Validation Study of the Watch HWA09 and Its Softwares ECG-SW1 and PPG-SW1 for the Detection of Atrial Fibrillation (WEFA)
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ClinicalTrials.gov Identifier: NCT04351386 |
Recruitment Status :
Completed
First Posted : April 17, 2020
Last Update Posted : November 16, 2021
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Condition or disease | Intervention/treatment |
---|---|
Atrial Fibrillation Arrythmia, Cardiac | Device: AF Detection |

Study Type : | Observational |
Actual Enrollment : | 283 participants |
Observational Model: | Cohort |
Time Perspective: | Prospective |
Official Title: | Validation Study of the Watch HWA09 and Its Softwares ECG-SW1 and PPG-SW1 for the Detection of Atrial Fibrillation |
Actual Study Start Date : | December 20, 2019 |
Actual Primary Completion Date : | April 7, 2021 |
Actual Study Completion Date : | April 7, 2021 |

Group/Cohort | Intervention/treatment |
---|---|
Atrial Fibrillation (AF)
Patients diagnosed with AF during reference ECG
|
Device: AF Detection
Recording PPG and single-lead ECG signals with the Withings HWA09 and ECG signal for the reference 12-lead ECG |
Normal Sinus Rhythm (NSR)
Patients with NSR during reference ECG
|
Device: AF Detection
Recording PPG and single-lead ECG signals with the Withings HWA09 and ECG signal for the reference 12-lead ECG |
Other Arrythmia
Patients diagnosed with an arrhythmia other than AF during the reference ECG
|
Device: AF Detection
Recording PPG and single-lead ECG signals with the Withings HWA09 and ECG signal for the reference 12-lead ECG |
- 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'
- Sensitivity of the automatic classification in AF by PPG-SW1 of the HWA09 PPG 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 PPG-SW1 of the HWA09 PPG against reference 12-lead ECG [ Time Frame: 1 year ]sensitivity from the 2x2 confusion matrix NSR vs 'non-NSR'
- Sensitivity of the cardiologists' classification in AF from the HWA09 ECG [ Time Frame: 1 year ]sensitivity from the 2x2 confusion matrix AF vs 'non-AF'
- Sensitivity of the cardiologists' classification in SR from the HWA09 ECG [ Time Frame: 1 year ]sensitivity from the 2x2 confusion matrix NSR vs 'non-NSR'
- Accuracy of the visibility of P-waves of single-lead ECG from HWA09 [ Time Frame: 1 year ](true positives + true negatives)/(sample size) from the 2x2 confusion matrix
- Accuracy of the positivity of P-waves of single-lead ECG from HWA09 [ Time Frame: 1 year ](true positives + true negatives)/(sample size) from the 2x2 confusion matrix
- Accuracy of the visibility of QRS-complexes of single-lead ECG from HWA09 [ Time Frame: 1 year ](true positives + true negatives)/(sample size) from the 2x2 confusion matrix
- Accuracy of the positivity of QRS-complexes of single-lead ECG from HWA09 [ Time Frame: 1 year ](true positives + true negatives)/(sample size) from the 2x2 confusion matrix
- Accuracy of the visibility of T-waves of single-lead ECG from HWA09 [ Time Frame: 1 year ](true positives + true negatives)/(sample size) from the 2x2 confusion matrix
- Accuracy of the positivity of T-waves of single-lead ECG from HWA09 [ Time Frame: 1 year ](true positives + true negatives)/(sample size) from the 2x2 confusion matrix
- RMSE between cardiologist's estimate of heart rate from the HWA09 single-lead ECG and the lead I reference ECG [ Time Frame: 1 year ]Root Mean Squared Error
- 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 ]Root Mean Squared Error

Choosing to participate in a study is an important personal decision. Talk with your doctor and family members or friends about deciding to join a study. To learn more about this study, you or your doctor may contact the study research staff using the contacts provided below. For general information, Learn About Clinical Studies.
Ages Eligible for Study: | 18 Years and older (Adult, Older Adult) |
Sexes Eligible for Study: | All |
Accepts Healthy Volunteers: | No |
Sampling Method: | Non-Probability Sample |
Inclusion Criteria:
- Individuals over 18yo
- Individuals who expressed their non-opposition to take part in the study
- Individuals affiliated to a social security system or eligible
Exclusion Criteria:
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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
- 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

To learn more about this study, you or your doctor may contact the study research staff using the contact information provided by the sponsor.
Please refer to this study by its ClinicalTrials.gov identifier (NCT number): NCT04351386
France | |
Institut Cœur Paris Centre Turin | |
Paris, Ile-de-France, France, 75008 | |
Hopital Europeen Georges Pompidou | |
Paris, Ile-de-France, France, 75015 | |
Centre Cardiologique du Nord | |
Saint-Denis, Ile-de-France, France, 93200 |
Study Director: | David CAMPO | Withings | |
Principal Investigator: | Julien NAHUM | Centre Cardiologique du Nord |
Responsible Party: | Withings |
ClinicalTrials.gov Identifier: | NCT04351386 |
Other Study ID Numbers: |
2019-A01476-51 |
First Posted: | April 17, 2020 Key Record Dates |
Last Update Posted: | November 16, 2021 |
Last Verified: | November 2021 |
Individual Participant Data (IPD) Sharing Statement: | |
Plan to Share IPD: | No |
Plan Description: | 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 . |
Studies a U.S. FDA-regulated Drug Product: | No |
Studies a U.S. FDA-regulated Device Product: | No |
Atrial Fibrillation Arrythmia, Cardiac Cardiovascular Disease Heart Disease Wearable Electronic Device |
Watch Electrocardiography ECG Photoplethysmography PPG |
Atrial Fibrillation Arrhythmias, Cardiac Heart Diseases Cardiovascular Diseases Pathologic Processes |