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NCT Number: NCT07406620

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

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, and heart rate variability) 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.

Active, Not Recruiting

This study is active but is not currently recruiting participants.

Key information

Age range

18 year and older

Sex eligibility

All sexes

Study type

Observational

Primary location

King's College London, London, United Kingdom

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About this study

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.

Who can participate

Healthy volunteers accepted: No

Only the study team can determine whether someone qualifies for participation.

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

Treatment and study plan

Continuous Positive Airway Pressure Therapy

Device

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.

Other names: CPAP, CPAP Therapy, PAP, PAP Therapy, Positive Airway Pressure Therapy

Primary outcomes

  1. Change in oxygen saturation entropy from pre to six months post CPAP therapy

    Time frame: From baseline to six months post-initiation of CPAP therapy

  2. Change in heart rate entropy from pre to six months post CPAP therapy

    Time frame: From baseline to six months post-initiation of CPAP therapy

  3. Change in heart rate variability entropy from pre to six months post CPAP therapy

    Time frame: From baseline to six months post-initiation of CPAP therapy

Secondary outcomes

  1. Change in oxygen saturation entropy from pre to three months post CPAP therapy

    Time frame: From baseline to three months post-initiation of CPAP therapy

  2. Change in heart rate entropy from pre to three months post CPAP therapy

    Time frame: From baseline to three months post-initiation of CPAP therapy

  3. Change in heart rate variability entropy from pre to three months post CPAP therapy

    Time frame: From baseline to three months post-initiation of CPAP therapy

  4. Relationship between residual Apnoea-Hypopnoea Index and oxygen saturation entropy

    Time frame: From baseline to three and/or six months post-initiation of CPAP therapy

    The 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).

  5. Relationship between residual Apnoea-Hypopnoea Index and heart rate entropy

    Time frame: From baseline to three and/or six months post-initiation of CPAP therapy

    The 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).

  6. Relationship between residual Apnoea-Hypopnoea Index and heart rate variability entropy

    Time frame: From baseline to three and/or six months post-initiation of CPAP therapy

    The 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).

  7. Relationship between Epworth Sleepiness Scale scores and oxygen saturation entropy

    Time frame: From baseline to three and/or six months post-initiation of CPAP therapy

    The 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).

  8. Relationship between Epworth Sleepiness Scale scores and heart rate entropy

    Time frame: From baseline to three and/or six months post-initiation of CPAP therapy

    The 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).

  9. Relationship between Epworth Sleepiness Scale scores and heart rate variability entropy

    Time frame: From baseline to three and/or six months post-initiation of CPAP therapy

    The 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).

  10. Nocturnal hypoxia (T90)

    Time frame: At baseline, three months and/or six months post-initiation of CPAP therapy

    T90 will be calculated as the percentage of total sleep time during which oxygen saturation is below 90%. T90 values will be categorised according to predefined thresholds to characterise the severity of nocturnal hypoxia.

Sponsors and collaborators

Lead sponsor

King's College London

Other

Collaborators

  • Royal Free Hospital NHS Foundation Trust

Registry information

Official study title

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

Acronym: EPPOSA

Important dates

Study start
2026
Primary completion
2026
Study completion
2026
First posted
Feb 12, 2026
Registry last updated
Jul 8, 2026

OpenTrials presents study information sourced from ClinicalTrials.gov. The official registry record should be consulted for the latest information.

View the official ClinicalTrials.gov record (opens in a new tab)

This listing is for discovery and informational purposes only. It is not medical advice, does not guarantee that a study is recruiting, and does not determine eligibility. Contact the study team and a qualified healthcare professional when considering participation.

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