Related Experiment Video
Updated: Jan 17, 2026

A Three-Dimensional Spheroid Model to Investigate the Tumor-Stromal Interaction in Hepatocellular Carcinoma
Published on: September 30, 2021
Social Risk Phenotypes Are Strongly Associated With Hepatocellular Carcinoma Outcomes: A Statewide Cohort Study Using
Lauren D Nephew1,2, Allie Carter3, Nivya Varghese4
1Division of Gastroenterology and Hepatology, Department of Medicine, Indiana University School of Medicine, Indianapolis, Indiana, USA.
Introduction:
Disparities in hepatocellular carcinoma (HCC) outcomes are shaped by intersecting social determinants of health. We hypothesized that patients experience distinct combinations of socioeconomic barriers that cluster into social risk phenotypes associated with differences in diagnosis, treatment, and survival.
Methods:
We analyzed data from 4,877 adults diagnosed with HCC in the Indiana State Cancer Registry (2009-2020). Latent class analysis was performed using sex, race, insurance, marital status, occupation, neighborhood Social Deprivation Index, and distances to screening and Indiana University Hospital. Outcomes included early-stage diagnosis, receipt of curative therapy, and 2-year mortality.
Results:
Among 4,877 patients, 15.8% were non-White and 24.7% were female. Latent class analysis identified 6 distinct risk classes: (i) minimal barriers, (ii) publicly insured-married women, (iii) publicly insured-unpartnered men, (iv) rural and geographically distant, (v) structurally marginalized, and (vi) unseen and uninsured. Class 1 had the most favorable characteristics (83.7% private insurance, 16.8% professional occupation) and best outcomes: 55.4% early-stage diagnosis, 24.4% curative therapy, and 55.4% 2-year mortality. All other classes had significantly worse outcomes. Compared with class 1, patients in class 6 had the lowest early-stage diagnosis (39.7%) and curative therapy (10.5%) and highest 2-year mortality (83.6%; odds ratio 4.12, 95% confidence interval 3.06-5.54, P < 0.001). Classes 4 and 5, reflecting rural and racially marginalized groups, also had significantly lower odds of early diagnosis and treatment.
Discussion:
Social risk phenotypes based on intersecting social determinants of health were strongly associated with HCC outcomes and may inform future risk-based intervention strategies.
More Related Videos
Related Concept Videos
Cancer Prevention
Some...
Cancer Survival Analysis
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Hazard Ratio
For example, in a clinical trial...
Relative Risk
Genome-wide Association Studies-GWAS
GWAS does not require the identification of the target gene involved in...

