# Liver-related outcomes in patients with cirrhosis: The value of clinical and laboratory data and noninvasive tests

**Authors:** Somaya Albhaisi, Amanda Robinson, Rasha Alsaadawi, Roy T. Sabo, Arun J. Sanyal

PMC · DOI: 10.1371/journal.pone.0326702 · PLOS One · 2025-07-01

## TL;DR

This study identifies key clinical and lab factors that predict serious liver complications in cirrhosis patients, helping to guide better disease management.

## Contribution

The study develops disease-specific predictive models for cirrhosis complications based on etiology and baseline clinical data.

## Key findings

- Albumin and INR were significant predictors of ascites in MASH and viral hepatitis-related cirrhosis.
- Albumin, INR, bilirubin, and platelet count predicted hepatic encephalopathy in these patients.
- No significant predictors were found for outcomes in alcohol-associated liver disease.

## Abstract

Cirrhosis patients face high mortality risks from complications, emphasizing the need for prognostic tools to estimate risk of adverse liver outcomes based on cirrhosis etiology and hence improve disease management. This study aimed to evaluate the association between baseline clinical factors, lab values and noninvasive measurements and risk of adverse liver outcomes among patients with cirrhosis, and develop disease-specific associative models.

Using proportional hazards regression, we developed six associative models, categorized by cirrhosis etiology, after identifying significant predictors of 30-day risk of ascites, hepatic encephalopathy (HE), and variceal bleeding (VB) among cirrhosis patients, with measurements selected through LASSO regression.

A total of 4045 adult patients with cirrhosis were included in the analysis from a single U.S. center retrospective cohort. The 5-year rates for ascites, HE, and VB were 31.6%, 22.9%, and 30.7%, respectively. Multivariable analyses showed that independent predictors in cirrhosis due to metabolic dysfunction-associated steatohepatitis (MASH) and viral hepatitis were: (a) ascites: albumin and international normalized ratio (INR); (b) HE: albumin, INR, total bilirubin, platelet count; (c) VB: albumin, platelet count, hemoglobin. No variables were significantly associated with outcomes in patients with alcohol-associated liver disease.

The newly developed models provided accurate estimates of the 30-day risks of ascites, HE, and VB in MASH or viral hepatitis-related cirrhosis using baseline variables, providing a reliable tool for identifying high-risk patients warranting intensified interventions.

## Linked entities

- **Diseases:** cirrhosis (MONDO:0005155), viral hepatitis (MONDO:0006011)

## Full-text entities

- **Genes:** ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}
- **Diseases:** HE (MESH:D006501), ascites (MESH:D001201), viral hepatitis (MESH:D014777), Cirrhosis (MESH:D005355), liver disease (MESH:D008107), VB (MESH:D014648), MASH (MESH:D005234)
- **Chemicals:** alcohol (MESH:D000438), bilirubin (MESH:D001663)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC12212549/full.md

## References

9 references — full list in the complete paper: https://tomesphere.com/paper/PMC12212549/full.md

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Source: https://tomesphere.com/paper/PMC12212549