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Non-invasive Point-of-care Diagnosis Using Machine Learning and Signal Analytics to Transform Early Detection of Heart Disease

Non-Invasive Point-of-care Diagnosis Using Machine Learning and Signal Analytics to Transform Early Detection of Heart Disease

Status
UNKNOWN
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT03864081
Acronym
IDENTIFY
Enrollment
2500
Registered
2019-03-06
Start date
2018-12-10
Completion date
2022-07-31
Last updated
2022-01-24

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

Conditions

Coronary Artery Disease

Keywords

coronary angiography, coronary artery disease

Brief summary

This study is designed as a repository study to collect resting cardiac phase signals and subject meta data from eligible subjects using the Phase Signal Recorder (PSR) prior to coronary angiography. The repository data will be used for the purposes of research, development, optimization and testing of machine-learning algorithms developed by Analytics 4 Life.

Detailed description

Male and Female subjects will be uniquely and consecutively enrolled into one of two groups to support populating a repository of phase signals: Group 1: Subjects with known prior coronary artery disease or previous percutaneous coronary intervention (PCI), and Group 2: Subjects with new onset symptoms suggestive of obstructive coronary artery disease at current presentation with no known coronary artery disease. Enrollment into Group 1 and Group 2 will occur simultaneously until up to 500 male subjects and up to 1000 female subjects with paired data (phase signal and coronary angiography outcomes data) are enrolled. Once the desired number of subjects have been enrolled from both groups, then only Group 2 will continue to be enrolled. Resting phase signals will be collected in all patients who meet inclusion/exclusion criteria and have signed an informed consent form. This study consists of a screening visit, resting phase signal collection (study procedure), and coronary angiography. In this study, resting phase signals will be acquired in subjects prior to coronary angiography.

Interventions

The Phase Signal Acquisition (PSAQ) System is a medical device system that is being developed to collect phase signals from patients to support the development and testing of machine learned algorithms. The PSAQ System consists of two components that work together to acquire and transmit the phase signals and patient specific data to a secured, cloud-based repository. The PSAQ System is comprised of: 1) the Phase Signal Recorder (PSR) which is a portable instrument, and 2) the Phase Signal Data Repository (PSDR) which is a cloud based data repository. Data collected during this study will not be used to guide treatment.

Sponsors

Analytics For Life
Lead SponsorINDUSTRY

Study design

Allocation
NA
Intervention model
SINGLE_GROUP
Primary purpose
DIAGNOSTIC
Masking
NONE

Eligibility

Sex/Gender
ALL
Age
21 Years to No maximum
Healthy volunteers
No

Inclusion criteria

1. Patients ≥ 18 years old; 2. Symptoms suggestive of obstructive CAD; 3. Scheduled to undergo cardiac catheterization with coronary angiography; 4. Ability to understand the requirements of the study and to provide written informed consent.

Exclusion criteria

1. Prior documented history of myocardial infarction (MI); 2. Suspected acute myocardial infarction (AMI) at current presentation; 3. Prior coronary artery bypass grafting (CABG); 4. Prior heart valve replacement; 5. Previous sustained or paroxysmal atrial or ventricular arrythmia; 6. Infiltrative myocardial disease (amyloid, sarcoid, right ventricular dysplasia); 7. Presence of cardiac implantable electronic device (CIED), including implantable cardioverter defibrillator (ICD), pacemaker (PM), implantable loop recorders and other monitors; 8. Implantable Neuro-stimulators; 9. Congenital Heart Disease; 10. Pregnant or breast feeding; 11. Currently taking any Type IA, IC or III antiarrhythmics; 12. Any history of amiodarone use; 13. Clinically significant chest deformity (e.g., pectus excavatum or pectus carinatum); 14. Breast implants; 15. Neuromuscular Disease if the condition results in tremor or muscle fasciculations.

Design outcomes

Primary

MeasureTime frameDescription
Phase Signal Recorder Procedure7 dayResting phase signals will be collected from eligible subjects prior to coronary angiography and paired with angiography results..

Countries

United States

Contacts

Primary ContactHorace R Gillins
horace.gillins@analytics4life.com(919) 444-2843

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 11, 2026