Prediction Model for in-Stent Restenosis Post-PCI Based on Boruta Algorithm and Deep Learning: The Role of Blood Cholesterol and Lymphocyte Ratio

The CLR, as a biomarker that integrates lipid metabolism and inflammation, shows significant potential in predicting coronary ISR. The MLP model, based on deep learning, demonstrated robust predictive capabilities, offering new insights and strategies for clinical decision-making.

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Publication Details

Journal
Journal of Multidisciplinary Healthcare
Published
2024-10-01
DOI
https://doi.org/10.2147/jmdh.s487511
Citations
4
Primary Topic
Coronary Interventions and Diagnostics
Type
article
Field-Weighted Citation Impact
2.29
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article

Prediction Model for in-Stent Restenosis Post-PCI Based on Boruta Algorithm and Deep Learning: The Role of Blood Cholesterol and Lymphocyte Ratio

Ling Hou, Ke Su, Yuanhong Li, Jinbo Zhao et al.
4 citations
Journal of Multidisciplinary Healthcare
Coronary Interventions and Diagnostics
2.29
article

Prediction Model for in-Stent Restenosis Post-PCI Based on Boruta Algorithm and Deep Learning: The Role of Blood Cholesterol and Lymphocyte Ratio

Ling Hou, Ke Su, Yuanhong Li, Jinbo Zhao, Ting He
article en
4 citations

Abstract

The CLR, as a biomarker that integrates lipid metabolism and inflammation, shows significant potential in predicting coronary ISR. The MLP model, based on deep learning, demonstrated robust predictive capabilities, offering new insights and strategies for clinical decision-making.

Journal of Multidisciplinary HealthcareVol. Volume 17
Hubei University of Medicine (CN), The Central Hospital of Enshi Tujia and Miao Autonomous Prefecture (CN)
Zero hunger
Openalex Percentile: Top 11%
Coronary Interventions and Diagnostics
2.29
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