Pub Date : 2026-01-23DOI: 10.1177/15209156251387102
Kevin Cowart, Hannah Everich, Francisco Flores, Marisa Harris, Daniel Randall, Lauren Sammartano, Nicholas W Carris
Objective: Inhaled insulin offers an alternative to subcutaneous administration, although concerns remain regarding pulmonary risks. We assessed the real-world safety of inhaled insulin versus rapid-acting analogue (RAA) insulin on lung malignancy and chronic obstructive pulmonary disease (COPD) in adults with diabetes.
Materials and methods: This retrospective cohort study used the TriNetX Network to evaluate risk of lung malignancy and COPD in adults with type 1 or type 2 diabetes prescribed either inhaled insulin or RAA insulin.
Results: After propensity score matching, between the inhaled insulin versus RAA insulin cohorts there was no difference in risk of any lung cancer (n ≤ 10/2530 vs. n ≤ 10/2531, risk ratio [RR] = 1; 95% confidence interval [CI]: 0.42, 2.40, P = 0.999). The risk of developing the composite COPD outcome was greater in the inhaled insulin cohort versus the RAA insulin cohort (n = 41/2493, risk 1.6% vs. n = 12/2514, risk 0.5%; RR = 3.45; 95% CI: 1.82, 6.54, P < 0.001).
Conclusions: No association was found between inhaled insulin and any lung malignancy. Inhaled insulin was associated with a threefold increase in COPD versus RAA although the absolute risk was low. The biological plausibility of this association is not definitive. Given the retrospective design and potential for ascertainment bias, causal inference is limited although findings underscore the need for continued evaluation of inhaled insulin's pulmonary safety.
目的:吸入胰岛素是皮下给药的另一种选择,但仍存在肺部风险。我们评估了吸入胰岛素与速效类似物(RAA)胰岛素对成人糖尿病患者肺恶性肿瘤和慢性阻塞性肺疾病(COPD)的实际安全性。材料和方法:本回顾性队列研究使用TriNetX网络评估1型或2型糖尿病患者吸入胰岛素或RAA胰岛素的肺恶性肿瘤和COPD风险。结果:经倾向评分匹配后,吸入胰岛素组与RAA胰岛素组肺癌发生风险无差异(n≤10/2530 vs n≤10/2531,风险比[RR] = 1; 95%可信区间[CI]: 0.42, 2.40, P = 0.999)。吸入胰岛素组发生COPD复合结局的风险高于RAA胰岛素组(n = 41/2493,风险1.6% vs. n = 12/2514,风险0.5%;RR = 3.45; 95% CI: 1.82, 6.54, P < 0.001)。结论:吸入胰岛素与肺部恶性肿瘤无相关性。吸入胰岛素与慢性阻塞性肺病(COPD)的发病率相比,RAA的发病率增加了三倍,尽管绝对风险很低。这种联系在生物学上的合理性尚不确定。考虑到回顾性设计和潜在的确定偏差,尽管研究结果强调需要继续评估吸入胰岛素的肺部安全性,但因果推断是有限的。
{"title":"Real-World Incidence of Lung Malignancy and Chronic Obstructive Pulmonary Disease with Inhaled Insulin in People with Diabetes.","authors":"Kevin Cowart, Hannah Everich, Francisco Flores, Marisa Harris, Daniel Randall, Lauren Sammartano, Nicholas W Carris","doi":"10.1177/15209156251387102","DOIUrl":"https://doi.org/10.1177/15209156251387102","url":null,"abstract":"<p><strong>Objective: </strong>Inhaled insulin offers an alternative to subcutaneous administration, although concerns remain regarding pulmonary risks. We assessed the real-world safety of inhaled insulin versus rapid-acting analogue (RAA) insulin on lung malignancy and chronic obstructive pulmonary disease (COPD) in adults with diabetes.</p><p><strong>Materials and methods: </strong>This retrospective cohort study used the TriNetX Network to evaluate risk of lung malignancy and COPD in adults with type 1 or type 2 diabetes prescribed either inhaled insulin or RAA insulin.</p><p><strong>Results: </strong>After propensity score matching, between the inhaled insulin versus RAA insulin cohorts there was no difference in risk of any lung cancer (<i>n</i> ≤ 10/2530 vs. <i>n</i> ≤ 10/2531, risk ratio [RR] = 1; 95% confidence interval [CI]: 0.42, 2.40, <i>P</i> = 0.999). The risk of developing the composite COPD outcome was greater in the inhaled insulin cohort versus the RAA insulin cohort (<i>n</i> = 41/2493, risk 1.6% vs. <i>n</i> = 12/2514, risk 0.5%; RR = 3.45; 95% CI: 1.82, 6.54, <i>P</i> < 0.001).</p><p><strong>Conclusions: </strong>No association was found between inhaled insulin and any lung malignancy. Inhaled insulin was associated with a threefold increase in COPD versus RAA although the absolute risk was low. The biological plausibility of this association is not definitive. Given the retrospective design and potential for ascertainment bias, causal inference is limited although findings underscore the need for continued evaluation of inhaled insulin's pulmonary safety.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":"15209156251387102"},"PeriodicalIF":6.3,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028979","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-23DOI: 10.1177/15209156251414981
Olivier G Pollé, Gaëlle Vermillac, Robin Fortier, Candace Ben Signor, David Toulorge, Annie Sfez, Aurélie Mercier, Veronica Roudaut, Myriam Remillieux, Diletta Ingrosso, Margaux Mahaut, Alix Besançon, Laura Arvis, Cécile Godot, Agnès Tamboura, Nathalie Garrec, Laurence Mathivon, Laura Atger, Emeline Renard, Elise Bismuth, Michel Polak, Julie Pelicand, Jacques Beltrand, Kevin Perge
Background and aim: Very young children with type 1 diabetes (T1D) and low total daily dose (TDD) struggle to achieve optimal glucose control despite hybrid closed-loop (HCL) system. The aim of the study was to evaluate the impact of diluted insulin on glucose control in a real-world setting.
Methods: This retrospective multicentric French study included 35 children with T1D (below 6 years of age) using CamAPS FX HCL system. Participants were transitioned from U100 insulin to a diluted formulation (U10, U20, or U50). Clinical and continuous glucose monitoring (CGM) data were collected before (predilution) and at 1, 3, and 6 months postdilution. Comparisons between predilution and each postdilution period were performed using linear mixed models.
Results: Participants had a median TDD of 9.7 (7.7-11.4) UI/day before dilution and a suboptimal glucose control. Insulin dilution was associated with a reduction of time below range (TBR70), glucose variability (coefficient of variation) and pump alarms during the night, with TBR70 decreasing by 3-fold between 4 to 7AM. Transition to diluted insulin led to a significant increase of time in range (TIR70-180) and a decrease of time above range (TAR180) by, respectively, 1.5 h and 1 h per day. These results were observed independently of the time of dilution. No episodes of severe hypoglycemia or ketoacidosis occurred during the follow-up.
Conclusions: In very young children with T1D and low TDD who are exhibiting suboptimal glucose control despite HCL, insulin dilution may be a safe and efficient option.
背景和目的:非常年幼的1型糖尿病(T1D)和低总日剂量(TDD)患儿,尽管有混合闭环(HCL)系统,仍难以达到最佳的血糖控制。该研究的目的是评估在现实世界中稀释胰岛素对血糖控制的影响。方法:采用CamAPS FX HCL系统对35名T1D儿童(6岁以下)进行回顾性多中心法国研究。参与者从U100胰岛素过渡到稀释制剂(U10, U20或U50)。在稀释前和稀释后1、3和6个月收集临床和连续血糖监测(CGM)数据。使用线性混合模型对稀释前和稀释后进行比较。结果:稀释前,参与者的中位TDD为9.7 (7.7-11.4)UI/天,血糖控制处于次优状态。胰岛素稀释与低于范围的时间(TBR70)、葡萄糖变异性(变异系数)和夜间泵报警的减少有关,TBR70在凌晨4点至7点之间下降了3倍。过渡到稀释胰岛素导致在范围内的时间(TIR70-180)显著增加,在范围以上的时间(TAR180)显著减少,分别为每天1.5小时和1小时。这些结果与稀释时间无关。随访期间未发生严重低血糖或酮症酸中毒。结论:对于年幼的T1D和低TDD患儿,尽管有HCL,但血糖控制欠佳,胰岛素稀释可能是一种安全有效的选择。
{"title":"Overcoming Closed-Loop System Limits: Diluted Insulin Improves Glycemic Control and Reduces Nighttime Hypoglycemia in Toddlers with Low Insulin Requirements.","authors":"Olivier G Pollé, Gaëlle Vermillac, Robin Fortier, Candace Ben Signor, David Toulorge, Annie Sfez, Aurélie Mercier, Veronica Roudaut, Myriam Remillieux, Diletta Ingrosso, Margaux Mahaut, Alix Besançon, Laura Arvis, Cécile Godot, Agnès Tamboura, Nathalie Garrec, Laurence Mathivon, Laura Atger, Emeline Renard, Elise Bismuth, Michel Polak, Julie Pelicand, Jacques Beltrand, Kevin Perge","doi":"10.1177/15209156251414981","DOIUrl":"https://doi.org/10.1177/15209156251414981","url":null,"abstract":"<p><strong>Background and aim: </strong>Very young children with type 1 diabetes (T1D) and low total daily dose (TDD) struggle to achieve optimal glucose control despite hybrid closed-loop (HCL) system. The aim of the study was to evaluate the impact of diluted insulin on glucose control in a real-world setting.</p><p><strong>Methods: </strong>This retrospective multicentric French study included 35 children with T1D (below 6 years of age) using CamAPS FX HCL system. Participants were transitioned from U100 insulin to a diluted formulation (U10, U20, or U50). Clinical and continuous glucose monitoring (CGM) data were collected before (predilution) and at 1, 3, and 6 months postdilution. Comparisons between predilution and each postdilution period were performed using linear mixed models.</p><p><strong>Results: </strong>Participants had a median TDD of 9.7 (7.7-11.4) UI/day before dilution and a suboptimal glucose control. Insulin dilution was associated with a reduction of time below range (TBR<sub>70</sub>), glucose variability (coefficient of variation) and pump alarms during the night, with TBR<sub>70</sub> decreasing by 3-fold between 4 to 7AM. Transition to diluted insulin led to a significant increase of time in range (TIR<sub>70-180</sub>) and a decrease of time above range (TAR<sub>180</sub>) by, respectively, 1.5 h and 1 h per day. These results were observed independently of the time of dilution. No episodes of severe hypoglycemia or ketoacidosis occurred during the follow-up.</p><p><strong>Conclusions: </strong>In very young children with T1D and low TDD who are exhibiting suboptimal glucose control despite HCL, insulin dilution may be a safe and efficient option.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":"15209156251414981"},"PeriodicalIF":6.3,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-23DOI: 10.1177/15209156251414976
Fredrik Ståhl, Jarl Hellman, Charlotte Ekelund
Background: Automated insulin delivery (AID) systems integrate continuous glucose monitoring (CGM) and insulin pumps with algorithms that adjust insulin delivery. While randomized controlled trials (RCTs) demonstrate improvements in glycemic outcomes with AID, large-scale real-world data (RWD) analyses are needed to evaluate performance in routine care.
Methods: This retrospective, registry-based cohort study included adults (≥18 years) with type 1 diabetes (T1D) in the Swedish National Diabetes Register (NDR) from 2014 to 2024. Hemoglobin (Hb)A1c values were averaged per person-year and aggregated by clinic. Insulin delivery/glucose monitoring combinations included multiple daily injections (MDIs) with blood glucose meter (MDI-BG), MDI with CGM (MDI-CGM, reference), conventional continuous subcutaneous insulin infusion with blood glucose meter (CSII-BG), CSII with CGM (CSII-CGM), and AID systems (Tandem Control-IQ technology, Medtronic 670G, and Medtronic 780G). Mixed-model regression assessed HbA1c outcomes, with treatment, year, age, diabetes duration, gender, body mass index, physical activity level, smoking habits, and clinic size as fixed effects; with random effects for clinics; and weighting by clinic sample size.
Results: After adjusting for the covariates, AID systems were associated with significantly lower HbA1c compared with MDI-CGM: β = -4.0 mmol/mol (95% confidence interval [CI] -4.3 to -3.7, P < 0.001), with individual system effects, Tandem Control-IQ technology β = -4.8 mmol/mol (95% CI -5.2 to -4.5, P < 0.001), Medtronic 780G β = -3.1 (-3.5 to -2.7, P < 0.001), and Medtronic 670G β = -2.9 (95% CI -3.5 to -2.4, P < 0.001). CSII-CGM also outperformed MDI-CGM: β = -1.7 mmol/mol (95% CI -1.9 to -1.4, P < 0.001). Differences between the Tandem and Medtronic AID systems were significant (P < 0.001).
Conclusions: In a nationwide RWD analysis, AID use was consistently associated with clinically and statistically significant HbA1c reductions in adults with T1D, with the greatest effect for Tandem Control-IQ technology. These findings align with RCTs and international RWD, supporting AID as a preferred technology in routine diabetes care for T1D.
{"title":"Automated Insulin Delivery Associated with Superior Glycemic Outcomes in Type 1 Diabetes: A Swedish National Registry Analysis.","authors":"Fredrik Ståhl, Jarl Hellman, Charlotte Ekelund","doi":"10.1177/15209156251414976","DOIUrl":"10.1177/15209156251414976","url":null,"abstract":"<p><strong>Background: </strong>Automated insulin delivery (AID) systems integrate continuous glucose monitoring (CGM) and insulin pumps with algorithms that adjust insulin delivery. While randomized controlled trials (RCTs) demonstrate improvements in glycemic outcomes with AID, large-scale real-world data (RWD) analyses are needed to evaluate performance in routine care.</p><p><strong>Methods: </strong>This retrospective, registry-based cohort study included adults (≥18 years) with type 1 diabetes (T1D) in the Swedish National Diabetes Register (NDR) from 2014 to 2024. Hemoglobin (Hb)A1c values were averaged per person-year and aggregated by clinic. Insulin delivery/glucose monitoring combinations included multiple daily injections (MDIs) with blood glucose meter (MDI-BG), MDI with CGM (MDI-CGM, reference), conventional continuous subcutaneous insulin infusion with blood glucose meter (CSII-BG), CSII with CGM (CSII-CGM), and AID systems (Tandem Control-IQ technology, Medtronic 670G, and Medtronic 780G). Mixed-model regression assessed HbA1c outcomes, with treatment, year, age, diabetes duration, gender, body mass index, physical activity level, smoking habits, and clinic size as fixed effects; with random effects for clinics; and weighting by clinic sample size.</p><p><strong>Results: </strong>After adjusting for the covariates, AID systems were associated with significantly lower HbA1c compared with MDI-CGM: <i>β</i> = -4.0 mmol/mol (95% confidence interval [CI] -4.3 to -3.7, <i>P</i> < 0.001), with individual system effects, Tandem Control-IQ technology <i>β</i> = -4.8 mmol/mol (95% CI -5.2 to -4.5, <i>P</i> < 0.001), Medtronic 780G <i>β</i> = -3.1 (-3.5 to -2.7, <i>P</i> < 0.001), and Medtronic 670G <i>β</i> = -2.9 (95% CI -3.5 to -2.4, <i>P</i> < 0.001). CSII-CGM also outperformed MDI-CGM: <i>β</i> = -1.7 mmol/mol (95% CI -1.9 to -1.4, <i>P</i> < 0.001). Differences between the Tandem and Medtronic AID systems were significant (<i>P</i> < 0.001).</p><p><strong>Conclusions: </strong>In a nationwide RWD analysis, AID use was consistently associated with clinically and statistically significant HbA1c reductions in adults with T1D, with the greatest effect for Tandem Control-IQ technology. These findings align with RCTs and international RWD, supporting AID as a preferred technology in routine diabetes care for T1D.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":"15209156251414976"},"PeriodicalIF":6.3,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028754","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-23DOI: 10.1177/15209156251390825
Jędrzej Chrzanowski, Aleksandra Olejniczak, Paulina Różycka, Arkadiusz Michalak, Wojciech Fendler, Agnieszka Szadkowska
Introduction: Optimizing hybrid closed-loop (HCL) performance around exercise in children with type 1 diabetes (T1D) is challenging.
Methods: In this prospective, randomized, controlled pilot study conducted during a 7-day holiday camp, participants using Medtronic MiniMed 780 G and continuous glucose monitoring (CGM) were randomized to two strategies of HCL use for physical activity (1-2 sessions/day): pump kept connected in auto-mode versus suspended and disconnected. Meal boluses before exercise were not reduced, and all participants used 90-min pre-exercise temporary glucose target 150 mg/dL.
Results: Of 20, 8 and 7 participants from connected and disconnected arms were eligible for analysis. Median age was 11 (10-11) years, diabetes duration was 1.6 (0.7-6.0) years, HbA1c was 6.4 (6.05-7.3)% (46, 43-56 mmol/mol), and BMI z-score was -0.25 (-0.53-1.36). HCL exercise disconnection resulted in lower time below range <70 mg/dL [3.9 mmol/L] during camp (-2.91 ± 1.3%point difference, P = 0.0250), with no difference in time in range 70-180 mg/dL [3.9-10.0 mmol/L] (+0.3 ± 4.8%point, P = 0.1677).
Conclusion: Temporary HCL disconnection for exercise significantly reduces hypoglycemia risk without compromising glucose control.
{"title":"Hybrid Closed-Loop Disconnection Reduces the Risk of Hypoglycemia in Active Children and Adolescents with Type 1 Diabetes: A Randomized Controlled Pilot Study.","authors":"Jędrzej Chrzanowski, Aleksandra Olejniczak, Paulina Różycka, Arkadiusz Michalak, Wojciech Fendler, Agnieszka Szadkowska","doi":"10.1177/15209156251390825","DOIUrl":"https://doi.org/10.1177/15209156251390825","url":null,"abstract":"<p><strong>Introduction: </strong>Optimizing hybrid closed-loop (HCL) performance around exercise in children with type 1 diabetes (T1D) is challenging.</p><p><strong>Methods: </strong>In this prospective, randomized, controlled pilot study conducted during a 7-day holiday camp, participants using Medtronic MiniMed 780 G and continuous glucose monitoring (CGM) were randomized to two strategies of HCL use for physical activity (1-2 sessions/day): pump kept connected in auto-mode versus suspended and disconnected. Meal boluses before exercise were not reduced, and all participants used 90-min pre-exercise temporary glucose target 150 mg/dL.</p><p><strong>Results: </strong>Of 20, 8 and 7 participants from connected and disconnected arms were eligible for analysis. Median age was 11 (10-11) years, diabetes duration was 1.6 (0.7-6.0) years, HbA1c was 6.4 (6.05-7.3)% (46, 43-56 mmol/mol), and BMI z-score was -0.25 (-0.53-1.36). HCL exercise disconnection resulted in lower time below range <70 mg/dL [3.9 mmol/L] during camp (-2.91 ± 1.3%point difference, <i>P</i> = 0.0250), with no difference in time in range 70-180 mg/dL [3.9-10.0 mmol/L] (+0.3 ± 4.8%point, <i>P</i> = 0.1677).</p><p><strong>Conclusion: </strong>Temporary HCL disconnection for exercise significantly reduces hypoglycemia risk without compromising glucose control.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":"15209156251390825"},"PeriodicalIF":6.3,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028858","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-23DOI: 10.1177/15209156261417296
Soujanya Kaup, Sudeshna Sil Kar, Rodrigo M Carrillo-Larco, Rohan Dhamdhere, Mendel Lebowitz, Ranjit Mohan Anjana, Ram Jagannathan, Mohammed K Ali, Viswanathan Mohan, K M Venkat Narayan, Anant Madabhushi, Ramachandran Rajalakshmi
Purpose: To identify retinal microvascular features that distinguish normoglycemia from diabetes mellitus (DM)[Study-1] and prediabetes (PreDM)[Study-2] among Asian Indians using artificial intelligence (AI); evaluate their diagnostic accuracy; and examine independent associations of oculomics scores [Oculomic Diabetes Score (ODiS) and Prediabetes Score (OPreS)] with glycemic status.
Methods: We analyzed 273 retinal images from 139 participants (19 = normoglycemia, 100 = DM, 20 = PreDM; mean age: 49.4 ± 12.9 yrs; male: 71.2%) with dataset randomly split (50:50) into training and test sets. We extracted 226 quantitative vessel tortuosity features separately for arteries and veins using machine vision-based approaches. Top six discriminating features were separately selected (using Wilcoxon Rank-Sum test and Linear Discriminant Analysis) on training sets and validated on independent blinded test sets. Model performances were evaluated using area under precision-recall curve (AUPRC) for DM and area under the receiver operating characteristic curve (AUC) for PreDM. Independent association of ODiS and OPreS (adjusting for age, sex, height, weight, blood pressure, serum cholesterol, serum creatinine) was assessed by multivariable logistic regression.
Results: Specific oculomics-based retinal vascular features distinguished DM/PreDM from normoglycemia. Vein-only model achieved AUPRC = 0.96 (95% confidence interval [95% CI]: 0.9-1.00) (sensitivity = 95%, specificity = 72.2%, precision = 95%) on Sv1 for DM and an AUC = 0.80 (95% CI: 0.63-0.94) (sensitivity = 70%, specificity = 80%, precision = 82.35%) on Sv2 for PreDM. Oculomics scores were independently associated with DM(ODiS) [Adjusted Odds ratio (AdjOR): 2.00 (95% CI: 1.56-2.57, P < 0.001)] but not with PreDM(OPreS) [AdjOR: 1.32 (95% CI: 0.65-2.71, P = 0.48)].
Conclusions: In this proof-of-concept study, AI-informed retinal venous features on routine fundus images, with further prospective and multisite validation, could potentially serve as noninvasive DM detection using AI models among Asian Indians.
{"title":"Diagnostic Accuracy of Artificial Intelligence-Enabled Retinal Biomarkers for Detecting Type 2 Diabetes and Prediabetes Among Asian Indians [DART Study].","authors":"Soujanya Kaup, Sudeshna Sil Kar, Rodrigo M Carrillo-Larco, Rohan Dhamdhere, Mendel Lebowitz, Ranjit Mohan Anjana, Ram Jagannathan, Mohammed K Ali, Viswanathan Mohan, K M Venkat Narayan, Anant Madabhushi, Ramachandran Rajalakshmi","doi":"10.1177/15209156261417296","DOIUrl":"https://doi.org/10.1177/15209156261417296","url":null,"abstract":"<p><strong>Purpose: </strong>To identify retinal microvascular features that distinguish normoglycemia from diabetes mellitus (DM)[Study-1] and prediabetes (PreDM)[Study-2] among Asian Indians using artificial intelligence (AI); evaluate their diagnostic accuracy; and examine independent associations of oculomics scores [Oculomic Diabetes Score (ODiS) and Prediabetes Score (OPreS)] with glycemic status.</p><p><strong>Methods: </strong>We analyzed 273 retinal images from 139 participants (19 = normoglycemia, 100 = DM, 20 = PreDM; mean age: 49.4 ± 12.9 yrs; male: 71.2%) with dataset randomly split (50:50) into training and test sets. We extracted 226 quantitative vessel tortuosity features separately for arteries and veins using machine vision-based approaches. Top six discriminating features were separately selected (using Wilcoxon Rank-Sum test and Linear Discriminant Analysis) on training sets and validated on independent blinded test sets. Model performances were evaluated using area under precision-recall curve (AUPRC) for DM and area under the receiver operating characteristic curve (AUC) for PreDM. Independent association of ODiS and OPreS (adjusting for age, sex, height, weight, blood pressure, serum cholesterol, serum creatinine) was assessed by multivariable logistic regression.</p><p><strong>Results: </strong>Specific oculomics-based retinal vascular features distinguished DM/PreDM from normoglycemia. Vein-only model achieved AUPRC = 0.96 (95% confidence interval [95% CI]: 0.9-1.00) (sensitivity = 95%, specificity = 72.2%, precision = 95%) on S<sub>v1</sub> for DM and an AUC = 0.80 (95% CI: 0.63-0.94) (sensitivity = 70%, specificity = 80%, precision = 82.35%) on S<sub>v2</sub> for PreDM. Oculomics scores were independently associated with DM(ODiS) [Adjusted Odds ratio (AdjOR): 2.00 (95% CI: 1.56-2.57, <i>P</i> < 0.001)] but not with PreDM(OPreS) [AdjOR: 1.32 (95% CI: 0.65-2.71, <i>P</i> = 0.48)].</p><p><strong>Conclusions: </strong>In this proof-of-concept study, AI-informed retinal venous features on routine fundus images, with further prospective and multisite validation, could potentially serve as noninvasive DM detection using AI models among Asian Indians.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":"15209156261417296"},"PeriodicalIF":6.3,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146028876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-21DOI: 10.1177/15209156251412816
Todd L Burstain, Irl B Hirsch, Roy W Beck
Background: Inhalation of technosphere insulin (TI) has been shown to significantly reduce postmeal glucose excursions compared with injections of rapid-acting analogue (RAA) insulin in people with diabetes. However, TI has not gained widespread use in part due to concern about pulmonary toxicity, although clinical trials have not suggested a safety signal. To evaluate the pulmonary toxicity of TI, an analysis was performed using real-world data (RWD) in the Epic Cosmos database of approximately 300 million patients.
Methods: From the Cosmos database, individuals with diabetes were identified who had at least two prescriptions for TI (cases) or RAA insulin with no TI prescriptions ("controls") between January 1, 2015, and October 8, 2024, with >365 days between the first and last prescription. The first TI or RAA prescription was considered as the index date. Exclusion criteria for selection of cases and controls included diagnoses or testing suggesting increased risk of pulmonary disease prior to or within 1 year postindex date. Controls were matched 3:1 to cases on a variety of factors. Outcomes were assessed for diagnosis codes for lung cancer, chronic obstructive pulmonary disease (COPD), emphysema, and chronic bronchitis at least 1 year after the index date.
Results: Inclusion criteria were met for 647 cases, which were matched to 1830 controls. Beginning 1 year postindex date, a lung cancer diagnosis was recorded in no cases and in two controls (0.11%), while a diagnosis of COPD, emphysema, or chronic bronchitis was recorded in 1 (0.16%) case and in 27 (1.48%) controls (odds ratio = 0.107, 95% CI: 0.014-0.787, P = 0.007).
Conclusions: While there are limitations to the interpretation of results from a study using RWD, it is reassuring that there was no increase in pulmonary toxicity attributable to inhaled TI for treatment of diabetes with respect to lung cancer, COPD, emphysema, and chronic bronchitis.
背景:与注射速效类似物(RAA)胰岛素相比,吸入技术球胰岛素(TI)已被证明能显著减少糖尿病患者餐后葡萄糖漂移。然而,尽管临床试验没有提出安全信号,但TI并没有得到广泛应用,部分原因是担心肺毒性。为了评估TI的肺毒性,使用Epic Cosmos数据库中约3亿患者的真实世界数据(RWD)进行了分析。方法:从Cosmos数据库中,从2015年1月1日至2024年10月8日期间,从第一次处方到最后一次处方间隔bb0 365天,确定至少有两次TI处方(病例)或RAA胰岛素未处方TI(对照组)的糖尿病患者。第一个TI或RAA处方作为指标日期。病例和对照组的排除标准包括在索引日期之前或之后1年内诊断或检测显示肺部疾病风险增加。根据各种因素,对照与病例的比例为3:1。评估指标日期后至少1年的肺癌、慢性阻塞性肺疾病(COPD)、肺气肿和慢性支气管炎的诊断代码。结果:647例符合纳入标准,与对照1830例匹配。从索引后1年开始,没有病例和2个对照组(0.11%)被诊断为肺癌,而1例(0.16%)病例和27例(1.48%)对照组被诊断为COPD、肺气肿或慢性支气管炎(优势比= 0.107,95% CI: 0.014-0.787, P = 0.007)。结论:虽然使用RWD的研究结果的解释存在局限性,但令人放心的是,与肺癌、COPD、肺气肿和慢性支气管炎相比,吸入TI治疗糖尿病的肺毒性没有增加。
{"title":"A Real-World Data Assessment of Pulmonary Toxicity of Inhaled Insulin for Diabetes.","authors":"Todd L Burstain, Irl B Hirsch, Roy W Beck","doi":"10.1177/15209156251412816","DOIUrl":"https://doi.org/10.1177/15209156251412816","url":null,"abstract":"<p><strong>Background: </strong>Inhalation of technosphere insulin (TI) has been shown to significantly reduce postmeal glucose excursions compared with injections of rapid-acting analogue (RAA) insulin in people with diabetes. However, TI has not gained widespread use in part due to concern about pulmonary toxicity, although clinical trials have not suggested a safety signal. To evaluate the pulmonary toxicity of TI, an analysis was performed using real-world data (RWD) in the Epic Cosmos database of approximately 300 million patients.</p><p><strong>Methods: </strong>From the Cosmos database, individuals with diabetes were identified who had at least two prescriptions for TI (cases) or RAA insulin with no TI prescriptions (\"controls\") between January 1, 2015, and October 8, 2024, with >365 days between the first and last prescription. The first TI or RAA prescription was considered as the index date. Exclusion criteria for selection of cases and controls included diagnoses or testing suggesting increased risk of pulmonary disease prior to or within 1 year postindex date. Controls were matched 3:1 to cases on a variety of factors. Outcomes were assessed for diagnosis codes for lung cancer, chronic obstructive pulmonary disease (COPD), emphysema, and chronic bronchitis at least 1 year after the index date.</p><p><strong>Results: </strong>Inclusion criteria were met for 647 cases, which were matched to 1830 controls. Beginning 1 year postindex date, a lung cancer diagnosis was recorded in no cases and in two controls (0.11%), while a diagnosis of COPD, emphysema, or chronic bronchitis was recorded in 1 (0.16%) case and in 27 (1.48%) controls (odds ratio = 0.107, 95% CI: 0.014-0.787, <i>P</i> = 0.007).</p><p><strong>Conclusions: </strong>While there are limitations to the interpretation of results from a study using RWD, it is reassuring that there was no increase in pulmonary toxicity attributable to inhaled TI for treatment of diabetes with respect to lung cancer, COPD, emphysema, and chronic bronchitis.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":"15209156251412816"},"PeriodicalIF":6.3,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017712","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-21DOI: 10.1177/15209156251411937
Sandra Amuedo, María Antequera-González, Sharona Azriel
Objective: To evaluate the long-term effectiveness and safety of the AndroidAPS (AAPS) system in adults with type 1 diabetes (T1D) under real-world clinical conditions.
Methods: This retrospective, single-center study included 27 adults with T1D (mean age 39 ± 9.6 years; 55.6% women; diabetes duration 21.5 ± 11.3 years) who initiated AAPS and were followed for 12 months. Glycemic metrics were obtained from real-time continuous glucose monitoring (rtCGM) data. Primary outcomes were changes in time in range (TIR; 70-180 mg/dL) and HbA1c. Secondary outcomes included time in tight range (TITR; 70-140 mg/dL), time below range (TBR), coefficient of variation (CV), and the glycemic risk index (GRI). Safety outcomes included severe hypoglycemia and diabetic ketoacidosis (DKA).
Results: TIR increased from 67.8% at baseline to 84.1% at 6 months and 79.9% at 12 months (P < 0.001). HbA1c decreased from 6.6% to 6.1% and 6.0%, respectively. TITR improved by 14.8% at 6 months and 10.6% at 12 months, while GRI decreased from 40.2 to 21.3. Over 88% of participants achieved TIR > 70% and CV < 36% at both follow-ups, and up to 74% achieved TITR > 50% at 6 months, remaining at 63% at 12 months. No episodes of severe hypoglycemia or DKA were reported.
Conclusions: AAPS demonstrated sustained long-term effectiveness and safety in adults with T1D under real-world clinical practice conditions. Glycemic outcomes were comparable to those reported with commercially available closed-loop automated insulin delivery systems, supporting AAPS as a viable and effective advanced management option for T1D.
{"title":"Glycemic Outcomes with an Open-Source Automated Insulin Delivery System in Adults with Type 1 Diabetes: A 1-Year Real-World Observational Study.","authors":"Sandra Amuedo, María Antequera-González, Sharona Azriel","doi":"10.1177/15209156251411937","DOIUrl":"https://doi.org/10.1177/15209156251411937","url":null,"abstract":"<p><strong>Objective: </strong>To evaluate the long-term effectiveness and safety of the AndroidAPS (AAPS) system in adults with type 1 diabetes (T1D) under real-world clinical conditions.</p><p><strong>Methods: </strong>This retrospective, single-center study included 27 adults with T1D (mean age 39 ± 9.6 years; 55.6% women; diabetes duration 21.5 ± 11.3 years) who initiated AAPS and were followed for 12 months. Glycemic metrics were obtained from real-time continuous glucose monitoring (rtCGM) data. Primary outcomes were changes in time in range (TIR; 70-180 mg/dL) and HbA1c. Secondary outcomes included time in tight range (TITR; 70-140 mg/dL), time below range (TBR), coefficient of variation (CV), and the glycemic risk index (GRI). Safety outcomes included severe hypoglycemia and diabetic ketoacidosis (DKA).</p><p><strong>Results: </strong>TIR increased from 67.8% at baseline to 84.1% at 6 months and 79.9% at 12 months (<i>P</i> < 0.001). HbA1c decreased from 6.6% to 6.1% and 6.0%, respectively. TITR improved by 14.8% at 6 months and 10.6% at 12 months, while GRI decreased from 40.2 to 21.3. Over 88% of participants achieved TIR > 70% and CV < 36% at both follow-ups, and up to 74% achieved TITR > 50% at 6 months, remaining at 63% at 12 months. No episodes of severe hypoglycemia or DKA were reported.</p><p><strong>Conclusions: </strong>AAPS demonstrated sustained long-term effectiveness and safety in adults with T1D under real-world clinical practice conditions. Glycemic outcomes were comparable to those reported with commercially available closed-loop automated insulin delivery systems, supporting AAPS as a viable and effective advanced management option for T1D.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":"15209156251411937"},"PeriodicalIF":6.3,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146017725","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-22DOI: 10.1177/15209156251407963
Simon Lebech Cichosz
{"title":"<i>Letter:</i> Response to: \"Lack of Association Between Hemoglobin A1c and Continuous Glucose Monitor Metrics Among Individuals with Prediabetes and Normoglycemia\".","authors":"Simon Lebech Cichosz","doi":"10.1177/15209156251407963","DOIUrl":"https://doi.org/10.1177/15209156251407963","url":null,"abstract":"","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2025-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145854638","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-22DOI: 10.1177/15209156251407705
Revital Nimri, Keren Smuel-Zilberberg, Michal Yackobovitch-Gavan, Rachel Bello, Naama Fisch-Shvalb, Sari Krepel Volsky, Moshe Phillip
Introduction and Objective: Fasting presents unique metabolic challenges for individuals with T1D. The 25-h Yom Kippur complete fast provides an opportunity to evaluate whether automated insulin delivery (AID) systems can maintain metabolic stability, prevent hypoglycemia and ketosis, and determine basal insulin requirements during prolonged fasting. Methods: This real-world, noninterventional study included 54 adolescents and young adults with T1D (mean age 17.3 ± 3.3 years, HbA1c 6.8 ± 1.0%). Participants used MiniMed 780 G (n = 34), Control-IQ (n = 10), or open-source AID systems (n = 10). Common system-specific adjustments included setting a 150 mg/dL exercise target, activating sleep mode, and modifying basal or glucose targets, while 11 participants made no changes. Ketone levels were measured after the 25-h fast and a routine overnight fast. Analyses compared glucose and insulin across fasting periods and different 780 G settings and assessed predictors of hypoglycemia and ketone levels. Results: All participants successfully completed the fast. Mean TIR increased from 71.6 ± 13.9% during routine days to 82 ± 13.2% during fasting (P < 0.01), while time <70 mg/dL decreased from 2.6% to 2.2% (P = 0.017). Ten mild hypoglycemic events occurred after the pre-fast meal and one during fasting. A higher baseline percentage of time <70 mg/dL was the only predictor of hypoglycemia. No significant difference was found between 780 G users with exercise mode and those with no or minor changes. Participants received 43.4 ± 16.8% (range 9.3%-90%) of their usual insulin dose. Median (IQR) end-of-fast ketone levels were 0.4 (0.3, 0.7) mmol/L vs 0.1 (0, 0.1) mmol/L on a regular morning (n = 31); insulin doses <30% of usual dose were associated with higher ketone levels. No severe hypoglycemia or serious adverse events occurred. Conclusion: AID systems enable safe 25-h fasting by maintaining glucose control and reducing the risk of hypoglycemia and ketonuria. Fasting adjustments should be individualized and can often be minor.
{"title":"Twenty-Five Hours of Fasting with Automated Insulin Delivery in Youth with Type 1 Diabetes.","authors":"Revital Nimri, Keren Smuel-Zilberberg, Michal Yackobovitch-Gavan, Rachel Bello, Naama Fisch-Shvalb, Sari Krepel Volsky, Moshe Phillip","doi":"10.1177/15209156251407705","DOIUrl":"https://doi.org/10.1177/15209156251407705","url":null,"abstract":"<p><p><b><i>Introduction and Objective:</i></b> Fasting presents unique metabolic challenges for individuals with T1D. The 25-h Yom Kippur complete fast provides an opportunity to evaluate whether automated insulin delivery (AID) systems can maintain metabolic stability, prevent hypoglycemia and ketosis, and determine basal insulin requirements during prolonged fasting. <b><i>Methods:</i></b> This real-world, noninterventional study included 54 adolescents and young adults with T1D (mean age 17.3 ± 3.3 years, HbA1c 6.8 ± 1.0%). Participants used MiniMed 780 G (<i>n</i> = 34), Control-IQ (<i>n</i> = 10), or open-source AID systems (<i>n</i> = 10). Common system-specific adjustments included setting a 150 mg/dL exercise target, activating sleep mode, and modifying basal or glucose targets, while 11 participants made no changes. Ketone levels were measured after the 25-h fast and a routine overnight fast. Analyses compared glucose and insulin across fasting periods and different 780 G settings and assessed predictors of hypoglycemia and ketone levels. <b><i>Results:</i></b> All participants successfully completed the fast. Mean TIR increased from 71.6 ± 13.9% during routine days to 82 ± 13.2% during fasting (<i>P</i> < 0.01), while time <70 mg/dL decreased from 2.6% to 2.2% (<i>P</i> = 0.017). Ten mild hypoglycemic events occurred after the pre-fast meal and one during fasting. A higher baseline percentage of time <70 mg/dL was the only predictor of hypoglycemia. No significant difference was found between 780 G users with exercise mode and those with no or minor changes. Participants received 43.4 ± 16.8% (range 9.3%-90%) of their usual insulin dose. Median (IQR) end-of-fast ketone levels were 0.4 (0.3, 0.7) mmol/L vs 0.1 (0, 0.1) mmol/L on a regular morning (<i>n</i> = 31); insulin doses <30% of usual dose were associated with higher ketone levels. No severe hypoglycemia or serious adverse events occurred. <b><i>Conclusion:</i></b> AID systems enable safe 25-h fasting by maintaining glucose control and reducing the risk of hypoglycemia and ketonuria. Fasting adjustments should be individualized and can often be minor.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2025-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145854655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-22DOI: 10.1177/15209156251403555
Samita Garg, Sarah Kim, Andrew Ford, Jack Loesch, Sara Valencia, Keren Zhou, Anthony Lembo
Background: Glucagon-like peptide 1 receptor agonists (GLP-1 RAs) with or without glucose-dependent insulinotropic polypeptide (GIP) are Food and Drug Administration approved for patients with type 2 diabetes (T2D) and weight loss and are increasingly being used off-label in patients with type 1 diabetes (T1D). We evaluated all-cause mortality and health care resource utilization (HCRU) among patients with T1D receiving GLP-1 RA or GLP-1 RA/GIP dual agonist over a 2-year period. Methods: Using the TriNetX database, we identified patients with T1D using ICD-10 codes, excluding those with T2D or sodium-glucose cotransporter-2 inhibitor use. Patients with T1D were divided into two cohorts of 4212 patients each based on whether or not they received a GLP-1 single/dual receptor agonist (comparison cohort vs. control cohort). We performed 1:1 propensity matching for demographics (age, sex, race), body mass index, hemoglobin A1c, and several comorbidities. Primary outcomes included all-cause mortality, HCRU, endoscopic procedures, and use of gastrointestinal prescriptions. Odds ratios (ORs) with 95% confidence intervals (CIs) were calculated for all outcomes except all-cause mortality, for which Cox regression analysis was performed to obtain the hazard ratio (HR) over 2 years. Results: The cohorts were predominantly white and female. Compared to the control cohort, patients taking GLP-1 single/dual receptor agonists had lower rates of all-cause mortality (HR = 0.18, 95% CI: 0.11-0.30, P < 0.0001), all-cause hospitalizations (OR = 0.30, 95% CI: 0.20-0.45, P < 0.0001), emergency department (ED) visits (OR = 0.56, 95% CI: 0.43-0.71, P < 0.0001), endoscopy use (OR = 0.52, 95% CI: 0.38-0.70, P < 0.0001), laxative prescription (OR = 0.52, 95% CI: 0.43-0.63, P < 0.0001), and prokinetic prescription (OR = 0.74, 95% CI: 0.57-0.96, P = 0.0238). No significant differences were observed for diabetic ketoacidosis (P = 0.1030), antiemetic prescription (P = 0.2950), and hypoglycemia (P = 0.7474). Discussion: These findings suggest that use of GLP-1 RA/GIP analogs in patients with T1D was associated with significantly lower HCRU, including hospitalizations and ED visits, and reduced all-cause mortality. Further studies are warranted to confirm these observational findings.
{"title":"All-Cause Mortality and Health Care Resource Utilization in Patients with Type 1 Diabetes Treated with Glucagon-like Peptide 1 Receptor Agonists/Glucose-Dependent Insulinotropic Polypeptide.","authors":"Samita Garg, Sarah Kim, Andrew Ford, Jack Loesch, Sara Valencia, Keren Zhou, Anthony Lembo","doi":"10.1177/15209156251403555","DOIUrl":"https://doi.org/10.1177/15209156251403555","url":null,"abstract":"<p><p><b><i>Background:</i></b> Glucagon-like peptide 1 receptor agonists (GLP-1 RAs) with or without glucose-dependent insulinotropic polypeptide (GIP) are Food and Drug Administration approved for patients with type 2 diabetes (T2D) and weight loss and are increasingly being used off-label in patients with type 1 diabetes (T1D). We evaluated all-cause mortality and health care resource utilization (HCRU) among patients with T1D receiving GLP-1 RA or GLP-1 RA/GIP dual agonist over a 2-year period. <b><i>Methods:</i></b> Using the TriNetX database, we identified patients with T1D using ICD-10 codes, excluding those with T2D or sodium-glucose cotransporter-2 inhibitor use. Patients with T1D were divided into two cohorts of 4212 patients each based on whether or not they received a GLP-1 single/dual receptor agonist (comparison cohort vs. control cohort). We performed 1:1 propensity matching for demographics (age, sex, race), body mass index, hemoglobin A1c, and several comorbidities. Primary outcomes included all-cause mortality, HCRU, endoscopic procedures, and use of gastrointestinal prescriptions. Odds ratios (ORs) with 95% confidence intervals (CIs) were calculated for all outcomes except all-cause mortality, for which Cox regression analysis was performed to obtain the hazard ratio (HR) over 2 years. <b><i>Results:</i></b> The cohorts were predominantly white and female. Compared to the control cohort, patients taking GLP-1 single/dual receptor agonists had lower rates of all-cause mortality (HR = 0.18, 95% CI: 0.11-0.30, <i>P</i> < 0.0001), all-cause hospitalizations (OR = 0.30, 95% CI: 0.20-0.45, <i>P</i> < 0.0001), emergency department (ED) visits (OR = 0.56, 95% CI: 0.43-0.71, <i>P</i> < 0.0001), endoscopy use (OR = 0.52, 95% CI: 0.38-0.70, <i>P</i> < 0.0001), laxative prescription (OR = 0.52, 95% CI: 0.43-0.63, <i>P</i> < 0.0001), and prokinetic prescription (OR = 0.74, 95% CI: 0.57-0.96, <i>P</i> = 0.0238). No significant differences were observed for diabetic ketoacidosis (<i>P</i> = 0.1030), antiemetic prescription (<i>P</i> = 0.2950), and hypoglycemia (<i>P</i> = 0.7474). <b><i>Discussion:</i></b> These findings suggest that use of GLP-1 RA/GIP analogs in patients with T1D was associated with significantly lower HCRU, including hospitalizations and ED visits, and reduced all-cause mortality. Further studies are warranted to confirm these observational findings.</p>","PeriodicalId":11159,"journal":{"name":"Diabetes technology & therapeutics","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2025-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145854590","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}