Observational Study to Assess Migraine Prediction Tool

November 19, 2024 updated by: Theranica

Prospective, Observational Study to Assess Migraine Prediction Tool Based on Prodromal Symptoms and Additional Parameters

This is a prospective, observational study. The participant will be required to approve his/her participation in the study by completing the electronic consent form. Data collected within the first eight weeks (weeks 1-8) will be used to develop the prediction models (either personal or population/group models). The developed algorithm will be freezer and tested against the data collected during weeks 1-8 of a different cohort population

Study Overview

Status

Suspended

Conditions

Intervention / Treatment

Detailed Description

Migraine treatment may be acute (abortive) or preventive (prophylactic), with patients often requiring both. The objectives of acute treatment are to treat attacks early; to achieve quick pain relief; to minimize or eliminate adverse events; to restore function; to decrease recurrence and the need for rescue treatment; and to reduce medical resource use. Preventive treatment is aimed to lower the frequency, intensity, and duration of the attacks.

In general, a prodrome is an early sign or symptom (or set of signs and symptoms) that often indicates the onset of a disease before more diagnostically specific signs and symptoms develop. Prodromal or premonitory symptoms occur in about 60% of those with migraines, with an onset that can range from two hours to two days before the start of pain or the aura. These symptoms may include a wide variety of phenomena including altered mood, irritability, depression or euphoria, fatigue, craving for certain food(s), stiff muscles (especially in the neck), constipation or diarrhea, and sensitivity to smells or noise. This may occur in those with either migraine with aura or migraine without aura. Neuroimaging indicates the limbic system and hypothalamus as the origin of prodromal symptoms in migraine.

Robust prediction of migraine attacks could lead to pre-emptive treatment, provide patients with opportunities to plan for impending attacks, reduce interictal anxiety, and improve self-efficacy among other benefits.

This study aims to develop and evaluate the effectiveness of a migraine prediction tool based on early prodromal (pre-migraine) symptoms, that may enhance the acute treatment of migraine

Prior enrollment, Informed consent must be obtained from each participant before any protocol-related activities are performed. Participants will receive a daily notification (through an app notification) with a link to the daily questionnaire. The app may collect other data items, related to the specific location of every participant, such as weather, air quality, etc.

The primary outcome measure is the presence of headache attack occurring over the 24-hour period recorded following a daily diary entry.

During the development phase, 100% of the data will be used for developing and training the prediction model. Once the model will be ready, it will be "freezer" and used over a different cohort population to validate the prediction model. The AUC of the prediction model will be assessed to validate the accuracy (Specificity vs. Sensitivity) of the prediction model.

The study will include the development of a general predictive model for the study population, with adjustments to individual participants, forecasting the probability of experiencing a headache and/or aura phase of a migraine attack during a particular interval. The outcome measure performance of this model using the Area Under the Curve (AUC) metric. The AUC model measures how often the algorithm predicts a higher probability for a migraine over non-migraine.

Study Type

Observational

Enrollment (Estimated)

200

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Locations

    • Connecticut
      • Westport, Connecticut, United States, 06880
        • Westport Headache Institute
    • Mississippi
      • Ridgeland, Mississippi, United States, 39157
        • Headache Neurology Research Institute
    • New York
      • Poughkeepsie, New York, United States, 12601
        • Nuvance Health Vassar Medical Center

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

18 years to 75 years (Adult, Older Adult)

Accepts Healthy Volunteers

No

Sampling Method

Probability Sample

Study Population

The population consists of migraineurs who have already used Nerivio and its mobile application prior to joining the study and those who have not, with a target ratio of 50:50 (and up to 30:70 or 70:30) between these two subject types

Description

I

Inclusion Criteria:

  • Subject age 18-75 years.
  • Subject has migraine diagnosis for over 6 months prior to enrolling to the study.
  • Subject has 4-24 headache days per month.
  • Subject has a Nerivio user account, or willing to create a Nerivio user account to participate in the study.
  • Subject is willing to sign an Informed Consent Form.

Exclusion Criteria:

• NA

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Observational Models: Cohort
  • Time Perspectives: Prospective

Cohorts and Interventions

Group / Cohort
Intervention / Treatment
Training group
The training group will be used to develop the prediction model, based on their reported daily questionnaire. Participants in the training group will not be included in the Validation group
All patients will be asked to complete a daily questionnaire regarding their migraine, medications, and prodromal symptoms during that day
Validation group
The validation group will be used only for validation (test) of the prediction model ("Naïve group"). Participants in the validation group could not be recruited from the training group
All patients will be asked to complete a daily questionnaire regarding their migraine, medications, and prodromal symptoms during that day

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Validation of an effective algorithm and software to predict migraine attacks.
Time Frame: Predication period of 24 hours prior headache
The primary endpoint will be the Predivio's prediction model sensitivity and specificity, presented by receiver operating characteristic (ROC) analysis using the Area Under the Curve (AUC) within the validation cohort population
Predication period of 24 hours prior headache

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Predivio accuracy
Time Frame: Predication period of 24 hours prior headache
Predivio's accuracy will be evaluated by the sensitivity and specificity, presented by the Area Under the Curve (AUC) within the validation cohort population
Predication period of 24 hours prior headache
Predivio's percent of participants for whom the sensitivity and specificity are at least 80%.
Time Frame: Predication period of 24 hours prior headache
Predivio's percent of participants will be evaluated by the sensitivity and specificity of at least 80% within the validation cohort population
Predication period of 24 hours prior headache

Other Outcome Measures

Outcome Measure
Measure Description
Time Frame
Difference in prescribed medications usage
Time Frame: 8 weeks
The difference in the usage of prescribed medications for acute treatment of migraine between subjects using Nerivio as an acute therapy and those who do not. The average number of "migraine medication days" throughout the study will be compared between the groups.
8 weeks
Health economics analysis
Time Frame: 8 weeks

Health economics analysis of the difference between subjects using Nerivio as a therapy and those who do not with respect to:

  1. Absenteeism - number of missed work/school days
  2. Presenteeism - number of work/school days with moderate/severe functional disability
  3. Healthcare provider appointments
  4. ED visits
  5. Brain MRI/CT scans
8 weeks

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Sponsor

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Estimated)

January 1, 2030

Primary Completion (Estimated)

October 1, 2030

Study Completion (Estimated)

November 15, 2030

Study Registration Dates

First Submitted

August 29, 2022

First Submitted That Met QC Criteria

August 29, 2022

First Posted (Actual)

August 31, 2022

Study Record Updates

Last Update Posted (Estimated)

November 22, 2024

Last Update Submitted That Met QC Criteria

November 19, 2024

Last Verified

October 1, 2024

More Information

Terms related to this study

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

product manufactured in and exported from the U.S.

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

Clinical Trials on Migraine

Clinical Trials on Daily questionnaire

Subscribe