# Association of non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) with 90-day mortality in acute pancreatitis: A MIMIC-IV database analysis

**Authors:** Jiali Xu, Jing Long, Gang Luo, Mingming Deng, Liang Wang

PMC · DOI: 10.1371/journal.pone.0343716 · PLOS One · 2026-02-23

## TL;DR

This study finds that a high ratio of non-HDL to HDL cholesterol is linked to higher mortality in acute pancreatitis patients within 90 days.

## Contribution

The study introduces NHHR as a novel predictor of 90-day mortality in acute pancreatitis patients.

## Key findings

- High NHHR levels are significantly associated with increased 90-day mortality in acute pancreatitis patients.
- The prediction model built using NHHR and other factors achieved an AUC of 0.867 for mortality prediction.

## Abstract

The non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) is a new composite lipid index. Blood lipid levels are closely associated with the severity of acute pancreatitis (AP), but the relationship between NHHR and mortality in AP patients remains unclear. Therefore, the purpose of this study is to investigate the connection between NHHR and the mortality of patients with AP within 90 days. A total of 454 adult participants with AP from the MIMIC-IV database were categorized into three groups based on their NHHR levels. We employed a multivariate Cox proportional hazards model to assess the relationship between NHHR and 90-day mortality in AP patients. Additionally, we utilized the random forest method to identify the ten most significant risk factors associated with mortality in AP, which was subsequently used to build a prediction model. Out of the patients with AP, 27 died within 90 days. After adjusting for various factors, the hazard ratios for mortality across the tertiles of the NHHR (from the lowest to the highest tertiles: Q1–Q3) were as follows: 1.00 (reference), 1.47 (95% CI: 0.47–4.66), and 4.07 (95% CI: 1.43–11.60). Additionally, the area under the curve (AUC) for our AP mortality prediction model is 0.867 (95% CI: 0.769–0.964). Our findings indicate that a high level of NHHR is closely associated with the mortality of AP, serving as a simple index to predict the prognosis of AP patients.

## Linked entities

- **Diseases:** acute pancreatitis (MONDO:0006515)

## Full-text entities

- **Genes:** ALPP (alkaline phosphatase, placental) [NCBI Gene 250] {aka ALP, PALP, PLAP, PLAP-1}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, APOA1 (apolipoprotein A1) [NCBI Gene 335] {aka AMYLD3, HPALP2, apo(a)}, SHROOM4 (shroom family member 4) [NCBI Gene 57477] {aka MRXSSDS, SHAP, shrm4}, GPT (glutamic--pyruvic transaminase) [NCBI Gene 2875] {aka AAT1, ALT, ALT1, GPT1, SGPT}, SLC17A5 (solute carrier family 17 member 5) [NCBI Gene 26503] {aka AST, ISSD, NSD, SD, SIALIN, SIASD}
- **Diseases:** MI (MESH:D009203), non-alcoholic fatty liver disease (MESH:D065626), cardiovascular diseases (MESH:D002318), SIRS (MESH:D018746), metabolic diseases (MESH:D008659), hyperuricemia (MESH:D033461), diabetes (MESH:D003920), cancer (MESH:D009369), gallstones (MESH:D042882), CVD (MESH:D002561), HTG (MESH:D015228), SAP (MESH:D045169), sepsis (MESH:D018805), chronic pancreatitis (MESH:D050500), AP (MESH:D010195), acidosis (MESH:D000138), shock (MESH:D012769), pleural effusion (MESH:D010996), inflammation (MESH:D007249), liver disease (MESH:D008107), MODS (MESH:D009102), CHF (MESH:D006333), critically ill (MESH:D016638), thrombosis (MESH:D013927), calcium (MESH:D002128), depression (MESH:D003866), hypertension (MESH:D006973), sleep disturbances (MESH:D012893), pancreatic necrosis (MESH:D019283), dyslipidemia (MESH:D050171), death (MESH:D003643), NHHR (MESH:D013631), AKI (MESH:D058186), atherosclerosis (MESH:D050197)
- **Chemicals:** lactic acid (MESH:D019344), bilirubin (MESH:D001663), alcohol (MESH:D000438), creatinine (MESH:D003404), glucose (MESH:D005947), TG (MESH:D014280), cholesterol (MESH:D002784), calcium (MESH:D002118), -density lipoprotein cholesterol (-), free fatty acids (MESH:D005230), potassium (MESH:D011188), lipid (MESH:D008055), sodium (MESH:D012964), oxygen (MESH:D010100)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12928564/full.md

## References

35 references — full list in the complete paper: https://tomesphere.com/paper/PMC12928564/full.md

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Source: https://tomesphere.com/paper/PMC12928564