with their IGRA status. Blood samples collected from the participants were tested for different laboratory parameters and analyzed by binary regression analysis to determine their efficacy in predicting the development of LTBI.</p>
</sec>
<sec>
<title>Results</title>
<p>Erythrocyte sedimentation rate (ESR), mean platelet volume (MPV), D-dimer, platelet-large cell ratio (P-LCR), and platelet distribution width (PDW) were significantly high among LTBI-positive individuals. Among different markers, significant association with LTBI was observed with ESR, PDW, and P-LCR, with their AUC and p values reported as 0.6950 (p=0.0095**), 0.7333 (p=0.0469*), 0.7150 (p=0.0042**), respectively. Binary regression analysis revealed significantly higher odds of LTBI in individuals with elevated ESR (OR = 3.05), PDW (OR = 4.67), MPV (OR = 3.5), and P-LCR (OR = 7.67).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Our study demonstrated clinical laboratory parameters and platelet indices as useful surrogate markers of subclinical inflammation associated with LTBI.</p>
</sec>
</abstract>
<kwd-group>
<kwd>latent tuberculosis</kwd>
<kwd>biomarkers</kwd>
<kwd>erythrocyte sedimentation rate</kwd>
<kwd>platelet-large cell ratio</kwd>
<kwd>interferon-gamma release assay</kwd>
<kwd>ferritin</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="51"/>
<page-count count="12"/>
<word-count count="5153"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Molecular Innate Immunity</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>
<italic>Mycobacterium tuberculosis</italic> (MTB) is the leading global health problem and a major infectious cause of morbidity and mortality (<xref ref-type="bibr" rid="B1">1</xref>). The WHO Global Tuberculosis Report 2024 estimated a total of 11 million people infected with TB in 2023 and identified an increasing trend in the TB incidence rate and achieving the WHO End TB strategy milestone of a 50% reduction by 2025, far from reach (<xref ref-type="bibr" rid="B2">2</xref>). The COVID-19 pandemic during 2019&#x2013;22 was one of the major contributors to the increase in new cases due to setbacks in case identification and treatment (<xref ref-type="bibr" rid="B3">3</xref>). Latent TB infection (LTBI) is characterized by an enduring immune response to MTB antigens, despite the lack of gross clinical, radiological, and microbiological indicators (<xref ref-type="bibr" rid="B4">4</xref>). While one-third of the population is infected with MTB, there is an estimated 5&#x2013;15% risk of reactivation, mostly within the first five years of initial infection (<xref ref-type="bibr" rid="B5">5</xref>). Attributing to the global TB burden and a large reservoir of LTBI-infected individuals, the WHO devised policy guidelines and recommendations on the management of LTBI within the framework of the WHO End TB Strategy underscores the need for early detection and timely intervention.</p>
<p>The reactivation of a latent infection to an active TB disease involves a gamut of underlying immunological responses leading to incipient and subclinical TB disease states. Currently, the diagnosis of LTBI relies on the WHO-recommended assays, including the Tuberculin Skin Test (TST) and the Interferon-Gamma Release Assay (IGRA), which suffer from several limitations. This includes a requirement of at least two visits, reduced sensitivity among immunocompromised individuals, and false-positivity among vaccinated individuals with TST, high-cost infrastructure, and uncertainty in the results due to low predictability with IGRA and the discordance between the results of TST and IGRA. The tests for LTBI must therefore be carefully interpreted along with other clinical and radiological evidence. Apart from the lack of a gold standard assay for LTBI detection, there is a lack of understanding of host-based diagnostic biomarkers such as hematological markers, metabolites, and other proteins associated with LTBI and indicators that could predict progression to active TB (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). It is of paramount importance to identify potential diagnostic biomarkers across diverse TB-infected populations (<xref ref-type="bibr" rid="B8">8</xref>). This would facilitate the development of improved point-of-care (POC) tests applicable in resource-limited settings (<xref ref-type="bibr" rid="B9">9</xref>). Because TB tends to impact the economically weakened sections of society significantly, it is imperative to develop accessible and affordable tests for use in endemic areas with resource-constrained laboratories (<xref ref-type="bibr" rid="B10">10</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>The decreasing levels of RBCs, WBCs, and platelet count, and elevated erythrocyte sedimentation rate (ESR) and C-reactive protein (CRP) that indicate acute inflammation (<xref ref-type="bibr" rid="B13">13</xref>) also acted as inflammatory diagnostic markers in pulmonary TB and correlated with disease severity and prognosis (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). Furthermore, many hematological abnormalities, viz., increased levels of fibrinogen and D-dimer, have been reported to correlate with clinical TB (<xref ref-type="bibr" rid="B16">16</xref>) and help in distinguishing it from community-acquired pneumonia (<xref ref-type="bibr" rid="B17">17</xref>). TB in a systemic hypercoagulable state involves a homeostatic mechanism activating procoagulant factors (<xref ref-type="bibr" rid="B18">18</xref>) with elevated thrombin&#x2013;antithrombin complexes, D-dimer, and fibrinogen (<xref ref-type="bibr" rid="B19">19</xref>). However, to date, studies investigating the biochemical and hematological parameters among close contacts of active TB patients in an endemic setting are scarce. Hence, addressing the knowledge gaps in LTBI biomarker research is key to the development of diagnostic tools with improved accuracy and feasibility for use in resource-limited clinical settings. In this study, the biochemical and hematological profiles of HHCs of active TB disease were evaluated and correlated with their IGRA status. We also explored the likelihood of clinical laboratory analytes and platelet-associated parameters for use as surrogate markers of subclinical inflammation in LTBI.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Study design and participants</title>
<p>A cross-sectional study was conducted between January 2023 and March 2023 at the Directorate of Public Health and Preventive Medicine, State Public Health Laboratory, Chennai, India, on the HHCs of active TB patients (n=111) and healthy controls (n=61). Samples were collected during mid-February 2023. The timeline from the date of detection of the index case to the date of sample collection from the HHCs varied, ranging from 4 days to 391 days, with a mean of 68 days. Inclusion criteria for the study participants were adults aged 18 years or older who were HHCs of microbiologically confirmed pulmonary TB cases and who provided informed consent. Individuals with an active TB diagnosis or treatment, those with a history of TB treatment within the past 12 months, pregnancy, chronic diseases such as HIV, cancer, and chronic kidney disease, and those who have ongoing immunosuppressive treatment were excluded from the study. Healthy controls were above 18 years of age with no history of TB, tested negative for the IGRA test, had no known TB exposure, and had no signs or symptoms suggestive of TB during the screening process. The participants in the healthy control group were staff of the Directorate of Public Health and Preventive Medicine, Chennai, India. The study was reviewed and approved by the Directorate of Public Health and Preventive Medicine Ethical Committee, Chennai, India (DPHM/IEC/2023/102, dated: 8<sup>th</sup> March 2023). All the participants provided written informed consent to participate in the study and for the data to be published.</p>
</sec>
<sec id="s2_2">
<title>IGRA testing</title>
<p>All the study participants were tested for LTBI by the IGRA test using QuantiFERON-TB Gold In-Tube Assay (Qiagen GmbH, Hilden, Germany). A total of 60 individuals were randomly selected and categorized into two groups. The first group comprised 30 IGRA-positive (HHC/IGRA+ve), and the second group with 30 individuals who were IGRA-negative (HHC/IGRA-ve). Thirty healthy controls who are not HHC of active TB-infected individuals were enrolled. The groups were not matched for age and sex. The summary of the study is presented in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Graphical outline of the study.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1662454-g001.tif">
<alt-text content-type="machine-generated">Flowchart showing the selection and testing process for household contacts and healthy controls. From 111 household contacts, 30 positive (HHC/IGRA+ve) and 30 negative (HHC/IGRA-ve) are randomly selected. Along with 30 healthy controls, tests are conducted using blood samples in tubes labeled ESR sodium citrate, Sodium citrate, EDTA, and Plain tube for various analyses like CBC, ESR, and additional health parameters.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2_3">
<title>Sample collection</title>
<p>Ten milliliters of whole blood were drawn from the participants in different vacutainer tubes (BD, Franklin Lakes, USA): 3 mL in plain tube with no additives, 3 mL in EDTA tube, 2 mL in sodium citrate tube, and 2 mL in 3.8% buffered tri-sodium citrate tube, and were centrifuged at 3,000 rpm for 10 minutes. The serum and plasma were made into aliquots in separate tubes for further testing.</p>
</sec>
<sec id="s2_4">
<title>Biochemical and hematological parameters</title>
<p>Sera were processed for testing different biochemical parameters, including blood glucose, ESR, glucose, and CRP. The liver function tests included bilirubin total, aspartate transaminase (AST), alanine transaminase (ALT), alkaline phosphatase (ALP), total protein, albumin, and globulin. The hematological parameters tested include total count (TC), differential counts of neutrophils, lymphocytes, monocytes, eosinophils, and basophils, red blood cell indices including total RBC, hemoglobin, mean corpuscular volume (MCV), mean corpuscular hemoglobin (MCH), mean corpuscular hemoglobin concentration (MCHC), platelet count, red cell distribution width expressed as standard deviation (RDW-SD) and coefficient of variation (RDW-CV), platelet indices including platelet distribution width (PDW), mean platelet volume (MPV), platelet-large cell ratio (P-LCR), procalcitonin (PCT), and neutrophil to lymphocyte ratio (NLR) and coagulation markers, prothrombin time (PT), prothrombin time/international normalized ratio (PT-INR), activated partial thromboplastin time (aPTT), fibrinogen, D-dimer, and ferritin. The renal function test panel consisted of creatinine, urea, blood urea nitrogen (BUN), and uric acid. The biochemical parameters were tested on a fully automated biochemistry analyzer (Siemens Healthcare GmbH, Erlangen, Germany). The hematological profiling was carried out using an automated 5-part Sysmex XN-550 Hematology Analyzer (Sysmex Corporation, Kobe, Japan). The erythrocyte sedimentation rate (ESR) was measured using the classical Westergren method. Serum ferritin was estimated using a fully automated immunoassay system (Siemens Healthcare GmbH, Erlangen, Germany). Coagulation parameters such as prothrombin time (PT), activated partial thromboplastin time (aPTT), fibrinogen, and D-dimer were measured on an Erba Semi-Automatic Coagulation Analyzer (Transasia Bio-Medicals Ltd, Mumbai, India) as per the manufacturer&#x2019;s instructions.</p>
</sec>
<sec id="s2_5">
<title>Statistical analysis</title>
<p>Comparisons of categorical variables were tested using the Chi-Square test, and continuous variables were tested using a non-parametric Kruskal&#x2013;Wallis test for multiple group comparisons. If p values were &lt;0.05, 3-way comparisons were subsequently performed separately using Mann&#x2013;Whitney U tests between the three study groups. The predictive power of diagnostic biomarkers in differentiating HHC/IGRA+ve from healthy controls was examined using receiver operating characteristic (ROC) analysis. The Spearman rank test was used to compare correlations between continuous variables. Biomarkers associated with LTBI were evaluated by binary logistic regression followed by adjusted logistic regression. Statistical analyses were performed using GraphPad PRISM, ver.5.02 (GraphPad Software, San Diego, USA). Binary regression was performed using SPSS, ver.20 (IBM, Armonk, NY). Two-tailed p&lt;0.05 was considered as statistical significance for all tests conducted, and p values &lt;0.05, &lt;0.01, &lt;0.001, and &lt;0.0001 by the Mann-Whitney U test were marked as *, **, ***, and ****, respectively.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>A total of 111 HHCs and 61 healthy controls were recruited for the study. Of 111, 58 (52.3%) were positive for IGRA, 52 (46.8%) were negative, and one sample yielded an indeterminate result. In this study, a randomly chosen HHC/IGRA+ve (n=30), HHC/IGRA-ve (n=30), and healthy controls (n=30) were processed for further analysis. The median (IQR) age of HHC/IGRA+ve was 42 (31 &#x2013; 54.8), HHC/IGRA-ve was 39.5 (33.5 &#x2013; 46.3), and healthy controls were 36 (29.5 &#x2013; 43) in years. All participants were evaluated for biochemical and hematological parameters following confirmation using the IGRA test. The frequency of males in each group was 11 (36.7%), 9 (30%), and 17 (56.7%), respectively. The control group had volunteers who had no HHCs with active TB cases. Further, the frequency of TB exposure duration per day in the HHC/IGRA+ve group was 12 to 18 hrs (56.6%), 6 to 12 hrs (26.6%), and more than 18 hrs (16.6%).</p>
<p>The median BMI (IQR) of the HHC/IGRA+ve, HHC/IGRA-ve, and healthy controls were 26.3 (23.3-29.7), 24.8 (22.1- 28.2), and 25.6 (23.1-28.9), respectively. About 80% of the HHCs reported having BCG vaccination during childhood. The most common comorbid conditions observed were diabetes and hypertension among HHC+ve and HHC-ve individuals, respectively. Among HHC/IGRA+ve individuals, eight (26.6%) individuals presented diabetes, six individuals (20%) in HHC/IGRA-ve, and five (16.7%) in healthy controls, while the rate of hypertension was four (15.4%) in HHC/IGRA+ve, four (13.3%) in HHC/IGRA-ve, and six (20%) among healthy controls. The characteristics of the cohorts are presented in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. No significant difference in patient characteristics was observed between the groups. We did not adjust for potential confounders such as diabetes or hypertension, both of which can alter inflammatory and platelet parameters. However, the frequency of these conditions was low and comparable across study groups, reducing, but not eliminating, the risk of bias. Larger studies with higher prevalence of comorbidities are warranted to examine their potential modifying effects.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Characteristics of the study participants.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Characteristics</th>
<th valign="middle" align="left">HC</th>
<th valign="middle" align="left">HHC/IGRA+ve</th>
<th valign="middle" align="left">HHC/IGRA-ve</th>
<th valign="middle" align="left">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Number</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="left">
</td>
</tr>
<tr>
<td valign="middle" align="left">Age, years</td>
<td valign="middle" align="left">36 (29.5 &#x2013; 43)</td>
<td valign="middle" align="left">42 (31 &#x2013; 54.8)</td>
<td valign="middle" align="left">39.5 (33.5 &#x2013; 46.3)</td>
<td valign="middle" align="left">0.257</td>
</tr>
<tr>
<td valign="middle" align="left">Gender, male, n (%)</td>
<td valign="middle" align="left">17 (56.7%)</td>
<td valign="middle" align="left">11 (36.7%)</td>
<td valign="middle" align="left">9 (30%)</td>
<td valign="middle" align="left">0.034</td>
</tr>
<tr>
<td valign="middle" align="left">BMI (kg/m<sup>3</sup>)</td>
<td valign="middle" align="left">25.6 (23.1 &#x2013; 28.9)</td>
<td valign="middle" align="left">26.3 (23.3 &#x2013; 29.7)</td>
<td valign="middle" align="left">24.8 (22.1 &#x2013; 28.2)</td>
<td valign="middle" align="left">0.663</td>
</tr>
<tr>
<td valign="middle" align="left">BCG vaccination, n (%)</td>
<td valign="middle" align="left">24 (80%)</td>
<td valign="middle" align="left">24 (80%)</td>
<td valign="middle" align="left">23 (76.7%)</td>
<td valign="middle" align="left">0.38</td>
</tr>
<tr>
<td valign="middle" align="left">Residential area, Urban, n (%)</td>
<td valign="middle" align="left">15(50%)</td>
<td valign="middle" align="left">15(50%)</td>
<td valign="middle" align="left">15(50%)</td>
<td valign="middle" align="left">0.999</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>All data reported as median, IQR unless specified. All continuous variables were compared using the Kruskal&#x2013;Wallis test, while all the categorical variables were compared using the Chi-Square test.</p>
</fn>
<fn>
<p>n, number; %, percentage; IQR, interquartile range; HC, healthy control; HHC, household contact; IGRA, interferon-gamma release assay; BMI, body mass index; BCG, Bacille Calmette-Gu&#xe9;rin.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3_1">
<title>Biochemical and hematological profiling among the study cohorts</title>
<p>The biochemical and/or hematological parameters showed significant differences between the study groups. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> shows the scatter plots for representative biochemical and hematological parameters using the median (interquartile), where a significant difference was observed in ESR, D-dimer, ferritin, PDW, MPV, and P-LCR. Other tested parameters did not show any significant difference across the three groups. ESR, D-dimer, PDW, MPV, and P-LCR were higher in the HHC/IGRA+ve as compared to the healthy controls. The median (IQR) value of all the tested laboratory parameters in the study cohorts is given in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Comparison of the levels of parameters among health controls, HHC/IGRA+ve, and HHC/IGRA-ve individuals. ESR, erythrocyte sedimentation rate; CRP, C-reactive protein; PDW, platelet distribution width; MPV, mean platelet volume; P-LCR, platelet-large cell ratio. Values with *, ** and *** represent p&lt;0.05, &lt;0.01 and &lt;0.001, respectively. Statistically significant deviations between groups are indicated by a horizontal line.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1662454-g002.tif">
<alt-text content-type="machine-generated">Violin plots showing comparisons of health markers (ESR, CRP, D-dimer, Ferritin, Platelet count, PDW, MPV, P-LCR) across three groups: HC (green), HHC/IGRA+ve (red), and HHC/IGRA-ve (orange). The x-axis represents sample populations, and the y-axis shows measurement levels. A blue line indicates the median level of HC. Statistical significance is marked with asterisks above the plots.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2">
<title>Efficacy of diagnostic biomarkers in predicting the development of LTBI</title>
<p>The predictive power of diagnostic biomarkers in differentiating HHC/IGRA+ve from healthy controls was examined using ROC analysis (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The sensitivity and specificity of these markers in diagnosing LTBI were compared and reflected as AUC. Of the six markers that showed significance, only three, viz., ESR, PDW, and P-LCR, showed significant association with LTBI, with their AUC and p values reported as 0.6950 (p=0.0095**), 0.7333 (p=0.0469*), 0.7150 (p=0.0042**), respectively. MPV, D-dimer, and ferritin were not significantly associated with LTBI. ROC analysis determined the ESR, PDW, MPV, and P-LCR cut-off as &gt;35.5 mm/hr, &gt;11.55 fL, &gt;10.25 fL, and &gt;25.85%, respectively.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Efficacy of biomarkers in predicting LTBI. <bold>(A)</bold> Receiver operating characteristic (ROC) curves for prediction of LTBI by using ESR, PDW, MPV, P-LCR, D-dimer, and ferritin. <bold>(B)</bold> Association of ESR, PDW, MPV, P-LCR, and either ESR or P-LCR with the risk of LTBI. <bold>(C)</bold> ROC for LTBI prediction by combining ESR &gt;36.50 mm/hr and P-LCR &gt;25.85%. These analyses were done between HC and HHC/IGRA+ve. AUC, the area under the curve; CI, confidence interval; ESR, erythrocyte sedimentation rate; PDW, platelet distribution width; MPV, mean platelet volume; P-LCR, platelet-large cell ratio. Values with *, ** and, *** represent p &lt; 0.05, &lt; 0.01 and &lt; 0.001, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1662454-g003.tif">
<alt-text content-type="machine-generated">Panel A shows ROC curves for ESR, PDW, MPV, P-LCR, D-dimer, and Ferritin, with their respective AUC values and significance levels. Panel B presents odds ratios for each marker, with significance indicated for specific thresholds. Panel C displays a combined ROC curve for ESR &gt; 36.50 mm/hr or P-LCR &gt; 25.85%, with a high AUC of 0.901, indicating strong significance.</alt-text>
</graphic>
</fig>
<p>Binary regression analysis showed that the odds of developing LTBI among individuals with ESR, PDW, MPV, and P-LCR greater than their predetermined cut-off were 3.05 (p=0.04*), 4.67 (p=0.006**), 3.5 (p=0.02*), and 7.67 (p=0.001***), respectively. In an attempt to trace the independent diagnostic markers that were associated with LTBI, a multivariate analysis was carried out. Here, the PDW, MPV, and P-LCR were found to be in co-linearity, and hence only ESR and P-LCR were included in the final regression analysis. The study found either ESR or P-LCR to be greater than its pre-determined cut-off and was associated with increased odds of being LTBI+ve by 22-fold with 95% Cl=2.66-84.8, p=0.004**. When combining both ESR &gt;36.5 mm/hr or P-LCR &gt;25.85%, the overall efficacy (measured as AUC) of diagnosing LTBI was 0.906, p&lt;0.0001****. The factors associated with IGRA-ve are mentioned in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2</bold>
</xref>. The Spearman rank test was used to compare correlations between continuous variables. Spearman&#x2019;s correlation analysis revealed significant correlations between ESR with CRP (r=0.746, p&lt;0.01), ALT (r=0.746, p&lt;0.01), RBC (r=-0.39, p&lt;0.05), hemoglobin (r=-0.37, p&lt;0.05), HCT (r=-0.44, p&lt;0.05) and fibrinogen (r=0.601, p&lt;0.01) in HHC/IGRA +ve individuals (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Spearman&#x2019;s correlation between ESR with other tested parameters among the different groups of participants. The analysis was performed between HCs and HHC/IGRA+ve. Values with *, and ** represent p&lt;0.05, and &lt; 0.01, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1662454-g004.tif">
<alt-text content-type="machine-generated">Heat map showing Spearman correlation between various blood parameters for different groups: TOTAL, HC, HHC/IGRA+ve, and HHC/IGRA-ve. Colors range from red (negative correlation) to green (positive correlation), with corresponding R values. Some cells have significant correlations indicated by asterisks.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_3">
<title>Association of ferritin and MCHC</title>
<p>A decrease in ferritin level was observed in the HHC/IGRA-ve when compared to healthy controls and HHC/IGRA+ve (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Ferritin level was found to be significantly lower in females when compared to males (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). A binary regression analysis was performed to determine the factors associated with HHC/IGRA-ve (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The analysis showed that a decrease in ferritin was associated with increased odds of IGRA-ve in females by 1.04. As for males, MCHC was significantly associated, where every decrease of MCHC by 1 unit was associated with increased odds of IGRA-ve by 2.24. The detailed binary regression analysis of all the parameters associated with males and females is mentioned in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Gender. <bold>(A)</bold> Distribution of serum ferritin across male and female genders. <bold>(B)</bold> Distribution of HC, HHC, IGRA+ve, and IGRA &#x2013;ve by gender. Values indicated with *, and **** represent p&lt;0.05, and &lt;0.0001, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1662454-g005.tif">
<alt-text content-type="machine-generated">Panel A shows a violin plot comparing ferritin levels between males (M) and females (F). Males have higher ferritin levels, indicated by a wider red shape, while females show lower levels with a blue shape. Panel B is a bar chart showing gender distribution in three groups: HC and HHC IGRA positive and negative. Males make up 57%, 37%, and 30% in each group respectively, depicted in red, while females make up the remainder, shown in blue. Statistical significance is noted with P = 0.037.</alt-text>
</graphic>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Factors associated with HHC/IGRA-ve stratified based on gender.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fimmu-16-1662454-g006.tif">
<alt-text content-type="machine-generated">Forest plot showing odds ratios for various variables across total, male, and female groups. Significant associations with reduced odds are in blue, while increased odds are in red. Notable values include ALP at 0.028 and 0.046 for total, MCHC at 2.24 for males, and Ferritin at 1.04 for females. Gray bars indicate no significant association.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The global burden of LTBI was estimated to be 23% and the majority of them (80%) were from the WHO Southeast Asia, Western-Pacific, and African regions (<xref ref-type="bibr" rid="B20">20</xref>). There is an increasing need to identify novel approaches or host diagnostic biomarkers for improved diagnosis to prevent the risk of reactivation and subsequent transmission of the disease and to achieve the target of TB elimination by 2050. The biochemical and hematological indices serve as diagnostic and prognostic markers of several infectious diseases (<xref ref-type="bibr" rid="B21">21</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). These markers could aid in early clinical diagnosis and timely medical intervention. TB-infected patients undergo considerable immunohematological and biochemical changes during infection compared to healthy controls (<xref ref-type="bibr" rid="B24">24</xref>). Such parameters could potentially help in forecasting the onset of active TB and response to anti-TB treatment. However, the biological parameters of individuals with close contact with active TB patients who are either positive or negative for IGRA have not been investigated and largely remain ambiguous. To our knowledge, this is the first study to evaluate the biochemical and hematological parameters among HHCs of active TB patients. We previously reported the usefulness of plasma cytokines that could aid in diagnosing LTBI across HHCs/IGRA+ve (<xref ref-type="bibr" rid="B25">25</xref>). The study found an increased plasma CXCL8 and decreased MCP-1, TNF-&#x3b1;, and IFN-&#x3b3; associated significantly with LTBI.</p>
<p>The study found ESR, D-dimer, PDW, MPV, and P-LCR to be significantly different from healthy controls and HHC/IGRA+ve individuals. The values obtained could potentially be used to establish reference ranges and to differentiate LTBI from healthy individuals, to aid clinical interpretation and decision-making.</p>
<p>The study found ESR levels among individuals with LTBI to be significantly higher in the HHC/IGRA+ve group. The diagnostic accuracy of ESR above the cut-off of 36.50 mm/hr, which indicates inflammation, although not reliable, is used to predict LTBI. High ESR (&gt;40mm/hr) and thrombocytosis with platelet count (&gt;500&#xd7;10<sup>3</sup>/&#x3bc;L) have been associated with active TB infection; however, its use in LTBI has not been established (<xref ref-type="bibr" rid="B26">26</xref>). Despite low specificity due to increased levels observed across various conditions like cancer or traumatic ailments, ESR can provide valuable information on disease pathology involving inflammation and infection (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>In our study, significantly higher PDW, MPV, and P-LCR values were seen in HHC/IGRA+ve individuals. The ROC analysis showed that among the three platelet indices, PDW and P-LCR showed a significant association with LTBI. Recent studies suggest that platelets play a vital role in innate defense against TB (<xref ref-type="bibr" rid="B28">28</xref>). An elevated platelet count, CRP, and ESR but not MPV were shown to be significantly associated with pulmonary TB cases (<xref ref-type="bibr" rid="B29">29</xref>). The elevated PDW, MPV, and P-LCR values indicate platelet activation and hypercoagulability. The clinical importance of infection-associated thrombosis has recently been recognized and is still not completely understood (<xref ref-type="bibr" rid="B30">30</xref>). A recent study showed the risk of myocardial infarction among people with LTBI. The study also showed a higher risk of developing hypertension among untreated LTBI+ve individuals compared to healthy controls (<xref ref-type="bibr" rid="B31">31</xref>). Studies have found that PDW and MPV were elevated in pulmonary TB (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>). Platelets were identified within the granulomas, and high platelet counts have been found to be associated with TB disease severity (<xref ref-type="bibr" rid="B34">34</xref>). Despite clear evidence on the association between TB and platelet indices reported previously (<xref ref-type="bibr" rid="B35">35</xref>), information is scarce on the characteristics of these indices in LTBI individuals and their role in reactivation. P-LCR is a marker that indicates the proportion of circulating platelets of more than 12 femtoliters. It identifies platelets that metabolically and enzymatically exhibit more significant activity than smaller ones. The present study indicates the association between P-LCR and LTBI.</p>
<p>Platelets are now increasingly recognized as active players in immune modulation and inflammation. Even during latency, there is a low-grade immune activation to MTB antigens that drives compensatory hematopoietic responses such as increased megakaryopoiesis in the bone marrow (<xref ref-type="bibr" rid="B36">36</xref>). This could lead to more large or immature platelets and therefore higher P-LCR. The pattern recognition receptors including Toll-like receptors and C-type lectin receptors, produced by platelets in response to interaction with MTB antigens, release pro-inflammatory cytokines that sustain granuloma stability (<xref ref-type="bibr" rid="B37">37</xref>). Prior studies have shown that P-LCR can serve as a diagnostic tool for hematologic disorders (<xref ref-type="bibr" rid="B38">38</xref>), such as chronic myeloid leukemia, and has been proven as a biomarker of myelodysplastic syndromes (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>). Most existing studies on platelet indices and TB have focused on active TB patients or general inflammatory conditions, not specifically IGRA-defined LTBI in household contacts. Our study showed a significant association with P-LCR, indicating subtler but still detectable platelet activation patterns, potentially manifesting as an increased proportion of large platelets (higher P-LCR) rather than overt thrombocytosis or MPV changes noted in active disease (<xref ref-type="bibr" rid="B41">41</xref>). D-dimer, a fibrin degradation product, serves as an indicator of thrombosis. Increased D-dimer indicates hypercoagulability in pulmonary TB (<xref ref-type="bibr" rid="B18">18</xref>). In this study, we showed D-dimer levels to be significantly higher in LTBI. However, this is contrary to other findings that have reported an average D-dimer level in LTBI patients diagnosed using the PPD test (<xref ref-type="bibr" rid="B42">42</xref>).</p>
<p>The present study showed that when combining ESR and P-LCR, the efficacy of diagnosing LTBI was high, with an AUC of 0.906. Additionally, Spearman&#x2019;s correlation analysis revealed a significant positive correlation between ESR and other parameters such as CRP, ALT, and fibrinogen in LTBI cases. It could hence be construed that ESR and P-LCR as good surrogate diagnostic markers of subclinical inflammation associated with LTBI among HHCs. The ESR that is measured using the Westergren method and P-LCR through automated blood cell counting acts as a valuable surrogate diagnostic marker and, when adequately validated, could prove the effect on the diagnosis and subsequent clinical outcome of interest (<xref ref-type="bibr" rid="B43">43</xref>). Although these inflammatory markers cannot independently replace IGRA and TST, these tests could aid in LTBI, especially among high-risk individuals where rapid diagnosis is critical. Our study showed that the HHC/IGRA -ve individuals, albeit IGRA negative, biochemical profiles were similar to those in HHC/IGRA+ve individuals, except for serum ferritin and MCHC levels, indicating that they may have been in contact with TB cases or LTBI individuals.</p>
<p>The present study indicated the possible association of serum ferritin and MCHC levels with IGRA-ve. MCHC indicates the average concentration of hemoglobin in the RBCs. In this study, the binary regression revealed that MCHC (OR 2.240, 95% CI: 1.042 &#x2013; 4.814, p=0.039) was found to be significantly associated with males in the IGRA-ve group. Ferritin levels were found to be significantly low (OR 1.037, 95% CI: 1.001 &#x2013; 1.079, p=0.03) in the females who were IGRA-ve. The study conceivably had sex-imbalanced sampling, which could lead to unintentional gender bias as the study population was not an age- and sex-matched cohort, which is one of the limitations of the study.</p>
<p>Serum ferritin, a test of iron status, originates from damaged cells, reflecting cellular damage and therefore serves as an important inflammatory disease marker (<xref ref-type="bibr" rid="B44">44</xref>). Iron plays a crucial role as a cofactor in mycobacterial infection. The production of acute-phase proteins (APPs) in response to inflammation can stimulate or inhibit iron metabolism (<xref ref-type="bibr" rid="B45">45</xref>). Elevated serum ferritin (hyperferritinemia) is associated with different inflammatory diseases and their severity. A possible explanation lies in the differing iron metabolism profiles between infected and non-infected individuals. In LTBI (IGRA-positive), immune activation can induce hepcidin-mediated iron sequestration, leading to elevated ferritin as part of the anemia of inflammation. In contrast, IGRA-negative participants, particularly females, may reflect baseline physiological or nutritional iron status, with lower ferritin likely attributable to menstrual blood loss or dietary iron insufficiency rather than infection-related inflammation. Similarly, the association of lower MCHC in IGRA-negative males may relate to underlying hematological or nutritional variations rather than a direct protective effect against LTBI. A previous study showed decreased serum ferritin levels in active TB cases compared to the HHCs, suggesting the downregulation of NRAMP1 gene expression in TB cases (<xref ref-type="bibr" rid="B46">46</xref>). Other studies showed Hepcidin but not ferritin to be associated with TB disease severity and progression to active TB (<xref ref-type="bibr" rid="B47">47</xref>). However, a recent study among children infected with active and latent infection indicated elevated ferritin levels as a reliable marker for discriminating LTBI from active infection (<xref ref-type="bibr" rid="B48">48</xref>). This could possibly be due to the maintenance of iron balance that is critical for effective regulation in MTB, as excess iron can enhance survival, replication, and virulence (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B49">49</xref>). The analysis was adjusted for sex as a covariate, and previous evidence indicates minimal sex-related variation in hematological and ferritin values within the studied population, suggesting the imbalance is unlikely to have influenced the results (<xref ref-type="bibr" rid="B50">50</xref>). Several confounding factors could influence the serum ferritin level, including diet, other causes of inflammation, underlying comorbidities, menstrual cycle, other hormonal changes, and environmental determinants. These factors were not considered in our analysis, and the association with the identified variation in the ferritin level is not known. Given the cross-sectional nature of our study, these findings should be interpreted cautiously and may reflect population-specific factors or residual confounding rather than causal relationships. We did not observe significant differences in hematological parameters like TC, neutrophils, lymphocytes, monocytes, basophils, eosinophils, platelet counts, or hemoglobin and hematocrit levels. This was in corroboration with other studies that found no association of blood cell counts with LTBI (<xref ref-type="bibr" rid="B51">51</xref>).</p>
<p>Our findings suggest that simple, routinely available hematological indices, such as ESR, PDW, MPV, and P-LCR, could serve as cost-effective adjunctive markers for identifying HHCs at higher risk of LTBI in resource-limited settings, potentially enabling earlier targeted screening and preventive interventions. While these markers cannot replace IGRA, their integration into clinical workflows could help prioritize individuals for confirmatory testing, thereby improving case detection efficiency.</p>
<p>The present study, however, suffered certain limitations. Firstly, the small sample size appears to limit the statistical power and generalizability of the findings to a broader population, which is particularly paramount given the diversity and variability within a larger population. Secondly, the lack of longitudinal follow-up restricts our ability to assess the long-term outcomes and deviations in the parameters studied over time. Thirdly, confounding factors that could influence the elevation of these inflammatory markers have not been studied. Fourthly, the cross-sectional design precludes establishing causal relationships, and the relatively small, single-center sample limits the generalizability of the findings to other populations. Furthermore, lack of external validation, unmatched controls and the assessed parameters that are closely linked to infection status at the time of sample collection present significant limitations. The findings are likely population-specific, and differences in genetic background, nutritional status, comorbidities, and TB exposure patterns across other demographic, geographic, or clinical settings may yield different associations. Therefore, this warrants future studies to validate the findings using larger and more diverse cohorts to ensure that the results are extrapolated across diverse demographics and clinical settings. Incorporating longitudinal follow-up is key to monitoring long-term outcomes and an improved understanding of the sustainability of the diagnostic biomarkers identified herein.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>The current study identified ESR and P-LCR as prominent surrogate diagnostic biomarkers of subclinical inflammation associated with LTBI. The hematological profile, especially ESR and P-LCR of IGRA-ve HHCs of active TB, was similar to that of LTBI, indicating that they might have been infected with MTB. The serum ferritin and MCHC were found to be associated with IGRA-ve. Additional investigations are warranted to arrive at more accurate and definitive explanations of the significant findings observed herein.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Medical Ethics Committee, Directorate of Public Health and Preventive Medicine, Chennai, India. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>SiS: Funding acquisition, Conceptualization, Validation, Project administration, Supervision, Writing &#x2013; review &amp; editing. AA: Investigation, Writing &#x2013; original draft, Methodology, Visualization, Formal analysis. YY: Software, Writing &#x2013; review &amp; editing, Formal analysis, Resources, Visualization, Data curation, Validation, Investigation. SaS: Validation, Investigation, Writing &#x2013; review &amp; editing, Resources, Visualization, Formal analysis, Writing &#x2013; original draft. AF: Supervision, Writing &#x2013; review &amp; editing, Funding acquisition, Project administration, Investigation, Validation, Conceptualization, Formal analysis. MR: Investigation, Visualization, Validation, Formal analysis, Methodology, Writing &#x2013; review &amp; editing. MK: Project administration, Supervision, Conceptualization, Resources, Writing &#x2013; review &amp; editing, Funding acquisition, Investigation. PS: Methodology, Conceptualization, Supervision, Writing &#x2013; review &amp; editing, Formal analysis, Project administration, Funding acquisition. GS: Resources, Formal analysis, Visualization, Validation, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Investigation, Conceptualization. CR: Investigation, Validation, Methodology, Writing &#x2013; original draft, Formal analysis. SK: Formal analysis, Validation, Methodology, Writing &#x2013; original draft, Investigation. AM: Data curation, Supervision, Writing &#x2013; review &amp; editing, Conceptualization, Visualization, Project administration, Formal analysis. PB: Writing &#x2013; review &amp; editing, Resources, Validation, Data curation, Conceptualization, Project administration. SG: Writing &#x2013; review &amp; editing, Methodology, Conceptualization, Visualization, Project administration, Validation, Resources. SB: Project administration, Writing &#x2013; review &amp; editing, Conceptualization, Resources, Investigation, Visualization. VV: Project administration, Formal analysis, Resources, Conceptualization, Supervision, Writing &#x2013; review &amp; editing. ES: Visualization, Conceptualization, Funding acquisition, Investigation, Writing &#x2013; original draft, Supervision, Formal analysis, Writing &#x2013; review &amp; editing, Project administration. ML: Funding acquisition, Supervision, Writing &#x2013; original draft, Methodology, Formal analysis, Writing &#x2013; review &amp; editing, Visualization, Resources, Project administration, Conceptualization. MK: Conceptualization, Supervision, Writing &#x2013; review &amp; editing, Methodology, Software, Project administration, Writing &#x2013; original draft, Visualization, Formal analysis. SR: Validation, Methodology, Project administration, Supervision, Formal analysis, Writing &#x2013; review &amp; editing, Software, Data curation, Investigation, Funding acquisition, Resources, Conceptualization, Writing &#x2013; original draft, Visualization.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. The study received funding support from ML through AI52731, the Swedish Research Council (<uri xlink:href="https://www.vr.se/english.html">https://www.vr.se/english.html</uri>), the Swedish, Physicians against AIDS Research Foundation, the Swedish International Development Cooperation Agency, SIDASARC, VINNMER for Vinnova, Link&#xf6;ping University Hospital Research Fund, CALF, and the Swedish Society of Medicine. The funders of the study had no role in the study design, data collection, data analysis, data interpretation, or writing of the report.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors are grateful to all the participants, paraclinical, and laboratory staff of the National Tuberculosis Elimination Programme, Tamil Nadu, Chennai, and Ms. B. Kavitha and Ms. D.K. Mageshwari from the Tamil Nadu Public Health Laboratory, Directorate of Public Health and Preventive Medicine, Chennai for assistance with patient recruitment, specimen collection, and cooperation. The authors gratefully acknowledge the national and international members of the Infectious Diseases Society of India (<uri xlink:href="http://www.idsi.org.in">http://www.idsi.org.in</uri>) (IDSI), Chennai, India, for insightful discussions and critical inputs.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s13" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fimmu.2025.1662454/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fimmu.2025.1662454/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table2.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table3.xlsx" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname> <given-names>V</given-names>
</name>
<name>
<surname>Nazli Khatib</surname> <given-names>M</given-names>
</name>
<name>
<surname>Verma</surname> <given-names>A</given-names>
</name>
<name>
<surname>Lakhanpal</surname> <given-names>S</given-names>
</name>
<name>
<surname>Ballal</surname> <given-names>S</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Tuberculosis in South Asia: A regional analysis of burden, progress, and future projections using the global burden of disease (1990-2021)</article-title>. <source>J Clin Tuberc Other Mycobact Dis</source>. (<year>2024</year>) <volume>37</volume>:<elocation-id>100480</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/J.JCTUBE.2024.100480</pub-id>, PMID: <pub-id pub-id-type="pmid">39507205</pub-id></citation></ref>
<ref id="B2">
<label>2</label>
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Selvavinayagam</surname> <given-names>ST</given-names>
</name>
<name>
<surname>Sankar</surname> <given-names>G</given-names>
</name>
<name>
<surname>Yong</surname> <given-names>YK</given-names>
</name>
<name>
<surname>Sankar</surname> <given-names>S</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Tan</surname> <given-names>HY</given-names>
</name>
<etal/>
</person-group>. <article-title>Association of clinical laboratory parameters with latent tuberculosis infection among healthcare workers of primary health centers-A cross-sectional observational study</article-title>. <source>PLOS Glob Public Health</source>. (<year>2025</year>) <volume>5</volume>:<elocation-id>e0004873</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pgph.0004873</pub-id>, PMID: <pub-id pub-id-type="pmid">40577412</pub-id></citation></ref>
<ref id="B3">
<label>3</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Falzon</surname> <given-names>D</given-names>
</name>
<name>
<surname>Zignol</surname> <given-names>M</given-names>
</name>
<name>
<surname>Bastard</surname> <given-names>M</given-names>
</name>
<name>
<surname>Floyd</surname> <given-names>K</given-names>
</name>
<name>
<surname>Kasaeva</surname> <given-names>T</given-names>
</name>
</person-group>. <article-title>The impact of the COVID-19 pandemic on the global tuberculosis epidemic</article-title>. <source>Front Immunol</source>. (<year>2023</year>) <volume>14</volume>:<elocation-id>1234785/BIBTEX</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/FIMMU.2023.1234785/BIBTEX</pub-id>, PMID: <pub-id pub-id-type="pmid">37795102</pub-id></citation></ref>
<ref id="B4">
<label>4</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mack</surname> <given-names>U</given-names>
</name>
<name>
<surname>Migliori</surname> <given-names>GB</given-names>
</name>
<name>
<surname>Sester</surname> <given-names>M</given-names>
</name>
<name>
<surname>Rieder</surname> <given-names>HL</given-names>
</name>
<name>
<surname>Ehlers</surname> <given-names>S</given-names>
</name>
<name>
<surname>Goletti</surname> <given-names>D</given-names>
</name>
<etal/>
</person-group>. <article-title>LTBI: latent tuberculosis infection or lasting immune responses to M. tuberculosis? A TBNET consensus statement</article-title>. <source>Eur Respir J</source>. (<year>2009</year>) <volume>33</volume>:<page-range>956&#x2013;73</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1183/09031936.00120908</pub-id>, PMID: <pub-id pub-id-type="pmid">19407047</pub-id></citation></ref>
<ref id="B5">
<label>5</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Miggiano</surname> <given-names>R</given-names>
</name>
<name>
<surname>Rizzi</surname> <given-names>M</given-names>
</name>
<name>
<surname>Ferraris</surname> <given-names>DM</given-names>
</name>
</person-group>. <article-title>Mycobacterium tuberculosis pathogenesis, infection prevention and treatment</article-title>. <source>Pathogens</source>. (<year>2020</year>) <volume>9</volume>:<elocation-id>385</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/PATHOGENS9050385</pub-id>, PMID: <pub-id pub-id-type="pmid">32443469</pub-id></citation></ref>
<ref id="B6">
<label>6</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sharma</surname> <given-names>SK</given-names>
</name>
<name>
<surname>Vashishtha</surname> <given-names>R</given-names>
</name>
<name>
<surname>Chauhan</surname> <given-names>LS</given-names>
</name>
<name>
<surname>Sreenivas</surname> <given-names>V</given-names>
</name>
<name>
<surname>Seth</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>Comparison of TST and IGRA in diagnosis of latent tuberculosis infection in a high TB-burden setting</article-title>. <source>PloS One</source>. (<year>2017</year>) <volume>12</volume>:<elocation-id>e0169539</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/JOURNAL.PONE.0169539</pub-id>, PMID: <pub-id pub-id-type="pmid">28060926</pub-id></citation></ref>
<ref id="B7">
<label>7</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Herrera</surname> <given-names>V</given-names>
</name>
<name>
<surname>Perry</surname> <given-names>S</given-names>
</name>
<name>
<surname>Parsonnet</surname> <given-names>J</given-names>
</name>
<name>
<surname>Banaei</surname> <given-names>N</given-names>
</name>
</person-group>. <article-title>Clinical application and limitations of interferon-gamma release assays for the diagnosis of latent tuberculosis infection</article-title>. <source>Clin Infect Dis</source>. (<year>2011</year>) <volume>52</volume>:<page-range>1031&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/CID/CIR068</pub-id>, PMID: <pub-id pub-id-type="pmid">21460320</pub-id></citation></ref>
<ref id="B8">
<label>8</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leo</surname> <given-names>S</given-names>
</name>
<name>
<surname>Narasimhan</surname> <given-names>M</given-names>
</name>
<name>
<surname>Rathinam</surname> <given-names>S</given-names>
</name>
<name>
<surname>Banerjee</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Biomarkers in diagnosing and therapeutic monitoring of tuberculosis: a review</article-title>. <source>Ann Med</source>. (<year>2024</year>) <volume>56</volume>:<elocation-id>2386030</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/07853890.2024.2386030</pub-id>, PMID: <pub-id pub-id-type="pmid">39097795</pub-id></citation></ref>
<ref id="B9">
<label>9</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>SQ</given-names>
</name>
<name>
<surname>Inci</surname> <given-names>F</given-names>
</name>
<name>
<surname>De Libero</surname> <given-names>G</given-names>
</name>
<name>
<surname>Singhal</surname> <given-names>A</given-names>
</name>
<name>
<surname>Demirci</surname> <given-names>U</given-names>
</name>
</person-group>. <article-title>Point-of-care assays for tuberculosis: role of nanotechnology/microfluidics</article-title>. <source>Biotechnol Adv</source>. (<year>2013</year>) <volume>31</volume>:<page-range>438&#x2013;49</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/J.BIOTECHADV.2013.01.006</pub-id>, PMID: <pub-id pub-id-type="pmid">23357365</pub-id></citation></ref>
<ref id="B10">
<label>10</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barter</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Agboola</surname> <given-names>SO</given-names>
</name>
<name>
<surname>Murray</surname> <given-names>MB</given-names>
</name>
<name>
<surname>B&#xe4;rnighausen</surname> <given-names>T</given-names>
</name>
</person-group>. <article-title>Tuberculosis and poverty: the contribution of patient costs in sub-Saharan Africa&#x2013;a systematic review</article-title>. <source>BMC Public Health</source>. (<year>2012</year>) <volume>12</volume>:<elocation-id>980</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1471-2458-12-980</pub-id>, PMID: <pub-id pub-id-type="pmid">23150901</pub-id></citation></ref>
<ref id="B11">
<label>11</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mariah Benedict Raj</surname> <given-names>P</given-names>
</name>
<name>
<surname>Ganta</surname> <given-names>GK</given-names>
</name>
<name>
<surname>Durai Singh</surname> <given-names>C</given-names>
</name>
<name>
<surname>Muthusamy</surname> <given-names>R</given-names>
</name>
</person-group>. <article-title>Efficacy of various tuberculosis treatment regimens at a tertiary health care center in south India: A retrospective study</article-title>. <source>Cureus</source>. (<year>2024</year>) <volume>16</volume>:<elocation-id>e64496</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.7759/CUREUS.64496</pub-id>, PMID: <pub-id pub-id-type="pmid">39139313</pub-id></citation></ref>
<ref id="B12">
<label>12</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Singh</surname> <given-names>S</given-names>
</name>
<name>
<surname>Zahiruddin</surname> <given-names>QS</given-names>
</name>
<name>
<surname>Lakhanpal</surname> <given-names>S</given-names>
</name>
<name>
<surname>Ballal</surname> <given-names>S</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S</given-names>
</name>
<name>
<surname>Bhat</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Wealth-based inequalities in tuberculosis prevalence among households having children and young adults in India: insights from Indian demographic and health surveys (2015&#x2013;2021)</article-title>. <source>BMC Infect Dis</source>. (<year>2025</year>) <volume>25</volume>:<fpage>21</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12879-024-10301-7</pub-id>, PMID: <pub-id pub-id-type="pmid">39755594</pub-id></citation></ref>
<ref id="B13">
<label>13</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rohini</surname> <given-names>K</given-names>
</name>
<name>
<surname>Surekha Bhat</surname> <given-names>M</given-names>
</name>
<name>
<surname>Srikumar</surname> <given-names>PS</given-names>
</name>
<name>
<surname>Mahesh Kumar</surname> <given-names>A</given-names>
</name>
</person-group>. <article-title>Assessment of hematological parameters in pulmonary tuberculosis patients</article-title>. <source>Indian J Clin Biochem</source>. (<year>2016</year>) <volume>31</volume>:<page-range>332&#x2013;5</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/S12291-015-0535-8</pub-id>, PMID: <pub-id pub-id-type="pmid">27382206</pub-id></citation></ref>
<ref id="B14">
<label>14</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leboueny</surname> <given-names>M</given-names>
</name>
<name>
<surname>Maloupazoa Siawaya</surname> <given-names>AC</given-names>
</name>
<name>
<surname>Bouanga</surname> <given-names>LDJ</given-names>
</name>
<name>
<surname>Mvoundza Ndjindji</surname> <given-names>O</given-names>
</name>
<name>
<surname>Mveang Nzoghe</surname> <given-names>A</given-names>
</name>
<name>
<surname>Djoba Siawaya</surname> <given-names>JF</given-names>
</name>
</person-group>. <article-title>Changes of C-reactive protein and Procalcitonin after four weeks of treatment in patients with pulmonary TB</article-title>. <source>J Clin Tuberc Other Mycobact Dis</source>. (<year>2023</year>) <volume>31</volume>:<elocation-id>100348</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/J.JCTUBE.2023.100348</pub-id>, PMID: <pub-id pub-id-type="pmid">36714271</pub-id></citation></ref>
<ref id="B15">
<label>15</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stefanescu</surname> <given-names>S</given-names>
</name>
<name>
<surname>Coco&#x15f;</surname> <given-names>R</given-names>
</name>
<name>
<surname>Turcu-Stiolica</surname> <given-names>A</given-names>
</name>
<name>
<surname>Shelby</surname> <given-names>ES</given-names>
</name>
<name>
<surname>Matei</surname> <given-names>M</given-names>
</name>
<name>
<surname>Subtirelu</surname> <given-names>MS</given-names>
</name>
<etal/>
</person-group>. <article-title>Prediction of treatment outcome with inflammatory biomarkers after 2 months of therapy in pulmonary tuberculosis patients: Preliminary results</article-title>. <source>Pathogens</source>. (<year>2021</year>) <volume>10</volume>:<elocation-id>789</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/PATHOGENS10070789/S1</pub-id>, PMID: <pub-id pub-id-type="pmid">34206598</pub-id></citation></ref>
<ref id="B16">
<label>16</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Robson</surname> <given-names>SC</given-names>
</name>
<name>
<surname>White</surname> <given-names>NW</given-names>
</name>
<name>
<surname>Aronson</surname> <given-names>I</given-names>
</name>
<name>
<surname>Woollgar</surname> <given-names>R</given-names>
</name>
<name>
<surname>Goodman</surname> <given-names>H</given-names>
</name>
<name>
<surname>Jacobs</surname> <given-names>P</given-names>
</name>
</person-group>. <article-title>Acute-phase response and the hypercoagulable state in pulmonary tuberculosis</article-title>. <source>Br J Haematol</source>. (<year>1996</year>) <volume>93</volume>:<page-range>943&#x2013;9</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1046/J.1365-2141.1996.D01-1722.X</pub-id>, PMID: <pub-id pub-id-type="pmid">8703831</pub-id></citation></ref>
<ref id="B17">
<label>17</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Min</surname> <given-names>W</given-names>
</name>
<name>
<surname>Zi-Feng</surname> <given-names>J</given-names>
</name>
<name>
<surname>Jian-Lin</surname> <given-names>X</given-names>
</name>
<name>
<surname>Hao-Hui</surname> <given-names>F</given-names>
</name>
</person-group>. <article-title>Role of the fibrinogen degradation products and D-dimer in the differential diagnosis of pulmonary tuberculosis and community-acquired pneumonia</article-title>. <source>Clin Lab</source>. (<year>2018</year>) <volume>64</volume>:<page-range>135&#x2013;40</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.7754/CLIN.LAB.2017.170720</pub-id>, PMID: <pub-id pub-id-type="pmid">29479876</pub-id></citation></ref>
<ref id="B18">
<label>18</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kager</surname> <given-names>LM</given-names>
</name>
<name>
<surname>Blok</surname> <given-names>DC</given-names>
</name>
<name>
<surname>Lede</surname> <given-names>IO</given-names>
</name>
<name>
<surname>Rahman</surname> <given-names>W</given-names>
</name>
<name>
<surname>Afroz</surname> <given-names>R</given-names>
</name>
<name>
<surname>Bresser</surname> <given-names>P</given-names>
</name>
<etal/>
</person-group>. <article-title>Pulmonary tuberculosis induces a systemic hypercoagulable state</article-title>. <source>J Infect</source>. (<year>2015</year>) <volume>70</volume>:<page-range>324&#x2013;34</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/J.JINF.2014.10.006</pub-id>, PMID: <pub-id pub-id-type="pmid">25455017</pub-id></citation></ref>
<ref id="B19">
<label>19</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mitroi</surname> <given-names>DM</given-names>
</name>
<name>
<surname>Balteanu</surname> <given-names>MA</given-names>
</name>
<name>
<surname>Cioboata</surname> <given-names>R</given-names>
</name>
<name>
<surname>Vlasceanu</surname> <given-names>SG</given-names>
</name>
<name>
<surname>Zlatian</surname> <given-names>OM</given-names>
</name>
<name>
<surname>Catana</surname> <given-names>OM</given-names>
</name>
<etal/>
</person-group>. <article-title>Hypercoagulability in tuberculosis: pathophysiological mechanisms, associated risks, and advances in management&#x2014;A narrative review</article-title>. <source>J Clin Med</source>. (<year>2025</year>) <volume>14</volume>:<elocation-id>762</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/JCM14030762</pub-id>, PMID: <pub-id pub-id-type="pmid">39941433</pub-id></citation></ref>
<ref id="B20">
<label>20</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Houben</surname> <given-names>RMGJ</given-names>
</name>
<name>
<surname>Dodd</surname> <given-names>PJ</given-names>
</name>
</person-group>. <article-title>The global burden of latent tuberculosis infection: A re-estimation using mathematical modelling</article-title>. <source>PloS Med</source>. (<year>2016</year>) <volume>13</volume>:<elocation-id>e1002152</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/JOURNAL.PMED.1002152</pub-id>, PMID: <pub-id pub-id-type="pmid">27780211</pub-id></citation></ref>
<ref id="B21">
<label>21</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alizad</surname> <given-names>G</given-names>
</name>
<name>
<surname>Ayatollahi</surname> <given-names>AA</given-names>
</name>
<name>
<surname>Shariati Samani</surname> <given-names>A</given-names>
</name>
<name>
<surname>Samadizadeh</surname> <given-names>S</given-names>
</name>
<name>
<surname>Aghcheli</surname> <given-names>B</given-names>
</name>
<name>
<surname>Rajabi</surname> <given-names>A</given-names>
</name>
<etal/>
</person-group>. <article-title>Hematological and biochemical laboratory parameters in COVID-19 patients: A retrospective modeling study of severity and mortality predictors</article-title>. <source>BioMed Res Int</source>. (<year>2023</year>) <volume>2023</volume>:<elocation-id>7753631</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2023/7753631</pub-id>, PMID: <pub-id pub-id-type="pmid">38027038</pub-id></citation></ref>
<ref id="B22">
<label>22</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ezhilarasan</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>Antitubercular drugs induced liver injury: an updated insight into molecular mechanisms</article-title>. <source>Drug Metab Rev</source>. (<year>2023</year>) <volume>55</volume>:<page-range>239&#x2013;53</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/03602532.2023.2215478</pub-id>, PMID: <pub-id pub-id-type="pmid">37218081</pub-id></citation></ref>
<ref id="B23">
<label>23</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gowhari Shabgah</surname> <given-names>A</given-names>
</name>
<name>
<surname>Abdelbasset</surname> <given-names>WK</given-names>
</name>
<name>
<surname>Sulaiman Rahman</surname> <given-names>H</given-names>
</name>
<name>
<surname>Bokov</surname> <given-names>DO</given-names>
</name>
<name>
<surname>Suksatan</surname> <given-names>W</given-names>
</name>
<name>
<surname>Thangavelu</surname> <given-names>L</given-names>
</name>
<etal/>
</person-group>. <article-title>A comprehensive review of IL-26 to pave a new way for a profound understanding of the pathobiology of cancer, inflammatory diseases and infections</article-title>. <source>Immunology</source>. (<year>2022</year>) <volume>165</volume>:<fpage>44</fpage>&#x2013;<lpage>60</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/imm.13424</pub-id>, PMID: <pub-id pub-id-type="pmid">34716913</pub-id></citation></ref>
<ref id="B24">
<label>24</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gebreweld</surname> <given-names>A</given-names>
</name>
<name>
<surname>Fiseha</surname> <given-names>T</given-names>
</name>
<name>
<surname>Kebede</surname> <given-names>E</given-names>
</name>
<name>
<surname>Tamir</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Gebremariam</surname> <given-names>B</given-names>
</name>
<name>
<surname>Miruts</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>Immuno-hematological and biochemical changes in patients with tuberculosis in dessie comprehensive specialized hospital, dessie, Ethiopia</article-title>. <source>J Blood Med</source>. (<year>2024</year>) <volume>15</volume>:<page-range>147&#x2013;55</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.2147/JBM.S445857</pub-id>, PMID: <pub-id pub-id-type="pmid">38532889</pub-id></citation></ref>
<ref id="B25">
<label>25</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Selvavinayagam</surname> <given-names>ST</given-names>
</name>
<name>
<surname>Aswathy</surname> <given-names>B</given-names>
</name>
<name>
<surname>Yong</surname> <given-names>YK</given-names>
</name>
<name>
<surname>Frederick</surname> <given-names>A</given-names>
</name>
<name>
<surname>Murali</surname> <given-names>L</given-names>
</name>
<name>
<surname>Kalaivani</surname> <given-names>V</given-names>
</name>
<etal/>
</person-group>. <article-title>Plasma CXCL8 and MCP-1 as surrogate plasma biomarkers of latent tuberculosis infection among household contacts-A cross-sectional study</article-title>. <source>PloS Global Public Health</source>. (<year>2023</year>) <volume>3</volume>:<elocation-id>e0002327</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/JOURNAL.PGPH.0002327</pub-id>, PMID: <pub-id pub-id-type="pmid">37992019</pub-id></citation></ref>
<ref id="B26">
<label>26</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shah</surname> <given-names>AR</given-names>
</name>
<name>
<surname>Desai</surname> <given-names>KN</given-names>
</name>
<name>
<surname>Maru</surname> <given-names>AM</given-names>
</name>
</person-group>. <article-title>Evaluation of hematological parameters in pulmonary tuberculosis patients</article-title>. <source>J Family Med Prim Care</source>. (<year>2022</year>) <volume>11</volume>:<fpage>4424</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4103/JFMPC.JFMPC_2451_21</pub-id>, PMID: <pub-id pub-id-type="pmid">36353004</pub-id></citation></ref>
<ref id="B27">
<label>27</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Litao</surname> <given-names>MKS</given-names>
</name>
<name>
<surname>Kamat</surname> <given-names>D</given-names>
</name>
</person-group>. <article-title>Erythrocyte sedimentation rate and C-reactive protein: how best to use them in clinical practice</article-title>. <source>Pediatr Ann</source>. (<year>2014</year>) <volume>43</volume>:<page-range>417&#x2013;20</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.3928/00904481-20140924-10</pub-id>, PMID: <pub-id pub-id-type="pmid">25290132</pub-id></citation></ref>
<ref id="B28">
<label>28</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carranza</surname> <given-names>C</given-names>
</name>
<name>
<surname>Pedraza-Sanchez</surname> <given-names>S</given-names>
</name>
<name>
<surname>de Oyarzabal-Mendez</surname> <given-names>E</given-names>
</name>
<name>
<surname>Torres</surname> <given-names>M</given-names>
</name>
</person-group>. <article-title>Diagnosis for latent tuberculosis infection: new alternatives</article-title>. <source>Front Immunol</source>. (<year>2020</year>) <volume>11</volume>:<elocation-id>2006</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/FIMMU.2020.02006</pub-id>, PMID: <pub-id pub-id-type="pmid">33013856</pub-id></citation></ref>
<ref id="B29">
<label>29</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gunluoglu</surname> <given-names>G</given-names>
</name>
<name>
<surname>Yazar</surname> <given-names>EE</given-names>
</name>
<name>
<surname>Veske</surname> <given-names>NS</given-names>
</name>
<name>
<surname>Seyhan</surname> <given-names>EC</given-names>
</name>
<name>
<surname>Altin</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Mean platelet volume as an inflammation marker in active pulmonary tuberculosis</article-title>. <source>Multidiscip Respir Med</source>. (<year>2014</year>) <volume>9</volume>:<fpage>11</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/2049-6958-9-11</pub-id>, PMID: <pub-id pub-id-type="pmid">24581084</pub-id></citation></ref>
<ref id="B30">
<label>30</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Beristain-Covarrubias</surname> <given-names>N</given-names>
</name>
<name>
<surname>Perez-Toledo</surname> <given-names>M</given-names>
</name>
<name>
<surname>Thomas</surname> <given-names>MR</given-names>
</name>
<name>
<surname>Henderson</surname> <given-names>IR</given-names>
</name>
<name>
<surname>Watson</surname> <given-names>SP</given-names>
</name>
<name>
<surname>Cunningham</surname> <given-names>AF</given-names>
</name>
</person-group>. <article-title>Understanding infection-induced thrombosis: lessons learned from animal models</article-title>. <source>Front Immunol</source>. (<year>2019</year>) <volume>10</volume>:<elocation-id>2569/PDF</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/FIMMU.2019.02569/PDF</pub-id>, PMID: <pub-id pub-id-type="pmid">31749809</pub-id></citation></ref>
<ref id="B31">
<label>31</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mandieka</surname> <given-names>E</given-names>
</name>
<name>
<surname>Saleh</surname> <given-names>D</given-names>
</name>
<name>
<surname>Chokshi</surname> <given-names>AK</given-names>
</name>
<name>
<surname>Rivera</surname> <given-names>AS</given-names>
</name>
<name>
<surname>Feinstein</surname> <given-names>MJ</given-names>
</name>
</person-group>. <article-title>Latent tuberculosis infection and elevated incidence of hypertension</article-title>. <source>J Am Heart Assoc</source>. (<year>2020</year>) <volume>9</volume>:<elocation-id>19144</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1161/JAHA.120.019144/ASSET/897ABC50-9235-4633-B0F6-8AE1095BCC51/ASSETS/GRAPHIC/JAH35760-FIG-0001.PNG</pub-id>, PMID: <pub-id pub-id-type="pmid">33263262</pub-id></citation></ref>
<ref id="B32">
<label>32</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tozkoparan</surname> <given-names>E</given-names>
</name>
<name>
<surname>Deniz</surname> <given-names>O</given-names>
</name>
<name>
<surname>Ucar</surname> <given-names>E</given-names>
</name>
<name>
<surname>Bilgic</surname> <given-names>H</given-names>
</name>
<name>
<surname>Ekiz</surname> <given-names>K</given-names>
</name>
</person-group>. <article-title>Changes in platelet count and indices in pulmonary tuberculosis</article-title>. <source>Clin Chem Lab Med</source>. (<year>2007</year>) <volume>45</volume>:<page-range>1009&#x2013;13</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1515/CCLM.2007.194</pub-id>, PMID: <pub-id pub-id-type="pmid">17867990</pub-id></citation></ref>
<ref id="B33">
<label>33</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shankaralingappa</surname> <given-names>A</given-names>
</name>
<name>
<surname>Tummidi</surname> <given-names>S</given-names>
</name>
<name>
<surname>Arun Babu</surname> <given-names>T</given-names>
</name>
</person-group>. <article-title>Diagnostic value of platelet indices in COVID 19 infection: a case-control study from a single tertiary care center</article-title>. <source>Egypt J Intern Med</source>. (<year>2022</year>) <volume>34</volume>:<fpage>35</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/S43162-022-00123-X</pub-id>, PMID: <pub-id pub-id-type="pmid">35382491</pub-id></citation></ref>
<ref id="B34">
<label>34</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nancy Hilda</surname> <given-names>J</given-names>
</name>
<name>
<surname>Venkataraman</surname> <given-names>A</given-names>
</name>
<name>
<surname>Thiruvengadam</surname> <given-names>K</given-names>
</name>
<name>
<surname>Brindha</surname> <given-names>B</given-names>
</name>
<name>
<surname>Karthick</surname> <given-names>M</given-names>
</name>
<name>
<surname>Subha</surname> <given-names>S</given-names>
</name>
<etal/>
</person-group>. <article-title>Evaluation of platelet indices as markers of tuberculosis among children in India</article-title>. <source>ERJ Open Res</source>. (<year>2024</year>) <volume>10</volume>:<page-range>00734&#x2013;2023</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1183/23120541.00734-2023</pub-id>, PMID: <pub-id pub-id-type="pmid">38410718</pub-id></citation></ref>
<ref id="B35">
<label>35</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kirwan</surname> <given-names>DE</given-names>
</name>
<name>
<surname>Chong</surname> <given-names>DLW</given-names>
</name>
<name>
<surname>Friedland</surname> <given-names>JS</given-names>
</name>
</person-group>. <article-title>Platelet activation and the immune response to tuberculosis</article-title>. <source>Front Immunol</source>. (<year>2021</year>) <volume>12</volume>:<elocation-id>631696</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/FIMMU.2021.631696</pub-id>, PMID: <pub-id pub-id-type="pmid">34093524</pub-id></citation></ref>
<ref id="B36">
<label>36</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Kuang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Wan</surname> <given-names>Z</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>S</given-names>
</name>
<name>
<surname>Li</surname> <given-names>R</given-names>
</name>
</person-group>. <article-title>Association of systemic inflammation response index with latent tuberculosis infection and all-cause mortality: a cohort study from NHANES 2011-2012</article-title>. <source>Front Immunol</source>. (<year>2025</year>) <volume>16</volume>:<elocation-id>1538132</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/FIMMU.2025.1538132</pub-id>, PMID: <pub-id pub-id-type="pmid">40046059</pub-id></citation></ref>
<ref id="B37">
<label>37</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cognasse</surname> <given-names>F</given-names>
</name>
<name>
<surname>Nguyen</surname> <given-names>KA</given-names>
</name>
<name>
<surname>Damien</surname> <given-names>P</given-names>
</name>
<name>
<surname>McNicol</surname> <given-names>A</given-names>
</name>
<name>
<surname>Pozzetto</surname> <given-names>B</given-names>
</name>
<name>
<surname>Hamzeh-Cognasse</surname> <given-names>H</given-names>
</name>
<etal/>
</person-group>. <article-title>The inflammatory role of platelets via their TLRs and siglec receptors</article-title>. <source>Front Immunol</source>. (<year>2015</year>) <volume>6</volume>:<elocation-id>83</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/FIMMU.2015.00083</pub-id>, PMID: <pub-id pub-id-type="pmid">25784910</pub-id></citation></ref>
<ref id="B38">
<label>38</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Turk</surname> <given-names>U</given-names>
</name>
<name>
<surname>Tengiz</surname> <given-names>I</given-names>
</name>
<name>
<surname>Ozpelit</surname> <given-names>E</given-names>
</name>
<name>
<surname>Celebiler</surname> <given-names>A</given-names>
</name>
<name>
<surname>Pekel</surname> <given-names>N</given-names>
</name>
<name>
<surname>Ozyurtlu</surname> <given-names>F</given-names>
</name>
<etal/>
</person-group>. <article-title>The relationship between platelet indices and clinical features of coronary artery disease</article-title>. <source>Kardiol Pol</source>. (<year>2013</year>) <volume>71</volume>:<page-range>1129&#x2013;34</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.5603/KP.2013.0293</pub-id>, PMID: <pub-id pub-id-type="pmid">24297710</pub-id></citation></ref>
<ref id="B39">
<label>39</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>Q</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>L</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>K</given-names>
</name>
<name>
<surname>He</surname> <given-names>Z</given-names>
</name>
<etal/>
</person-group>. <article-title>Prognostic impact of platelet-large cell ratio in myelodysplastic syndromes</article-title>. <source>Front Oncol</source>. (<year>2022</year>) <volume>12</volume>:<elocation-id>846044</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/FONC.2022.846044</pub-id>, PMID: <pub-id pub-id-type="pmid">35433406</pub-id></citation></ref>
<ref id="B40">
<label>40</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kabutomori</surname> <given-names>O</given-names>
</name>
<name>
<surname>Kanakura</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Iwatani</surname> <given-names>Y</given-names>
</name>
</person-group>. <article-title>Increase in platelet-large cell ratio in chronic myeloid leukemia</article-title>. <source>Leuk Res</source>. (<year>2001</year>) <volume>25</volume>:<fpage>873</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0145-2126(01)00017-0</pub-id>, PMID: <pub-id pub-id-type="pmid">11532520</pub-id></citation></ref>
<ref id="B41">
<label>41</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>&#x15e;tefanescu</surname> <given-names>S</given-names>
</name>
<name>
<surname>Coco&#x15f;</surname> <given-names>R</given-names>
</name>
<name>
<surname>Turcu-Stiolica</surname> <given-names>A</given-names>
</name>
<name>
<surname>Mahler</surname> <given-names>B</given-names>
</name>
<name>
<surname>Meca</surname> <given-names>AD</given-names>
</name>
<name>
<surname>Giura</surname> <given-names>AMC</given-names>
</name>
<etal/>
</person-group>. <article-title>Evaluation of prognostic significance of hematological profiles after the intensive phase treatment in pulmonary tuberculosis patients from Romania</article-title>. <source>PloS One</source>. (<year>2021</year>) <volume>16</volume>:<elocation-id>e0249301</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/JOURNAL.PONE.0249301</pub-id>, PMID: <pub-id pub-id-type="pmid">33793598</pub-id></citation></ref>
<ref id="B42">
<label>42</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shitrit</surname> <given-names>D</given-names>
</name>
<name>
<surname>Izbicki</surname> <given-names>G</given-names>
</name>
<name>
<surname>Bar-Gil Shitrit</surname> <given-names>A</given-names>
</name>
<name>
<surname>Raz</surname> <given-names>M</given-names>
</name>
<name>
<surname>Sulkes</surname> <given-names>J</given-names>
</name>
<name>
<surname>Kramer</surname> <given-names>MR</given-names>
</name>
</person-group>. <article-title>Normal D-dimer levels in patients with latent tuberculosis infection</article-title>. <source>Blood Coagul Fibrinolysis</source>. (<year>2005</year>) <volume>16</volume>:<page-range>85&#x2013;7</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/00001721-200501000-00014</pub-id>, PMID: <pub-id pub-id-type="pmid">15650552</pub-id></citation></ref>
<ref id="B43">
<label>43</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Katz</surname> <given-names>R</given-names>
</name>
</person-group>. <article-title>Biomarkers and surrogate markers: an FDA perspective</article-title>. <source>NeuroRx</source>. (<year>2004</year>) <volume>1</volume>:<elocation-id>189</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1602/NEURORX.1.2.189</pub-id>, PMID: <pub-id pub-id-type="pmid">15717019</pub-id></citation></ref>
<ref id="B44">
<label>44</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kell</surname> <given-names>DB</given-names>
</name>
<name>
<surname>Pretorius</surname> <given-names>E</given-names>
</name>
</person-group>. <article-title>Serum ferritin is an important inflammatory disease marker, as it is mainly a leakage product from damaged cells</article-title>. <source>Metallomics</source>. (<year>2014</year>) <volume>6</volume>:<page-range>748&#x2013;73</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1039/C3MT00347G</pub-id>, PMID: <pub-id pub-id-type="pmid">24549403</pub-id></citation></ref>
<ref id="B45">
<label>45</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moreira</surname> <given-names>AC</given-names>
</name>
<name>
<surname>Mesquita</surname> <given-names>G</given-names>
</name>
<name>
<surname>Gomes</surname> <given-names>MS</given-names>
</name>
</person-group>. <article-title>Ferritin: an inflammatory player keeping iron at the core of pathogen-host interactions</article-title>. <source>Microorganisms</source>. (<year>2020</year>) <volume>8</volume>:<fpage>589</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/MICROORGANISMS8040589</pub-id>, PMID: <pub-id pub-id-type="pmid">32325688</pub-id></citation></ref>
<ref id="B46">
<label>46</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>L</given-names>
</name>
<name>
<surname>Deng</surname> <given-names>H</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>Y</given-names>
</name>
<name>
<surname>Mansj&#xf6;</surname> <given-names>M</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>X</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>Y</given-names>
</name>
<etal/>
</person-group>. <article-title>An association study of NRAMP1, VDR, MBL and their interaction with the susceptibility to tuberculosis in a Chinese population</article-title>. <source>Int J Infect Dis</source>. (<year>2015</year>) <volume>38</volume>:<page-range>129&#x2013;35</page-range>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/J.IJID.2015.08.003</pub-id>, PMID: <pub-id pub-id-type="pmid">26261060</pub-id></citation></ref>
<ref id="B47">
<label>47</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hella</surname> <given-names>J</given-names>
</name>
<name>
<surname>Cercamondi</surname> <given-names>CI</given-names>
</name>
<name>
<surname>Mhimbira</surname> <given-names>F</given-names>
</name>
<name>
<surname>Sasamalo</surname> <given-names>M</given-names>
</name>
<name>
<surname>Stoffel</surname> <given-names>N</given-names>
</name>
<name>
<surname>Zwahlen</surname> <given-names>M</given-names>
</name>
<etal/>
</person-group>. <article-title>Anemia in tuberculosis cases and household controls from Tanzania: Contribution of disease, coinfections, and the role of hepcidin</article-title>. <source>PloS One</source>. (<year>2018</year>) <volume>13</volume>:<elocation-id>e0195985</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/JOURNAL.PONE.0195985</pub-id>, PMID: <pub-id pub-id-type="pmid">29677205</pub-id></citation></ref>
<ref id="B48">
<label>48</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Comella-Del-Barrio</surname> <given-names>P</given-names>
</name>
<name>
<surname>Abellana</surname> <given-names>R</given-names>
</name>
<name>
<surname>Villar-Hern&#xe1;ndez</surname> <given-names>R</given-names>
</name>
<name>
<surname>Coute</surname> <given-names>MDJ</given-names>
</name>
<name>
<surname>Mingels</surname> <given-names>BS</given-names>
</name>
<name>
<surname>Aliaga</surname> <given-names>LC</given-names>
</name>
<etal/>
</person-group>. <article-title>A model based on the combination of IFN-&#x3b3;, IP-10, ferritin and 25-hydroxyvitamin D for discriminating latent from active tuberculosis in children</article-title>. <source>Front Microbiol</source>. (<year>2019</year>) <volume>10</volume>:<elocation-id>1855</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/FMICB.2019.01855</pub-id>, PMID: <pub-id pub-id-type="pmid">31474956</pub-id></citation></ref>
<ref id="B49">
<label>49</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pandey</surname> <given-names>R</given-names>
</name>
<name>
<surname>Rodriguez</surname> <given-names>GM</given-names>
</name>
</person-group>. <article-title>A ferritin mutant of mycobacterium tuberculosis is highly susceptible to killing by antibiotics and is unable to establish a chronic infection in mice</article-title>. <source>Infect Immun</source>. (<year>2012</year>) <volume>80</volume>:<fpage>3650</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/IAI.00229-12</pub-id>, PMID: <pub-id pub-id-type="pmid">22802345</pub-id></citation></ref>
<ref id="B50">
<label>50</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rushton</surname> <given-names>DH</given-names>
</name>
<name>
<surname>Barth</surname> <given-names>JH</given-names>
</name>
</person-group>. <article-title>What is the evidence for gender differences in ferritin and haemoglobin</article-title>? <source>Crit Rev Oncol Hematol</source>. (<year>2010</year>) <volume>73</volume>:<fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/J.CRITREVONC.2009.03.010</pub-id>, PMID: <pub-id pub-id-type="pmid">19394859</pub-id></citation></ref>
<ref id="B51">
<label>51</label>
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Takenami</surname> <given-names>I</given-names>
</name>
<name>
<surname>Loureiro</surname> <given-names>C</given-names>
</name>
<name>
<surname>MaChado</surname> <given-names>A</given-names>
</name>
<name>
<surname>Emodi</surname> <given-names>K</given-names>
</name>
<name>
<surname>Riley</surname> <given-names>LW</given-names>
</name>
<name>
<surname>Arruda</surname> <given-names>S</given-names>
</name>
</person-group>. <article-title>Blood cells and interferon-gamma levels correlation in latent tuberculosis infection</article-title>. <source>ISRN Pulmonol</source>. (<year>2013</year>) <volume>2013</volume>:<fpage>1</fpage>&#x2013;<lpage>8</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2013/256148</pub-id>, PMID: <pub-id pub-id-type="pmid">24040564</pub-id></citation></ref>
</ref-list>
</back>
</article>