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Prediction of Red Blood Cell Antibody Significance Using the Monocyte-Macrophage Assay
Published on: February 7, 2025
Prognostic Value of the Baseline and Early Changes in Monocyte-to-Lymphocyte Ratio for Short-Term Mortality among
Xinyao Luo1, Dingyuan Wan2, Ruoxin Xia3
1Department of Nephrology, West China Hospital, Sichuan University, Chengdu 610041, China.
Abstract:
(1) Background: Inflammation plays an important role in the onset and progression of acute kidney injury (AKI). Despite this, evidence regarding the prognostic effect of the monocyte-to-lymphocyte ratio (MLR), a novel systemic inflammation marker, among patients with AKI is scarce. This study sets out to investigate the prognostic potential of both baseline and early changes in MLR for short-term mortality among critically ill patients with AKI. (2) Method: Eligible patients with AKI from the Medical Information Mart for Intensive Care IV database were retrospectively analyzed. MLR cutoff values were determined using maximally selected rank statistics and tertiles. The clinical outcomes were 30-day and 90-day mortality in the intensive care unit. A restricted cubic splines model and Cox proportional hazards models were utilized to evaluate the association between the baseline MLR and short-term mortality. Then, the trends in MLR over time were compared between the 30-day survivors and non-survivors using a generalized additive mixed model (GAMM). (3) Result: A total of 15,986 patients were enrolled. Multivariable Cox regression analysis identified baseline MLR ≥ 0.48 as an independent risk factor predicting 30-day mortality (HR 1.33, 95%CI 1.24, 1.45, p < 0.001) and 90-day mortality (HR 1.34, 95%CI 1.23, 1.52, p < 0.001) after adjusting for potential confounders. Similar trends were observed for 30-day and 90-day mortality when tertiles were used to group patients. The restricted cubic splines model revealed a non-linear association between MLR and 30-day and 90-day mortality (both p for non-linear < 0.001, both p for overall < 0.001). The area under the curve of 0.64 for MLR was higher than that of monocytes (0.55) and lymphocytes (0.61). In the subgroup analyses, despite the noted significant interactions, the direction of the observed association between MLR and 30-day mortality was consistent across most prespecified subgroups, except for shock and black ethnicity. The GAMM results highlighted that, as time went on, MLR in the 30-day survival group consistently declined, whereas MLR in the non-survival group rose within 15 days post-ICU admission. The difference between the two groups persisted significantly even after adjusting for confounders (p = 0.006). (4) Conclusion: A higher baseline MLR was identified as an independent risk factor predicting 30-day and 90-day mortality. The early increase in MLR was associated with high 30-day mortality, suggesting that dynamic monitoring of MLR could potentially better predict survival in critically ill patients with AKI.
Insights
A higher monocyte-to-lymphocyte ratio (MLR) predicts mortality in acute kidney injury (AKI) patients. Dynamic monitoring of MLR may improve survival prediction in critically ill patients with AKI.
Area of Science:
- Critical Care Medicine
- Nephrology
- Inflammation Biomarkers
Background:
- Inflammation is crucial in acute kidney injury (AKI) development and progression.
- The prognostic value of the monocyte-to-lymphocyte ratio (MLR), a systemic inflammation marker, in AKI patients remains under-investigated.
- This study examines MLR's predictive potential for short-term mortality in critically ill AKI patients.
Purpose of the Study:
- To assess the prognostic significance of baseline MLR for 30-day and 90-day mortality in critically ill AKI patients.
- To investigate the association between early changes in MLR and short-term mortality.
- To compare the predictive performance of MLR against individual monocyte and lymphocyte counts.
Main Methods:
- Retrospective analysis of 15,986 AKI patients from the MIMIC-IV database.
- Determination of MLR cutoff values using maximally selected rank statistics and tertiles.
- Application of Cox proportional hazards models, restricted cubic splines, and generalized additive mixed models (GAMM) to analyze baseline and dynamic MLR trends.
Main Results:
- Baseline MLR ≥ 0.48 independently predicted 30-day (HR 1.33) and 90-day (HR 1.34) mortality.
- A non-linear association was observed between MLR and mortality (p < 0.001).
- MLR demonstrated superior predictive ability (AUC 0.64) compared to monocytes (0.55) and lymphocytes (0.61).
- MLR declined in survivors but rose in non-survivors within 15 days post-ICU admission, with a significant difference between groups (p = 0.006).
Conclusions:
- Elevated baseline MLR is an independent predictor of mortality in critically ill AKI patients.
- Dynamic monitoring of MLR reveals distinct trends between survivors and non-survivors.
- Changes in MLR over time may offer enhanced prognostic value for survival in AKI.

