Managing Dyslipidemia in Children: Current Approaches and the Potential of Artificial Intelligence

Abdullah1, Amna Zaheer2, Humza Saeed1

  • 1Department of Medicine, Rawalpindi Medical University, Rawalpindi

Cardiology in Review
|November 27, 2024
PubMed

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.

Related Concept Videos

Lipid-Lowering Drugs: Statins and Miscellaneous Agents01:20

Lipid-Lowering Drugs: Statins and Miscellaneous Agents

Hyperlipidemia, a medical condition often referred to as high cholesterol, is characterized by abnormally elevated levels of lipids in the bloodstream. When present in excess, these lipids, specifically cholesterol and triglycerides, can lead to serious health complications, often involving cardiovascular diseases. Illnesses like atherosclerosis, heart attacks, and pancreatitis have all been linked to untreated hyperlipidemia. This means controlling and regulating cholesterol and triglyceride...
536
Lipids: Dietary Sources and Requirements01:18

Lipids: Dietary Sources and Requirements

Lipids are an essential component of a balanced human diet. Triglycerides, which make up the majority of dietary lipids, are found in both saturated fats—commonly present in meat, dairy products, and certain tropical plants like coconut, and hydrogenated oils such as margarine and baking shortenings (trans fats)—and unsaturated fats, which are abundant in seeds, nuts, olive oil, and most vegetable oils. The main sources of cholesterol include egg yolks, various meats and organ...
695
Blood Studies for Cardiovascular System III: Serum Lipid Profile01:25

Blood Studies for Cardiovascular System III: Serum Lipid Profile

Understanding serum lipids is crucial for maintaining cardiovascular health and preventing heart disease and stroke.
Serum lipids are fats and fatty substances in the blood and are crucial for various bodily functions, including energy storage, cellular structure, and hormone production. Serum lipids consist of cholesterol, triglycerides, and phospholipids.
Cholesterol is a soft, fat-like substance found in all body cells. It is crucial for producing hormones, vitamin D, and substances that aid...
134
Cholesterol: Significance and Regulation01:29

Cholesterol: Significance and Regulation

Although not a source of energy, cholesterol plays a significant role as a foundational structure for bile salts, steroid hormones, and vitamin D, as well as being a crucial component of plasma membranes. Approximately 15% of blood cholesterol is derived from our diet, with the remainder synthesized from acetyl CoA by the liver and intestines. Cholesterol is eliminated from the body through its conversion into bile salts, which are eventually discarded in the feces.
Considering cholesterol and...
510
Diabetes: Management and Pharmacotherapy01:15

Diabetes: Management and Pharmacotherapy

The therapy for diabetes aims to alleviate hyperglycemia-related symptoms, prevent acute metabolic decompensation, and reduce chronic end-organ complications. Glycemic control is evaluated through short-term (self-monitoring, continuous glucose monitoring) and long-term (A1c, fructosamine) metrics, enabling near real-time tracking of blood glucose levels and reflecting glycemic control over specific time frames.
Insulin remains the cornerstone of treatment for most patients with type 1 and many...
236
Lipid-derived Compounds in the Human Body01:31

Lipid-derived Compounds in the Human Body

Fats and lipids are crucial components in the human body. Some lipid-derived compounds, such as fat-soluble vitamins, eicosanoids, lipoproteins, and glycolipids, also play unique roles to support various  biological processes .
Fat-soluble Vitamins
Fat-soluble vitamins, including vitamins A, D, E, and K, are required in minimal quantities, but their deficiencies can lead to severely abnormal physiological conditions. For example, vitamin A deficiency can cause night blindness, dry skin,...
4.3K