# Inflammatory Prognostic Index: A Novel Predictor of In-Stent Restenosis Following Drug-Eluting Stent–Percutaneous Coronary Intervention

**Authors:** Cemre Turgul, Saban Kelesoglu

PMC · DOI: 10.3390/diagnostics16050647 · Diagnostics · 2026-02-24

## TL;DR

This study shows that the Inflammatory Prognostic Index (IPI), based on routine blood tests, can predict in-stent restenosis after heart stent procedures.

## Contribution

The study introduces IPI as a novel, inexpensive biomarker for predicting in-stent restenosis after drug-eluting stent implantation.

## Key findings

- ISR occurred in 38.1% of patients after DES implantation.
- Elevated IPI independently predicted ISR with an odds ratio of 2.90.
- The optimal IPI cutoff for predicting ISR was 1.275 with 84.4% sensitivity and 74.5% specificity.

## Abstract

Background: The Inflammatory Prognostic Index (IPI) is a novel biomarker integrating C-reactive protein (CRP), albumin, and white blood cell-derived ratios, reflecting systemic inflammation and nutritional status. Inflammation is central to in-stent restenosis (ISR). This study investigated the prognostic value of IPI in predicting ISR after drug-eluting stent (DES) implantation. Methods: We retrospectively analyzed 571 patients who underwent DES implantation and follow-up angiography at a median of 12 months (IQR 12–24) for recurrent angina or ischemia. Patients were grouped as ISR (+) (n = 218) and ISR (−) (n = 353). IPI was calculated as (CRP × neutrophil-to-lymphocyte ratio)/albumin. Logistic regression and ROC analyses assessed the predictive role of IPI. Results: ISR occurred in 38.1% of patients. The ISR (+) group showed a higher prevalence of hypertension and active smoking, as well as higher CRP, glucose, and neutrophil levels, but lower albumin and lymphocytes (all p < 0.05). Elevated IPI independently predicted ISR (OR = 2.90; 95% CI = 2.35–3.57; p < 0.001). ROC analysis showed an optimal cutoff of 1.275 (sensitivity 84.4%, specificity 74.5%). Conclusions: IPI, derived from routine laboratory tests, independently predicts ISR after DES implantation and may serve as a simple, inexpensive biomarker for coronary artery disease risk stratification.

## Linked entities

- **Diseases:** coronary artery disease (MONDO:0005010)

## Full-text entities

- **Genes:** ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}
- **Diseases:** hypertension (MESH:D006973), Inflammation (MESH:D007249), angina (MESH:D000787), ISR (MESH:D023903), coronary artery disease (MESH:D003324), ischemia (MESH:D007511)
- **Chemicals:** glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

68 references — full list in the complete paper: https://tomesphere.com/paper/PMC12985222/full.md

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Source: https://tomesphere.com/paper/PMC12985222