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Ozbaltan OC, Cakmak S, Sogut O, Az A, Ogur H. Predictive value of NT-proBNP for major adverse cardiovascular events within a 6-month period in patients with acute coronary syndrome. Ir J Med Sci 2024:10.1007/s11845-024-03849-5. [PMID: 39714764 DOI: 10.1007/s11845-024-03849-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Accepted: 11/23/2024] [Indexed: 12/24/2024]
Abstract
BACKGROUND The role of NT-proBNP as a cardiac biomarker for predicting short-term major adverse cardiovascular events (MACEs) in acute coronary syndrome (ACS) remains unclear. AIMS This study investigated the utility of the NT-proBNP level for predicting MACEs within a 6-month period in patients with ACS. METHODS This prospective study included 241 consecutively enrolled adults with ACS between September 2023 and February 2024. Demographic data, clinical characteristics, GRACE score, and high-sensitivity cardiac troponin T (hs-cTnT) and NT-proBNP levels were compared between patients who were MACE-positive vs. MACE-negative within a 6-month period. RESULTS The overall mortality rate was 8.7%, and the incidence of MACEs was 43.2%. The mean serum levels of hs-cTnT and NT-proBNP were significantly higher in the MACE-positive than in the MACE-negative group. Age, concomitant coronary artery disease, NT-proBNP, and GRACE score were independent predictors of MACEs in patients with ACS. An NT-proBNP level of 250 pg/mL had a sensitivity of 73.1% and a specificity of 88.3% for predicting MACEs, with an area under the curve of 0.847. The estimated risk of MACEs was 70% and 90% for NT-proBNP values of 600 pg/mL and 900 pg/mL, respectively. CONCLUSION The NT-proBNP level measured at ED admission was strongly associated with short-term MACEs in patients with all ACS subtypes and was an important prognostic biomarker. Therefore, combining the NT-proBNP level with the GRACE score in ACS patients may provide significant benefits in terms of predicting MACEs and obtaining a more accurate risk stratification.
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Affiliation(s)
- Ozlem Canan Ozbaltan
- Department of Emergency Medicine, Haseki Training and Research Hospital, University of Health Sciences, Istanbul, Türkiye
| | - Sumeyye Cakmak
- Department of Emergency Medicine, Cam and Sakura City Hospital, University of Health Sciences, Ugur Mumcu, Istanbul, Türkiye
| | - Ozgur Sogut
- Department of Emergency Medicine, Haseki Training and Research Hospital, University of Health Sciences, Istanbul, Türkiye.
| | - Adem Az
- Department of Emergency Medicine, Haseki Training and Research Hospital, University of Health Sciences, Istanbul, Türkiye
| | - Hasan Ogur
- Department of Cardiology, Haseki Training and Research Hospital, University of Health Sciences, Istanbul, Türkiye
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Kang L, Xie D, Chen D, Wu C. Prognostic value of NT-proBNP and uric acid in acute ST-segment elevation myocardial infarction patients after complete revascularization. Am J Transl Res 2024; 16:4182-4189. [PMID: 39262692 PMCID: PMC11384352 DOI: 10.62347/vqws9174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 07/31/2024] [Indexed: 09/13/2024]
Abstract
OBJECTIVES To explore the prognostic value of N-terminal pro-B-type natriuretic peptide (NT-proBNP) and uric acid (UA) in acute ST-segment elevation myocardial infarction (STEMI) patients after complete revascularization (CR). METHODS The clinical and physical data from 125 acute STEMI patients (research group) who underwent CR between December 2017 and December 2020 and 60 healthy individuals (control group) who concurrently underwent physical examinations in the Affiliated Hospital of Guizhou Medical University were retrospectively analyzed in this study. Serum samples were collected from both groups to determine the levels of NT-proBNP and UA. The 3-year follow-up data of acute STEMI patients were collected, which were used to group the patients into a good and a poor prognosis group based on their prognoses to comparatively analyze NT-proBNP and UA levels. Receiver operating characteristic (ROC) curves were drawn to analyze the prognostic value of NT-proBNP and UA in STEMI patients following CR, and survival curves were plotted to observe their influences on patients' 3-year overall survival (OS). Meanwhile, a univariate analysis was conducted to identify factors associated with the 3-year OS of acute STEMI patients after CR. RESULTS The data showed significantly higher expression levels of serum NT-proBNP and UA in acute STEMI patients than in the controls. Besides, the good prognosis group exhibited markedly lower serum NT-proBNP and UA levels than the poor prognosis group. The areas under the curve (AUCs) of NT-proBNP and UA in predicting the prognosis of acute STEMI patients after CR were all above 0.700, and the AUC of their combined detection reached over 0.800. In addition, high serum NT-proBNP and UA levels were strongly associated with lower 3-year OS rates. As indicated by the univariate analysis, a history of smoking and alcoholism as well as high NT-proBNP and UA levels were closely associated with 3-year OS in acute STEMI patients after CR. CONCLUSIONS NT-proBNP and UA have promising prognostic value in acute STEMI after CR.
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Affiliation(s)
- Li Kang
- Health Management Center, The Affiliated Hospital of Guizhou Medical University Guiyang 550004, Guizhou, China
| | - Denghai Xie
- Department of Cardiovascular Medicine, The Affiliated Hospital of Guizhou Medical University Guiyang 550004, Guizhou, China
| | - Dandan Chen
- Guizhou Medical University Guiyang 550004, Guizhou, China
| | - Chunwei Wu
- Health Management Center, The Affiliated Hospital of Guizhou Medical University Guiyang 550004, Guizhou, China
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Andreß S, Felbel D, Buckert D, Rottbauer W, Imhof A, Stephan T. Deferral of non-emergency cardiac interventions is associated with increased emergency hospitalizations up to 24 months post-procedure. Clin Res Cardiol 2024; 113:1041-1050. [PMID: 38446147 PMCID: PMC11219456 DOI: 10.1007/s00392-024-02380-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 01/10/2024] [Indexed: 03/07/2024]
Abstract
BACKGROUND Patients, whose non-emergency cardiac procedure was postponed during the COVID-19 pandemic, have shown signs of disease progression in the short term. Data on the long-term effects are currently lacking. AIM To assess outcomes through 3 years following deferral. METHODS This retrospective, single-center analysis includes consecutive patients whose non-emergency cardiovascular intervention was postponed during the first COVID-19-related lockdown (March 19 to April 30, 2020). Outcomes over 36 months post-procedure were analyzed and compared to a seasonal control group undergoing non-emergency intervention in 2019 as scheduled (n = 214). The primary endpoint was a composite of emergency cardiovascular hospitalization and death. Additionally, NT-proBNP levels were analyzed. RESULTS The combined endpoint occurred in 60 of 178 patients (33.7%) whose non-emergency transcatheter heart valve intervention, rhythmological procedure, or left heart catheterization was postponed. Primary endpoint events did not occur more frequently in the study group during the 36-month follow-up (p = 0.402), but within the first 24 months post-procedure (HR 1.77, 95% CI 1.20-2.60, p = 0.003). Deferred patients affected by an event in the postprocedural 24 months had significantly higher NT-proBNP levels at the time of intervention (p < 0.001) (AUC 0.768, p = 0.003, optimum cut-off 808.5 pg/ml, sensitivity 84.2%, specificity 65.8%) and thereafter (p < 0.001). CONCLUSION Deferral of non-emergency cardiovascular interventions is associated with poor outcomes up to 24 months post-procedure. Adverse effects affect patients who develop signs of acute heart failure, as indicated by NT-proBNP, prior to treatment. These findings could help improve resource allocation in times of limited capacity.
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Affiliation(s)
- Stefanie Andreß
- Department of Cardiology, Angiology, Pneumology, and Intensive Care Medicine, University of Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Dominik Felbel
- Department of Cardiology, Angiology, Pneumology, and Intensive Care Medicine, University of Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Dominik Buckert
- Department of Cardiology, Angiology, Pneumology, and Intensive Care Medicine, University of Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Wolfgang Rottbauer
- Department of Cardiology, Angiology, Pneumology, and Intensive Care Medicine, University of Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Armin Imhof
- Department of Cardiology, Angiology, Pneumology, and Intensive Care Medicine, University of Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany
| | - Tilman Stephan
- Department of Cardiology, Angiology, Pneumology, and Intensive Care Medicine, University of Ulm, Albert-Einstein-Allee 23, 89081, Ulm, Germany.
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Zhu X, Zhang P, Jiang H, Kuang J, Wu L. Using the Super Learner algorithm to predict risk of major adverse cardiovascular events after percutaneous coronary intervention in patients with myocardial infarction. BMC Med Res Methodol 2024; 24:59. [PMID: 38459490 PMCID: PMC10921576 DOI: 10.1186/s12874-024-02179-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 02/14/2024] [Indexed: 03/10/2024] Open
Abstract
BACKGROUND The primary treatment for patients with myocardial infarction (MI) is percutaneous coronary intervention (PCI). Despite this, the incidence of major adverse cardiovascular events (MACEs) remains a significant concern. Our study seeks to optimize PCI predictive modeling by employing an ensemble learning approach to identify the most effective combination of predictive variables. METHODS AND RESULTS We conducted a retrospective, non-interventional analysis of MI patient data from 2018 to 2021, focusing on those who underwent PCI. Our principal metric was the occurrence of 1-year postoperative MACEs. Variable selection was performed using lasso regression, and predictive models were developed using the Super Learner (SL) algorithm. Model performance was appraised by the area under the receiver operating characteristic curve (AUC) and the average precision (AP) score. Our cohort included 3,880 PCI patients, with 475 (12.2%) experiencing MACEs within one year. The SL model exhibited superior discriminative performance, achieving a validated AUC of 0.982 and an AP of 0.971, which markedly surpassed the traditional logistic regression models (AUC: 0.826, AP: 0.626) in the test cohort. Thirteen variables were significantly associated with the occurrence of 1-year MACEs. CONCLUSION Implementing the Super Learner algorithm has substantially enhanced the predictive accuracy for the risk of MACEs in MI patients. This advancement presents a promising tool for clinicians to craft individualized, data-driven interventions to better patient outcomes.
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Affiliation(s)
- Xiang Zhu
- Jiangxi Provincial Key Laboratory of Preventive Medicine, School of Public Health, Nanchang University, 461 BaYi St, Nanchang, 330006, People's Republic of China
| | - Pin Zhang
- School of Public Health and Management, Nanchang Medical College, Nanchang, People's Republic of China
| | - Han Jiang
- Department of Cardiology, Second Affiliated Hospital of Nanchang University, Nanchang, 330006, People's Republic of China
| | - Jie Kuang
- Jiangxi Provincial Key Laboratory of Preventive Medicine, School of Public Health, Nanchang University, 461 BaYi St, Nanchang, 330006, People's Republic of China
| | - Lei Wu
- Jiangxi Provincial Key Laboratory of Preventive Medicine, School of Public Health, Nanchang University, 461 BaYi St, Nanchang, 330006, People's Republic of China.
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Lu Y, Wang Y, Zhou B. Predicting long-term prognosis after percutaneous coronary intervention in patients with acute coronary syndromes: a prospective nested case-control analysis for county-level health services. Front Cardiovasc Med 2023; 10:1297527. [PMID: 38111892 PMCID: PMC10725923 DOI: 10.3389/fcvm.2023.1297527] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 11/21/2023] [Indexed: 12/20/2023] Open
Abstract
Purpose We aimed to establish and authenticate a clinical prognostic nomogram for predicting long-term Major Adverse Cardiovascular Events (MACEs) among high-risk patients who have undergone Percutaneous Coronary Intervention (PCI) in county-level health service. Patients and methods This prospective study included Acute Coronary Syndrome (ACS) patients treated with PCI at six county-level hospitals between September 2018 and August 2019, selected from both the original training set and external validation set. Least Absolute Shrinkage and Selection Operator (LASSO) regression techniques and logistic regression were used to assess potential risk factors and construct a risk predictive nomogram. Additionally, the potential non-linear relationships between continuous variables were tested using Restricted Cubic Splines (RCS). The performance of the nomogram was evaluated based on the Receiver Operating Characteristic (ROC) curve analysis, Calibration Curve, Decision Curve Analysis (DCA), and Clinical Impact Curve (CIC). Results The original training set and external validation set comprised 520 and 1,061 patients, respectively. The final nomogram was developed using nine clinical variables: Age, Killip functional classification III-IV, Hypertension, Hyperhomocysteinemia, Heart failure, Number of stents, Multivessel disease, Low-density Lipoprotein Cholesterol, and Left Ventricular Ejection Fraction. The AUC of the nomogram was 0.79 and 0.75 in the training set and external validation set, respectively. The DCA and CIC validated the clinical value of the constructed prognostic nomogram. Conclusion We developed and validated a prognostic nomogram for predicting the probability of 3-year MACEs in ACS patients who underwent PCI at county-level hospitals. The nomogram could provide a precise risk assessment for secondary prevention in ACS patients receiving PCI.
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Affiliation(s)
| | | | - Bo Zhou
- Department of Clinical Epidemiology and Evidence-Based Medicine, The First Hospital of China Medical University, Shenyang, China
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Nguyen TM, Melichova D, Aabel EW, Lie ØH, Klæboe LG, Grenne B, Sjøli B, Brunvand H, Haugaa K, Edvardsen T. Mortality in Patients with Acute Coronary Syndrome-A Prospective 5-Year Follow-Up Study. J Clin Med 2023; 12:6598. [PMID: 37892735 PMCID: PMC10607017 DOI: 10.3390/jcm12206598] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 09/29/2023] [Accepted: 10/16/2023] [Indexed: 10/29/2023] Open
Abstract
Our objective was to compare long-term outcomes in patients with non-ST-elevation myocardial infarction (NSTEMI) and ST-elevation myocardial infarction (STEMI) between two time periods in Southern Norway. There are limited contemporary data comparing long-term follow-up after revascularization in the last decades. This prospective follow-up study consecutively included both NSTEMI and STEMI patients during two time periods, 2014-2015 and 2004-2009. Patients were followed up for a period of 5 years. The primary outcome was all-cause mortality after 1 and 5 years. A total of 539 patients with acute myocardial infarction (AMI), 316 with NSTEMI (234 included in 2014 and 82 included in 2007) and 223 with STEMI (160 included in 2014 and 63 included in 2004). Mortality after NSTEMI was high and remained unchanged during the two time periods (mortality rate at 1 year: 3.5% versus 4.9%, p = 0.50; and 5 years: 11.4% versus 14.6%, p = 0.40). Among STEMI patients, all-cause mortality at 1 year was reduced in 2014 compared to 2004 (1.3% versus 11.1%, p < 0.001; and 5 years: 7.0% versus 22.2%, p = 0.004, respectively). Time to coronary angiography in NSTEMI patients remained unchanged between 2014 and 2007 (28.2 h [IQR 18.1-46.3] versus 30.3 h [IQR 18.0-48.3], p = 0.20), while time to coronary angiography in STEMI patients was improved in 2014 compared with 2004 (2.8 h [IQR 2.0-4.8] versus 21.7 h [IQR 5.4-27.1], p < 0.001), respectively. During one decade of AMI treatment, mortality in patients with NSTEMI remained unchanged while mortality in STEMI patients decreased, both at 1 and 5 years.
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Affiliation(s)
- Thuy Mi Nguyen
- Department of Cardiology, Hospital of Southern of Norway, 4604 Kristiansand, Norway; (T.M.N.); (D.M.); (B.S.); (H.B.)
- ProCardio, Center for Innovation, Department of Cardiology, Oslo University Hospital, Rikshospitalet, 0424 Oslo, Norway; (E.W.A.); (Ø.H.L.); (L.G.K.); (K.H.)
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
| | - Daniela Melichova
- Department of Cardiology, Hospital of Southern of Norway, 4604 Kristiansand, Norway; (T.M.N.); (D.M.); (B.S.); (H.B.)
- ProCardio, Center for Innovation, Department of Cardiology, Oslo University Hospital, Rikshospitalet, 0424 Oslo, Norway; (E.W.A.); (Ø.H.L.); (L.G.K.); (K.H.)
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
| | - Eivind W. Aabel
- ProCardio, Center for Innovation, Department of Cardiology, Oslo University Hospital, Rikshospitalet, 0424 Oslo, Norway; (E.W.A.); (Ø.H.L.); (L.G.K.); (K.H.)
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
| | - Øyvind H. Lie
- ProCardio, Center for Innovation, Department of Cardiology, Oslo University Hospital, Rikshospitalet, 0424 Oslo, Norway; (E.W.A.); (Ø.H.L.); (L.G.K.); (K.H.)
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
| | - Lars Gunnar Klæboe
- ProCardio, Center for Innovation, Department of Cardiology, Oslo University Hospital, Rikshospitalet, 0424 Oslo, Norway; (E.W.A.); (Ø.H.L.); (L.G.K.); (K.H.)
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
| | - Bjørnar Grenne
- Centre for Innovative Ultrasound Solutions and Department of Circulation and Medical Imaging, Norwegian University of Science and Technology, 7491 Trondheim, Norway;
- Clinic of Cardiology, St Olavs Hospital, 7006 Trondheim, Norway
| | - Benthe Sjøli
- Department of Cardiology, Hospital of Southern of Norway, 4604 Kristiansand, Norway; (T.M.N.); (D.M.); (B.S.); (H.B.)
| | - Harald Brunvand
- Department of Cardiology, Hospital of Southern of Norway, 4604 Kristiansand, Norway; (T.M.N.); (D.M.); (B.S.); (H.B.)
| | - Kristina Haugaa
- ProCardio, Center for Innovation, Department of Cardiology, Oslo University Hospital, Rikshospitalet, 0424 Oslo, Norway; (E.W.A.); (Ø.H.L.); (L.G.K.); (K.H.)
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
| | - Thor Edvardsen
- ProCardio, Center for Innovation, Department of Cardiology, Oslo University Hospital, Rikshospitalet, 0424 Oslo, Norway; (E.W.A.); (Ø.H.L.); (L.G.K.); (K.H.)
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, 0318 Oslo, Norway
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Gu L, Jiang W, Jiang W, Xu Z, Li W, Zhang H. Elevated serum FGF21 levels predict heart failure during hospitalization of STEMI patients after emergency percutaneous coronary intervention. PeerJ 2023; 11:e14855. [PMID: 36778154 PMCID: PMC9910186 DOI: 10.7717/peerj.14855] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 01/14/2023] [Indexed: 02/08/2023] Open
Abstract
Background Fibroblast growth factor 21 (FGF21) has multiple cardioprotective effects including modulation of glucolipid metabolism, anti-inflammation, and anti-oxidative stress, but its association with the heart failure during hospitalization in patients with ST-segment elevation myocardial infarction (STEMI) undergoing emergency percutaneous coronary intervention (PCI) has not been reported. Methods A total of 348 STEMI patients treated with emergency PCI were included from January 2016 to December 2018. Relevant biochemical indicators were measured by central laboratory. Serum FGF21 levels were measured by ELISA. The occurrence of heart failure during hospitalization was recorded. Patients' cardiac function was assessed by echocardiography. Results Serum FGF21 levels were significantly higher in the STEMI group with heart failure than in the group without heart failure (249.95 ± 25.52 vs. 209.98 ± 36.35, P < 0.001). Serum FGF21 levels showed a strong positive correlation with N-terminal precursor B-type natriuretic peptide (NT-proBNP) in STEMI patients (r = 0.749, P < 0.001). FGF21 was found to be an independent risk factor for the development of heart failure during hospitalization in STEMI patients by binary logistic regression analysis. The area under curve (AUC) for FGF21 to predict the development of heart failure during hospitalization in STEMI patients was 0.816 (95% CI [0.770-0.863]) according to the receiver operating characteristic (ROC) curve analysis. Conclusion Elevated serum FGF21 levels have been shown to be a strong predictor of heart failure during hospitalization in patients with STEMI after emergency PCI.
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Yao W, Li J. Risk factors and prediction nomogram model for 1-year readmission for major adverse cardiovascular events in patients with STEMI after PCI. Clin Appl Thromb Hemost 2022; 28:10760296221137847. [PMID: 36380508 PMCID: PMC9676288 DOI: 10.1177/10760296221137847] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Revised: 10/09/2022] [Accepted: 10/18/2022] [Indexed: 04/13/2024] Open
Abstract
To identify risk factors and develop a risk-prediction nomogram model for 1-year readmission due to major adverse cardiovascular events (MACEs) in patients with acute ST-segment elevation myocardial infarction (STEMI) after primary percutaneous coronary intervention (PCI). This was a single-center, retrospective cohort study. A total of 526 eligible participants were enrolled, which included 456 non-readmitted and 70 readmitted patients. Multivariate logistical regressions were performed to identify the independent risk factors for readmission, and a prediction nomogram model was developed based on the results of the regression analysis. The receiver operating characteristic curve, Hosmer-Lemeshow test, calibration plot, and decision curve analysis (DCA) were used to evaluate the performance of the nomogram. Female (OR = 2.426; 95% CI: 1.395-4.218), hypertension (OR = 1.898; 95% CI: 1.100-3.275), 3-vessel disease (OR = 2.632; 95% CI: 1.332-5.201), in-hospital Ventricular arrhythmias (VA) (OR = 3.143; 95% CI: 1.305-7.574), peak cTnI (OR = 1.003; 95% CI: 1.001-1.004) and baseline NT-proBNP (OR = 1.001; 95% CI: 1.000-1.002) were independent risk factors for readmission (all P < 0.05). The nomogram exhibited good discrimination with the area under the curve (AUC) of 0.723, calibration (Hosmer-Lemeshow test; χ2 = 15.396, P = 0.052), and clinical usefulness. Female gender, hypertension, in-hospital VA, 3-vessel disease, baseline NT-proBNP, and peak cTnI were independent risk factors for readmission. The nomogram helped clinicians to identify the patients at risk of readmission before their hospital discharge, which may help reduce readmission rates.
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Affiliation(s)
- Wensen Yao
- Department of Cadre's Ward, The First Hospital of Jilin University, Changchun, China
| | - Jie Li
- Department of Cadre's Ward, The First Hospital of Jilin University, Changchun, China
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