Paediatric sleep diagnostics in the 21st century: the era of "sleep-omics"?

Hannah Vennard1,2, Elise Buchan2, Philip Davies2

  • 1College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK.

Insights

Paediatric sleep disordered breathing (SDB) diagnosis faces challenges with current methods. Artificial intelligence (AI) offers a promising shift towards automated, accessible home-testing for improved child health outcomes.

Area of Science:

  • Pediatric Sleep Medicine
  • Medical Diagnostics
  • Artificial Intelligence in Healthcare

Background:

  • Current polysomnography (PSG) for pediatric sleep disordered breathing (SDB) is complex, costly, and inaccessible, leading to diagnostic delays.
  • Challenges include patient size, tolerability issues, and compliance, particularly for children with sensory or behavioral challenges.
  • Untreated SDB can negatively impact a child's physical health, neurocognitive development, learning, and behavior.

Purpose of the Study:

  • To explore the paradigm shift towards automated diagnosis in pediatric sleep medicine, driven by artificial intelligence (AI).
  • To highlight the potential of AI in analyzing large datasets for a "sleep-omics" approach to SDB.
  • To discuss the development of scorer-independent, scalable diagnostic tools for improved accuracy, accessibility, and tolerability.

Main Methods:

  • Review of current diagnostic challenges in pediatric sleep medicine.
  • Exploration of AI's role in automated SDB diagnosis and "sleep-omics".
  • Discussion of emerging automated home-testing devices and scorer-independent approaches.

Main Results:

  • AI facilitates the interrogation of large datasets for a comprehensive understanding of SDB.
  • Development is underway for automated home-testing devices for SDB, as announced by NICE.
  • Scorer-independent, scalable diagnostic approaches show potential for improved accuracy and accessibility.

Conclusions:

  • AI-driven automated diagnostics represent a significant advancement in pediatric sleep medicine.
  • These novel approaches promise to improve diagnostic accuracy, accessibility, and patient tolerability for SDB.
  • The shift towards automated home-testing can reduce health inequalities and offer economic benefits.

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