# Clinical Profiles and Mortality-Associated Risk Factors in Patients with Acute Kidney Injury from Atlixco, Puebla, Mexico

**Authors:** Nancy K. Zúñiga-Fernández, Pedro A. Gaspar-Mendoza, Lizeth Torres-Pineda, Elizabeth Baez-Baez, Karina Alvarado-Dardón, Karla V. Gutiérrez-de Anda, Jorge Ayón-Aguilar, Rubí Romo-Rodríguez, Rosana Pelayo, Diana Casique-Aguirre

PMC · DOI: 10.3390/diagnostics15222889 · Diagnostics · 2025-11-14

## TL;DR

This study identifies clinical and lab factors linked to mortality in acute kidney injury patients in Mexico, emphasizing inflammation and metabolic changes.

## Contribution

The study provides new insights into mortality risk factors for AKI patients, including the role of inflammation and polypharmacy.

## Key findings

- Elevated inflammatory indices like NLR, MLR, and PLR were observed in AKI patients.
- Multivariable analysis identified COVID-19, thrombocytopenia, low eosinophils, and polypharmacy as mortality predictors.
- Hematological profiles showed myeloid predominance and reduced lymphocyte and erythrocyte counts.

## Abstract

Background: Acute Kidney Injury (AKI) is characterized by rising morbidity and mortality rates, along with significant financial costs associated with its treatment, positioning it as a priority health challenge. Difficult access to accurate biomarkers for renal dysfunction poses challenges in identifying high-risk patients prone to progression to severe AKI. Therefore, this study aimed to identify clinical and laboratory variables that could contribute to future risk stratification approaches in AKI. Methods: This observational retrospective study included 106 patients diagnosed with AKI who were admitted to the emergency department of the HGZ05-IMSS Hospital between January 2020 and July 2023. Multivariate logistic regression was used to identify clinical and laboratory factors associated with in-hospital mortality. Results: Patients with AKI exhibited elevated inflammatory indices (NLR, MLR, and PLR), increased levels of glucose, urea, and C-reactive protein (CRP), and reduced lymphocyte counts, serum albumin, FiO2, and BUN/creatinine (BCR) ratio. The hematological profile showed myeloid predominance, characterized by neutrophilia and lower eosinophil, erythrocyte, and monocyte counts, consistent with systemic inflammation. Multivariable analysis identified COVID-19 infection, thrombocytopenia, low eosinophil levels, and polypharmacy as independent predictors of mortality in AKI patients. Conclusions: These findings underscore the interplay between inflammatory, metabolic, and hematological alterations in AKI and highlight key prognostic factors that may contribute to future risk stratification.

## Linked entities

- **Diseases:** Acute Kidney Injury (MONDO:0002492), COVID-19 (MONDO:0100096)

## 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:** AKI (MESH:D058186), renal dysfunction (MESH:D007674), thrombocytopenia (MESH:D013921), neutrophilia (MESH:C563010), COVID-19 infection (MESH:D000086382), inflammatory (MESH:D007249)
- **Chemicals:** creatinine (MESH:D003404), glucose (MESH:D005947), urea (MESH:D014508)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12651604/full.md

## References

80 references — full list in the complete paper: https://tomesphere.com/paper/PMC12651604/full.md

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Source: https://tomesphere.com/paper/PMC12651604