{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,15]],"date-time":"2026-09-15T22:01:58Z","timestamp":1789509718582,"version":"build-2803163510"},"reference-count":42,"publisher":"Ovid Technologies (Wolters Kluwer Health)","issue":"2","license":[{"start":{"date-parts":[[2023,10,17]],"date-time":"2023-10-17T00:00:00Z","timestamp":1697500800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/ http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["lww.com","ovid.com"],"crossmark-restriction":true},"short-container-title":[],"abstract":"<jats:sec>\n                    <jats:title>Background:<\/jats:title>\n                    <jats:p>Infected pancreatic necrosis (IPN) is a severe complication of acute pancreatitis, with mortality rates ranging from 15 to 35%. However, limited studies exist to predict the survival of IPN patients and nomogram has never been built. This study aimed to identify predictors of mortality, estimate conditional survival (CS), and develop a CS nomogram and logistic regression nomogram for real-time prediction of survival in IPN patients.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods:<\/jats:title>\n                    <jats:p>A prospective cohort study was performed in 335 IPN patients consecutively enrolled at a large Chinese tertiary hospital from January 2011 to December 2022. The random survival forest method was first employed to identify the most significant predictors and capture clinically relevant nonlinear threshold effects. Instantaneous death risk and CS was first utilized to reveal the dynamic changes in the survival of IPN patients. A Cox model-based nomogram incorporating CS and a logistic regression-based nomogram were first developed and internally validated with a bootstrap method.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results:<\/jats:title>\n                    <jats:p>The random survival forest model identified seven foremost predictors of mortality, including the number of organ failures, duration of organ failure, age, time from onset to first intervention, hemorrhage, bloodstream infection, and severity classification. Duration of organ failure and time from onset to first intervention showed distinct thresholds and nonlinear relationships with mortality. Instantaneous death risk reduced progressively within the first 30 days, and CS analysis indicated gradual improvement in real-time survival since diagnosis, with 90-day survival rates gradually increasing from 0.778 to 0.838, 0.881, 0.974, and 0.992 after surviving 15, 30, 45, 60, and 75 days, respectively. After further variables selection using step regression, five predictors (age, number of organ failures, hemorrhage, time from onset to first intervention, and bloodstream infection) were utilized to construct both the CS nomogram and logistic regression nomogram, both of which demonstrated excellent performance with 1000 bootstrap.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion:<\/jats:title>\n                    <jats:p>Number of organ failures, duration of organ failure, age, time from onset to first intervention, hemorrhage, bloodstream infection, and severity classification were the most crucial predictors of mortality of IPN patients. The CS nomogram and logistic regression nomogram constructed by these predictors could help clinicians to predict real-time survival and optimize clinical decisions.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1097\/js9.0000000000000844","type":"journal-article","created":{"date-parts":[[2023,10,18]],"date-time":"2023-10-18T12:27:12Z","timestamp":1697632032000},"page":"777-787","update-policy":"https:\/\/doi.org\/10.1097\/lww.0000000000001000","source":"Crossref","is-referenced-by-count":13,"title":["Prediction of survival in patients with infected pancreatic necrosis: a prospective cohort study"],"prefix":"10.1097","volume":"110","author":[{"given":"Caihong","family":"Ning","sequence":"first","affiliation":[{"name":"Department of General Surgery"},{"name":"National Clinical Research Center for Geriatric Disorders"},{"name":"Department of Pancreatic Surgery, Xiangya Hospital, Central South University, Changsha, Hunan Province, People\u2019s Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hui","family":"Ouyang","sequence":"additional","affiliation":[{"name":"Department of General Surgery"},{"name":"National Clinical Research Center for Geriatric Disorders"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dingcheng","family":"Shen","sequence":"additional","affiliation":[{"name":"Department of General Surgery"},{"name":"National Clinical Research Center for Geriatric Disorders"},{"name":"Department of Pancreatic Surgery, Xiangya Hospital, Central South University, Changsha, Hunan Province, People\u2019s Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zefang","family":"Sun","sequence":"additional","affiliation":[{"name":"Department of General Surgery"},{"name":"National Clinical Research Center for Geriatric Disorders"},{"name":"Department of Pancreatic Surgery, Xiangya Hospital, Central South University, Changsha, Hunan Province, People\u2019s Republic 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China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xinying","family":"Li","sequence":"additional","affiliation":[{"name":"Department of General Surgery"},{"name":"National Clinical Research Center for Geriatric Disorders"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gengwen","family":"Huang","sequence":"additional","affiliation":[{"name":"Department of General Surgery"},{"name":"National Clinical Research Center for Geriatric Disorders"},{"name":"Department of Pancreatic Surgery, Xiangya Hospital, Central South University, Changsha, Hunan Province, People\u2019s Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"276","published-online":{"date-parts":[[2024,2]]},"reference":[{"key":"R1-20250824","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/S2468-1253(16)30004-8","article-title":"Global incidence and mortality of pancreatic diseases: a systematic review, meta-analysis, and meta-regression of 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