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AIMS/HYPOTHESIS: Our study aims to uncover glycaemic phenotype heterogeneity in type 1 diabetes. METHODS: In the Study of the French-speaking Society of Type 1 Diabetes (SFDT1), we characterised glycaemic heterogeneity thanks to a set of complementary metrics: HbA1c, time in range (TIR), time below range (TBR), CV, Gold score and glycaemia risk index (GRI). Applying the Discriminative Dimensionality Reduction with Trees (DDRTree) algorithm, we created a phenotypic tree, i.e. a 2D visual mapping. We also carried out a clustering analysis for comparison. RESULTS: We included 618 participants with type 1 diabetes (52.9% men, mean age 40.6 years [SD 14.1]). Our phenotypic tree identified seven glycaemic phenotypes. The 2D phenotypic tree comprised a main branch in the proximal region and glycaemic phenotypes in the distal areas. Dimension 1, the horizontal dimension, was positively associated with GRI (coefficient [95% CI]) (0.54 [0.52, 0.57]), HbA1c (0.39 [0.35, 0.42]), CV (0.24 [0.19, 0.28]) and TBR (0.11 [0.06, 0.15]), and negatively with TIR (-0.52 [-0.54, -0.49]). The vertical dimension was positively associated with TBR (0.41 [0.38, 0.44]), CV (0.40 [0.37, 0.43]), TIR (0.16 [0.12, 0.20]), Gold score (0.10 [0.06, 0.15]) and GRI (0.06 [0.02, 0.11]), and negatively with HbA1c (-0.21 [-0.25, -0.17]). Notably, socioeconomic factors, cardiovascular risk indicators, retinopathy and treatment strategy were significant determinants of glycaemic phenotype diversity. The phenotypic tree enabled more granularity than traditional clustering in revealing clinically relevant subgroups of people with type 1 diabetes. CONCLUSIONS/INTERPRETATION: Our study advances the current understanding of the complex glycaemic profile in people with type 1 diabetes and suggests that strategies based on isolated glycaemic metrics might not capture the complexity of the glycaemic phenotypes in real life. Relying on these phenotypes could improve patient stratification in type 1 diabetes care and personalise disease management.
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Glucemia , Diabetes Mellitus Tipo 1 , Hemoglobina Glucada , Fenotipo , Humanos , Diabetes Mellitus Tipo 1/sangre , Femenino , Masculino , Glucemia/metabolismo , Adulto , Hemoglobina Glucada/metabolismo , Persona de Mediana Edad , Análisis por Conglomerados , AlgoritmosRESUMEN
BACKGROUND: This article reports a prolonged trial with insulin pumps implanted in patients with type 1 diabetes showing poor glucose control and a high rate of complications. METHODS: We reviewed data from 181 patients undergoing implanted insulin pump therapy. Analysis included hemoglobin A1c (HbA1c) values, body weight, and diabetes complications status. RESULTS: At implantation, the mean age was 43 (range, 19-72) years, mean duration of diabetes was 22.2 (2-52) years, and mean body weight was 68.6 (43-104) kg. The complication status involved retinopathy (62% of patients), neuropathy (34.6%), nephropathy (26%), and cardiovascular disease (14%). Patients' previous insulin treatment regimen was multiple daily injections (17.1%) or continuous subcutaneous insulin infusion (82.9%). HbA1c levels significantly dropped from 7.9 ± 1.2% to 7.6 ± 1.2% after 1 year (P < 0.01) and remained within the range of 7.5-7.6% for up to 5 years. No significant variation of body weight or complications status occurred. CONCLUSIONS: Implanted insulin pump therapy demonstrates long-term benefits in type 1 diabetes patients who have poor prognosis under intensive subcutaneous treatment.
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Diabetes Mellitus Tipo 1/tratamiento farmacológico , Hipoglucemiantes/administración & dosificación , Bombas de Infusión Implantables/efectos adversos , Sistemas de Infusión de Insulina/efectos adversos , Insulina/administración & dosificación , Adulto , Anciano , Diabetes Mellitus Tipo 1/sangre , Diabetes Mellitus Tipo 1/complicaciones , Monitoreo de Drogas , Femenino , Francia/epidemiología , Hemoglobina Glucada/análisis , Humanos , Hiperglucemia/epidemiología , Hiperglucemia/prevención & control , Hipoglucemia/epidemiología , Hipoglucemia/prevención & control , Hipoglucemiantes/uso terapéutico , Insulina/uso terapéutico , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Factores de Riesgo , Factores de Tiempo , Adulto JovenRESUMEN
CONTEXT: The diagnosis of maturity-onset diabetes of the young type 3 (MODY3), associated with HNF1A molecular abnormalities, is often missed. OBJECTIVE: The objective of the study was to describe the phenotypes of a large series of MODY3 patients and to reassess parameters that may improve its diagnosis. DESIGN, SETTING, AND PATIENTS: This retrospective multicenter study included 487 unrelated patients referred because of suspicion of MODY3. Genetic analysis identified 196 MODY3 and 283 non-MODY3 cases. Criteria associated with MODY3 were assessed by multivariate analysis. The capacity of the model to predict MODY3 diagnosis was assessed by the area under the receiver-operating characteristic curve and was further validated in an independent sample of 851 patients (165 MODY3 and 686 non-MODY3). RESULTS: In the MODY3 patients, diabetes was revealed by clinical symptoms in 25% of the cases and was diagnosed by screening in the others. Age at diagnosis of diabetes was more than 25 yr in 40% of the MODY3 patients. There was considerable variability and overlap of all assessed parameters in MODY3 and non-MODY3 patients. The best predictive model was based on criteria available at diagnosis of diabetes, including age, body mass index, number of affected generations, presence of diabetes symptoms, and geographical origin. The area under the curve of the receiver-operating characteristic analysis was 0.81. When sensitivity was set to 90%, specificity was 49%. CONCLUSIONS: Differential diagnosis between MODY3 and early-onset type 2 diabetes remains difficult. Whether the proposed model will improve the pick-up rate of MODY3 diagnosis needs to be confirmed in independent populations.
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Diabetes Mellitus Tipo 2/diagnóstico , Diabetes Mellitus Tipo 2/genética , Marcadores Genéticos , Pruebas Genéticas/métodos , Factor Nuclear 1-alfa del Hepatocito/genética , Adolescente , Adulto , Edad de Inicio , Anciano , Niño , Preescolar , Diabetes Mellitus Tipo 2/clasificación , Diagnóstico Diferencial , Femenino , Humanos , Masculino , Persona de Mediana Edad , Fenotipo , Estudios Retrospectivos , Adulto JovenRESUMEN
OBJECTIVE: The clinical expression of maturity-onset diabetes of the young (MODY)-3 is highly variable. This may be due to environmental and/or genetic factors, including molecular characteristics of the hepatocyte nuclear factor 1-alpha (HNF1A) gene mutation. RESEARCH DESIGN AND METHODS: We analyzed the mutations identified in 356 unrelated MODY3 patients, including 118 novel mutations, and searched for correlations between the genotype and age at diagnosis of diabetes. RESULTS: Missense mutations prevailed in the dimerization and DNA-binding domains (74%), while truncating mutations were predominant in the transactivation domain (62%). The majority (83%) of the mutations were located in exons 1- 6, thus affecting the three HNF1A isoforms. Age at diagnosis of diabetes was lower in patients with truncating mutations than in those with missense mutations (18 vs. 22 years, P = 0.005). Missense mutations affecting the dimerization/DNA-binding domains were associated with a lower age at diagnosis than those affecting the transactivation domain (20 vs. 30 years, P = 10(-4)). Patients with missense mutations affecting the three isoforms were younger at diagnosis than those with missense mutations involving one or two isoforms (P = 0.03). CONCLUSIONS: These data show that part of the variability of the clinical expression in MODY3 patients may be explained by the type and the location of HNF1A mutations. These findings should be considered in studies for the search of additional modifier genetic factors.