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To Use or Not to Use a Self-monitoring of Blood Glucose System? Real-world Flash Glucose Monitoring Patterns Using a Cluster Analysis of the FGM-Japan Study
OBJECTIVE: This study investigated self-monitoring of blood glucose (SMBG) adherence and flash glucose monitoring patterns using a cluster analysis in Japanese type 1 diabetes (T1D) patients with intermittently scanned continuous glucose monitoring (isCGM). METHODS: We measured SMBG adherence and pe...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Japanese Society of Internal Medicine
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10569920/ https://www.ncbi.nlm.nih.gov/pubmed/36631091 http://dx.doi.org/10.2169/internalmedicine.0639-22 |
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author | Sakane, Naoki Hirota, Yushi Yamamoto, Akane Miura, Junnosuke Takaike, Hiroko Hoshina, Sari Toyoda, Masao Saito, Nobumichi Hosoda, Kiminori Matsubara, Masaki Tone, Atsuhito Kawashima, Satoshi Sawaki, Hideaki Matsuda, Tomokazu Domichi, Masayuki Suganuma, Akiko Sakane, Seiko Murata, Takashi |
author_facet | Sakane, Naoki Hirota, Yushi Yamamoto, Akane Miura, Junnosuke Takaike, Hiroko Hoshina, Sari Toyoda, Masao Saito, Nobumichi Hosoda, Kiminori Matsubara, Masaki Tone, Atsuhito Kawashima, Satoshi Sawaki, Hideaki Matsuda, Tomokazu Domichi, Masayuki Suganuma, Akiko Sakane, Seiko Murata, Takashi |
author_sort | Sakane, Naoki |
collection | PubMed |
description | OBJECTIVE: This study investigated self-monitoring of blood glucose (SMBG) adherence and flash glucose monitoring patterns using a cluster analysis in Japanese type 1 diabetes (T1D) patients with intermittently scanned continuous glucose monitoring (isCGM). METHODS: We measured SMBG adherence and performed a data-driven cluster analysis using a hierarchical clustering in T1D patients from Japan using the FreeStyle Libre system. Clusters were based on three variables (testing glucose frequency and referred Libre data for hyperglycemia or hypoglycemia). PATIENTS: We enrolled 209 participants. Inclusion criteria were patients with T1D, duration of isCGM use ≥3 months, age ≥20 years old, and regular attendance at the collaborating center. RESULTS: The rate of good adherence to SMBG recommended by a doctor was 85.0%. We identified three clusters: cluster 1 (low SMBG test frequency but high reference to Libre data, 17.7%), cluster 2 (high SMBG test frequency but low reference to Libre data, 34.0%), and cluster 3 (high SMBG test frequency and high reference to Libra data, 48.3%). Compared with other clusters, individuals in cluster 1 were younger, those in cluster 2 had a shorter Libre duration, and individuals in cluster 3 had lower time-in-range, higher severe diabetic distress, and high intake of snacks and sweetened beverages. There were no marked differences in the incidence of diabetic complications and rate of wearing the Libre sensor among the clusters. CONCLUSION: We stratified the patients into three subgroups with varied clinical characteristics and CGM metrics. This new substratification might help tailor diabetes management of patients with T1D using isCGM. |
format | Online Article Text |
id | pubmed-10569920 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | The Japanese Society of Internal Medicine |
record_format | MEDLINE/PubMed |
spelling | pubmed-105699202023-10-13 To Use or Not to Use a Self-monitoring of Blood Glucose System? Real-world Flash Glucose Monitoring Patterns Using a Cluster Analysis of the FGM-Japan Study Sakane, Naoki Hirota, Yushi Yamamoto, Akane Miura, Junnosuke Takaike, Hiroko Hoshina, Sari Toyoda, Masao Saito, Nobumichi Hosoda, Kiminori Matsubara, Masaki Tone, Atsuhito Kawashima, Satoshi Sawaki, Hideaki Matsuda, Tomokazu Domichi, Masayuki Suganuma, Akiko Sakane, Seiko Murata, Takashi Intern Med Original Article OBJECTIVE: This study investigated self-monitoring of blood glucose (SMBG) adherence and flash glucose monitoring patterns using a cluster analysis in Japanese type 1 diabetes (T1D) patients with intermittently scanned continuous glucose monitoring (isCGM). METHODS: We measured SMBG adherence and performed a data-driven cluster analysis using a hierarchical clustering in T1D patients from Japan using the FreeStyle Libre system. Clusters were based on three variables (testing glucose frequency and referred Libre data for hyperglycemia or hypoglycemia). PATIENTS: We enrolled 209 participants. Inclusion criteria were patients with T1D, duration of isCGM use ≥3 months, age ≥20 years old, and regular attendance at the collaborating center. RESULTS: The rate of good adherence to SMBG recommended by a doctor was 85.0%. We identified three clusters: cluster 1 (low SMBG test frequency but high reference to Libre data, 17.7%), cluster 2 (high SMBG test frequency but low reference to Libre data, 34.0%), and cluster 3 (high SMBG test frequency and high reference to Libra data, 48.3%). Compared with other clusters, individuals in cluster 1 were younger, those in cluster 2 had a shorter Libre duration, and individuals in cluster 3 had lower time-in-range, higher severe diabetic distress, and high intake of snacks and sweetened beverages. There were no marked differences in the incidence of diabetic complications and rate of wearing the Libre sensor among the clusters. CONCLUSION: We stratified the patients into three subgroups with varied clinical characteristics and CGM metrics. This new substratification might help tailor diabetes management of patients with T1D using isCGM. The Japanese Society of Internal Medicine 2023-01-12 2023-09-15 /pmc/articles/PMC10569920/ /pubmed/36631091 http://dx.doi.org/10.2169/internalmedicine.0639-22 Text en Copyright © 2023 by The Japanese Society of Internal Medicine https://creativecommons.org/licenses/by-nc-nd/4.0/The Internal Medicine is an Open Access journal distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. To view the details of this license, please visit (https://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Original Article Sakane, Naoki Hirota, Yushi Yamamoto, Akane Miura, Junnosuke Takaike, Hiroko Hoshina, Sari Toyoda, Masao Saito, Nobumichi Hosoda, Kiminori Matsubara, Masaki Tone, Atsuhito Kawashima, Satoshi Sawaki, Hideaki Matsuda, Tomokazu Domichi, Masayuki Suganuma, Akiko Sakane, Seiko Murata, Takashi To Use or Not to Use a Self-monitoring of Blood Glucose System? Real-world Flash Glucose Monitoring Patterns Using a Cluster Analysis of the FGM-Japan Study |
title | To Use or Not to Use a Self-monitoring of Blood Glucose System? Real-world Flash Glucose Monitoring Patterns Using a Cluster Analysis of the FGM-Japan Study |
title_full | To Use or Not to Use a Self-monitoring of Blood Glucose System? Real-world Flash Glucose Monitoring Patterns Using a Cluster Analysis of the FGM-Japan Study |
title_fullStr | To Use or Not to Use a Self-monitoring of Blood Glucose System? Real-world Flash Glucose Monitoring Patterns Using a Cluster Analysis of the FGM-Japan Study |
title_full_unstemmed | To Use or Not to Use a Self-monitoring of Blood Glucose System? Real-world Flash Glucose Monitoring Patterns Using a Cluster Analysis of the FGM-Japan Study |
title_short | To Use or Not to Use a Self-monitoring of Blood Glucose System? Real-world Flash Glucose Monitoring Patterns Using a Cluster Analysis of the FGM-Japan Study |
title_sort | to use or not to use a self-monitoring of blood glucose system? real-world flash glucose monitoring patterns using a cluster analysis of the fgm-japan study |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10569920/ https://www.ncbi.nlm.nih.gov/pubmed/36631091 http://dx.doi.org/10.2169/internalmedicine.0639-22 |
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