{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,19]],"date-time":"2026-09-19T04:08:34Z","timestamp":1789790914609,"version":"4.0.1"},"reference-count":22,"publisher":"Wiley","issue":"11","license":[{"start":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T00:00:00Z","timestamp":1760832000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000274","name":"British Heart Foundation","doi-asserted-by":"publisher","award":["AA\/18\/3\/34220"],"award-info":[{"award-number":["AA\/18\/3\/34220"]}],"id":[{"id":"10.13039\/501100000274","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000274","name":"British Heart Foundation","doi-asserted-by":"publisher","award":["CH\/12\/1\/29419"],"award-info":[{"award-number":["CH\/12\/1\/29419"]}],"id":[{"id":"10.13039\/501100000274","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000274","name":"British Heart Foundation","doi-asserted-by":"publisher","award":["RG\/17\/9\/32812"],"award-info":[{"award-number":["RG\/17\/9\/32812"]}],"id":[{"id":"10.13039\/501100000274","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000272","name":"National Institute for Health and Care Research","doi-asserted-by":"publisher","award":["RP\u2010PG\u20100407\u201010384"],"award-info":[{"award-number":["RP\u2010PG\u20100407\u201010384"]}],"id":[{"id":"10.13039\/501100000272","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100020013","name":"NIHR Leicester Biomedical Research Centre","doi-asserted-by":"publisher","award":["NIHR203327"],"award-info":[{"award-number":["NIHR203327"]}],"id":[{"id":"10.13039\/501100020013","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100009033","name":"NHS Blood and Transplant","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100009033","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Transfusion"],"published-print":{"date-parts":[[2025,11]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>We tested the hypothesis that the addition of biomarkers of multimorbidity and biological aging would improve the predictive accuracy of point\u2010of\u2010care viscoelastometry or laboratory tests of coagulation for clinically important bleeding following cardiac surgery.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Study design and methods<\/jats:title>\n                    <jats:p>This predictive accuracy study included 2437 participants in the coagulation and platelet laboratory testing in cardiac surgery (COPTIC study) with complete clinical, TEG 5000 thromboelastography, ROTEM, multiplate aggregometry, full blood count, laboratory reference tests of coagulopathy, and biomarkers of biological aging and multimorbidity. Models with different biomarkers to predict the composite primary outcome, clinically important bleeding, were developed using logistic regression and internally validated using 10\u2010fold cross\u2010validation. Discrimination, calibration, and clinical utility of the models were assessed comprehensively.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>For the composite primary outcome, the AUROC for the best predictive model using TEG or ROTEM plus other biomarkers was 0.694 (0.612\u20130.775). The best predictive model overall included laboratory reference tests of coagulation, full blood count results, and biomarkers of multimorbidity and aging, AUROC\u2009=\u20090.701 (0.620\u20130.781), although clinical utility was not superior to using laboratory reference tests alone. Discrimination was higher for individual components of the primary outcome: large volume (\u22654\u2009units) red cell transfusion 0.754 (0.602\u20130.903) and large volume procoagulant transfusion 0.723 (0.590\u20130.857), but not for excess loss in drains\/re\u2010sternotomy 0.701 (0.613\u20130.788). Calibration was generally good among the models.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Discussion<\/jats:title>\n                    <jats:p>The addition of biomarkers of multimorbidity and biological aging yielded only small improvements in model predictive accuracy for bleeding over tests of coagulation. Existing clinical definitions of bleeding likely represent heterogeneous phenotypes and disease mechanisms.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1111\/trf.18399","type":"journal-article","created":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T16:55:19Z","timestamp":1760892919000},"page":"2077-2090","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Predictive accuracy of diagnostic tests for excessive bleeding in cardiac surgery: The\n                    <scp>COPTIC<\/scp>\n                    \u2010C study"],"prefix":"10.1111","volume":"65","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8605-3749","authenticated-orcid":false,"given":"Weiqi","family":"Liao","sequence":"first","affiliation":[{"name":"Department of Cardiovascular Sciences University of Leicester  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