Julia K. Mader
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Articles (20)
OBJECTIVE To evaluate the association of insulin injection adherence, smart insulin pen engagement, and glycemic control using real-world data from 16 countries from adults self-administering basal insulin degludec and bolus insulin with a smart insulin pen (NovoPen 6 or NovoPen Echo Plus) alongside continuous glucose monitoring (CGM). RESEARCH DESIGN AND METHODS Data were aggregated over 14-day periods. Treatment adherence was defined according to the number of missed basal and missed bolus insulin doses and smart pen engagement according to the number of days with data uploads. RESULTS Data from 3,945 adults, including 25,157 14-day periods with ≥70% CGM coverage, were analyzed. On average, 0.2 basal and 6.0 bolus insulin doses were missed over 14 days. The estimated probability of missing at least one basal insulin dose over a 14-day period was 17.6% (95% CI 16.5, 18.7). Missing one basal or bolus insulin dose per 14 days was associated with a significant decrease in percentage of time with glucose levels in range (TIR) (3.9–10.0 mmol/L), of −2.8% (95% CI −3.7, −1.8) and −1.7% (−1.8, −1.6), respectively; therefore, missing two basal or four bolus doses would decrease TIR by >5%. Smart pen engagement was associated positively with glycemic outcomes. CONCLUSIONS This combined analysis of real-world smart pen and CGM data showed that missing two basal or four bolus insulin doses over a 14-day period would be associated with a clinically relevant decrease in TIR. Smart insulin pens provide valuable insights into treatment injection behaviors.
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2024
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2024
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2024
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2024
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2024
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2024
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2024
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2024
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2024
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2024
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2023
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2023
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2023
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2023
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2023
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2023
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2023
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2022
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2022
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2022
Collaborators (18)
Pratik Choudhary
Professor of Diabetes
University of Leicester
Simon Heller
Professor of Clinical Diabetes
University of Sheffield
Guido Freckmann
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Natalie Zaremba
King’s College London
Peter Schlenke
Head of Clinical Department
Medical University of Graz
Hood Thabit
Consultant Diabetologist and Honorary Senior Lecturer
Manchester University NHS Foundation Trust
Uffe Søholm
Deakin University
Mark Evans
Professor of Diabetic Medicine/ Honorary Consultant Physician
Cambridge University Hospitals
Viral Shah
Assistant Professor
Barbara Davis Center for Childhood Diabetes
Petra Martina Baumann
Medical University of Graz
Martin Stradner
Associate Professor
Medical University of Graz
Charlotte Boughton
Clinical Lecturer
University of Cambridge
michael joubert
Professor
Université de Caen Normandie
Jill Carlton
Professor of Health Outcomes Research
University of Sheffield
Thomas Forkmann
Professor and Head of department
Universität Duisburg-Essen
Lalantha Leelarathna
The University of Manchester
Rory J. McCrimmon
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Frans Pouwer
University of Southern Denmark
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