Evaluation of Factors Affecting Alpha Fetoprotein Levels in Patients With Hepatocellular Carcinoma in a Large Multicenter Cohort

BACKGROUND: Alpha-fetoprotein (AFP) is the most widely used biomarker for hepatocellular carcinoma (HCC). Given the wide variation in AFP values, conventional linear regression methods may provide an incomplete understanding of complex predictor relationships. Therefore, we utilized quantile regression to examine the association of clinical factors with AFP distribution. METHODS: In this multicenter study, we analyzed retrospective data from an adult HCC cohort, collected across nine tertiary healthcare institutions from 2003 to 2021. Quantile regression, which can model covariate effects at different specified points of the outcome distribution, was used to account for heterogeneity across the AFP value range, assessing the effects of predictors associated with AFP levels at the 0.10, 0.50, and 0.90 quantiles. Logistic regression was performed with AFP < 20 ng/mL and ≥ 20 ng/mL groups. RESULTS: The cohort included 2298 individuals with HCC, with median AFP of 13.70 ng/mL. Multivariable quantile regression determined that factors such as Asian ethnicity, elevated aspartate aminotransferase (AST), alanine aminotransferase (ALT), Barcelona Clinic Liver Cancer (BCLC) stage, hepatitis B (HBV), and hepatitis C (HCV) were associated with higher AFP, while male sex, older age, higher BMI, and elevated creatinine were associated with lower AFP levels. Compared to metabolic dysfunction-associated steatotic liver disease, HBV (β = 0.44 at Q50) and HCV (β = 0.30 at Q10; β = 0.40 at Q50) were associated with higher AFP. CONCLUSION: There is substantial heterogeneity in how clinical factors influence AFP levels across its distribution. These data may stimulate the development of more granular cut-points for AFP that differ according to disease stage and etiology.

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Journal
Journal of Gastroenterology and Hepatology
Published
2026-04-30
DOI
https://doi.org/10.1111/jgh.70386
Primary Topic
Hepatocellular Carcinoma Treatment and Prognosis
Type
article
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article

Evaluation of Factors Affecting Alpha Fetoprotein Levels in Patients With Hepatocellular Carcinoma in a Large Multicenter Cohort

B R Kim, Ethan Kai Jun Tham, S K. Lee, Ken Liu et al.
Journal of Gastroenterology and Hepatology
Hepatocellular Carcinoma Treatment and Prognosis
article

Evaluation of Factors Affecting Alpha Fetoprotein Levels in Patients With Hepatocellular Carcinoma in a Large Multicenter Cohort

B R Kim, Ethan Kai Jun Tham, S K. Lee, Ken Liu, Nicole Shu Ying Tang, Nicholas Syn, Mark Muthiah, Karn Wijarnpreecha, Asahiro Morishita, Gang Chen, Daniel Q Huang, Hirokazu Takahashi, Takumi Kawaguchi
article en

Abstract

BACKGROUND: Alpha-fetoprotein (AFP) is the most widely used biomarker for hepatocellular carcinoma (HCC). Given the wide variation in AFP values, conventional linear regression methods may provide an incomplete understanding of complex predictor relationships. Therefore, we utilized quantile regression to examine the association of clinical factors with AFP distribution. METHODS: In this multicenter study, we analyzed retrospective data from an adult HCC cohort, collected across nine tertiary healthcare institutions from 2003 to 2021. Quantile regression, which can model covariate effects at different specified points of the outcome distribution, was used to account for heterogeneity across the AFP value range, assessing the effects of predictors associated with AFP levels at the 0.10, 0.50, and 0.90 quantiles. Logistic regression was performed with AFP < 20 ng/mL and ≥ 20 ng/mL groups. RESULTS: The cohort included 2298 individuals with HCC, with median AFP of 13.70 ng/mL. Multivariable quantile regression determined that factors such as Asian ethnicity, elevated aspartate aminotransferase (AST), alanine aminotransferase (ALT), Barcelona Clinic Liver Cancer (BCLC) stage, hepatitis B (HBV), and hepatitis C (HCV) were associated with higher AFP, while male sex, older age, higher BMI, and elevated creatinine were associated with lower AFP levels. Compared to metabolic dysfunction-associated steatotic liver disease, HBV (β = 0.44 at Q50) and HCV (β = 0.30 at Q10; β = 0.40 at Q50) were associated with higher AFP. CONCLUSION: There is substantial heterogeneity in how clinical factors influence AFP levels across its distribution. These data may stimulate the development of more granular cut-points for AFP that differ according to disease stage and etiology.

Journal of Gastroenterology and Hepatology
Kurume University (JP), The University of Sydney (AU), University of Arizona (US), National University of Singapore (SG), Saga University (JP), Yonsei University (KR), Kagawa University (JP), Wenzhou Medical University (CN), Royal Prince Alfred Hospital (AU), Severance Hospital (KR), First Affiliated Hospital of Wenzhou Medical University (CN), Banner - University Medical Center Phoenix (US), National University Hospital (SG), National University Health System (SG), Catholic University of Korea (KR)
Good health and well-being
Openalex Percentile: Top 22%
Hepatocellular Carcinoma Treatment and Prognosis
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