دورية أكاديمية

A Machine-Learning Model for the Prognostic Role of C-Reactive Protein in Myocarditis

التفاصيل البيبلوغرافية
العنوان: A Machine-Learning Model for the Prognostic Role of C-Reactive Protein in Myocarditis
المؤلفون: Anna Baritussio, Chun-yan Cheng, Giulia Lorenzoni, Cristina Basso, Stefania Rizzo, Monica De Gaspari, Francesco Fachin, Andrea Silvio Giordani, Honoria Ocagli, Elena Pontara, Maria Grazia Peloso Cattini, Elisa Bison, Nicoletta Gallo, Mario Plebani, Giuseppe Tarantini, Sabino Iliceto, Dario Gregori, Renzo Marcolongo, Alida Linda Patrizia Caforio
المصدر: Journal of Clinical Medicine, Vol 11, Iss 23, p 7068 (2022)
بيانات النشر: MDPI AG, 2022.
سنة النشر: 2022
المجموعة: LCC:Medicine
مصطلحات موضوعية: myocarditis, C-reactive protein, endomyocardial biopsy, prognosis, Medicine
الوصف: Aims: The role of inflammation markers in myocarditis is unclear. We assessed the diagnostic and prognostic correlates of C-reactive protein (CRP) at diagnosis in patients with myocarditis. Methods and results: We retrospectively enrolled patients with clinically suspected (CS) or biopsy-proven (BP) myocarditis, with available CRP at diagnosis. Clinical, laboratory and imaging data were collected at diagnosis and at follow-up visits. To evaluate predictors of death/heart transplant (Htx), a machine-learning approach based on random forest for survival data was employed. We included 409 patients (74% males, aged 37 ± 15, median follow-up 2.9 years). Abnormal CRP was reported in 288 patients, mainly with CS myocarditis (p < 0.001), recent viral infection, shorter symptoms duration (p = 0.001), chest pain (p < 0.001), better functional class at diagnosis (p = 0.018) and higher troponin I values (p < 0.001). Death/Htx was reported in 13 patients, of whom 10 had BP myocarditis (overall 10-year survival 94%). Survival rates did not differ according to CRP levels (p = 0.23). The strongest survival predictor was LVEF, followed by anti-nuclear auto-antibodies (ANA) and BP status. Conclusions: Raised CRP at diagnosis identifies patients with CS myocarditis and less severe clinical features, but does not contribute to predicting survival. Main death/Htx predictors are reduced LVEF, BP diagnosis and positive ANA.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2077-0383
Relation: https://www.mdpi.com/2077-0383/11/23/7068; https://doaj.org/toc/2077-0383
DOI: 10.3390/jcm11237068
URL الوصول: https://doaj.org/article/4f42c33822fc483686fbbd892be6f74f
رقم الأكسشن: edsdoj.4f42c33822fc483686fbbd892be6f74f
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20770383
DOI:10.3390/jcm11237068