# Prognostic Value of the C-Reactive Protein–Albumin–Lymphocyte (CALLY) Index for 1-Year Mortality After Transcatheter Aortic Valve Implantation

**Authors:** Hakan Süygün, Zeynep Seyma Turinay Ertop, Melike Polat, Murat Can Güney, Hüseyin Ayhan, Telat Keleş, Engin Bozkurt

PMC · DOI: 10.3390/jcdd13020083 · Journal of Cardiovascular Development and Disease · 2026-02-09

## TL;DR

The study shows that a new blood test called the CALLY index can predict which patients are at higher risk of dying within a year after a heart valve procedure.

## Contribution

The CALLY index is introduced as a novel biomarker that combines inflammation, nutrition, and immunity markers to predict mortality after TAVI.

## Key findings

- The CALLY index predicted 1-year mortality with an AUC of 0.797, better than existing risk scores.
- A CALLY value below 0.45 was linked to over three times higher mortality risk.
- The CALLY index remained an independent predictor of mortality alongside EuroSCORE II and mitral regurgitation.

## Abstract

Objectives: Systemic inflammation, malnutrition, and immune dysregulation have emerged as important determinants of long-term outcomes after transcatheter aortic valve implantation (TAVI). The C-reactive protein–albumin–lymphocyte (CALLY) index is a novel immunonutritional biomarker that integrates these pathophysiological domains; however, its prognostic value in TAVI patients has not yet been investigated. This study aimed to evaluate the association between the CALLY index and 1-year mortality after TAVI. Methods: This retrospective observational study included 532 consecutive patients who underwent TAVI at a tertiary-care center between 2014 and 2023. Baseline laboratory parameters were obtained before the procedure, and the CALLY index was calculated as (albumin × lymphocyte count)/(C-reactive protein × 10). The primary endpoint was 1-year mortality. Receiver operating characteristic (ROC) curve analysis was performed to assess the discriminative ability of the CALLY index and conventional surgical risk scores. Multivariable regression analyses were used to identify independent predictors of mortality. Results: During the 1-year follow-up period, 85 patients (15.9%) died. Patients who died had significantly lower baseline CALLY index values compared to survivors (p < 0.001). The CALLY index demonstrated good discriminative performance for 1-year mortality (AUC: 0.797), outperforming EuroSCORE II (AUC: 0.705) and the Society of Thoracic Surgeons (STS) score (AUC: 0.619). A CALLY cut-off value of 0.45, derived using Youden’s index, was associated with a more than threefold increased risk of mortality. In multivariable analysis, the CALLY index remained independently associated with 1-year mortality, along with EuroSCORE II and more than mild mitral regurgitation. Conclusions: The CALLY index is a strong and independent predictor of 1-year mortality after TAVI and provides incremental prognostic value beyond conventional surgical risk scores. Given its simplicity and reliance on routinely available laboratory parameters, the CALLY index may serve as a practical tool for long-term risk stratification in patients undergoing TAVI.

## Linked entities

- **Proteins:** LOC100189571 (uncharacterized LOC100189571)
- **Diseases:** aortic valve disease (MONDO:0003803)

## Full-text entities

- **Genes:** STS (steroid sulfatase) [NCBI Gene 412] {aka ARSC, ARSC1, ASC, ES, SSDD, XLI}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}
- **Diseases:** peripheral artery disease (MESH:D058729), heart failure (MESH:D006333), coronary artery disease (MESH:D003324), heart disease (MESH:D006331), immune dysregulation (OMIM:614878), sepsis (MESH:D018805), chronic (MESH:D002908), HFpEF (MESH:D054144), Mortality (MESH:D003643), malnutrition (MESH:D044342), MI (MESH:D009203), infection (MESH:D007239), AF (MESH:D001281), immune dysfunction (MESH:D007154), bleeding (MESH:D006470), AS (MESH:D001024), COPD (MESH:D029424), vascular complications (MESH:D003925), AKI (MESH:D058186), hypoalbuminemia (MESH:D034141), stroke (MESH:D020521), MR (MESH:D008944), injury to (MESH:D014947), chronic liver disease (MESH:D008107), inflammation (MESH:D007249), hematoma (MESH:D006406), myocardial remodeling (MESH:D064752), ACS (MESH:D054058), coronary heart disease (MESH:D003327), PPMI (MESH:D003638), autoimmune or systemic inflammatory diseases (MESH:D018746), diabetes mellitus (MESH:D003920), calcification (MESH:D002114), cancer (MESH:D009369), DM (MESH:D009223), chronic kidney disease (MESH:D051436)
- **Chemicals:** heparin (MESH:D006493), cholesterol (MESH:D002784)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

32 references — full list in the complete paper: https://tomesphere.com/paper/PMC12941186/full.md

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Source: https://tomesphere.com/paper/PMC12941186