Coefficient of failure;
Elderly;
Electronic medical records;
Glycaemic deterioration;
Observational;
Type;
2;
diabetes;
PROGRESSION;
METFORMIN;
FAILURE;
D O I:
10.1007/s00125-017-4519-5
中图分类号:
R5 [内科学];
学科分类号:
1002 ;
100201 ;
摘要:
Aims/hypothesis There is considerable variability in how diabetes progresses after diagnosis. Progression modelling has largely focused on 'time to failure' methods, yet determining a 'coefficient of failure' has many advantages. We derived a rate of glycaemic deterioration in type 2 diabetes, using a large real-world cohort, and aimed to investigate the clinical, biochemical, pharmacological and immunological variables associated with fast and slow rates of glycaemic deterioration. Methods An observational cohort study was performed using the electronic medical records from participants in the Genetics of Diabetes Audit and Research in Tayside Study (GoDARTS). A model was derived based on an individual's observed HbA(1c) measures from the first eligible HbA(1c) after the diagnosis of diabetes through to the study end (defined as insulin initiation, death, leaving the area or end of follow-up). Each HbA(1c) measure was time-dependently adjusted for the effects of non-insulin glucose-lowering drugs, changes in BMI and corticosteroid use. GAD antibody (GADA) positivity was defined as GAD titres above the 97.5th centile of the population distribution. Results The mean (95% CI) glycaemic deterioration for type 2 diabetes and GADA-positive individuals was 1.4 (1.3, 1.4) and 2.8 (2.4, 3.3) mmol/mol HbA(1c) per year, respectively. A younger age of diagnosis, lower HDL-cholesterol concentration, higher BMI and earlier calendar year of diabetes diagnosis were independently associated with higher rates of glycaemic deterioration in individuals with type 2 diabetes. The rate of deterioration in those diagnosed at over 70 years of age was very low, with 66% having a rate of deterioration of less than 1.1 mmol/mol HbA(1c) per year, and only 1.5% progressing more rapidly than 4.4 mmol/mol HbA(1c) per year. Conclusions/interpretation We have developed a novel approach for modelling the progression of diabetes in observational data across multiple drug combinations. This approach highlights how glycaemic deterioration in those diagnosed at over 70 years of age is minimal, supporting a stratified approach to diabetes management.
机构:
Univ Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, ItalyUniv Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, Italy
Di Dalmazi, Guido
Pagotto, Uberto
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Univ Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, ItalyUniv Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, Italy
Pagotto, Uberto
Pasquali, Renato
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机构:
Univ Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, ItalyUniv Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, Italy
Pasquali, Renato
Vicennati, Valentina
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h-index: 0
机构:
Univ Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, ItalyUniv Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, Italy
机构:
Univ Oxford, Dept Primary Care Hlth Sci, Oxford, England
Natl Inst Hlth, Res Sch Primary Care Res, Oxford, EnglandUniv Oxford, Dept Primary Care Hlth Sci, Oxford, England
Hirst, Jennifer A.
Farmer, Andrew J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Dept Primary Care Hlth Sci, Oxford, England
Natl Inst Hlth, Res Sch Primary Care Res, Oxford, EnglandUniv Oxford, Dept Primary Care Hlth Sci, Oxford, England
Farmer, Andrew J.
Ali, Raghib
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Canc Epidemiol Unit, Oxford, England
United Arab Emirates Univ, Dept Community Med, Al Ain, U Arab EmiratesUniv Oxford, Dept Primary Care Hlth Sci, Oxford, England
Ali, Raghib
论文数: 引用数:
h-index:
机构:
Roberts, Nia W.
Stevens, Richard J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Dept Primary Care Hlth Sci, Oxford, England
Natl Inst Hlth, Res Sch Primary Care Res, Oxford, EnglandUniv Oxford, Dept Primary Care Hlth Sci, Oxford, England
机构:
Univ Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, ItalyUniv Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, Italy
Di Dalmazi, Guido
Pagotto, Uberto
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, ItalyUniv Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, Italy
Pagotto, Uberto
Pasquali, Renato
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, ItalyUniv Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, Italy
Pasquali, Renato
Vicennati, Valentina
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, ItalyUniv Alma Mater Studiorum, S Orsola Malpighi Hosp, Dept Med & Surg Sci, Div Endocrinol, Via Massarenti 9, I-40138 Bologna, Italy
机构:
Univ Oxford, Dept Primary Care Hlth Sci, Oxford, England
Natl Inst Hlth, Res Sch Primary Care Res, Oxford, EnglandUniv Oxford, Dept Primary Care Hlth Sci, Oxford, England
Hirst, Jennifer A.
Farmer, Andrew J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Dept Primary Care Hlth Sci, Oxford, England
Natl Inst Hlth, Res Sch Primary Care Res, Oxford, EnglandUniv Oxford, Dept Primary Care Hlth Sci, Oxford, England
Farmer, Andrew J.
Ali, Raghib
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Canc Epidemiol Unit, Oxford, England
United Arab Emirates Univ, Dept Community Med, Al Ain, U Arab EmiratesUniv Oxford, Dept Primary Care Hlth Sci, Oxford, England
Ali, Raghib
论文数: 引用数:
h-index:
机构:
Roberts, Nia W.
Stevens, Richard J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Dept Primary Care Hlth Sci, Oxford, England
Natl Inst Hlth, Res Sch Primary Care Res, Oxford, EnglandUniv Oxford, Dept Primary Care Hlth Sci, Oxford, England