Risk Scores for Stratifying Hepatocellular Carcinoma and Optimizing Surveillance Strategies

<b>Background</b>: Hepatocellular carcinoma (HCC) is a major global health burden, with poor outcomes largely due to diagnosis at an advanced stage and the limited performance of current surveillance tools. Ultrasound with alpha fetoprotein (AFP) provides insufficient sensitivity for early-stage detection, highlighting the need to better identify the at-risk population. <b>Focus of the review</b>: Many HCC risk scores have been proposed; however, some depend on specialized laboratory data that are not widely available. This review summarizes risk scores that show reliable discrimination and rely on demographic, clinical, or molecular information that can be readily obtained in routine care. <b>Conclusions</b>: Advances in HCC risk scores support the move toward surveillance approaches based on individual risk. These tools can improve risk stratification, increase the likelihood of early detection, and potentially support better outcomes for people who belong to the at-risk population for HCC.

Authors

Institutions

Publication Details

Journal
Cancers
Published
2026-01-02
DOI
https://doi.org/10.3390/cancers18010158
Citations
1
Primary Topic
Hepatocellular Carcinoma Treatment and Prognosis
Type
article
Field-Weighted Citation Impact
23.38
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Risk Scores for Stratifying Hepatocellular Carcinoma and Optimizing Surveillance Strategies

Yu-Ping Chang, Yun-Chu Chen, Chen-Hua Liu
1 citations
Cancers
Hepatocellular Carcinoma Treatment and Prognosis
23.38
article

Risk Scores for Stratifying Hepatocellular Carcinoma and Optimizing Surveillance Strategies

Yu-Ping Chang, Yun-Chu Chen, Chen-Hua Liu
article en
1 citations

Abstract

<b>Background</b>: Hepatocellular carcinoma (HCC) is a major global health burden, with poor outcomes largely due to diagnosis at an advanced stage and the limited performance of current surveillance tools. Ultrasound with alpha fetoprotein (AFP) provides insufficient sensitivity for early-stage detection, highlighting the need to better identify the at-risk population. <b>Focus of the review</b>: Many HCC risk scores have been proposed; however, some depend on specialized laboratory data that are not widely available. This review summarizes risk scores that show reliable discrimination and rely on demographic, clinical, or molecular information that can be readily obtained in routine care. <b>Conclusions</b>: Advances in HCC risk scores support the move toward surveillance approaches based on individual risk. These tools can improve risk stratification, increase the likelihood of early detection, and potentially support better outcomes for people who belong to the at-risk population for HCC.

CancersVol. 18(1)
National Taiwan University Hospital (TW)
Reduced inequalities, Peace, Justice and strong institutions
Openalex Percentile: Top 3%
Hepatocellular Carcinoma Treatment and Prognosis
23.38
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Risk Scores for Stratifying Hepatocellular Carcinoma and Optimizing Surveillance Strategies — Yu-Ping Chang, Yun-Chu Chen, et al. · Cancers (2026) | TGRS Research Map | TGRS