共 32 条
A New Risk Score to Predict Intensive Care Unit Admission for Patients with Acute Pancreatitis 48 Hours After Admission: Multicenter Study
被引:5
作者:

Yuan, Lei
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机构:
Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China
Wuhan Univ, Renmin Hosp, Dept Informat Ctr, Wuhan, Hubei, Peoples R China
Nanjing Univ Informat Sci & Technol, Sch Artificial Intelligence, Inst AI Med, Nanjing, Peoples R China
Wuhan Univ, Renmin Hosp, Key Lab Hubei Prov Digest Syst Dis, Wuhan, Hubei, Peoples R China Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China

Shen, Lei
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机构:
Wuhan Univ, Renmin Hosp, Dept Gastroenterol, Wuhan, Hubei, Peoples R China
Wuhan Univ, Renmin Hosp, Key Lab Hubei Prov Digest Syst Dis, Wuhan, Hubei, Peoples R China Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China

Ji, Mengyao
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机构:
Wuhan Univ, Renmin Hosp, Dept Gastroenterol, Wuhan, Hubei, Peoples R China
Wuhan Univ, Renmin Hosp, Key Lab Hubei Prov Digest Syst Dis, Wuhan, Hubei, Peoples R China Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China

Wen, Xinyu
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机构:
Wuhan Univ, Renmin Hosp, Dept Gastroenterol, Wuhan, Hubei, Peoples R China Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China

Wang, Shuo
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Wuhan Univ, Renmin Hosp, Dept Gastroenterol, Wuhan, Hubei, Peoples R China Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China

Huang, Pingxiao
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机构:
Huazhong Univ Sci & Technol, Cent Hosp Wuhan, Tongji Med Coll, Dept Gastroenterol, Wuhan, Hubei, Peoples R China Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China

Li, Yong
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机构:
Suining Cent Hosp, Suining, Sichuan, Peoples R China Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China

Xu, Jun
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机构:
Nanjing Univ Informat Sci & Technol, Sch Artificial Intelligence, Inst AI Med, Nanjing, Peoples R China Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China
机构:
[1] Nanjing Univ Informat Sci & Technol, Sch Automat, Nanjing, Peoples R China
[2] Wuhan Univ, Renmin Hosp, Dept Informat Ctr, Wuhan, Hubei, Peoples R China
[3] Nanjing Univ Informat Sci & Technol, Sch Artificial Intelligence, Inst AI Med, Nanjing, Peoples R China
[4] Wuhan Univ, Renmin Hosp, Dept Gastroenterol, Wuhan, Hubei, Peoples R China
[5] Huazhong Univ Sci & Technol, Cent Hosp Wuhan, Tongji Med Coll, Dept Gastroenterol, Wuhan, Hubei, Peoples R China
[6] Wuhan Univ, Renmin Hosp, Key Lab Hubei Prov Digest Syst Dis, Wuhan, Hubei, Peoples R China
[7] Suining Cent Hosp, Suining, Sichuan, Peoples R China
基金:
中国国家自然科学基金;
关键词:
Acute pancreatitis;
Risk score;
Intensive care unit;
Precision medicine;
Stratification;
PERSISTENT ORGAN FAILURE;
AMERICAN-COLLEGE;
MORTALITY;
DEFINITIONS;
GUIDELINES;
MANAGEMENT;
SEVERITY;
SYSTEMS;
D O I:
10.1007/s10620-022-07768-2
中图分类号:
R57 [消化系及腹部疾病];
学科分类号:
摘要:
Aims: The objective of this study was to develop and validate an easy-to-use risk score (APRS) to predict which patients with acute pancreatitis (AP) will need intensive care unit (ICU) treatment within 48 h post-hospitalization on the basis of the ubiquitously available clinical records. Methods: Patients with acute pancreatitis were retrospectively included from three independent institutions (RM cohort, 5280; TJ cohort, 262; SN cohort, 196), with 56 candidate variables collected within 48 h post-hospitalization. The RM cohort was randomly divided into a training set (N = 4220) and a test set (N = 1060). The most predictive features were extracted by LASSO from the RM cohort and entered into multivariate analysis. APRS was constructed using the coefficients of the statistically significant variables weighted by the multivariable logistic regression model. The APRS was validated by RM, TJ, and SN cohorts. The C-statistic was employed to evaluate the APRS's discrimination. DeLong test was used to compare area under the receiver operating characteristic curve (AUC) differences. Results: A total of 5738 patients with AP were enrolled. Eleven variables were selected by LASSO and entered into multivariate analysis. APRS was inferred using the above five factors (pleural effusion, ALT/AST, ALB/GLB, urea, and glucose) weighted by their regression coefficients in the multivariable logistic regression model. The C-statistics of APRS were 0.905 (95% CI 0.82-0.98) and 0.889 (95% CI 0.81-0.96) in RM and TJ validation. An online APRS web-based calculator was constructed to assist the clinician to earlier assess the clinical outcomes of patients with AP. Conclusion: APRS could effectively stratify patients with AP into high and low risk of ICU admission within 48 h post-hospitalization, offering clinical value in directing management and personalize therapeutic selection for patients with AP.
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页码:2069 / 2079
页数:11
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Inje Univ, Sanggye Paik Hosp, Div Gastroenterol, Dept Internal Med, Seoul, South Korea Inje Univ, Sanggye Paik Hosp, Div Gastroenterol, Dept Internal Med, Seoul, South Korea

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Shin, Won Chang
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Inje Univ, Sanggye Paik Hosp, Div Gastroenterol, Dept Internal Med, Seoul, South Korea Inje Univ, Sanggye Paik Hosp, Div Gastroenterol, Dept Internal Med, Seoul, South Korea

Choi, Won-Choong
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Inje Univ, Sanggye Paik Hosp, Div Gastroenterol, Dept Internal Med, Seoul, South Korea Inje Univ, Sanggye Paik Hosp, Div Gastroenterol, Dept Internal Med, Seoul, South Korea
[20]
Triglyceride and glucose (TyG) index is an effective biomarker to identify severe acute pancreatitis
[J].
Park, Jin Myung
;
Shin, Suk Pyo
;
Cho, Seung Kook
;
Lee, Jun Hyeok
;
Kim, Jae Woo
;
Kang, Chang Don
;
Huh, Ji Hye
;
Lee, Kyong Joo
.
PANCREATOLOGY,
2020, 20 (08)
:1587-1591

Park, Jin Myung
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Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea

Shin, Suk Pyo
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Hallym Univ, Coll Med, Div Gastroenterol & Hepatol, Chunchon, South Korea Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea

Cho, Seung Kook
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Yonsei Univ, Wonju Coll Med, Dept Internal Med, Wonju, South Korea Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea

Lee, Jun Hyeok
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Yonsei Univ, Wonju Coll Med, Ctr Biomed Data Sci, Wonju, South Korea Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea

Kim, Jae Woo
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Yonsei Univ, Wonju Coll Med, Dept Internal Med, Wonju, South Korea Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea

Kang, Chang Don
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Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea

Huh, Ji Hye
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Hallym Univ, Sacred Heart Hosp, Dept Internal Med, Anyang, South Korea Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea

Lee, Kyong Joo
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Yonsei Univ, Wonju Coll Med, Dept Internal Med, Wonju, South Korea Kangwon Natl Univ, Kangwon Natl Univ Hosp, Sch Med, Dept Internal Med, Chunchon, South Korea