Predictive nomogram for 28-day mortality risk in mitral valve disorder patients in the intensive care unit: A comprehensive assessment from the MIMIC-III database

被引:1
作者
Qiu, Yuxin [1 ]
Li, Menglei [5 ]
Song, Xiubao [3 ]
Li, Zihao [4 ]
Ma, Ao [2 ]
Meng, Zhichao [2 ]
Li, Yanfei [2 ]
Tan, Minghui [2 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 1, Dept Anesthesiol, Guangzhou 510080, Peoples R China
[2] Jinan Univ, Affiliated Hosp 1, Dept Orthoped, Guangzhou 510630, Peoples R China
[3] Jinan Univ, Affiliated Hosp 1, Dept Recovery, Guangzhou 510630, Peoples R China
[4] Jinan Univ, Affiliated Hosp 1, Dept Pharm, Guangzhou 510630, Peoples R China
[5] Jinan Univ, Coll Life Sci & Technol, Guangzhou 510630, Peoples R China
基金
中国国家自然科学基金;
关键词
Mitral valve disorder; Nomogram; MIMIC III database; Prognosis; 28-day mortality; ACUTE PHYSIOLOGY; DISEASE; REGURGITATION; REPLACEMENT; PREVALENCE; FAILURE; REPAIR; COHORT; SCORE;
D O I
10.1016/j.ijcard.2024.132105
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Mitral valve disorder (MVD) stands as the most prevalent valvular heart disease. Presently, a comprehensive clinical index to predict mortality in MVD remains elusive. The aim of our study is to construct and assess a nomogram for predicting the 28 -day mortality risk of MVD patients. Methods: Patients diagnosed with MVD were identified via ICD-9 code from the MIMIC -III database. Independent risk factors were identified utilizing the LASSO method and multivariate logistic regression to construct a nomogram model aimed at predicting the 28 -day mortality risk. The nomogram 's performance was assessed through various metrics including the area under the curve (AUC), calibration curves, Hosmer-Lemeshow test, integrated discriminant improvement (IDI), net reclassification improvement (NRI), and decision curve analysis (DCA). Results: The study encompassed a total of 2771 patients diagnosed with MVD. Logistic regression analysis identified several independent risk factors: age, anion gap, creatinine, glucose, blood urea nitrogen level (BUN), urine output, systolic blood pressure (SBP), respiratory rate, saturation of peripheral oxygen (SpO 2 ), Glasgow Coma Scale score (GCS), and metastatic cancer. These factors were found to independently influence the 28 -day mortality risk among patients with MVD. The calibration curve demonstrated adequate calibration of the nomogram. Furthermore, the nomogram exhibited favorable discrimination in both the training and validation cohorts. The calculations of IDI, NRI, and DCA analyses demonstrate that the nomogram model provides a greater net benefit compared to the Simplified Acute Physiology Score II (SAPSII), Acute Physiology Score III (APSIII), and Sequential Organ Failure Assessment (SOFA) scoring systems. Conclusion: This study successfully identified independent risk factors for 28 -day mortality in patients with MVD. Additionally, a nomogram model was developed to predict mortality, offering potential assistance in enhancing the prognosis for MVD patients. It 's helpful in persuading patients to receive early interventional catheterization treatment, for example, transcatheter mitral valve replacement (TMVR), transcatheter mitral valve implantation (TMVI).
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页数:10
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