Atrial FibrillationWEFANCT04351386
Validation Study of the Watch HWA09 and Its Softwares ECG-SW1 and PPG-SW1 for the Detection of Atrial Fibrillation
An observational study of Atrial Fibrillation and Arrythmia, Cardiac, run by Withings at 3 sites in France.
Trial summary
The proposed clinical study aims to validate the diagnostic performance, compared to a reference ECG, of the ECG-SW1 software and the PPG-SW1 software integrated into the HWA09 watch developed by Withings for the automatic identification of atrial fibrillation (AF). Read more about this study
- Who is it for?
- Ages 18 years and older
- Conditions the study is for
- Atrial Fibrillation, Arrythmia, Cardiac
- What is being tested?
- AF Detection
- Type of treatment
- Medical device
- How many people
- 283 participants
- Where
- 3 sitesFrance
- Study dates
- 20 Dec 2019to 7 Apr 2021
- Phase
- Observational
- Are there results?
- None posted in the registry
Key requirements
Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.
- Ages 18 years and older
- All sexes
- No healthy volunteers
- Adult, Older adult
Study population: Every eligible patient doing a medical examination at the investigation center will be asked to take part in the study.
Who may be able to join
- Individuals over 18yo
- Individuals who expressed their non-opposition to take part in the study
- Individuals affiliated to a social security system or eligible
Who cannot join
- Vulnerable individuals according to the regulation in force :
- Pregnant, parturient or breastfeeding women
- Individuals deprived of liberty by a court, medical or administrative order
- Individuals under 18yo
- Individuals legally protected or unable to express their non-opposition to take part in
- Individuals unaffiliated to or not beneficiary of a social security system
Show all 11Show fewer
- Individuals who fit in multiple categories above
- Individuals having refused to take part in the study
- Individuals linguistically or mentally unable to express their non-opposition
- Individuals physically unable to wear a watch
- Individuals with an electrical pacing by a pacemaker
Trial locations and contacts
3 sites in 1 country.
France3 sites
Institut Cœur Paris Centre Turin
Paris, Île-de-France Region, 75008
Hopital Europeen Georges Pompidou
Paris, Île-de-France Region, 75015
Centre Cardiologique du Nord
Saint-Denis, Île-de-France Region, 93200
About this study
The proposed clinical study aims to validate the diagnostic performance, compared to a reference ECG, of the ECG-SW1 software and the PPG-SW1 software integrated into the HWA09 watch developed by Withings for the automatic identification of atrial fibrillation (AF).
Read the detailed description
HWA09 is a wrist-worn watch that enables to record a single-lead ECG similar to the standard lead I configuration, and a photoplethysmogram (PPG).
Primary objective :
To validate the diagnostic performance of the ECG-SW1 software integrated into the HWA09 watch for the automatic identification of atrial fibrillation (AF) compared to a simultaneous 12-lead ECG (hereinafter referred to as the "gold standard" or "reference method").
The algorithm classifies the watch signals into four categories: normal sinus rhythm (RSN), AF, arrhythmia other than AF, or non-interpretable. The latter category includes signals of insufficient quality to be interpreted with confidence.
This classification will be compared to the diagnosis made by three independent, blinded cardiologists based on a 12-lead ECG. The final diagnosis retained will be decided by majority with adjudication by a consensus of 3 to 6 cardiologists. The sensitivity and specificity of the device will then be estimated.
First secondary objectives:
The first secondary objective is to validate the diagnostic performance, compared to a simultaneous 12-lead ECG, of the PPG-SW1 software integrated in the HWA09 watch for the automatic identification of atrial fibrillation (AF) from the photoplethysmography (PPG) signal.
Three independent blinded cardiologists will issue a diagnosis based on the ECG recording of the HWA09 watch. The final diagnosis retained will be decided by majority with adjudication by a consensus of 3 to 6 cardiologists. Sensitivity and specificity will be calculated in relation to the reference ECG.
Second secondary objective:
To evaluate the quality of the single-channel strips measured with the HWA09 watch, as follows:
- Three independent cardiologists, having neither performed the data collection nor read the reference ECG, will independently make a diagnosis based on the HWA09 single-channel strips, blinded to the diagnosis made from the reference ECG. The ECG traces from the watch will be exported in PDF format from the Withings Health Mate application and the final diagnosis will be made by majority with adjudication by a consensus of 3 to 6 cardiologists. The final diagnosis will be compared to the diagnosis made by the cardiologists who read the reference ECG. Sensitivity and specificity will then be calculated.
- The visibility and polarity of ECG waves (i.e. P waves, QRS complex and T waves) will be determined by cardiologists for the single-channel strips recorded with HWA09 and for the lead I of the reference 12-lead ECG. For each of the waves, the agreement on their visibility and polarity (if visible) between the HWA09 and the reference ECG will be calculated.
- The durations of the major intervals of an ECG (i.e., QT interval, QRS complex, and PR interval) will be determined by the cardiologists for the single-channel strips recorded with HWA09 and for the lead I of the reference 12-lead ECG. For each interval (QT, QRS, PR), the difference of duration between the signals from the watch and the reference ECG will be calculated.
- The heart rate will first be determined by cardiologists from each signal of lead I (recorded by the HWA09 watch and the reference ECG) that has been diagnosed as NSR. The difference between the heart rate of the watch and the reference will be calculated. In a second step, the heart rate recorded by the HWA09 watch will be calculated by the Withings software. The difference between the heart rate calculated by the Withings software (from the signal of the watch) and the heart rate determined by the cardiologists (from the lead I of the reference ECG) will also be calculated.
The sponsor will ensure that no cardiologist makes a diagnosis on both a signal from the HWA09 watch and the reference ECG fomr the same patient. The sponsor will centralize diagnostics on the HWA09 and reference ECG signals and perform agreement calculations on the associated pairs.
- Conditions
- Atrial Fibrillation, Arrythmia, Cardiac
- Being tested
- AF Detection
- Keywords
- Atrial Fibrillation, Arrythmia, Cardiac, Cardiovascular Disease, Heart Disease, Wearable Electronic Device, Watch, Electrocardiography, ECG, Photoplethysmography, PPG
- Medical subject headings
- Atrial Fibrillation, Arrhythmias, Cardiac, Cardiovascular Diseases, Heart Diseases
What participants receive
What participants receive. In a randomised study each person is assigned to one group by chance.
AF DetectionDevice
Recording PPG and single-lead ECG signals with the Withings HWA09 and ECG signal for the reference 12-lead ECG
| Study group | Role | What they receive |
|---|---|---|
| Atrial Fibrillation (AF) | Patients diagnosed with AF during reference ECG Receives: Device: AF Detection | |
| Normal Sinus Rhythm (NSR) | Patients with NSR during reference ECG Receives: Device: AF Detection | |
| Other Arrythmia | Patients diagnosed with an arrhythmia other than AF during the reference ECG Receives: Device: AF Detection |
What is being measured
The primary outcome is the main question the study is designed to answer.
Sensitivity of the automatic classification in AF by ECG-SW1 of HWA09 single-lead ECG against reference 12-lead ECG
sensitivity from the 2x2 confusion matrix AF vs 'non-AF'
Measured: 1 year
Sensitivity of the automatic classification in NSR by ECG-SW1 of HWA09 single-lead ECG against reference 12-lead ECG
sensitivity from the 2x2 confusion matrix NSR vs 'non-NSR'
Measured: 1 year
Secondary outcomes (12)
Sensitivity of the automatic classification in AF by PPG-SW1 of the HWA09 PPG against reference 12-lead ECG
sensitivity from the 2x2 confusion matrix AF vs 'non-AF'
Measured: 1 year
Sensitivity of the automatic classification in NSR by PPG-SW1 of the HWA09 PPG against reference 12-lead ECG
sensitivity from the 2x2 confusion matrix NSR vs 'non-NSR'
Measured: 1 year
Sensitivity of the cardiologists' classification in AF from the HWA09 ECG
sensitivity from the 2x2 confusion matrix AF vs 'non-AF'
Measured: 1 year
Sensitivity of the cardiologists' classification in SR from the HWA09 ECG
sensitivity from the 2x2 confusion matrix NSR vs 'non-NSR'
Measured: 1 year
Accuracy of the visibility of P-waves of single-lead ECG from HWA09
(true positives + true negatives)/(sample size) from the 2x2 confusion matrix
Measured: 1 year
Accuracy of the positivity of P-waves of single-lead ECG from HWA09
(true positives + true negatives)/(sample size) from the 2x2 confusion matrix
Measured: 1 year
Accuracy of the visibility of QRS-complexes of single-lead ECG from HWA09
(true positives + true negatives)/(sample size) from the 2x2 confusion matrix
Measured: 1 year
Accuracy of the positivity of QRS-complexes of single-lead ECG from HWA09
(true positives + true negatives)/(sample size) from the 2x2 confusion matrix
Measured: 1 year
Accuracy of the visibility of T-waves of single-lead ECG from HWA09
(true positives + true negatives)/(sample size) from the 2x2 confusion matrix
Measured: 1 year
Accuracy of the positivity of T-waves of single-lead ECG from HWA09
(true positives + true negatives)/(sample size) from the 2x2 confusion matrix
Measured: 1 year
RMSE between cardiologist's estimate of heart rate from the HWA09 single-lead ECG and the lead I reference ECG
Root Mean Squared Error
Measured: 1 year
RMSE between cardiologist's estimate of heart rate from the HWA09 single-lead ECG and the heart rate calculated by ECG-SW1
Root Mean Squared Error
Measured: 1 year
Timeline
From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.
- First posted17 Apr 2020
- Study start20 Dec 2019
- Primary completion7 Apr 2021
- Study completion7 Apr 2021
Resources
- Official record on ClinicalTrials.govThe registry entry this page is built from, with its full change history.
- Publications (1)Papers the sponsor has linked to this study.
- Other trials for Atrial FibrillationStudies of the same condition, open and under way.
- What the trial phases meanHow a treatment moves from first tests in people to approval.
More details
For doctors and researchers: how the study is designed, who runs it, and its registry IDs.
Study design
- Study type
- Observational
- Observational model
- Cohort
- Time perspective
- Prospective
- Enrolment
- 283 participants (actual)
Sponsor and investigators
- Lead sponsor
- Withings
- Sponsor type
- Industry (pharma, biotech, devices)
- Responsible party
- Sponsor
- Investigators
- David CAMPO, Study director, WithingsJulien NAHUM, Principal investigator, Centre Cardiologique du Nord
IDs, dates and publications
- ClinicalTrials.gov ID
- NCT04351386
- Sponsor's protocol ID
- 2019-A01476-51
- Acronym
- WEFA
- Status last verified
- Nov 2021
- First submitted
- 8 Apr 2020
- Last updated
- 16 Nov 2021
- Results posted
- No
- Data monitoring committee
- No
- FDA-regulated drug
- No
- FDA-regulated device
- No
- Individual data sharing
- No: Individual patient data (IPD) are considered as confidential in this study. After the end the final quality control, the database will be frozen and all the IPD will be archived .
Publications
Campo D, Elie V, de Gallard T, Bartet P, Morichau-Beauchant T, Genain N, Fayol A, Fouassier D, Pasteur-Rousseau A, Puymirat E, Nahum J. Atrial Fibrillation Detection With an Analog Smartwatch: Prospective Clinical Study and Algorithm Validation. JMIR Form Res. 2022 Nov 4;6(11):e37280. doi: 10.2196/37280.
PubMed 35481559
Study at a glance
From the registry record, last updated by the sponsor on 16 Nov 2021. Recruitment status is as the sponsor reported it: confirm with the study team.
- Official title
- Validation Study of the Watch HWA09 and Its Softwares ECG-SW1 and PPG-SW1 for the Detection of Atrial Fibrillation
- ClinicalTrials.gov ID
- NCT04351386
- Acronym / sponsor ID
- WEFA / 2019-A01476-51
- Conditions
- Atrial Fibrillation, Arrythmia, Cardiac
- Keywords
- Atrial Fibrillation, Arrythmia, Cardiac, Cardiovascular Disease, Heart Disease, Wearable Electronic Device, Watch, Electrocardiography, ECG
- Study type
- Observational
- Recruitment status
- Completed
- Enrolment
- 283 participants (actual)
- Lead sponsor
- WithingsIndustry (pharma, biotech, devices)
- Study start
- 20 Dec 2019 (actual)
- Primary completion
- 7 Apr 2021 (actual)
- Study completion
- 7 Apr 2021 (actual)
- First posted
- 17 Apr 2020 (actual)
- Results
- Not posted in the source record
Clinical summary
The research question as the sponsor registered it. This describes what the study plans to test, not what it found.
The proposed clinical study aims to validate the diagnostic performance, compared to a reference ECG, of the ECG-SW1 software and the PPG-SW1 software integrated into the HWA09 watch developed by Withings for the automatic identification of atrial fibrillation (AF).
Detailed description
HWA09 is a wrist-worn watch that enables to record a single-lead ECG similar to the standard lead I configuration, and a photoplethysmogram (PPG).
Primary objective :
To validate the diagnostic performance of the ECG-SW1 software integrated into the HWA09 watch for the automatic identification of atrial fibrillation (AF) compared to a simultaneous 12-lead ECG (hereinafter referred to as the "gold standard" or "reference method").
The algorithm classifies the watch signals into four categories: normal sinus rhythm (RSN), AF, arrhythmia other than AF, or non-interpretable. The latter category includes signals of insufficient quality to be interpreted with confidence.
This classification will be compared to the diagnosis made by three independent, blinded cardiologists based on a 12-lead ECG. The final diagnosis retained will be decided by majority with adjudication by a consensus of 3 to 6 cardiologists. The sensitivity and specificity of the device will then be estimated.
First secondary objectives:
The first secondary objective is to validate the diagnostic performance, compared to a simultaneous 12-lead ECG, of the PPG-SW1 software integrated in the HWA09 watch for the automatic identification of atrial fibrillation (AF) from the photoplethysmography (PPG) signal.
Three independent blinded cardiologists will issue a diagnosis based on the ECG recording of the HWA09 watch. The final diagnosis retained will be decided by majority with adjudication by a consensus of 3 to 6 cardiologists. Sensitivity and specificity will be calculated in relation to the reference ECG.
Second secondary objective:
To evaluate the quality of the single-channel strips measured with the HWA09 watch, as follows:
- Three independent cardiologists, having neither performed the data collection nor read the reference ECG, will independently make a diagnosis based on the HWA09 single-channel strips, blinded to the diagnosis made from the reference ECG. The ECG traces from the watch will be exported in PDF format from the Withings Health Mate application and the final diagnosis will be made by majority with adjudication by a consensus of 3 to 6 cardiologists. The final diagnosis will be compared to the diagnosis made by the cardiologists who read the reference ECG. Sensitivity and specificity will then be calculated.
- The visibility and polarity of ECG waves (i.e. P waves, QRS complex and T waves) will be determined by cardiologists for the single-channel strips recorded with HWA09 and for the lead I of the reference 12-lead ECG. For each of the waves, the agreement on their visibility and polarity (if visible) between the HWA09 and the reference ECG will be calculated.
- The durations of the major intervals of an ECG (i.e., QT interval, QRS complex, and PR interval) will be determined by the cardiologists for the single-channel strips recorded with HWA09 and for the lead I of the reference 12-lead ECG. For each interval (QT, QRS, PR), the difference of duration between the signals from the watch and the reference ECG will be calculated.
- The heart rate will first be determined by cardiologists from each signal of lead I (recorded by the HWA09 watch and the reference ECG) that has been diagnosed as NSR. The difference between the heart rate of the watch and the reference will be calculated. In a second step, the heart rate recorded by the HWA09 watch will be calculated by the Withings software. The difference between the heart rate calculated by the Withings software (from the signal of the watch) and the heart rate determined by the cardiologists (from the lead I of the reference ECG) will also be calculated.
The sponsor will ensure that no cardiologist makes a diagnosis on both a signal from the HWA09 watch and the reference ECG fomr the same patient. The sponsor will centralize diagnostics on the HWA09 and reference ECG signals and perform agreement calculations on the associated pairs.
Study design
- Observational model
- Cohort
- Time perspective
- Prospective
- Number of arms
- 3
| Arm | Type | Receives |
|---|---|---|
| Atrial Fibrillation (AF) | – | Device: AF DetectionPatients diagnosed with AF during reference ECG |
| Normal Sinus Rhythm (NSR) | – | Device: AF DetectionPatients with NSR during reference ECG |
| Other Arrythmia | – | Device: AF DetectionPatients diagnosed with an arrhythmia other than AF during the reference ECG |
Who may qualify
- Ages
- 18 years and older
- Sex
- All
- Healthy volunteers
- Not accepted
- Age groups
- Adult, Older adult
- Study population
- Every eligible patient doing a medical examination at the investigation center will be asked to take part in the study.
Key inclusion criteria (3 listed)
- Individuals over 18yo
- Individuals who expressed their non-opposition to take part in the study
- Individuals affiliated to a social security system or eligible
Key exclusion criteria (11 listed)
- Vulnerable individuals according to the regulation in force :
- Individuals having refused to take part in the study
- Individuals linguistically or mentally unable to express their non-opposition
- Individuals physically unable to wear a watch
- Individuals with an electrical pacing by a pacemaker
Eligibility is decided by the study team after screening; this overview does not establish that a patient qualifies. Full inclusion and exclusion criteria.
Interventions
| Intervention | Type | Arms |
|---|---|---|
| AF DetectionRecording PPG and single-lead ECG signals with the Withings HWA09 and ECG signal for the reference 12-lead ECG | Device | Atrial Fibrillation (AF), Normal Sinus Rhythm (NSR), Other Arrythmia |
Primary outcome
Sensitivity of the automatic classification in AF by ECG-SW1 of HWA09 single-lead ECG against reference 12-lead ECG
Time frame: 1 year
sensitivity from the 2x2 confusion matrix AF vs 'non-AF'
Sensitivity of the automatic classification in NSR by ECG-SW1 of HWA09 single-lead ECG against reference 12-lead ECG
Time frame: 1 year
sensitivity from the 2x2 confusion matrix NSR vs 'non-NSR'
12 secondary outcomes
Sensitivity of the automatic classification in AF by PPG-SW1 of the HWA09 PPG against reference 12-lead ECG
Time frame: 1 year
Sensitivity of the automatic classification in NSR by PPG-SW1 of the HWA09 PPG against reference 12-lead ECG
Time frame: 1 year
Sensitivity of the cardiologists' classification in AF from the HWA09 ECG
Time frame: 1 year
Sensitivity of the cardiologists' classification in SR from the HWA09 ECG
Time frame: 1 year
Accuracy of the visibility of P-waves of single-lead ECG from HWA09
Time frame: 1 year
Accuracy of the positivity of P-waves of single-lead ECG from HWA09
Time frame: 1 year
Accuracy of the visibility of QRS-complexes of single-lead ECG from HWA09
Time frame: 1 year
Accuracy of the positivity of QRS-complexes of single-lead ECG from HWA09
Time frame: 1 year
Accuracy of the visibility of T-waves of single-lead ECG from HWA09
Time frame: 1 year
Accuracy of the positivity of T-waves of single-lead ECG from HWA09
Time frame: 1 year
RMSE between cardiologist's estimate of heart rate from the HWA09 single-lead ECG and the lead I reference ECG
Time frame: 1 year
RMSE between cardiologist's estimate of heart rate from the HWA09 single-lead ECG and the heart rate calculated by ECG-SW1
Time frame: 1 year
Results and safety
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
Research links
- Official record on ClinicalTrials.govLast updated by the sponsor 16 Nov 2021.
- Derived from this study: PubMed 35481559Campo D, Elie V, de Gallard T, Bartet P, Morichau-Beauchant T, Genain N, Fayol A, Fouassier D, Pasteur-Rousseau A, Puymirat E, Nahum J. Atrial Fibrillation Detection With an Analog Smartwatch: Prospective Clinical Study and Algorithm Validation. JMIR Form Res. 2022 Nov 4;6(11):e37280. doi: 10.2196/37280.
- Individual participant dataSharing planned: No. Individual patient data (IPD) are considered as confidential in this study. After the end the final quality control, the database will be frozen and all the IPD will be archived .
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Atrial Fibrillation (AF)
Referral and contact
AzTrials does not enrol participants or take referrals. Contact the study team or a site listed below; they decide who can take part. This study is not recruiting at the moment.
David CAMPO study director
Withings
Julien NAHUM principal investigator
Centre Cardiologique du Nord
3 sites in 1 country: see every site and its status.
Questions about this trial
What is this clinical trial studying?
An observational study of Atrial Fibrillation and Arrythmia, Cardiac, run by Withings at 3 sites in France.
The full registered description is in the About this study section and the official record.
Who may be eligible to take part?
The sponsor lists 3 inclusion and 11 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.
Is this clinical trial currently recruiting?
The record says: finished, as of the sponsor's last update on 16 Nov 2021. Status can change between updates, so confirm with the study contact before making plans.
Where is the study taking place?
The record lists 3 sites in France. Whether a site is taking part right now should be confirmed with that site. See every site.
What are the possible benefits and risks?
They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.
Are results available for this study?
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
How can a doctor refer a patient or contact the research team?
The record lists no contact. The official record names the sponsor, who can be asked directly. AzTrials does not enrol participants or take referrals.
What does the primary outcome measure?
Sensitivity of the automatic classification in AF by ECG-SW1 of HWA09 single-lead ECG against reference 12-lead ECG (time frame: 1 year). The study lists 2 primary outcomes in all. It is what the study was designed to measure, not a finding.
Where can I read the original study information?
On the ClinicalTrials.gov record for NCT04351386, which also lists 1 linked publication.
Does a listing mean the treatment is approved or proven to work?
No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.
How often is this information updated?
AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 16 Nov 2021.