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Development and validation of a sepsis-specific systemic inflammation classification system for mortality prediction
Zhao Wu1, Jianliang Cao1, Qiang Zhang1
1Department of Emergency, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
Frontiers in Medicine
|July 11, 2026
Summary
Nutrition and inflammation indices predict sepsis mortality. A new Sepsis-Specific Systemic Inflammation Classification (SSIC) system, using neutrophil-to-lymphocyte ratio (NLR) and glucose-to-lymphocyte ratio (GLR), improves mortality risk prediction in sepsis patients.
Area of Science:
- Critical Care Medicine
- Biochemistry
- Clinical Nutrition
Background:
- The prognostic implications of nutrition and systemic inflammation in sepsis are not fully understood.
- Existing nutrition/inflammation-based indices have unclear predictive value for sepsis mortality.
Purpose of the Study:
- To evaluate 18 nutrition/inflammation indices for predicting sepsis patient mortality.
- To develop and validate a Sepsis-Specific Systemic Inflammation Classification (SSIC) system.
Main Methods:
- Analysis of 11,577 sepsis patients from the MIMIC-IV 3.0 database.
- Calculation of 18 nutrition/inflammation indices from biochemical and anthropometric data.
- Development and validation of the SSIC system using neutrophil-to-lymphocyte ratio (NLR) and glucose-to-lymphocyte ratio (GLR).
Main Results:
- Seven of 18 indices predicted in-hospital and in-ICU mortality, but with low discrimination.
- Neutrophil-to-lymphocyte ratio (NLR) and glucose-to-lymphocyte ratio (GLR) showed the best predictive performance.
- The SSIC system effectively stratified sepsis patients into low, moderate, and high mortality risk categories, enhancing existing scoring systems.
Conclusions:
- Nutrition/inflammation indices, particularly NLR and GLR, have predictive value for sepsis mortality.
- The validated SSIC system offers improved mortality risk stratification for sepsis patients.
- The SSIC system warrants further evaluation alongside established clinical severity scores.
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