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Context-awareness, Physiological Monitoring, and Machine Learning in Migraine and Cluster Headache

Contextuele Analyse, Fysiologische Metingen en Machinaal Leren Voor Migraine en Clusterhoofdpijn (COPIMAC Studie)

Status
Completed
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT04949204
Acronym
COPIMAC
Enrollment
19
Registered
2021-07-02
Start date
2020-07-01
Completion date
2021-07-31
Last updated
2022-12-05

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

Conditions

Cluster Headache, Migraine

Brief summary

This is an observational, longitudinal cohort pilot study measuring physiological signals through wearable sensors combined with machine learning algorithms to detect behaviour, stress and headaches in patients with migraine and cluster headache.

Detailed description

Migraine and cluster headache are among the most disabling headache conditions in humans. Both conditions have different phases such as the prodromal/premonitory phase, the aura phase, the headache phase and the postdromal phase. This pilot study examines the potential of wearable sensors combined with machine learning algorithms to investigate the biological changes over time in both conditions. Behaviour such as movement, sleep and activity will be monitored. Stress levels will be estimated through the wearable data combined with input from the patients. Participants will use a wearable device around the wrist and self-developed headache application for 21 days.

Interventions

PROCEDUREWearable sensor detection

Empatica E4 wearable wrist sensor

Sponsors

University Ghent
CollaboratorOTHER
University Hospital, Ghent
Lead SponsorOTHER

Study design

Observational model
COHORT
Time perspective
PROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to 65 Years
Healthy volunteers
No

Inclusion criteria

* migraine or cluster headache diagnosis based on ICHD 3 criteria * at least 2 attacks each month * onset of headache syndrome before the age of 50 * if multiple headache syndromes coexist: attacks are clearly distinguishable * participant has smartphone that he/she wants to apply for this research

Exclusion criteria

* chronic migraine patients * history of alcohol or illicit drug abuse * significant medical comorbidity deemed by the investigator to interfere with the study * use of betablockers * participating in other academic or commercial trials

Design outcomes

Primary

MeasureTime frameDescription
Galvanic Skin Response changes21 daysChanges in GSR through the different phases of the headache attacks

Secondary

MeasureTime frameDescription
Skin temperature21 daysSkin temperature measurement through builtin thermometer
Activity ratio21 daysActivity ratio measurement through accelerometer data

Other

MeasureTime frameDescription
Prevalence of postdromal symptoms21 days
MSQv2.1 questionnaire21 daysIn migraine patients
MIDAS questionnaire21 daysIn migraine patients
SF2021 daysIn migraine and cluster headache patients
Prevalence of premonitory symptoms21 days
Prevalence of cranial autonomic symptoms21 days

Countries

Belgium

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 18, 2026