{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,30]],"date-time":"2026-07-30T14:15:11Z","timestamp":1785420911862,"version":"3.56.0"},"reference-count":41,"publisher":"Oxford University Press (OUP)","issue":"17","license":[{"start":{"date-parts":[[2025,6,23]],"date-time":"2025-06-23T00:00:00Z","timestamp":1750636800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"HKSTP Incubation Programme"},{"name":"HKSAR Government Innovation and Technology Fund","award":["PsH\/130\/24"],"award-info":[{"award-number":["PsH\/130\/24"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,8,21]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:sec>\n                  <jats:title>Background<\/jats:title>\n                  <jats:p>To determine single-cell-type gene expression in peripheral blood (PB) requires either prior cell sorting or single-cell RNA sequencing. We developed a novel ratio-based biomarker (RBB) called Direct Leukocyte Subpopulation-Transcript Abundance (DIRECT LS-TA) that allows quantification of monocyte-specific gene expression directly from PB without cell sorting.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Methods<\/jats:title>\n                  <jats:p>DIRECT LS-TA leverages proportional cell counts and differential gene expression profiles among leukocyte subpopulations to identify monocyte-informative genes. Using a new ICEBERG plot (Figure 1) based on a mathematical model of cell-mixture gene expression, we shortlisted genes with 2.5-fold higher expression in isolated monocytes compared to PB, indicating &amp;gt;\u200950% of transcript contribution by monocytes alone. PSAP and CTSS were identified as monocyte informative reference genes with low biological variation. Using one of them as the denominator, another monocyte informative target gene is used as the numerator to derive the RBB. The method was validated for detection of host response towards bacterial infection across multiple datasets.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Findings<\/jats:title>\n                  <jats:p>Over 50 monocyte-informative genes were identified, including immune response genes such as VNN1, IL1B, NLRC4 and IFI44L. DIRECT LS-TA results showed excellent correlation with gold standard isolated monocyte expression (R2\u2009=\u20090.55\u20130.97). VNN1 RBB showed consistent upregulation across five datasets (median 2.7-fold, P\u2009&amp;lt;\u200910\u22128) with good diagnostic performance (AUC\u2009=\u20090.84\u20130.99). Other genes including NLRC4, CYP1B1 and NFKBIZ were also useful biomarkers.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Conclusion<\/jats:title>\n                  <jats:p>DIRECT LS-TA provides a reliable way of quantification of monocyte-specific gene expression from PB without the need of cell sorting and demonstrated potential use for rapid infection detection and antibiotic stewardship.<\/jats:p>\n               <\/jats:sec>","DOI":"10.1093\/hmg\/ddaf103","type":"journal-article","created":{"date-parts":[[2025,6,28]],"date-time":"2025-06-28T19:05:06Z","timestamp":1751137506000},"page":"1458-1470","source":"Crossref","is-referenced-by-count":4,"title":["Direct single cell-type gene expression analysis in peripheral blood: novel ratio-based gene expression biomarkers using 2 novel monocyte reference genes (<i>PSAP<\/i> and <i>CTSS<\/i>) for detection of bacterial infection"],"prefix":"10.1093","volume":"34","author":[{"given":"Nelson L S","family":"Tang","sequence":"first","affiliation":[{"name":"Department of Chemical Pathology, and Li Ka Shing Institute of Health Science, Faculty of Medicine, The Chinese University of Hong Kong , Hong Kong SAR ,","place":["China"]},{"name":"Cytomics Limited, Hong Kong Science Park , Hong Kong SAR ,","place":["China"]},{"name":"Hong Kong Branch of CAS Center for Excellence in Animal Evolution and Genetics and KIZ\/CUHK Joint Laboratory of Bioresources and Molecular Research in Common Diseases , Hong Kong SAR ,","place":["China"]},{"name":"Functional Genomics and Biostatistical Computing Laboratory, CUHK Shenzhen Research Institute , Shenzhen ,","place":["China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tsz-Ki","family":"Kwan","sequence":"additional","affiliation":[{"name":"Cytomics Limited, Hong Kong Science Park , Hong Kong SAR ,","place":["China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dan","family":"Huang","sequence":"additional","affiliation":[{"name":"Southern University of Science and Technology , Shenzhen 518055 ,","place":["China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Suk-Ling","family":"Ma","sequence":"additional","affiliation":[{"name":"School of Arts and Humanities , Tung Wah College, Hong Kong SAR ,","place":["China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kwong-Sak","family":"Leung","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Faculty of Engineering, The Chinese University of Hong Kong , Hong Kong SAR, 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