# Association between free fatty acids and adverse outcomes in patients with and without diabetes undergoing percutaneous coronary intervention

**Authors:** Qinxue Li, Guyu Zeng, Deshan Yuan, Tianyu Li, Peizhi Wang, Ce Zhang, Sida Jia, Pei Zhu, Ying Song, Xiaofang Tang, Ping Liu, Yuejin Yang, Runlin Gao, Jingjing Xu, Xueyan Zhao, Jinqing Yuan

PMC · DOI: 10.1515/jtim-2026-0016 · Journal of Translational Internal Medicine · 2026-02-13

## TL;DR

High or low free fatty acid levels in diabetic patients undergoing heart procedures are linked to worse outcomes, suggesting the need to monitor these levels.

## Contribution

Identifies a U-shaped relationship between free fatty acids and adverse outcomes in diabetic PCI patients.

## Key findings

- Diabetic patients with low or high FFA levels had a higher risk of major adverse events.
- The lowest risk of adverse events in diabetic patients occurred at an FFA level of 372 μmol/L.
- Subgroup analyses confirmed the main findings across different clinical presentations and BMI categories.

## Abstract

This study aimed to explore the correlation between free fatty acid (FFA) levels and adverse outcomes in patients undergoing percutaneous coronary intervention (PCI) with or without diabetes mellitus.

In total, 10,230 patients treated with PCI were included in this study and divided into three equal groups according to FFA levels (FFA-L, FFA-M, and FFA-H groups). Subsequently, the patients were further stratified based on their diabetes status. A 5-year follow-up was conducted, with the primary endpoint defined as major adverse cardiovascular and cerebrovascular events (MACCE).

During follow-up, 2108 (20.6%) patients experienced MACCE. In patients without diabetes, no significant difference was observed in the risk of MACCE among the different FFA groups. However, in patients with diabetes, the risk of MACCE was significantly higher in the FFA-L and FFA-H groups than in the FFA-M group [adjusted hazard ratio (HR), 1.238, 95% confidence interval (CI), 1.054–1.454, P = 0.009; adjusted HR: 1.220, 95% CI, 1.054–1.412, P = 0.008; respectively]. The restricted cubic spline curves showed a nonlinear U-shaped relationship between the FFA levels and the risk of MACCE in patients with diabetes, with the lowest risk observed at an FFA level of 372 μmol/L. The results of the subgroup analysis stratified by different clinical presentations and BMI were similar to those of the primary findings.

In patients with diabetes undergoing PCI, both elevated and decreased FFA levels were significantly associated with an increased risk of MACCE. Monitoring FFA levels is essential to help identify those at high risk.

## Linked entities

- **Diseases:** diabetes mellitus (MONDO:0005015)

## Full-text entities

- **Genes:** REN (renin) [NCBI Gene 5972] {aka ADTKD4, HNFJ2, RTD}, LPL (lipoprotein lipase) [NCBI Gene 4023] {aka HDLCQ11, LIPD}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, SH2D1A (SH2 domain containing 1A) [NCBI Gene 4068] {aka DSHP, EBVS, IMD5, LYP, MTCP1, SAP}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}
- **Diseases:** TVD (MESH:C536008), myocardial energy deficits (MESH:D009461), sudden cardiac death (MESH:D016757), COPD (MESH:D029424), obesity (MESH:D009765), arrhythmias (MESH:D001145), stable angina pectoris (MESH:D060050), endothelial dysfunction (MESH:D014652), DM (MESH:D003920), mitochondrial dysfunction (MESH:D028361), ACS (MESH:D054058), hyperlipidemia (MESH:D006949), peripheral vascular disease (MESH:D016491), inflammation (MESH:D007249), cardiac lipotoxicity (MESH:D006331), CAD (MESH:D003324), insulin resistance (MESH:D007333), CVD (MESH:D002561), ischemic stroke (MESH:D002544), myocardial ischemia (MESH:D017202), MACCE (MESH:D002318), hypoglycemia (MESH:D007003), MI (MESH:D009203), atherosclerosis (MESH:D050197), malnutrition (MESH:D044342), death (MESH:D003643), hypertension (MESH:D006973)
- **Chemicals:** nitric oxide (MESH:D009569), acipimox (MESH:C027696), glycogen (MESH:D006003), FFA (MESH:D005230), aspirin (MESH:D001241), TG (MESH:D014280), calcium (MESH:D002118), creatinine (MESH:D003404), glucose (MESH:D005947), heparin (MESH:D006493), lipid (MESH:D008055), fatty acids (MESH:D005227), urea (MESH:D014508), catecholamine (MESH:D002395), ticagrelor (MESH:D000077486), clopidogrel (MESH:D000077144), FBG (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

39 references — full list in the complete paper: https://tomesphere.com/paper/PMC12916277/full.md

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Source: https://tomesphere.com/paper/PMC12916277