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Modeling of Factors Affecting Hospital Length of Stay in ST-Elevation Patients Using Logistic Regression Models: SEMI
Mohammad Agharazi1, Ehsan Shirvani2, Marjan Jamalian3
1School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran.
Insights
Identifying risk factors like high LDL-C, low hemoglobin, and reduced LVEF can shorten ST-elevation myocardial infarction (STEMI) patient length of stay (LOS). This helps reduce healthcare costs and improve recovery for STEMI patients.
Area of Science:
- Cardiology
- Internal Medicine
- Public Health
Background:
- Ischemic heart disease, including ST-elevation myocardial infarction (STEMI), presents a significant public health challenge.
- Length of stay (LOS) for STEMI patients directly impacts healthcare costs and resource utilization.
- Understanding risk factors for prolonged LOS is crucial for optimizing patient care and resource management.
Purpose of the Study:
- To identify key risk factors associated with extended length of stay (LOS) in ST-elevation myocardial infarction (STEMI) patients.
- To investigate predictors of prolonged hospitalization among STEMI patients at Chamran Hospital, Isfahan, Iran.
- To inform strategies for reducing LOS and improving healthcare efficiency for STEMI cases.
Main Methods:
- Retrospective cohort study of STEMI patients admitted to Chamran Hospital between March 2015 and March 2016.
- Data collected by trained nurses from medical archives, focusing on patient demographics, medical history, and clinical parameters.
- Logistic regression analysis employed to determine independent predictors of LOS, with statistical significance set at P < 0.05.
Main Results:
- Analysis of 760 STEMI patients revealed a median LOS of three days for survivors.
- Factors associated with longer LOS included older age, female sex, lower left ventricular ejection fraction (LVEF), lower hemoglobin, and a history of cardiovascular diseases.
- Logistic regression identified higher low-density lipoprotein cholesterol (LDL-C), lower hemoglobin, and lower LVEF as significant risk factors for increased hospitalization duration.
Conclusions:
- Higher LDL-C, lower hemoglobin, and reduced LVEF are identified as modifiable risk factors impacting STEMI patient LOS.
- Targeting these factors can potentially shorten hospitalization periods, leading to decreased healthcare expenditure.
- Effective management of these risk factors is essential for improving patient outcomes and optimizing the use of medical resources in STEMI care.
Background:
Ischemic heart disease is a prevalent condition. The length of stay (LOS) for ST-elevation myocardial infarction (STEMI) patients is related to healthcare costs and resources. This study aims to determine the underlying risk factors for longer LOS in STEMI patients at Chamran Hospital, Isfahan, Iran.
Materials And Methods:
In this study, which is part of the STEMI cohort study (SEMI-CI) in Isfahan, Iran, patients with STEMI admitted to Chamran Hospital from March 2015 to March 2016 were identified. The association between risk factors and LOS was evaluated by trained nurses using medical archives. Logistic regression analysis identified independent predictors of LOS. Data were analyzed using SPSS Statistics 22 (IBM, Inc., Armonk, NY, USA), and the significance level was set at an alpha value of <0.05.
Results:
Of 867 STEMI patients, 760 had complete information. The median LOS for surviving patients was three days. Patients with longer hospitalization times were predominantly older, more likely to be female, had lower left ventricular ejection fraction (LVEF) and hemoglobin, a history of cardiovascular diseases (CVD), hypertension, and heart failure, and had previously used beta-blockers, statins, aspirin, angiotensin-converting enzyme inhibitors, and angiotensin receptor blockers. The results of logistic regression models showed that higher low-density lipoprotein cholesterol (LDL-C) (P = 0.032), lower hemoglobin (P = 0.004), and lower LVEF (P = 0.019) were three risk factors for increased length of hospitalization.
Conclusion:
Identifying and controlling the factors affecting the LOS of STEMI patients (such as LDL-C, hemoglobin levels, and LVEF) can help reduce LOS, decrease the overuse of medical resources, and improve patient recovery.
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