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Full closed loop open‐source algorithm performance comparison in pigs with diabetes

Understanding how automated insulin delivery (AID) algorithm features impact glucose control under full closed loop delivery represents a critical step toward reducing patient burden by eliminating the need for carbohydrate entries at mealtimes. Here, we use a pig model of diabetes to compare Androi...

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Autores principales: Lal, Rayhan A., Maikawa, Caitlin L., Lewis, Dana, Baker, Sam W., Smith, Anton A. A., Roth, Gillie A., Gale, Emily C., Stapleton, Lyndsay M., Mann, Joseph L., Yu, Anthony C., Correa, Santiago, Grosskopf, Abigail K., Liong, Celine S., Meis, Catherine M., Chan, Doreen, Garner, Joseph P., Maahs, David M., Buckingham, Bruce A., Appel, Eric A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8087942/
https://www.ncbi.nlm.nih.gov/pubmed/33931977
http://dx.doi.org/10.1002/ctm2.387
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author Lal, Rayhan A.
Maikawa, Caitlin L.
Lewis, Dana
Baker, Sam W.
Smith, Anton A. A.
Roth, Gillie A.
Gale, Emily C.
Stapleton, Lyndsay M.
Mann, Joseph L.
Yu, Anthony C.
Correa, Santiago
Grosskopf, Abigail K.
Liong, Celine S.
Meis, Catherine M.
Chan, Doreen
Garner, Joseph P.
Maahs, David M.
Buckingham, Bruce A.
Appel, Eric A.
author_facet Lal, Rayhan A.
Maikawa, Caitlin L.
Lewis, Dana
Baker, Sam W.
Smith, Anton A. A.
Roth, Gillie A.
Gale, Emily C.
Stapleton, Lyndsay M.
Mann, Joseph L.
Yu, Anthony C.
Correa, Santiago
Grosskopf, Abigail K.
Liong, Celine S.
Meis, Catherine M.
Chan, Doreen
Garner, Joseph P.
Maahs, David M.
Buckingham, Bruce A.
Appel, Eric A.
author_sort Lal, Rayhan A.
collection PubMed
description Understanding how automated insulin delivery (AID) algorithm features impact glucose control under full closed loop delivery represents a critical step toward reducing patient burden by eliminating the need for carbohydrate entries at mealtimes. Here, we use a pig model of diabetes to compare AndroidAPS and Loop open‐source AID systems without meal announcements. Overall time‐in‐range (70–180 mg/dl) for AndroidAPS was 58% ± 5%, while time‐in‐range for Loop was 35% ± 5%. The effect of the algorithms on time‐in‐range differed between meals and overnight. During the overnight monitoring period, pigs had an average time‐in‐range of 90% ± 7% when on AndroidAPS compared to 22% ± 8% on Loop. Time‐in‐hypoglycemia also differed significantly during the lunch meal, whereby pigs running AndroidAPS spent an average of 1.4% (+0.4/−0.8)% in hypoglycemia compared to 10% (+3/−6)% for those using Loop. As algorithm design for closed loop systems continues to develop, the strategies employed in the OpenAPS algorithm (known as oref1) as implemented in AndroidAPS for unannounced meals may result in a better overall control for full closed loop systems.
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spelling pubmed-80879422021-05-07 Full closed loop open‐source algorithm performance comparison in pigs with diabetes Lal, Rayhan A. Maikawa, Caitlin L. Lewis, Dana Baker, Sam W. Smith, Anton A. A. Roth, Gillie A. Gale, Emily C. Stapleton, Lyndsay M. Mann, Joseph L. Yu, Anthony C. Correa, Santiago Grosskopf, Abigail K. Liong, Celine S. Meis, Catherine M. Chan, Doreen Garner, Joseph P. Maahs, David M. Buckingham, Bruce A. Appel, Eric A. Clin Transl Med Research Articles Understanding how automated insulin delivery (AID) algorithm features impact glucose control under full closed loop delivery represents a critical step toward reducing patient burden by eliminating the need for carbohydrate entries at mealtimes. Here, we use a pig model of diabetes to compare AndroidAPS and Loop open‐source AID systems without meal announcements. Overall time‐in‐range (70–180 mg/dl) for AndroidAPS was 58% ± 5%, while time‐in‐range for Loop was 35% ± 5%. The effect of the algorithms on time‐in‐range differed between meals and overnight. During the overnight monitoring period, pigs had an average time‐in‐range of 90% ± 7% when on AndroidAPS compared to 22% ± 8% on Loop. Time‐in‐hypoglycemia also differed significantly during the lunch meal, whereby pigs running AndroidAPS spent an average of 1.4% (+0.4/−0.8)% in hypoglycemia compared to 10% (+3/−6)% for those using Loop. As algorithm design for closed loop systems continues to develop, the strategies employed in the OpenAPS algorithm (known as oref1) as implemented in AndroidAPS for unannounced meals may result in a better overall control for full closed loop systems. John Wiley and Sons Inc. 2021-05-01 /pmc/articles/PMC8087942/ /pubmed/33931977 http://dx.doi.org/10.1002/ctm2.387 Text en © 2021 The Authors. Clinical and Translational Medicine published by John Wiley & Sons Australia, Ltd on behalf of Shanghai Institute of Clinical Bioinformatics https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Lal, Rayhan A.
Maikawa, Caitlin L.
Lewis, Dana
Baker, Sam W.
Smith, Anton A. A.
Roth, Gillie A.
Gale, Emily C.
Stapleton, Lyndsay M.
Mann, Joseph L.
Yu, Anthony C.
Correa, Santiago
Grosskopf, Abigail K.
Liong, Celine S.
Meis, Catherine M.
Chan, Doreen
Garner, Joseph P.
Maahs, David M.
Buckingham, Bruce A.
Appel, Eric A.
Full closed loop open‐source algorithm performance comparison in pigs with diabetes
title Full closed loop open‐source algorithm performance comparison in pigs with diabetes
title_full Full closed loop open‐source algorithm performance comparison in pigs with diabetes
title_fullStr Full closed loop open‐source algorithm performance comparison in pigs with diabetes
title_full_unstemmed Full closed loop open‐source algorithm performance comparison in pigs with diabetes
title_short Full closed loop open‐source algorithm performance comparison in pigs with diabetes
title_sort full closed loop open‐source algorithm performance comparison in pigs with diabetes
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8087942/
https://www.ncbi.nlm.nih.gov/pubmed/33931977
http://dx.doi.org/10.1002/ctm2.387
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