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Assessing risk of fibrosis progression and liver-related clinical outcomes among patients with both early stage and advanced chronic hepatitis C.
Konerman, Monica A; Lu, Dongxia; Zhang, Yiwei; Thomson, Mary; Zhu, Ji; Verma, Aashesh; Liu, Boang; Talaat, Nizar; Balis, Ulysses; Higgins, Peter D R; Lok, Anna S F; Waljee, Akbar K.
Afiliação
  • Konerman MA; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Lu D; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Zhang Y; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Thomson M; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Zhu J; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Verma A; University of Michigan Health System, Department of Internal Medicine, Ann Arbor, Michigan, United States of America.
  • Liu B; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Talaat N; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Balis U; University of Michigan Health System, Division of Pathology, Ann Arbor, Michigan, United States of America.
  • Higgins PDR; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Lok ASF; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
  • Waljee AK; University of Michigan Health System, Division of Gastroenterology and Hepatology, Ann Arbor, Michigan, United States of America.
PLoS One ; 12(11): e0187344, 2017.
Article em En | MEDLINE | ID: mdl-29108017
ABSTRACT

OBJECTIVE:

Assessing risk of adverse outcomes among patients with chronic liver disease has been challenging due to non-linear disease progression. We previously developed accurate prediction models for fibrosis progression and clinical outcomes among patients with advanced chronic hepatitis C (CHC). The primary aim of this study was to validate fibrosis progression and clinical outcomes models among a heterogeneous patient cohort.

DESIGN:

Adults with CHC with ≥3 years follow-up and without hepatic decompensation, hepatocellular carcinoma (HCC), liver transplant (LT), HBV or HIV co-infection at presentation were analyzed (N = 1007). Outcomes included 1) fibrosis progression 2) hepatic decompensation 3) HCC and 4) LT-free survival. Predictors included longitudinal clinical and laboratory data. Machine learning methods were used to predict outcomes in 1 and 3 years.

RESULTS:

The external cohort had a median age of 49.4 years (IQR 44.3-54.3); 61% were male, 80% white, and 79% had genotype 1. At presentation, 73% were treatment naïve and 31% had cirrhosis. Fibrosis progression occurred in 34% over a median of 4.9 years (IQR 3.2-7.6). Clinical outcomes occurred in 22% over a median of 4.4 years (IQR 3.2-7.6). Model performance for fibrosis progression was limited due to small sample size. The area under the receiver operating characteristic curve (AUROC) for 1 and 3-year risk of clinical outcomes was 0.78 (95% CI 0.73-0.83) and 0.76 (95% CI 0.69-0.81).

CONCLUSION:

Accurate assessments for risk of clinical outcomes can be obtained using routinely collected data across a heterogeneous cohort of patients with CHC. These methods can be applied to predict risk of progression in other chronic liver diseases.
Assuntos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Hepatite C Crônica / Cirrose Hepática Tipo de estudo: Etiology_studies / Incidence_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Adult / Female / Humans / Male / Middle aged Idioma: En Ano de publicação: 2017 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Hepatite C Crônica / Cirrose Hepática Tipo de estudo: Etiology_studies / Incidence_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Adult / Female / Humans / Male / Middle aged Idioma: En Ano de publicação: 2017 Tipo de documento: Article