{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,6]],"date-time":"2026-11-06T00:14:03Z","timestamp":1793924043336,"version":"4.8.0"},"reference-count":42,"publisher":"Wiley","issue":"4","license":[{"start":{"date-parts":[[2025,4,7]],"date-time":"2025-04-07T00:00:00Z","timestamp":1743984000000},"content-version":"vor","delay-in-days":6,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Immunity Inflam &amp;amp; Disease"],"published-print":{"date-parts":[[2025,4]]},"abstract":"<jats:title>ABSTRACT<\/jats:title><jats:sec><jats:title>Background<\/jats:title><jats:p>Coronary artery plaque rupture (PR) is closely associated with immune\u2010inflammatory responses. The systemic inflammatory index (SII) and the systemic inflammatory response index (SIRI) have shown potential in predicting the occurrence of PR.<\/jats:p><\/jats:sec><jats:sec><jats:title>Objective<\/jats:title><jats:p>This study aims to establish a machine learning (ML) model that integrates baseline patient characteristics, SII, and SIRI to predict PR. The goal is to identify high\u2010risk PR patients before intravascular imaging examinations.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>We included 337 patients with acute coronary syndrome who underwent emergency percutaneous coronary intervention and coronary optical coherence tomography (OCT) at the Affiliated Hospital of Zunyi Medical University, China, from May 2023 to October 2023. PR was determined by OCT images. Through manual feature selection, nine features, including SII and SIRI, were included, and an ML model was built using the XGBoost algorithm. Model performance was evaluated using receiver operating characteristic curves and calibration curves. SHAP values were used to assess the contribution of each feature to the model.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>The ML model demonstrated a higher area under the curve value (AUC\u2009=\u20090.81) compared to using SII or SIRI alone for prediction. The ML model also showed good calibration. SHAP values revealed that the top three features in the ML model were SII, LDL\u2010C, and SIRI.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>The immuno\u2010inflammatory index, which integrates comprehensive clinical characteristics, can predict the occurrence of PR. However, large\u2010scale, multicenter studies are needed to confirm the generalizability of the predictive model.<\/jats:p><\/jats:sec>","DOI":"10.1002\/iid3.70162","type":"journal-article","created":{"date-parts":[[2025,4,7]],"date-time":"2025-04-07T13:10:28Z","timestamp":1744031428000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Machine Learning\u2010Based Immuno\u2010Inflammatory Index Integrating Clinical Characteristics for Predicting Coronary Artery Plaque Rupture"],"prefix":"10.1002","volume":"13","author":[{"given":"Xi","family":"Wang","sequence":"first","affiliation":[{"name":"Department of Cardiology Affiliated Hospital of Zunyi Medical University Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1151-769X","authenticated-orcid":false,"given":"Qianhang","family":"Xia","sequence":"additional","affiliation":[{"name":"Department of Cardiology Affiliated Hospital of Zunyi Medical University Zunyi China"},{"name":"Department of Cardiology The Third Affiliated Hospital of Zunyi Medical University (The First Peoples Hospital of Zunyi) Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shuangya","family":"Yang","sequence":"additional","affiliation":[{"name":"Department of Cardiology Affiliated Hospital of Zunyi Medical University Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chancui","family":"Deng","sequence":"additional","affiliation":[{"name":"Department of Cardiology Affiliated Hospital of Zunyi Medical University Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ning","family":"Gu","sequence":"additional","affiliation":[{"name":"Department of Cardiology Affiliated Hospital of Zunyi Medical University Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Youcheng","family":"Shen","sequence":"additional","affiliation":[{"name":"Department of Cardiology Affiliated Hospital of Zunyi Medical University Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhenglong","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Cardiology The Third Affiliated Hospital of Zunyi Medical University (The First Peoples Hospital of Zunyi) Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bei","family":"Shi","sequence":"additional","affiliation":[{"name":"Department of Cardiology Affiliated Hospital of Zunyi Medical University Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0400-2260","authenticated-orcid":false,"given":"Ranzun","family":"Zhao","sequence":"additional","affiliation":[{"name":"Department of Cardiology Affiliated Hospital of Zunyi Medical University Zunyi China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2025,4,7]]},"reference":[{"key":"e_1_2_7_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacc.2021.07.053"},{"key":"e_1_2_7_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijcard.2024.131965"},{"key":"e_1_2_7_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.acra.2024.05.001"},{"key":"e_1_2_7_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(24)00413-6"},{"key":"e_1_2_7_6_1","article-title":"Challenges and Advances in the Management of Inflammation in Atherosclerosis","volume":"21","author":"Xing Y.","year":"2024","journal-title":"Journal of Advanced Research"},{"key":"e_1_2_7_7_1","doi-asserted-by":"publisher","DOI":"10.4103\/hm.hm_9_22"},{"key":"e_1_2_7_8_1","doi-asserted-by":"publisher","DOI":"10.3390\/ijms25084351"},{"key":"e_1_2_7_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.atherosclerosis.2024.117552"},{"key":"e_1_2_7_10_1","doi-asserted-by":"publisher","DOI":"10.3389\/fimmu.2024.1327051"},{"key":"e_1_2_7_11_1","doi-asserted-by":"publisher","DOI":"10.31083\/j.fbl2904161"},{"key":"e_1_2_7_12_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-66152-4"},{"key":"e_1_2_7_13_1","doi-asserted-by":"publisher","DOI":"10.1186\/s12872-024-04004-9"},{"key":"e_1_2_7_14_1","doi-asserted-by":"publisher","DOI":"10.3389\/fendo.2023.1281839"},{"key":"e_1_2_7_15_1","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2022.959531"},{"key":"e_1_2_7_16_1","doi-asserted-by":"publisher","DOI":"10.1177\/00033197231158937"},{"issue":"2","key":"e_1_2_7_17_1","article-title":"Introduction to Machine Learning, Neural Networks, and Deep Learning","volume":"9","author":"Choi R. 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