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May 28, 2026BMC Cardiovascular Disorders0 citationsOpen Access

Predictive value of monocyte-to-high-density lipoprotein cholesterol ratio for acute kidney injury following coronary artery bypass grafting

XLXingping LvCLChen LiTSTuo Shen

Key Result

Preoperative monocyte-to-high-density lipoprotein cholesterol ratio independently predicted acute kidney injury following coronary artery bypass grafting, with each 1-SD increase yielding an OR of 2.56.

Key Points

  • This research aims to assess how well preoperative monocyte-to-HDL cholesterol ratio predicts acute kidney injury after CABG.
  • Retrospective analysis of 280 patients undergoing CABG at Shanghai East Hospital.
  • Preoperative monocyte-to-HDL cholesterol ratio calculated and evaluated using multivariate logistic regression.
  • Predictive performance assessed via ROC curves and binned calibration.
  • AKI occurred in 104 patients, with preoperative MHR showing OR = 2.56 for AKI risk per 1-SD increase (p < 0.001).
  • MHR achieved an AUC of 0.743, outperforming triglycerides and glucose as individual predictors (p < 0.05).
  • Using an optimal cutoff of MHR > 0.658, AKI incidence was significantly higher at 64.29% compared to 22.53% (p < 0.001).

Study Design

Type

Cohort (n=280)

Multicenter

No

Structured PICO

Does preoperative monocyte-to-high-density lipoprotein cholesterol ratio predict acute kidney injury following coronary artery bypass grafting in adult patients without prior chronic kidney disease?

P
Population
280 patients aged ≥ 18 years without prior chronic kidney disease undergoing coronary artery bypass grafting (CABG) at a single center.
I
Intervention
Preoperative monocyte-to-high-density lipoprotein cholesterol ratio (MHR)
O
Outcome
Postoperative acute kidney injury (AKI) defined according to KDIGO criteriahard clinical

Preoperative MHR is a strong independent predictor of post-CABG AKI, and its predictive performance is further improved when combined with triglycerides and blood glucose.

Main Result

Effect estimate: OR 2.56 (95% CI 1.77-3.80)

p-value: p=<0.001

Limitations

  • Single-center retrospective design and relatively limited sample size introduce the potential for selection bias.
  • Residual confounding from unmeasured variables cannot be fully excluded.
  • Key intraoperative parameters including cardiopulmonary bypass duration and aortic cross-clamp time were unavailable.

Abstract

To evaluate the predictive value of preoperative monocyte-to-high-density lipoprotein cholesterol ratio (MHR) for acute kidney injury (AKI) after coronary artery bypass grafting (CABG). This retrospective single-center study enrolled 280 patients undergoing CABG at Shanghai East Hospital between January and December 2024. Eligible patients were aged ≥ 18 years, lacked prior chronic kidney disease, and had complete perioperative data. Preoperative MHR was calculated, and postoperative AKI was defined according to KDIGO criteria. Multivariate logistic regression identified independent predictors of AKI, with MHR standardized via Z-score transformation. Predictive performance was assessed using receiver operating characteristic (ROC) curves and 10-fold cross-validation; model calibration was evaluated using binned calibration plots and the Hosmer-Lemeshow test. The optimal MHR cutoff was determined by the Youden index, and patients were stratified accordingly. Postoperative serum creatinine trajectories were compared using linear mixed-effects models with Holm-adjusted pairwise tests. AKI occurred in 104 patients (37.1%). Multivariate regression revealed that preoperative MHR (per 1-SD increase: OR = 2.56, 95% CI: 1.77–3.80, p 0.658), the high-MHR group exhibited a significantly higher AKI incidence (64.29% vs. 22.53%, p < 0.001) and persistently elevated creatinine levels across all postoperative time points (CrH0–CrH72, all adjusted p ≤ 0.030). Subgroup analyses confirmed consistent associations between MHR and AKI across strata of age, cardiac function, hypertension, and diabetes, with no significant interaction effects. Preoperative MHR is a strong independent predictor of post-CABG AKI, with improved performance when combined with triglycerides and blood glucose.

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Cite This Study

Lv et al. (2026) conducted a cohort in Acute kidney injury after coronary artery bypass grafting (n=280). Preoperative monocyte-to-high-density lipoprotein cholesterol ratio (MHR) was evaluated on Acute kidney injury (AKI) (OR 2.56, 95% CI 1.77-3.80, p=<0.001). Preoperative monocyte-to-high-density lipoprotein cholesterol ratio independently predicted acute kidney injury following coronary artery bypass grafting, with each 1-SD increase yielding an OR of 2.56.

synapsesocial.com/papers/6a17ddab3fad632b0f9da73dhttps://doi.org/10.1186/s12872-026-05962-y
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