{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T17:00:48Z","timestamp":1790960448104,"version":"4.1.0"},"reference-count":64,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2022,2,7]],"date-time":"2022-02-07T00:00:00Z","timestamp":1644192000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Med."],"abstract":"<jats:sec><jats:title>Background<\/jats:title><jats:p>Tuberculosis (TB) is a major infectious disease, where incomplete information about host genetics and immune responses is hindering the development of transformative therapies. This study characterized the immune cell landscape and blood transcriptomic profile of patients with pulmonary TB (PTB) to identify the potential therapeutic biomarkers.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>The blood transcriptome profile of patients with PTB and controls were used for fractionating immune cell populations with the CIBERSORT algorithm and then to identify differentially expressed genes (DEGs) with R\/Bioconductor packages. Later, systems biology investigations (such as semantic similarity, gene correlation, and graph theory parameters) were implemented to prioritize druggable genes contributing to the immune cell alterations in patients with TB. Finally, real time-PCR (RT-PCR) was used to confirm gene expression levels.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>Patients with PTB had higher levels of four immune subpopulations like CD8<jats:sup>+<\/jats:sup> T cells (<jats:italic>P<\/jats:italic> = 1.9 \u00d7 10<jats:sup>\u22128<\/jats:sup>), natural killer (NK) cells resting (<jats:italic>P<\/jats:italic> = 6.3 \u00d7 10<jats:sup>\u22125<\/jats:sup>), monocytes (<jats:italic>P<\/jats:italic> = 6.4 \u00d7 10<jats:sup>\u22126<\/jats:sup>), and neutrophils (<jats:italic>P<\/jats:italic> = 1.6 \u00d7 10<jats:sup>\u22127<\/jats:sup>). The functional enrichment of 624 DEGs identified in the blood transcriptome of patients with PTB revealed major dysregulation of T cell-related ontologies and pathways (q \u2264 0.05). Of the 96 DEGs shared between transcriptome and immune cell types, 39 overlapped with TB meta-profiling genetic signatures, and their semantic similarity analysis with the remaining 57 genes, yielded 45 new candidate TB markers. This study identified 9 CD8<jats:sup>+<\/jats:sup> T cell-associated genes (<jats:italic>ITK, CD2, CD6, CD247, ZAP70, CD3D, SH2D1A, CD3E<\/jats:italic>, and <jats:italic>IL7R<\/jats:italic>) as potential therapeutic targets of PTB by combining computational druggability and co-expression (r<jats:sup>2<\/jats:sup> \u2265 |0.7|) approaches.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>The changes in immune cell proportion and the downregulation of T cell-related genes may provide new insights in developing therapeutic compounds against chronic TB.<\/jats:p><\/jats:sec>","DOI":"10.3389\/fmed.2021.812857","type":"journal-article","created":{"date-parts":[[2022,2,7]],"date-time":"2022-02-07T06:44:00Z","timestamp":1644216240000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":7,"title":["Transcriptome-Based Molecular Networks Uncovered Interplay Between Druggable Genes of CD8+ T Cells and Changes in Immune Cell Landscape in Patients With Pulmonary Tuberculosis"],"prefix":"10.3389","volume":"8","author":[{"given":"Faten Ahmad","family":"Alsulaimany","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nidal M. 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