Development and validation of a noninvasive prediction model for nonalcoholic steatohepatitis resolution after lifestyle intervention

非酒精性脂肪性肝炎 医学 模型验证 脂肪性肝炎 干预(咨询) 内科学 计算机科学 非酒精性脂肪肝 数据科学 脂肪肝 精神科 疾病
作者
Eduardo Vilar‐Gomez,Ali Yasells-Garcia,Yadina Martínez-Pérez,Luis Calzadilla Bertot,Ana Torres-Gonzalez,Bienvenido Gra-Oramas,Licet González-Fabián,Oscar M. Villa-Jiménez,Scott L. Friedman,M. Diago,Manuel Romero–Gómez
出处
期刊:Hepatology [Wiley]
卷期号:63 (6): 1875-1887 被引量:49
标识
DOI:10.1002/hep.28484
摘要

Liver biopsy is the gold standard method to assess nonalcoholic steatohepatitis (NASH) resolution after therapeutic interventions. We developed and validated a simple and noninvasive scoring system to predict NASH resolution without fibrosis worsening after 1 year of lifestyle intervention. This was a prospective cohort study conducted in 261 patients with histologically proven NASH who were treated with lifestyle changes for 52 weeks and underwent a second liver biopsy to confirm NASH resolution. We divided the data into development (140 subjects) and validation (121 individuals) sets. NASH resolution occurred in 28% (derivation group) and 27% (validation group). At the multivariable analysis, weight loss (odds ratio [OR] = 2.75, 95% confidence interval [CI] 1.65‐4.58; P < 0.01), type 2 diabetes (OR = 0.04, 95% CI 0.005‐0.49; P = 0.01), normal levels of alanine aminotransferase at the end of intervention (OR = 9.84, 95% CI 2.21‐44.1; P < 0.01), age (OR = 0.89, 95% CI 0.83‐0.97; P = 0.01), and a nonalcoholic fatty liver activity score ≥5 (OR = 0.08, 95% CI 0.01‐0.43; P < 0.01) were independent predictors of NASH resolution. The area under the receiver operating characteristic curve of the selected model was 0.956 and 0.945 in the derivation and validation cohorts, respectively. Using a score threshold of ≤46.15, negative predictive values were 92% in the derivation and validation groups, respectively. By applying a cutoff ≥69.72, positive predictive values were 92% and 89% in the derivation and validation groups, respectively. Using both cutoffs, a liver biopsy would have been avoided in 229 (88%) of 261 patients, with a correct prediction in 209 (91%) Conclusions: A noninvasive prediction model including weight loss, type 2 diabetes, alanine aminotransferase normalization, age, and a nonalcoholic fatty liver activity score ≥5 may be useful to identify NASH resolution in patients under lifestyle intervention . (H epatology 2016;63:1875‐1887)
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