A review of approaches for analysing obstructive sleep apnoea‐related patterns in pulse oximetry data

PI Terrill - Respirology, 2020 - Wiley Online Library
Overnight pulse oximetry allows the relatively non‐invasive estimation of peripheral blood
haemoglobin oxygen saturations (SpO2), and forms part of the typical polysomnogram …

Can portable sleep monitors replace polysomnography for diagnosis of pediatric OSA: a systematic review and meta-analysis

A Tuohuti, Z Lin, J Cai, X Chen - European Archives of Oto-Rhino …, 2023 - Springer
Background Obstructive sleep apnoea (OSA) is an increasing health problem in children.
The" gold standard" for OSA diagnosis at the moment is overnight polysomnography (PSG) …

Nocturnal oximetry–based evaluation of habitually snoring children

R Hornero, L Kheirandish-Gozal… - American Journal of …, 2017 - atsjournals.org
Rationale: The vast majority of children around the world undergoing adenotonsillectomy for
obstructive sleep apnea–hypopnea syndrome (OSA) are not objectively diagnosed by …

A convolutional neural network architecture to enhance oximetry ability to diagnose pediatric obstructive sleep apnea

F Vaquerizo-Villar, D Álvarez… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
This study aims at assessing the usefulness of deep learning to enhance the diagnostic
ability of oximetry in the context of automated detection of pediatric obstructive sleep apnea …

Reliability of machine learning to diagnose pediatric obstructive sleep apnea: Systematic review and meta‐analysis

GC Gutiérrez‐Tobal, D Álvarez… - Pediatric …, 2022 - Wiley Online Library
Background Machine‐learning approaches have enabled promising results in efforts to
simplify the diagnosis of pediatric obstructive sleep apnea (OSA). A comprehensive review …

Assessment of airflow and oximetry signals to detect pediatric sleep apnea-hypopnea syndrome using AdaBoost

J Jiménez-García, GC Gutiérrez-Tobal, M García… - Entropy, 2020 - mdpi.com
The reference standard to diagnose pediatric Obstructive Sleep Apnea (OSA) syndrome is
an overnight polysomnographic evaluation. When polysomnography is either unavailable or …

Diagnostic accuracy of level IV portable sleep monitors versus polysomnography for pediatric obstructive sleep apnea: a systematic review and meta-analysis

X Gao, Y Li, W Xu, D Han - Sleep Medicine, 2021 - Elsevier
Background Obstructive sleep apnea (OSA) is one of the common sleep-related breathing
disorders in children. However, polysomnography (PSG) is an expensive and labor …

Oximetry use in obstructive sleep apnea

F Del Campo, A Crespo… - Expert review of …, 2018 - Taylor & Francis
Introduction: Overnight oximetry has been proposed as an accessible, simple, and reliable
technique for obstructive sleep apnea syndrome (OSAS) diagnosis. From visual inspection …

Pulse oximetry: The working principle, signal formation, and applications

T Leppänen, S Kainulainen, H Korkalainen… - Advances in the …, 2022 - Springer
Pulse oximeters are routinely used in various medical-grade and consumer-grade
applications. They can be used to estimate, for example, blood oxygen saturation …

Diagnosis of obstructive sleep apnea in children based on the XGBoost algorithm using nocturnal heart rate and blood oxygen feature

P Ye, H Qin, X Zhan, Z Wang, C Liu, B Song… - American Journal of …, 2023 - Elsevier
Purpose Obstructive sleep apnea (OSA) is a serious type of obstructive sleep-disordered
breathing (SDB) that can cause a series of adverse effects on children's cardiovascular …