Towards validating the effectiveness of obstructive sleep apnea classification from electronic health records using machine learning

J Ramesh, N Keeran, A Sagahyroon, F Aloul - Healthcare, 2021 - mdpi.com
Obstructive sleep apnea (OSA) is a common, chronic, sleep-related breathing disorder
characterized by partial or complete airway obstruction in sleep. The gold standard …

Association of Traditional and Nontraditional Risk Factors in the Development of Strokes Among Young Adults by Sex and Age Group: A Retrospective Case-Control …

MH Leppert, SN Poisson, S Scarbro… - … Quality and Outcomes, 2024 - Am Heart Assoc
BACKGROUND: Despite women having fewer traditional risk factors (eg, hypertension,
diabetes), strokes are more common in women than men aged≤ 45 years. This study …

Obstructive sleep apnea modulates clinical outcomes post-acute myocardial infarction: A large longitudinal veterans' dataset report

R Agrawal, A Sharafkhaneh, V Nambi… - Respiratory …, 2023 - Elsevier
Background While the longer-term Obstructive Sleep apnea (OSA)-related intermittent
hypoxia (IH) leads to various comorbidities, it has become increasingly evident that OSA …

Mortality patterns associated with central sleep apnea among veterans: a large, retrospective, longitudinal report

R Agrawal, A Sharafkhaneh, DJ Gottlieb… - Annals of the …, 2023 - atsjournals.org
Rationale: Central sleep apnea (CSA) is associated with high mortality. Current knowledge
stems from studies with limited sample size (fewer than 100 subjects) and in homogeneous …

The association of sleep apnea and cancer in veterans

SM Jara, AI Phipps, C Maynard… - … –Head and Neck …, 2020 - journals.sagepub.com
Objective To test the association between preexisting obstructive sleep apnea (OSA) and
subsequent cancer in a large long-term cohort of veteran patients. Study Design …

Characterization of genetic and phenotypic heterogeneity of obstructive sleep apnea using electronic health records

OJ Veatch, CR Bauer, BT Keenan, NS Josyula… - BMC medical …, 2020 - Springer
Background Obstructive sleep apnea (OSA) is defined by frequent episodes of reduced or
complete cessation of airflow during sleep and is linked to negative health outcomes …

Multisite validation of a simple electronic health record algorithm for identifying diagnosed obstructive sleep apnea

BT Keenan, HL Kirchner, OJ Veatch… - Journal of Clinical …, 2020 - jcsm.aasm.org
Study Objectives: We examined the performance of a simple algorithm to accurately
distinguish cases of diagnosed obstructive sleep apnea (OSA) and noncases using the …

Temporal and regional trends in obstructive sleep apnea using administrative health data in Alberta, Canada

SR Pendharkar, H Sharpe, RJ Rosychuk… - Annals of the …, 2023 - atsjournals.org
Rationale: Obstructive sleep apnea (OSA) is a common treatable condition with important
health and societal consequences. Objectives: We aimed to assess the annual incidence …

Sleep Testing and Mortality in a Propensity-matched Cohort of Patients with Chronic Obstructive Pulmonary Disease

LM Donovan, T Wai, LJ Spece, KI Duan… - Annals of the …, 2023 - atsjournals.org
Rationale: Many advocate the application of propensity-matching methods to real-world data
to answer key questions around obstructive sleep apnea (OSA) management. One such …

Gout and the risk of incident obstructive sleep apnea in adults 65 years or older: an observational study

JA Singh, JD Cleveland - Journal of Clinical Sleep Medicine, 2018 - jcsm.aasm.org
Study Objectives: To assess whether gout is associated with a higher risk of obstructive
sleep apnea (OSA) in older adults. Methods: We used the 5% United States Medicare …