Skip to content

Entropy-based Physiological Signal Analysis in Patients With Obstructive Sleep Apnoea

Entropy-Based Assessment of Physiological Signals in Obstructive Sleep Apnoea Patients Pre and Post Continuous Positive Airway Pressure Therapy: A Secondary Analysis of 3DPiPPIn Trial Data

Status
Not yet recruiting
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT07406620
Acronym
EPPOSA
Enrollment
160
Registered
2026-02-12
Start date
2026-04-01
Completion date
2026-09-01
Last updated
2026-02-12

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

Conditions

Obstructive Sleep Apnoea (OSA)

Keywords

Obstructive Sleep Apnoea, OSA, Continous Positive Airway Pressure, CPAP, Entropy

Brief summary

This observational study is being undertaken as a part of a Master of Research (MRes) in Clinical Research programme. Its goal is to learn about how continuous positive airway pressure (CPAP) therapy changes the complexity of body signals in adults with obstructive sleep apnoea (OSA). The main question it aims to answer is: \- How does the complexity of physiological signals (specifically oxygen saturation, heart rate variability, and airflow) change in adults with OSA from before to after three and six months of CPAP treatment? It will use data from individuals who took part in an earlier trial, called 3DPiPPIn, which tested the use of 3D-printed, customised masks CPAP masks through sleep studies.

Detailed description

The purpose of this MRes student study is primarily to examine how the entropy, or complexity as measured by entropy, of physiological signals changes in patients with obstructive sleep apnoea (OSA) in response to continuous positive airway pressure (CPAP) therapy. It is a secondary analysis of data from 3DPiPPIn, a randomised control trial investigating the feasibility of using 3D-printing to develop customised masks for patients receiving positive airway pressure (PAP) therapy. The hypothesis for this study is that entropy-based measures derived from physiological signals will exhibit changes following CPAP therapy, when compared to pre-therapy measures, reflecting the modulation and restoration of physiological systems that were previously disrupted by OSA.

Interventions

The intervention of interest within this secondary analysis study is Continuous Positive Airway Pressure (CPAP) Therapy, a device-based treatment used to maintain airway patency in patients with sleep-disordered breathing. As a retrospective study, participant exposure to CPAP occured exclusively within the original 3DPiPPIn trial.

Sponsors

King's College London
Lead SponsorOTHER
Royal Free Hospital NHS Foundation Trust
CollaboratorOTHER

Study design

Observational model
COHORT
Time perspective
RETROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
No

Inclusion criteria

* Participation in the 3DPiPPIn trial * Completion of the 3DPiPPIn trial to its primary endpoint of six months * Availability of physiological signal data at baseline, three months, and six months * Provision of informed consent permitting the use of their data in future research

Exclusion criteria

* Non-completion of the 3DPiPPIn trial to its primary endpoint of six months * Missing physiological signal data at baseline, three months, or six months * No consent for the use of their data in future research

Design outcomes

Primary

MeasureTime frame
Change in oxygen saturation entropy from pre to six months post CPAP therapyFrom baseline to six months post-initiation of CPAP therapy
Change in heart rate variability entropy from pre to six months post CPAP therapyFrom baseline to six months post-initiation of CPAP therapy
Change in airflow entropy from pre to six months post CPAP therapyFrom baseline to six months post-initiation of CPAP therapy

Secondary

MeasureTime frameDescription
Change in oxygen saturation entropy from pre to three months post CPAP therapyFrom baseline to three months post-initiation of CPAP therapy
Change in heart rate variability entropy from pre to three months post CPAP therapyFrom baseline to three months post-initiation of CPAP therapy
Change in airflow entropy from pre to three months post CPAP therapyFrom baseline to three months post-initiation of CPAP therapy
Relationship between residual Apnoea-Hypopnoea Index and oxygen saturation entropyFrom baseline to three and/or six months post-initiation of CPAP therapyThe Apnoea-Hypopnoea Index (AHI) is the total number of apnoea and hypopnoea events per hour of sleep. The minimum value is 0 events/hour, and there is no fixed maximum value. Higher scores indicate more severe sleep-disordered breathing (worse outcome).
Relationship between residual Apnoea-Hypopnoea Index and heart rate variability entropyFrom baseline to three and/or six months post-initiation of CPAP therapyThe Apnoea-Hypopnoea Index (AHI) is the total number of apnoea and hypopnoea events per hour of sleep. The minimum value is 0 events/hour, and there is no fixed maximum value. Higher scores indicate more severe sleep-disordered breathing (worse outcome).
Relationship between residual Apnoea-Hypopnoea Index and airflow entropyFrom baseline to three and/or six months post-initiation of CPAP therapyThe Apnoea-Hypopnoea Index (AHI) is the total number of apnoea and hypopnoea events per hour of sleep. The minimum value is 0 events/hour, and there is no fixed maximum value. Higher scores indicate more severe sleep-disordered breathing (worse outcome).
Relationship between Epworth Sleepiness Scale scores and oxygen saturation entropyFrom baseline to three and/or six months post-initiation of CPAP therapyThe Epworth Sleepiness Scale (ESS) is a self-administered questionnaire that measures daytime sleepiness. Scores range from 0 to 24, with higher scores indicating greater daytime sleepiness (worse outcome).
Relationship between Epworth Sleepiness Scale scores and heart rate variability entropyFrom baseline to three and/or six months post-initiation of CPAP therapyThe Epworth Sleepiness Scale (ESS) is a self-administered questionnaire that measures daytime sleepiness. Scores range from 0 to 24, with higher scores indicating greater daytime sleepiness (worse outcome).
Relationship between Epworth Sleepiness Scale scores and airflow entropyFrom baseline to three and/or six months post-initiation of CPAP therapyThe Epworth Sleepiness Scale (ESS) is a self-administered questionnaire that measures daytime sleepiness. Scores range from 0 to 24, with higher scores indicating greater daytime sleepiness (worse outcome).

Countries

United Kingdom

Contacts

CONTACTIme O Umoabasi
ime.o.umoabasi@kcl.ac.uk+447872676377
STUDY_DIRECTORIzaak Neri

King's College London

STUDY_DIRECTORStephanie K Mansell

Royal Free London NHS Foundation Trust, University College London

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 13, 2026