Purpose:
This is a retrospective cohort study using observational data from anonymised primary care records. We identify and extract all patients with type 2 diabetes and associated clinical data from the Clinical Practice Research Datalink (CPRD) to inform models of disease progression and stratification of treatment.
Participants:
Data were extracted from CPRD on 8 August 2016. The initial data set contained all patients (n=313 485) in the database who had received a type 2 diabetes medication. Criteria were applied to identify and exclude those with type 1 diabetes, polycystic ovarian syndrome or other forms of diabetes (n=40 204), and for data quality control (n=12). We identified 251 338 patients for inclusion in future analyses of diabetes progression and treatment response.
Findings to date:
For 6-month response to treatment, measured by change in glycated haemoglobin (HbA1c), we have 91 765 patients with 119 785 treatment response episodes. The greatest impact on reduction of HbA1c occurs with first-line and second-line treatments, metformin and sulfonylurea. Patients moving to thirdline treatments tend to have greater weights and higher body mass index. We have investigated the impact of non-adherence to commonly used glucose-lowering medications on HbA1c. For baseline-adjusted HbA1c change over 1 year, non-adherent patients had lower HbA1c reductions than adherent patients, with mean and 95% CI of −4.4 (−4.7 to −4.0) mmol/mol (−0.40 (−0.43 to −0.37) %).
Future plans:
Findings from studies using these data will help inform future treatment plans and guidelines. Additional data are added with updates from CPRD. This will increase the numbers of patients on newer medications and add more data on those already receiving treatment. There are several ongoing studies investigating different hypotheses regarding differential response to treatment and progression of diabetes. For side effects, links to Hospital Episode Statistics data, where severe events such as hypoglycaemia will be recorded, will also be explored.
Lauren L Rodgers, Michael N Weedon, William E Henley, Andrew T Hattersley, Beverley M Shields, Cohort profile for the MASTERMIND study using the Clinical Practice Research Datalink (CPRD) to investigate stratification of response to treatment in patients with type 2 diabetes. BMJ Open, 7:e017989, 2017.
Code | Description | Entity type | Category | Coding System (Read) |
---|---|---|---|---|
66Ay.00 | Gestational diabetes mellitus annual review | res62: exclusion_codes | diagnostic | Read |
8CE0000 | Gestational diabetes information leaflet given | res62: exclusion_codes | diagnostic | Read |
8Hgd.00 | Discharge from secondary care diabetes service | res62: exclusion_codes | diagnostic | Read |
C101y00 | Other specified diabetes mellitus with ketoacidosi | res62: exclusion_codes | diagnostic | Read |
C103y00 | Other specified diabetes mellitus with coma | res62: exclusion_codes | diagnostic | Read |
C104y00 | Other specified diabetes mellitus with renal compl | res62: exclusion_codes | diagnostic | Read |
C105y00 | Other specified diabetes mellitus with ophthalmic | res62: exclusion_codes | diagnostic | Read |
C106y00 | Other specified diabetes mellitus with neurologica | res62: exclusion_codes | diagnostic | Read |
C108y00 | Other specified diabetes mellitus with multiple co | res62: exclusion_codes | diagnostic | Read |
C10A.00 | Malnutrition-related diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
C10A000 | Malnutrition-related diabetes mellitus with coma | res62: exclusion_codes | diagnostic | Read |
C10A100 | Malnutrition-related diabetes mellitus with ketoac | res62: exclusion_codes | diagnostic | Read |
C10B.00 | Diabetes mellitus induced by steroids | res62: exclusion_codes | diagnostic | Read |
C10B000 | Steroid induced diabetes mellitus without complica | res62: exclusion_codes | diagnostic | Read |
C10C.11 | Maturity onset diabetes in youth | res62: exclusion_codes | diagnostic | Read |
C10C.12 | Maturity onset diabetes in youth type 1 | res62: exclusion_codes | diagnostic | Read |
C10D.11 | Maturity onset diabetes in youth type 2 | res62: exclusion_codes | diagnostic | Read |
C10G.00 | Secondary pancreatic diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
C10G000 | Secondary pancreatic diabetes mellitus without com | res62: exclusion_codes | diagnostic | Read |
C10H.00 | Diabetes mellitus induced by non-steroid drugs | res62: exclusion_codes | diagnostic | Read |
C10N.00 | Secondary diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
C10N000 | Secondary diabetes mellitus without complication | res62: exclusion_codes | diagnostic | Read |
C10N100 | Cystic fibrosis related diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
C10y.00 | Diabetes mellitus with other specified manifestati | res62: exclusion_codes | diagnostic | Read |
C10y000 | Diabetes mellitus, juvenile, + other specified man | res62: exclusion_codes | diagnostic | Read |
C10y100 | Diabetes mellitus, adult, + other specified manife | res62: exclusion_codes | diagnostic | Read |
C10yy00 | Other specified diabetes mellitus with other spec | res62: exclusion_codes | diagnostic | Read |
C10yz00 | Diabetes mellitus NOS with other specified manifes | res62: exclusion_codes | diagnostic | Read |
C10zy00 | Other specified diabetes mellitus with unspecified | res62: exclusion_codes | diagnostic | Read |
C11y000 | Steroid induced diabetes | res62: exclusion_codes | diagnostic | Read |
C135.00 | Diabetes insipidus | res62: exclusion_codes | diagnostic | Read |
C135.12 | Diabetes insipidus - pituitary | res62: exclusion_codes | diagnostic | Read |
C135000 | Cranial diabetes insipidus | res62: exclusion_codes | diagnostic | Read |
C164.00 | Polycystic ovaries | res62: exclusion_codes | diagnostic | Read |
C164.13 | Multicystic ovaries | res62: exclusion_codes | diagnostic | Read |
Cyu2000 | [X]Other specified diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
F381300 | Myasthenic syndrome due to diabetic amyotrophy | res62: exclusion_codes | diagnostic | Read |
K01x100 | Nephrotic syndrome in diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
K081.00 | Nephrogenic diabetes insipidus | res62: exclusion_codes | diagnostic | Read |
K081000 | Acquired nephrogenic diabetes insipidus | res62: exclusion_codes | diagnostic | Read |
L180700 | Pre-existing malnutrition-related diabetes mellitu | res62: exclusion_codes | diagnostic | Read |
L180811 | Gestational diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
L180900 | Gestational diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
PKyP.00 | Diab insipidus,diab mell,optic atrophy and deafnes | res62: exclusion_codes | diagnostic | Read |
Q440.00 | 'Infant of a diabetic mother' syndrome | res62: exclusion_codes | diagnostic | Read |
Q441.00 | Neonatal diabetes mellitus | res62: exclusion_codes | diagnostic | Read |
Q44B.00 | Syndrome of infant of mother with gestational diab | res62: exclusion_codes | diagnostic | Read |
Q44y100 | Transitory metabolic disturbance-infant pre-diabet | res62: exclusion_codes | diagnostic | Read |
R003.00 | [D]Convulsions | res62: exclusion_codes | diagnostic | Read |
ZC2CB00 | Dietary advice for gestational diabetes | res62: exclusion_codes | diagnostic | Read |
ZV13F00 | [V]Personal history of gestational diabetes mellit | res62: exclusion_codes | diagnostic | Read |
To Export Phenotype Details:
Format | API |
---|---|
XML | site_root/api/v1/public/phenotypes/PH914/version/1907/detail/?format=xml |
JSON | site_root/api/v1/public/phenotypes/PH914/version/1907/detail/?format=json |
R Package |
|
To Export Phenotype Code List:
Format | API |
---|---|
XML | site_root/api/v1/public/phenotypes/PH914/version/1907/export/codes/?format=xml |
JSON | site_root/api/v1/public/phenotypes/PH914/version/1907/export/codes/?format=json |
CSV | site_root/phenotypes/PH914/version/1907/export/codes/ |
R Package |
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Version ID |
Name | Owner | Publish date | |
---|---|---|---|---|
1907 | Type 2 Diabetes (Exclusion Codes) | ieuan.scanlon | 2022-04-04 | currently shown |
Export - export all codes into a csv file/JSON/XML for the current phenotype version.
Print - Print page.