Dialysis Access Monitoring Using a Digital Stethoscope-Based Deep Learning System
1 other identifier
observational
22
1 country
1
Brief Summary
This study will enroll end-stage renal disease (ESRD) patients on hemodialysis with a maturing arteriovenous fistula (AVF) for hemodialysis access. A study staff member will mark with indelible ink on each participant's skin the three sites on the upper extremity where the Eko CORE digital stethoscope will be used to take sound recordings. 9 recordings will be taken (3 at each site) once per week during weekly dialysis treatments.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at below P25 for all trials
Started May 2022
Typical duration for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
October 22, 2021
CompletedFirst Posted
Study publicly available on registry
November 3, 2021
CompletedStudy Start
First participant enrolled
May 23, 2022
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 31, 2024
CompletedStudy Completion
Last participant's last visit for all outcomes
December 31, 2024
CompletedFebruary 25, 2025
February 1, 2025
2.6 years
October 22, 2021
February 24, 2025
Conditions
Outcome Measures
Primary Outcomes (1)
Development of deep learning-scale database of maturing AVF sounds.
The maturing AVFs sounds recorded during this study will be used to create a database used for AI/ML model development.
6 months
Secondary Outcomes (2)
Correlation between AI/ML model output and the AVF maturation status
6 months
Time frame of how soon after surgery the developed algorithm can accurately predict the likelihood of AVF failure-to-mature
6 months
Study Arms (1)
Adults with AVFs currently in the process of maturing
Adults with ESRD who currently have a maturing AVF that has not yet been cannulated
Interventions
The digital stethoscope will be used to take 9 recordings around each subject's maturing AVF once per week until study participation is over
Eligibility Criteria
The study aims to enroll adults aged 18 years or older who have ESRD and have an AVF that is in the process of maturing.
You may qualify if:
- Adults aged 18 years or older
- Potential subject is able and willing to give informed consent
- End-stage renal disease, stage V, on active HD treatment
- Participant has a maturing AVF that has not yet been cannulated
- Participant is willing to have repeat Eko recordings taken weekly from the time of enrollment until the access is declared "mature and suitable for HD access" or "failed and unsuitable for HD access"
You may not qualify if:
- Younger than 18 years
- Pregnant
- Incarcerated
- Unable and/or unwilling to give informed consent
- Presence of an active infection or open wounds along potential access and data collection site
- Unable to complete study activities according to the above schedule
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Eko Devices, Inc.lead
- University of North Carolina, Chapel Hillcollaborator
Study Sites (1)
Carolina Dialysis - Carrboro
Carrboro, North Carolina, 27510, United States
Related Publications (3)
Lok CE, Huber TS, Lee T, Shenoy S, Yevzlin AS, Abreo K, Allon M, Asif A, Astor BC, Glickman MH, Graham J, Moist LM, Rajan DK, Roberts C, Vachharajani TJ, Valentini RP; National Kidney Foundation. KDOQI Clinical Practice Guideline for Vascular Access: 2019 Update. Am J Kidney Dis. 2020 Apr;75(4 Suppl 2):S1-S164. doi: 10.1053/j.ajkd.2019.12.001. Epub 2020 Mar 12.
PMID: 32778223BACKGROUNDBashar K, Conlon PJ, Kheirelseid EA, Aherne T, Walsh SR, Leahy A. Arteriovenous fistula in dialysis patients: Factors implicated in early and late AVF maturation failure. Surgeon. 2016 Oct;14(5):294-300. doi: 10.1016/j.surge.2016.02.001. Epub 2016 Mar 15.
PMID: 26988630BACKGROUNDMurea M, Geary RL, Davis RP, Moossavi S. Vascular access for hemodialysis: A perpetual challenge. Semin Dial. 2019 Nov;32(6):527-534. doi: 10.1111/sdi.12828. Epub 2019 Jun 17.
PMID: 31209966BACKGROUND
Study Officials
- PRINCIPAL INVESTIGATOR
Prabir Roy-Chaudhury, MD
University of North Carolina, Chapel Hill
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- INDUSTRY
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
October 22, 2021
First Posted
November 3, 2021
Study Start
May 23, 2022
Primary Completion
December 31, 2024
Study Completion
December 31, 2024
Last Updated
February 25, 2025
Record last verified: 2025-02
Data Sharing
- IPD Sharing
- Will not share