Risk score system for the prediction of hepatocellular carcinoma in patients with type 2 diabetes: Taiwan Diabetes Study

Semin Oncol. 2018 Oct;45(5-6):264-274. doi: 10.1053/j.seminoncol.2018.07.006. Epub 2018 Oct 17.

Abstract

This study aims to develop a risk score system for hepatocellular carcinoma (HCC) in patients with type 2 diabetes using the Taiwan National Diabetes Care Management Program database. This retrospective cohort study included 31,723 Chinese patients who had type 2 diabetes, aged 30-84 years. Participants were randomly grouped into derivation and validation sets in 2:1 ratio. Cox proportional hazard regression models were used to identify the risk factors of HCC in the derivation set. Discrimination ability of the model was assessed by means of a receiver operating characteristic curve and performance was expressed as the c statistic, assessed internally on validation data sets. The average follow-up was 8.33 years with 748 HCC incident cases in the derivation set. The final HCC risk score system included age (-2 to 8 points), gender (0-2 points), smoking (0-2 points), variation in hemoglobin A1c (0-1 point), serum glutamic-pyruvic transaminase (0-6 points), liver cirrhosis (9 points), hepatitis B (4 points), hepatitis C (3 points), antidiabetes medications (0-3 points), and antihyperlipidemia medications and total/high-density lipoprotein cholesterol ratio (-4 to 2 points). The HCC risk score was the sum of these individual scores (range -6 to 40). The area under the receiver operating characteristic curve for 3-, 5-, and 10-year HCC risks was 0.81, 0.80, and 0.77 for the derivation set, respectively. This HCC risk score system has good prediction accuracy and discriminatory ability, and serves a simple tool for HCC risk prediction.

Keywords: Hepatocellular carcinoma; Prediction model; Type 2 diabetes.

Publication types

  • Meta-Analysis
  • Research Support, Non-U.S. Gov't
  • Review

MeSH terms

  • Biomarkers
  • Carcinoma, Hepatocellular / epidemiology*
  • Carcinoma, Hepatocellular / etiology*
  • Diabetes Mellitus, Type 2 / complications*
  • Diabetes Mellitus, Type 2 / metabolism
  • Humans
  • Liver Neoplasms / epidemiology*
  • Liver Neoplasms / etiology*
  • Prognosis
  • Public Health Surveillance
  • ROC Curve
  • Risk Assessment
  • Risk Factors
  • Taiwan / epidemiology

Substances

  • Biomarkers