Comparative evaluation of multimarker algorithms for early-stage HCC detection in multicenter prospective studies

Jinlin Hou1, Thomas Berg2, Arndt Vogel3,4,5

  • 1Hepatology Unit and Department of Infectious Diseases, Nanfang Hospital, Southern Medical University, Guangzhou China.

Insights

The GAAD algorithm, which excludes AFP-L3, shows similar performance to the GALAD algorithm in detecting early-stage hepatocellular carcinoma (HCC) in patients with chronic liver disease (CLD). This suggests AFP-L3 may not be essential for HCC surveillance using these algorithms.

Area of Science:

  • Hepatology
  • Oncology
  • Biomarker Discovery

Background:

  • Hepatocellular carcinoma (HCC) detection relies on algorithms combining demographic data and serum biomarkers.
  • The GAAD algorithm includes gender, age, AFP, and DCP, while GALAD adds AFP-L3.
  • The clinical utility of AFP-L3 in HCC surveillance requires re-evaluation due to changing disease patterns.

Purpose of the Study:

  • To compare the clinical performance of GAAD and GALAD algorithms for early-stage HCC detection.
  • To determine the clinical utility of AFP-L3 in differentiating HCC from chronic liver disease (CLD).

Main Methods:

  • Algorithm development (STOP-HCC-ARP) and validation (STOP-HCC-MCE) studies were conducted.
  • International, multicenter, case-control design included participants with HCC or CLD.
  • Serum biomarkers were measured using Elecsys and μTASWAKO assays.

Main Results:

  • In the development cohort (n=1006), AUCs for early-stage HCC vs. CLD were similar for GAAD (Cobas) and GALAD (Cobas/μTASWAKO) at ~91%.
  • In the validation cohort (n=1142), AUCs for early-stage HCC vs. CLD were ~91.4% for GAAD (Cobas) and GALAD (Cobas/μTASWAKO).
  • All-stage HCC detection showed AUCs of 94.7-95.0%; performance was consistent across etiologies, cirrhosis presence, and regions.

Conclusions:

  • The GAAD (Cobas) algorithm demonstrated comparable clinical performance to GALAD (Cobas/μTASWAKO) in differentiating HCC from CLD.
  • AFP-L3 appears to have a negligible role in the GALAD algorithm for HCC surveillance.
  • GAAD (Cobas) may serve as an effective tool for HCC detection in patients with CLD undergoing surveillance.
Abstract

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