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Updated: Jan 28, 2026

A Data-Driven Approach to Quantifying Immune States in Sepsis
Published on: February 7, 2025
Improvement in detecting sepsis using leukocyte cell population data (CPD).
Eloísa Urrechaga1, Oihane Bóveda1, Urko Aguirre2
1CORE Laboratory, Hospital Galdakao - Usansolo, Galdakao, Vizcaya, Spain.
Cell population data (CPD) from XN analyzers can help identify sepsis risk in febrile patients. High values in specific leukocyte parameters, particularly those related to monocyte complexity and neutrophil activation, suggest a higher likelihood of sepsis.
Area of Science:
- Hematology
- Clinical Pathology
- Infectious Disease
Background:
- Cell population data (CPD) parameters from XN analyzers provide insights into leukocyte size and internal structure.
- Early identification of sepsis risk in febrile patients is crucial for timely intervention.
Purpose of the Study:
- To investigate the utility of CPD parameters in identifying febrile patients at risk of developing sepsis.
- To develop a sepsis profile by combining CPD parameters with other clinical markers.
Main Methods:
- Recruited 295 febrile patients with confirmed infections.
- Utilized receiver operating characteristic (ROC) curve analysis to assess diagnostic performance of CPD parameters for sepsis vs. non-systemic bacterial infection.
- Applied K-means unsupervised clustering to stratify patients based on CPD profiles.
Main Results:
- ROC analysis indicated NE-FSL, NE-WY, NE-WZ, and MO-WZ had areas under the curve (AUCs) >0.700 for sepsis prediction.
- K-means clustering identified two patient groups; Cluster 1 showed higher PCT values and elevated NE-SFL, NE-WY, MO-X, MO-WX, and MO-Z.
- Cluster 1, characterized by specific CPD values, was associated with a higher likelihood of sepsis.
Conclusions:
- CPD parameters reflecting monocyte complexity and neutrophil activation are significant indicators in sepsis diagnosis.
- Elevated CPD values, particularly in specific leukocyte subsets, suggest an increased risk of sepsis in febrile patients.
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