{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T12:57:18Z","timestamp":1791291438479,"version":"4.3.0"},"reference-count":31,"publisher":"Wiley","issue":"10","license":[{"start":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T00:00:00Z","timestamp":1791244800000},"content-version":"vor","delay-in-days":5,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Immunity Inflam &amp; Disease"],"published-print":{"date-parts":[[2026,10]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>This study aimed to screen and identify hub genes correlated with septic shock through integrative analyses of bulk transcriptomics, machine learning, weighted gene co\u2010expression network analysis (WGCNA), single\u2010cell transcriptomics, and in silico gene knockout, and further dissect their underlying immunoregulatory mechanisms.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>Multiple bulk transcriptomic datasets of septic shock were integrated and processed via batch correction and differential expression analysis, followed by WGCNA. Candidate genes were screened by intersecting disease\u2010related differentially expressed genes, module genes derived from WGCNA, and predicted drug\/compound targets. A diagnostic classifier was established by integrating 113 machine learning algorithms, with its predictive performance assessed using a training cohort and an independent external validation cohort. SHAP analysis was implemented to quantify and interpret the feature importance of model biomarkers. Single\u2010cell transcriptomic data from the dataset GSE175453 were subsequently used to characterize the cell\u2010type localization of hub genes, and scTenifoldKnk was adopted to conduct in silico gene knockout experiments on pivotal genes. Finally, gene set enrichment analysis (GSEA) based on Z\u2010score ranking was performed to dissect the underlying regulatory signaling pathways of these hub genes.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Batch correction markedly optimized the distribution of samples from distinct datasets. Combined differential expression analysis and WGCNA identified prominent transcriptional perturbations associated with immunity and inflammation in septic shock. Multidimensional intersection screening yielded candidate hub genes, from which core genes including\n                      <jats:italic>SORT1, Turquoise, blue, and brown modules IL18RAP, PLEKHA1, SLC38A1<\/jats:italic>\n                      , and\n                      <jats:italic>LDHA<\/jats:italic>\n                      were prioritized. Machine learning evaluations demonstrated that diagnostic models constructed from these candidate genes exhibited strong discriminatory capacity in both training and independent external validation cohorts. Notably, the RF\u2009+\u2009SVM hybrid model yielded AUC values of 0.998, 0.986 and 0.972 for the training set, GSE137340 and GSE26440, respectively. SHAP analysis verified that\n                      <jats:italic>SORT1<\/jats:italic>\n                      exerted the largest predictive contribution to the classification model. Single\u2010cell transcriptomic profiling illustrated that\n                      <jats:italic>SORT1<\/jats:italic>\n                      was predominantly enriched in monocytes, especially the CD16+ monocyte subset, with significantly elevated expression in patients with septic shock. In silico gene knockout of\n                      <jats:italic>SORT1<\/jats:italic>\n                      led to pronounced transcriptional dysregulation of\n                      <jats:italic>B2M, CD74<\/jats:italic>\n                      and multiple\n                      <jats:italic>HLA<\/jats:italic>\n                      class II family genes. Gene set enrichment analysis (GSEA) performed on Z\u2010score ranked genome\u2010wide transcripts further uncovered robust enrichment of biological pathways governing antigen processing and presentation, MHC class II antigen presentation, as well as interferon\u2010mediated immune responses.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>\n                      <jats:italic>SORT1<\/jats:italic>\n                      represents a promising hub gene for the diagnosis and mechanistic investigation of septic shock. Its upregulation in CD16+ monocytes, combined with the pronounced transcriptional dysregulation of antigen presentation\u2010associated genes upon in silico\n                      <jats:italic>SORT1<\/jats:italic>\n                      knockout, indicates that\n                      <jats:italic>SORT1<\/jats:italic>\n                      may drive immune dysregulation during septic shock by modulating the antigen\u2010presenting phenotype of CD16+ monocytes.\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.1002\/iid3.70548","type":"journal-article","created":{"date-parts":[[2026,10,6]],"date-time":"2026-10-06T12:30:36Z","timestamp":1791289836000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Identification of SORT1 as a Key Regulator of Antigen Presentation in CD16+ Monocytes During Septic Shock via Multi\u2010Omics and In Silico Gene Knockout Analysis"],"prefix":"10.1002","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0009-0004-0699-8067","authenticated-orcid":false,"given":"Shulu","family":"Wu","sequence":"first","affiliation":[{"name":"Department of Emergency and Critical Care Medicine The Fourth Affiliated Hospital of Soochow University, Suzhou Dushu Lake Hospital Suzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiaying","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Emergency and Critical Care Medicine The Fourth Affiliated Hospital of Soochow University, Suzhou Dushu Lake Hospital Suzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shiqi","family":"Guo","sequence":"additional","affiliation":[{"name":"Department of Emergency and Critical Care Medicine The Fourth Affiliated Hospital of Soochow University, Suzhou Dushu Lake Hospital Suzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuting","family":"Hu","sequence":"additional","affiliation":[{"name":"Department of Emergency and Critical Care Medicine The Fourth Affiliated Hospital of Soochow University, Suzhou Dushu Lake Hospital Suzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hui","family":"Shen","sequence":"additional","affiliation":[{"name":"Department of Emergency and Critical Care Medicine The Fourth Affiliated Hospital of Soochow University, Suzhou Dushu Lake Hospital Suzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yingjie","family":"Xu","sequence":"additional","affiliation":[{"name":"Department of Emergency and Critical Care Medicine The Fourth Affiliated Hospital of Soochow University, Suzhou Dushu Lake Hospital Suzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bining","family":"Yang","sequence":"additional","affiliation":[{"name":"Department of Emergency and Critical Care Medicine The Fourth Affiliated Hospital of Soochow University, Suzhou Dushu Lake Hospital Suzhou China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,10,6]]},"reference":[{"key":"e_1_2_13_2_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2016.0287"},{"key":"e_1_2_13_3_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2016.0289"},{"key":"e_1_2_13_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(19)32989-7"},{"key":"e_1_2_13_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00134-021-06506-y"},{"key":"e_1_2_13_6_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2011.1829"},{"key":"e_1_2_13_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.imlet.2004.07.009"},{"key":"e_1_2_13_8_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00134-010-1962-x"},{"key":"e_1_2_13_9_1","doi-asserted-by":"publisher","DOI":"10.1186\/s13054-016-1505-0"},{"key":"e_1_2_13_10_1","doi-asserted-by":"publisher","DOI":"10.1097\/01.ccm.0000150958.20209.a3"},{"key":"e_1_2_13_11_1","doi-asserted-by":"publisher","DOI":"10.1067\/mlc.2000.104306"},{"key":"e_1_2_13_12_1","doi-asserted-by":"publisher","DOI":"10.1038\/nm0697-678"},{"key":"e_1_2_13_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10156-008-0608-1"},{"key":"e_1_2_13_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcrc.2016.01.002"},{"key":"e_1_2_13_15_1","doi-asserted-by":"publisher","DOI":"10.1182\/blood-2010-02-258558"},{"key":"e_1_2_13_16_1","doi-asserted-by":"publisher","DOI":"10.1182\/blood-2011-01-326827"},{"key":"e_1_2_13_17_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0183594"},{"key":"e_1_2_13_18_1","doi-asserted-by":"publisher","DOI":"10.1084\/jem.20022156"},{"key":"e_1_2_13_19_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-020-0752-4"},{"key":"e_1_2_13_20_1","doi-asserted-by":"publisher","DOI":"10.1186\/s40779-023-00462-y"},{"key":"e_1_2_13_21_1","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-9-559"},{"key":"e_1_2_13_22_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cell.2019.05.031"},{"key":"e_1_2_13_23_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.aah4573"},{"key":"e_1_2_13_24_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patter.2022.100434"},{"key":"e_1_2_13_25_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.immuni.2012.07.012"},{"key":"e_1_2_13_26_1","doi-asserted-by":"publisher","DOI":"10.1242\/jcs.067686"},{"key":"e_1_2_13_27_1","doi-asserted-by":"publisher","DOI":"10.4049\/jimmunol.1403156"},{"key":"e_1_2_13_28_1","doi-asserted-by":"publisher","DOI":"10.1038\/srep29332"},{"key":"e_1_2_13_29_1","doi-asserted-by":"publisher","DOI":"10.1038\/nri.2017.36"},{"key":"e_1_2_13_30_1","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMra1208623"},{"key":"e_1_2_13_31_1","doi-asserted-by":"publisher","DOI":"10.3389\/fphys.2025.1627008"},{"key":"e_1_2_13_32_1","doi-asserted-by":"publisher","DOI":"10.1038\/nri3552"}],"container-title":["Immunity, 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