Development and Internal Validation of a Model for Predicting Overall Survival in Subjects with MAFLD: A Cohort Study

Bonfiglio, Caterina and Campanella, Angelo and Donghia, Rossella and Bianco, Antonella and Franco, Isabella and Curci, Ritanna and Bagnato, Claudia Beatrice and Tatoli, Rossella and Giannelli, Gianluigi and Cuccaro, Francesco (2024) Development and Internal Validation of a Model for Predicting Overall Survival in Subjects with MAFLD: A Cohort Study. Journal of Clinical Medicine, 13 (4). p. 1181. ISSN 2077-0383

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Abstract

Background & Aims: Fatty liver disease with metabolic dysfunction (MAFLD) is a new concept proposed to replace the previous concept of Non-Alcoholic Hepatic Steatosis (NAFLD). We developed and internally validated a prognostic model to predict the likelihood of death in a cohort of subjects with MAFLD. Methods: Our work involved two steps: the first was the construction of a bootstrapped multivariable Cox model for mortality risk prognosis and the second was its validation. Results: The study cohort included 1506 subjects, of which 907 were used for internal validation. Discriminant measures for the final model were R2D 0.6845 and Harrell’s C 0.8422 in the development and R2D 0.6930 and Harrell’s C 0.8465 in the validation. We used the nine independent prognostic factors selected by the LASSO Cox procedure and fitted by the bootstrap Cox survival model, and observed β were: Gender 0.356 1.42 (p < 0.008), Age 0.146 (p < 0.001), Glycemia 0.004 (p < 0.002), Total Cholesterol −0.0040 (p < 0.009), Gamma Glutamyl Transpeptidase 0.009 (p < 0.001), SBP 0.009 (p < 0.036), DBP −0.016 (p < 0.041), ALP 0.008 (p < 0.071) and Widowhood 0.550 (p < 0.001). Conclusions: We produced and validated a model to estimate the probability of death in subjects with MAFLD. The instruments we used showed satisfactory predictive capabilities.

Item Type: Article
Subjects: STM Article > Multidisciplinary
Depositing User: Unnamed user with email support@stmarticle.org
Date Deposited: 20 Feb 2024 07:13
Last Modified: 20 Feb 2024 07:13
URI: http://publish.journalgazett.co.in/id/eprint/1883

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