Adding glycemic and physical activity metrics to a multimodal algorithm-enabled decision-support tool for type 1 diabetes care: Keys to implementation and opportunities.


Journal

Frontiers in endocrinology
ISSN: 1664-2392
Titre abrégé: Front Endocrinol (Lausanne)
Pays: Switzerland
ID NLM: 101555782

Informations de publication

Date de publication:
2022
Historique:
received: 12 11 2022
accepted: 15 12 2022
entrez: 30 1 2023
pubmed: 31 1 2023
medline: 1 2 2023
Statut: epublish

Résumé

Algorithm-enabled patient prioritization and remote patient monitoring (RPM) have been used to improve clinical workflows at Stanford and have been associated with improved glucose time-in-range in newly diagnosed youth with type 1 diabetes (T1D). This novel algorithm-enabled care model currently integrates continuous glucose monitoring (CGM) data to prioritize patients for weekly reviews by the clinical diabetes team. The use of additional data may help clinical teams make more informed decisions around T1D management. Regular exercise and physical activity are essential to increasing cardiovascular fitness, increasing insulin sensitivity, and improving overall well-being of youth and adults with T1D. However, exercise can lead to fluctuations in glycemia during and after the activity. Future iterations of the care model will integrate physical activity metrics (e.g., heart rate and step count) and physical activity flags to help identify patients whose needs are not fully captured by CGM data. Our aim is to help healthcare professionals improve patient care with a better integration of CGM and physical activity data. We hypothesize that incorporating exercise data into the current CGM-based care model will produce specific, clinically relevant information such as identifying whether patients are meeting exercise guidelines. This work provides an overview of the essential steps of integrating exercise data into an RPM program and the most promising opportunities for the use of these data.

Identifiants

pubmed: 36714600
doi: 10.3389/fendo.2022.1096325
pmc: PMC9877334
doi:

Substances chimiques

Hypoglycemic Agents 0
Blood Glucose 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Langues

eng

Sous-ensembles de citation

IM

Pagination

1096325

Subventions

Organisme : NIDDK NIH HHS
ID : R18 DK122422
Pays : United States

Informations de copyright

Copyright © 2023 Zaharieva, Senanayake, Brown, Watkins, Loving, Prahalad, Ferstad, Guestrin, Fox, Maahs and Scheinker.

Déclaration de conflit d'intérêts

DZ has received speaker’s honoraria from Medtronic Diabetes, Ascensia Diabetes, and Insulet Canada; and research support from the Helmsley Charitable Trust and ISPAD-JDRF Research Fellowship. She is also on the Dexcom Advisory board. DM has received research support from the National Institutes of Health, JDRF, NSF, and the Helmsley Charitable Trust; and his institution has received research support from Medtronic, Dexcom, Insulet, Bigfoot Biomedical, Tandem, and Roche. He has consulted for Abbott, the Helmsley Charitable Trust, Sanofi, Novo Nordisk, Eli Lilly, and Insulet, and is supported by grant number P30DK116074. DS is an advisor to Carta Healthcare. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be constructed as a potential conflict of interest.

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Auteurs

Dessi P Zaharieva (DP)

Division of Endocrinology, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, United States.

Ransalu Senanayake (R)

Department of Computer Science, Stanford University, Stanford, CA, United States.

Conner Brown (C)

Stanford Children's Health, Lucile Packard Children's Hospital, Stanford, CA, United States.

Brendan Watkins (B)

Stanford Children's Health, Lucile Packard Children's Hospital, Stanford, CA, United States.

Glenn Loving (G)

Stanford Children's Health, Lucile Packard Children's Hospital, Stanford, CA, United States.

Priya Prahalad (P)

Division of Endocrinology, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, United States.
Stanford Diabetes Research Center, Stanford University, Stanford, CA, United States.

Johannes O Ferstad (JO)

Department of Management Science and Engineering, Stanford University School of Engineering, Stanford, CA, United States.

Carlos Guestrin (C)

Department of Computer Science, Stanford University, Stanford, CA, United States.

Emily B Fox (EB)

Department of Computer Science, Stanford University, Stanford, CA, United States.
Chan Zuckerberg Biohub, San Francisco, CA, United States.
Department of Statistics, Stanford University, Stanford, CA, United States.

David M Maahs (DM)

Division of Endocrinology, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, United States.
Stanford Diabetes Research Center, Stanford University, Stanford, CA, United States.
Department of Health Research and Policy, Stanford University School of Medicine, Stanford, CA, United States.

David Scheinker (D)

Division of Endocrinology, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, United States.
Stanford Children's Health, Lucile Packard Children's Hospital, Stanford, CA, United States.
Stanford Diabetes Research Center, Stanford University, Stanford, CA, United States.
Department of Management Science and Engineering, Stanford University School of Engineering, Stanford, CA, United States.
Clinical Excellence Research Center, Stanford University School of Medicine, Stanford, CA, United States.

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