Artifact Identification and Mitigation Strategies for Longitudinal Neural Data Collection Onboard the Medtronic Percept DBS Device

Abstract

Recent advances in deep brain stimulation (DBS) devices have enabled the ability to capture continuous neural recordings concurrently with stimulation therapy in the background of everyday life. These recordings provide the opportunity to investigate neural biomarkers of various behaviors or clinical status. However, they are susceptible to artifacts that can obscure and limit our ability to interpret neural signals. In a cohort of 23 patients who underwent DBS for obsessive-compulsive disorder (OCD) with the Medtronic Percept device, we identified an artifact in longitudinal neural recordings that occurs when the detected voltage exceeds the device’s maximum sensing capabilities. When such an event occurs, the device inserts a flag value in the neural power stream. We found that overvoltage events are significantly more common in patients implanted with legacy Medtronic 3387 leads than those with newer Medtronic SenSight leads. We demonstrate a best practice, principled strategy for correcting samples affected by overvoltage events to preserve the ability to analyze the data. Finally, in a subset of patients who wore an Oura Ring concurrently with neural recordings (N=14), we found that overvoltage events were more likely during physical activity, suggesting that movement artifacts may elevate low-frequency power regardless of lead model.

Competing Interest Statement

B.M.K. has performed contracted research with Abbott Laboratories for the TRANSCEND study and consulted for Lykos Therapeutics. B.J.M. has received research support from Health Rhythms, LivaNova, Compass Pathways, and Abbott; and consulting fees from Inside Edge, VML, Atheneum, Guidepoint, Kx Advisors, and S2N Health. S.A.S. is the co-founder of Motif Neurotech and has consulted with Boston Scientific, Zimmer Biomet, Koh Young, and Neuropace.

Funding Statement

This research was supported by the National Institutes of Health (NIH) National Institute of Neurological Disorders and Stroke BRAIN Initiative via contract UH3NS136631 (to S.A.S., W.K.G., J.A.H., N.R.P.), the McNair Foundation (S.A.S., N.R.P.) and the Gordon and Mary Cain Pediatric Neurology Research Foundation (S.A.S.).

Author Declarations

I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.

Yes

The details of the IRB/oversight body that provided approval or exemption for the research described are given below:

All procedures were approved by the local institutional review board (IRB) at the Baylor College of Medicine (BCM; IRB H-48392, IRB H-56119) and the University of Utah (IRB_00169174).

I confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.

Yes

I understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).

Yes

I have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.

Yes

Footnotes

* We are grateful to the patients and their families for their involvement in the research program. This research was supported by the National Institutes of Health (NIH) National Institute of Neurological Disorders and Stroke BRAIN Initiative via contract UH3NS136631 (to S.A.S., W.K.G., J.A.H., N.R.P.), the McNair Foundation (S.A.S., N.R.P.) and the Gordon and Mary Cain Pediatric Neurology Research Foundation (S.A.S.).

† E-mail: rick.hanishrice.edu

Data Availability

All data produced in the present study are available upon reasonable request to the authors.

Comments (0)

No login
gif