Evidence map›Paper›PMID 42323628›Full record

ArticleJournal of cardiothoracic surgery2026

Nonlinear association between the stress hyperglycemia ratio and 180-day mortality in critically ill patients undergoing extracorporeal circulation during open heart surgery: a MIMIC-IV cohort study.

Peipei Zhang, Xuping Zhang, Hongyao Zhao, Yaxin Zhang

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Article in Journal of cardiothoracic surgery, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 authors.

Peipei Zhang *Department of Medical Ultrasound, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, No. 16766 Jingshi Road, Jinan, 250014, China.
Xuping Zhang *Department of Medical Ultrasound, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, No. 16766 Jingshi Road, Jinan, 250014, China.
Hongyao ZhaoDepartment of Neurology, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan, 250014, China.
Yaxin ZhangDepartment of Neurology, Xiamen Humanity Hospital, Fujian Medical University, Xiamen, 361009, Fujian, China. yaxin1996@qq.com.

Funding

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6 · The paper itself

Abstract

aimsThe stress hyperglycemia ratio (SHR) has been associated with adverse outcomes in patients with cardiovascular diseases. Recent studies have also linked higher SHR to increased mortality after cardiac surgery, including analyses using the MIMIC-IV database, and in patients undergoing CABG for acute myocardial infarction. Therefore, the present study should be viewed as an incremental and exploratory analysis rather than as a wholly novel investigation. However, the dose-response pattern and clinically relevant risk thresholds of SHR in an undifferentiated extracorporeal circulation (ECC)-assisted open-heart surgery population remain incompletely characterized. Given the uncertain perioperative timing of glucose measurements in MIMIC-IV, SHR was interpreted as an aggregated prognostic marker rather than a direct measure of intraoperative or immediate postoperative metabolic stress. This study aims to investigate the association between SHR and short-term mortality risk in this patient cohort.

methodsA retrospective cohort study was conducted by analyzing data from 1,221 patients who underwent extracorporeal circulation during open-heart surgery, obtained from the MIMIC-IV (version 3.1) database. Patients were divided into quartiles based on SHR levels. Cox proportional hazards models, including a segmented variant, were used to evaluate the association between SHR and 180-day mortality. Glucose and HbA1c values were obtained from available laboratory records within the first 24 h of ICU admission; however, precise timing relative to surgery, ECC initiation, or ICU arrival could not be standardized. Important intraoperative parameters, including cardiopulmonary bypass duration and aortic cross-clamp time, were not available as reliable structured variables and therefore could not be adjusted for. In addition, a substantial proportion of potentially eligible patients were excluded because SHR could not be calculated owing to missing glucose or HbA1c measurements, which may have introduced selection bias.

resultsWithin the study cohort, 63 patients (5.16%) died within 180 days. Following multivariable adjustment, SHR showed a nonlinear, threshold-like association with 180-day mortality, with an estimated inflection point at 0.97. The increase in mortality risk was more clearly observed at SHR levels above this point, whereas the association below this point was not statistically significant. Therefore, the spline-derived point should be interpreted as exploratory rather than as a clinically validated cutoff or treatment target. Compared to participants with SHR levels below the inflection point, those with higher SHR levels exhibited a fourfold increased risk of 180-day mortality (HR 4.62; 95% CI 2.67-7.95).

conclusionOur findings indicate that an elevated SHR, measured by the glucose/HbA1c ratio, is associated with an increased risk of short-term mortality in patients undergoing extracorporeal circulation during open-heart surgery. Because of the retrospective design, lack of precise perioperative glucose timing, substantial exclusion of patients with missing glycemic data, uncertain completeness of post-discharge mortality ascertainment, and inability to adjust for key intraoperative variables, these findings should be interpreted as prognostic and hypothesis-generating rather than causal. The observed nonlinear pattern may help refine risk stratification, but the proposed inflection point requires validation in prospective studies with standardized perioperative glucose monitoring.

Indexed as

Cardiac Surgical ProceduresCritical IllnessExtracorporeal CirculationHyperglycemiaStress, PhysiologicalAgedBlood GlucoseFemaleHumansMaleMiddle AgedRetrospective StudiesRisk FactorsBlood Glucose180-day mortalityExtracorporeal circulation auxiliary to open heart surgeryMIMIC-IV databaseStress hyperglycemia ratio

Identifiers

PMID42323628
PMCPMC13531820

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