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Development of a Disease Risk Prediction Model Integrating Syndrome Differentiation for obstructive Sleep Apnea–Hypopnea Syndrome Using Machine Learning Techniques

Development of a Disease Risk Prediction Model Integrating Syndrome Differentiation for obstructive Sleep Apnea–Hypopnea Syndrome Using Machine Learning Techniques

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
ITMCTR
Registry ID
ITMCTR2026001320
Enrollment
Unknown
Registered
2026-05-26
Start date
2025-07-02
Completion date
Unknown
Last updated
2026-06-01

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Obstructive Sleep Apnea Hypopnea Syndrome

Interventions

Observation group:No intervention required

Sponsors

The Second Affiliated People's Hospital of Fujian University of Traditional Chinese Medicine
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 100 Years

Inclusion criteria

Inclusion criteria: (1)According to the Guidelines for the Diagnosis and Treatment of Obstructive Sleep Apnea–Hypopnea Syndrome (Primary Care Version) and the Expert Consensus on Traditional Chinese Medicine Diagnosis and Treatment of Snoring, the diagnostic criteria for OSAHS are as follows. Patients who exhibit typical symptoms such as nocturnal snoring accompanied by apnea and daytime sleepiness [Epworth Sleepiness Scale (ESS) score = 9] may be diagnosed with OSAHS. Physical examination may reveal pharyngeal narrowing, adenoid hypertrophy, a thickened uvula, or tonsillar enlargement. A confirmed diagnosis of OSAHS is made when the apnea–hypopnea index (AHI) exceeds 5 events per hour. In cases where daytime sleepiness is not prominent (ESS < 9), OSAHS can also be diagnosed if the AHI is = 10 events per hour, or if the AHI is = 5 events per hour but accompanied by one or more comorbidities such as insomnia, diabetes, cerebrovascular disease, coronary heart disease, hypertension, or cognitive dysfunction. The severity of OSAHS is classified as follows: mild OSAHS is defined as an AHI of 5–15 events per hour and/or a minimum nocturnal oxygen saturation of 85%–90%; moderate to severe OSAHS is defined as an AHI greater than 15 events per hour and/or a minimum nocturnal oxygen saturation below 85%. The AHI serves as the primary criterion for determining severity, while the lowest nocturnal oxygen saturation is used as a reference indicator. (2)Patients must be over 18 years of age.

Exclusion criteria

Exclusion criteria: (1) Individuals receiving treatment for OSAHS prior to enrollment; (2) Individuals whose intellectual or mental status prevents them from cooperating to complete the survey.

Design outcomes

Primary

MeasureTime frame
Apnea Hyponea Index(AHI);

Countries

China

Contacts

Public ContactWang Yi

The Second Affiliated People's Hospital of Fujian University of Traditional Chinese Medicine

1051156346@qq.com15205003601

Outcome results

None listed

Source: ITMCTR (via WHO ICTRP) · Data processed: Jun 11, 2026