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Managing Dyslipidemia in Children: Current Approaches and the Potential of Artificial Intelligence
Abdullah1, Amna Zaheer2, Humza Saeed1
1Department of Medicine, Rawalpindi Medical University, Rawalpindi
Insights
Artificial intelligence (AI) shows promise in managing pediatric dyslipidemia by improving screening and diagnosis. Further research is needed to explore AI
Area of Science:
- Pediatric Cardiology
- Medical Informatics
- Biochemistry
Background:
- Dyslipidemia, characterized by abnormal blood lipid and lipoprotein levels, is rising in children, especially those who are obese.
- This condition is a significant risk factor for future cardiovascular complications.
- Current pediatric dyslipidemia management includes screening, lifestyle changes, and pharmacotherapy.
Purpose of the Study:
- To review current literature on pediatric dyslipidemia management.
- To explore the potential applications of artificial intelligence (AI) in improving pediatric dyslipidemia screening, diagnosis, and treatment.
- To assess AI's role in lipid profile analysis, obesity assessment, and familial hypercholesterolemia screening.
Main Methods:
- A narrative review of existing literature.
- Comprehensive literature search using Google Scholar and PubMed.
- Focus on studies investigating AI applications in dyslipidemia management.
Main Results:
- AI tools, including deep learning and machine learning algorithms, have demonstrated benefits in managing lipid disorders.
- AI has shown potential in enhancing diagnostic accuracy and treatment efficacy for dyslipidemia.
- Existing AI applications show promise, though most studies are in adult populations.
Conclusions:
- AI offers a promising avenue for enhancing the management of dyslipidemia in children.
- Further investigation into AI-driven strategies for pediatric dyslipidemia is warranted.
- AI could revolutionize early detection and personalized treatment of pediatric lipid disorders.
Abstract:
Dyslipidemia is abnormal lipid and lipoprotein levels in the blood, influenced mainly by genetics, lifestyle, and environmental factors. The management of lipid levels in children involves early screening, nonpharmacological interventions such as lifestyle modifications and dietary changes, nutraceuticals, and pharmacological treatments, including drug therapy. However, the prevalence of dyslipidemia in the pediatric population is increasing, particularly among obese children, which is a significant risk factor for cardiovascular complications. This narrative review analyzes current literature on the management of dyslipidemia in children and explores the potential of artificial intelligence (AI) to improve screening, diagnosis, and treatment outcomes. A comprehensive literature search was conducted using Google Scholar and PubMed databases, focusing primarily on the application of AI in managing dyslipidemia. AI has been beneficial in managing lipid disorders, including lipid profile analysis, obesity assessments, and familial hypercholesterolemia screening. Deep learning models, machine learning algorithms, and artificial neural networks have improved diagnostic accuracy and treatment efficacy. While most studies are done in the adult population, the promising results suggest further exploring AI management of dyslipidemia in children.
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