Association between the (neutrophil + monocyte)/albumin ratio and all-cause mortality in sepsis patients: a retrospective cohort study and predictive model establishment according to machine learning
The NMa ratio is strongly and linearly associated with 30-day and 90-day all-cause mortality, with higher levels significantly increasing mortality risk, even after adjusting for potential confounders. Predictive models using Cox regression and Random Forest algorithms showed strong performance, indicating that the NMa ratio could function as a predictor of negative prognosis in patients with sepsis.
Authors
- Guangzan Yu (ORCID: https://orcid.org/0009-0001-1111-4463)
- Qian Ma (ORCID: https://orcid.org/0000-0003-0622-987X)
- Xiaojun Ji (ORCID: https://orcid.org/0000-0003-0868-2969)
- Lulu Liu (ORCID: https://orcid.org/0000-0002-9601-6909)
- Hua He (ORCID: https://orcid.org/0000-0002-7784-3036)
Institutions
- Capital Medical University (CN)
- Beijing Anzhen Hospital (CN)
Publication Details
- Journal
- BMC Infectious Diseases
- Published
- 2025-04-22
- DOI
- https://doi.org/10.1186/s12879-025-10969-5
- Citations
- 3
- Primary Topic
- Sepsis Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 4.06
Funders
- Capital Medical University
- Natural Science Foundation of Beijing Municipality