| Literature DB >> 25565889 |
Anders Green1, Camilla Sortsø2, Peter Bjødstrup Jensen3, Martha Emneus4.
Abstract
The Danish National Diabetes Register (NDR) was established in 2006 and builds on data from Danish health registers. We validated the content of NDR, using full information from the Danish National Patient Register and data from the literature. Our study indicates that the completeness in NDR is ≥95% concerning ascertainment from data sources specific for diabetes, ie, prescriptions with antidiabetic drugs and diagnoses of diabetes in the National Patient Register. Since the NDR algorithm ignores diabetes-related hospital contacts terminated before 1990, the establishment of the date of inclusion is systematically delayed for ≥10% of the registrants in general and for ≥30% of the inclusions before 1997 in particular. This bias is enhanced for ascertainment by chiropody services and by frequent measurements of blood glucose because the date of reimbursement of services, rather than the date of encounter, has been taken as the date of inclusion in NDR. We also find that some 20% of the registrations in NDR may represent false positive inclusions of persons with frequent measurements of blood glucose without having diabetes. We conclude that NDR is a novel initiative to support research in the epidemiological and public health aspects of diabetes in Denmark, but we also present a list of recommended changes for improving validity, by reducing the impact of current sources of bias and misclassifications.Entities:
Keywords: ascertainment; diabetes mellitus; epidemiology; validity
Year: 2014 PMID: 25565889 PMCID: PMC4274151 DOI: 10.2147/CLEP.S72768
Source DB: PubMed Journal: Clin Epidemiol ISSN: 1179-1349 Impact factor: 4.790
Source registers and content of NDR
| Source register | Item in NDR (label) | Inclusion algorithm |
|---|---|---|
| DNPaR | lpr (“DMdiag”) | Registration in DNPaR with a diagnosis of diabetes, defined as ICD-10: DE10-14, DH36.0, DO24 (excluding DO24.4), and ICD-8 (prior to 1994): 249, 250 |
| DNPrR | ins (“AntiDiab”) | Purchase of insulin recorded at least twice in DNPrR |
| oad (“AntiDiab”) | Purchase of oad at least twice recorded in DNPrR. | |
| DNHSR | blod5i1 (“BSfreq”) | Five blood glucose measurements in a 1-year period in DNHSR |
| blod2i5 (“BSfreq”) | Two blood glucose measurements per year in 5 consecutive years in DNHSR | |
| fodt (“Chiro”) | Registration of chiropody (as a service for a diabetic patient) in DNHSR |
Note:
Inclusion criteria only fulfilled at purchase of second prescription of the drug.
Abbreviations: AntiDiab, antidiabetic drug; BSfreq, frequency of blood sugar measurement; Chiro, chiropody; DMdiag, diagnoses of diabetes; DNHSR, Danish National Health Service Register; DNPaR, Danish National Patient Register; DNPrR, Danish National Prescription Registry; ICD, International Classification of Diseases; ins, insulin; NDR, National Diabetes Register; oad, oral antidiabetic drug.
Figure 1Flowchart of the population of persons registered as of July 3, 2013 in NDR.
Abbreviations: AntiDiab, antidiabetic drug; BSfreq, frequency of blood sugar measurement; Chiro, chiropody; DMdiag, diagnoses of diabetes; DNPaR, Danish National Patient Register; NDR, National Diabetes Register; PIN, personal identification number.
Figure 2Ascertainment in NDR by source and calendar time, for inclusions in NDR from 1997 through 2011.
Abbreviations: AntiDiab, antidiabetic drug; BSfreq, frequency of blood sugar measurement; Chiro, chiropody; DMdiag, diagnoses of diabetes; NDR, National Diabetes Register.
Figure 3Secondary ascertainment in NDR by primary ascertainment source, for inclusions in NDR from 1997 through 2011.
Abbreviations: AntiDiab, antidiabetic drug; BSfreq, frequency of blood sugar measurement; Chiro, chiropody; DMdiag, diagnoses of diabetes; NDR, National Diabetes Register.
Delay (in years) between date of inclusion in NDR and the operational date of diagnosis
| Delay (in years) | NDR inclusion before 1997
| NDR inclusion 1997–2011 (incl)
| Total
| |||
|---|---|---|---|---|---|---|
| Number | % | Number | % | Number | % | |
| No delay | 106,142 | 68.2 | 335,306 | 98.4 | 441,448 | 88.9 |
| 0< delay <1 | 2,551 | 1.6 | 2,489 | 0.7 | 5,040 | 1.0 |
| 1≤ delay <5 | 13,860 | 8.9 | 1,140 | 0.3 | 15,000 | 3.0 |
| 5≤ delay <10 | 17,470 | 11.2 | 383 | 0.1 | 17,853 | 3.6 |
| 10≤ delay | 15,717 | 10.1 | 1,456 | 0.4 | 17,173 | 3.5 |
| All persons | 155,740 | 100.0 | 340,774 | 100.0 | 496,514 | 100.0 |
Abbreviation: NDR, National Diabetes Register.
Diagnosis codes and intervention codes used for the identification of diabetes-related hospital contacts
| Code | Code category | Code text |
|---|---|---|
| 24900 | ICD8 – disease classification | Insulin-dependent diabetes mellitus, without complications |
| 24901 | ICD8 – disease classification | Cataract, retinopathy in insulin-dependent diabetes |
| 24902 | ICD8 – disease classification | Diabetic nephropathy, Kimmelstiel–Wilson syndrome, insulin-dependent diabetes |
| 24903 | ICD8 – disease classification | Neuropathy, diabetic polyneuritis, insulin-dependent diabetes |
| 24904 | ICD8 – disease classification | Diabetic angiopathy in extremities, insulin-dependent diabetes |
| 24905 | ICD8 – disease classification | Diabetic gangrene, insulin-dependent diabetes |
| 24906 | ICD8 – disease classification | Diabetic coma without ketonuria, insulin-dependent diabetes |
| 24907 | ICD8 – disease classification | Diabetic coma (incl precoma), insulin-dependent diabetes |
| 24908 | ICD8 – disease classification | Insulin-dependent diabetes mellitus, with complications not otherwise specified |
| 24909 | ICD8 – disease classification | Insulin-dependent diabetes mellitus |
| 25000 | ICD8 – disease classification | Insulin independent diabetes mellitus, without complications |
| 25001 | ICD8 – disease classification | Cataract, retinopathy in insulin independent diabetes |
| 25002 | ICD8 – disease classification | Diabetic nephropathy, Kimmelstiel–Wilson syndrome, insulin independent diabetes |
| 25003 | ICD8 – disease classification | Neuropathy, diabetic polyneuritis, insulin independent diabetes |
| 25004 | ICD8 – disease classification | Diabetic angiopathy in extremities, insulin independent diabetes |
| 25005 | ICD8 – disease classification | Diabetic gangrene, insulin independent diabetes |
| 25006 | ICD8 – disease classification | Diabetic coma without ketonuria, insulin independent diabetes |
| 25007 | ICD8 – disease classification | Diabetic coma (incl precoma), insulin independent diabetes |
| 25008 | ICD8 – disease classification | Insulin independent diabetes mellitus, with complications not otherwise specified |
| 25009 | ICD8 – disease classification | Insulin independent diabetes mellitus |
| BBHA | National Intervention Classification | Peroral diabetes treatment |
| BBHA0 | National Intervention Classification | Treatment with peroral antidiabetic agents |
| BBHA00 | National Intervention Classification | Treatment with agents stimulating insulin production |
| BBHA01 | National Intervention Classification | Treatment with glucose-lowering antidiabetic agents |
| BBHF0 | National Intervention Classification | Insulin treatment |
| BBHF00 | National Intervention Classification | Insulin treatment, mono- or dual therapy |
| BBHF01 | National Intervention Classification | Insulin treatment, basal and bolus therapy |
| BBHF02 | National Intervention Classification | Insulin pump treatment |
| BBKB | National Intervention Classification | Instruction in injecting insulin |
| BUBE0 | National Intervention Classification | Diabetes diet |
| BUBE00 | National Intervention Classification | Diabetes diet, type 1 diabetes |
| BUBE01 | National Intervention Classification | Diabetes diet, type 2 diabetes |
| BUFA | National Intervention Classification | Dietary instruction in relation to diabetes |
| BUFA0 | National Intervention Classification | Dietary instruction in relation to type 1 diabetes |
| BUFA00 | National Intervention Classification | Initial dietary instruction in relation to type 1 diabetes |
| BUFA01 | National Intervention Classification | Follow-up dietary instruction in relation to type 1 diabetes |
| BUFA1 | National Intervention Classification | Dietary instruction in relation to type 2 diabetes |
| BUFA10 | National Intervention Classification | Initial dietary instruction in relation to type 2 diabetes |
| BUFA11 | National Intervention Classification | Follow-up dietary instruction in relation to type 2 diabetes |
| BUFA3 | National Intervention Classification | Dietary instruction in relation to pregnant women with type 1 diabetes |
| BUFA30 | National Intervention Classification | Initial dietary instruction in relation to pregnant women with type 1 diabetes |
| BUFA31 | National Intervention Classification | Follow-up dietary instruction in relation to pregnant women with type 1 diabetes |
| DE10 | ICD10 – disease classification | Type 1 diabetes |
| DE100 | ICD10 – disease classification | Type 1 diabetes with coma |
| DE100A | ICD10 – disease classification | Diabetic coma, hyperosmolar in IDDM |
| DE100B | ICD10 – disease classification | Diabetic coma in IDDM with ketoacidosis |
| DE100C | ICD10 – disease classification | Diabetic coma in IDDM without ketoacidosis |
| DE100D | ICD10 – disease classification | Diabetic coma, hyperglycemic in IDDM |
| DE100E | ICD10 – disease classification | Diabetic coma, hypoglycemic in IDDM |
| DE100F | ICD10 – disease classification | Insulin-dependent diabetes with diabetic coma |
| DE101 | ICD10 – disease classification | Type 1 diabetes with ketoacidosis |
| DE102 | ICD10 – disease classification | Type 1 diabetes with renal complication |
| DE103 | ICD10 – disease classification | Type 1 diabetes with eye complication |
| DE104 | ICD10 – disease classification | Type 1 diabetes with neurological complication |
| DE105 | ICD10 – disease classification | Type 1 diabetes with complications in peripheral vascular system |
| DE105A | ICD10 – disease classification | Type 1 diabetes with peripheral angiopathy |
| DE105B | ICD10 – disease classification | Type 1 diabetes with foot ulcer |
| DE105C | ICD10 – disease classification | Type 1 diabetes with gangrene |
| DE105D | ICD10 – disease classification | Type 1 diabetes with microangiopathy |
| DE106 | ICD10 – disease classification | Type 1 diabetes with other complication |
| DE107 | ICD10 – disease classification | Type 1 diabetes with multiple complications |
| DE108 | ICD10 – disease classification | Type 1 diabetes with complication UNS |
| DE109 | ICD10 – disease classification | Type 1 diabetes without complications |
| DE109A | ICD10 – disease classification | Type 1 diabetes UNS |
| DE11 | ICD10 – disease classification | Type 2 diabetes |
| DE110 | ICD10 – disease classification | Type 2 diabetes with coma |
| DE110A | ICD10 – disease classification | Diabetic coma in NIDDM without ketoacidosis |
| DE110B | ICD10 – disease classification | Diabetic coma, hypoglycemic in NIDDM |
| DE110C | ICD10 – disease classification | Diabetic coma, hyperosmolar in NIDDM |
| DE110D | ICD10 – disease classification | Diabetic coma, hyperglycemic in NIDDM |
| DE110E | ICD10 – disease classification | Diabetic coma in NIDDM with ketoacidosis |
| DE111 | ICD10 – disease classification | Type 2 diabetes with ketoacidosis |
| DE112 | ICD10 – disease classification | Type 2 diabetes with renal complication |
| DE113 | ICD10 – disease classification | Type 2 diabetes with eye complication |
| DE114 | ICD10 – disease classification | Type 2 diabetes with neurological complication |
| DE115 | ICD10 – disease classification | Type 2 diabetes with complications in peripheral vascular system |
| DE115A | ICD10 – disease classification | Type 2 diabetes with peripheral angiopathy |
| DE115B | ICD10 – disease classification | Type 2 diabetes with foot ulcer |
| DE115C | ICD10 – disease classification | Type 2 diabetes with gangrene |
| DE115D | ICD10 – disease classification | Type 2 diabetes with microangiopathy |
| DE116 | ICD10 – disease classification | Type 2 diabetes with other complication |
| DE117 | ICD10 – disease classification | Type 2 diabetes with multiple complications |
| DE118 | ICD10 – disease classification | Type 2 diabetes with complication UNS |
| DE119 | ICD10 – disease classification | Type 2 diabetes without complications |
| DE119A | ICD10 – disease classification | Type 2 diabetes UNS |
| DE12 | ICD10 – disease classification | Malnutrition-related diabetes |
| DE120 | ICD10 – disease classification | Malnutrition-related diabetes with coma |
| DE120A | ICD10 – disease classification | Diabetic coma, hyperglycemic in malnutrition-related diabetes |
| DE120B | ICD10 – disease classification | Diabetic coma, hypoglycemic in malnutrition-related diabetes |
| DE120C | ICD10 – disease classification | Diabetic coma in malnutrition-related diabetes with ketoacidosis |
| DE120D | ICD10 – disease classification | Diabetic coma in malnutrition-related diabetes without ketoacidosis |
| DE120E | ICD10 – disease classification | Diabetic coma, hyperosmolar in malnutrition-related diabetes |
| DE121 | ICD10 – disease classification | Malnutrition-related diabetes with ketoacidosis |
| DE122 | ICD10 – disease classification | Malnutrition-related diabetes with renal complication |
| DE123 | ICD10 – disease classification | Malnutrition-related diabetes with eye complication |
| DE124 | ICD10 – disease classification | Malnutrition-related diabetes with neurological complication |
| DE125 | ICD10 – disease classification | Malnutrition-related diabetes with complications in peripheral vascular system |
| DE125A | ICD10 – disease classification | Malnutrition-related diabetes with peripheral angiopathy |
| DE125B | ICD10 – disease classification | Malnutrition-related diabetes with foot ulcer |
| DE125C | ICD10 – disease classification | Malnutrition-related diabetes with gangrene |
| DE125D | ICD10 – disease classification | Malnutrition-related diabetes with microangiopathy |
| DE126 | ICD10 – disease classification | Malnutrition-related diabetes with other complication |
| DE127 | ICD10 – disease classification | Malnutrition-related diabetes with multiple complications |
| DE128 | ICD10 – disease classification | Malnutrition-related diabetes with complication UNS |
| DE129 | ICD10 – disease classification | Malnutrition-related diabetes without complications |
| DE13 | ICD10 – disease classification | Other forms of diabetes |
| DE130 | ICD10 – disease classification | Other form of diabetes with coma |
| DE131 | ICD10 – disease classification | Other form of diabetes with ketoacidosis |
| DE132 | ICD10 – disease classification | Other form of diabetes with renal complication |
| DE133 | ICD10 – disease classification | Other form of diabetes with eye complication |
| DE134 | ICD10 – disease classification | Other form of diabetes with neurological complication |
| DE135 | ICD10 – disease classification | Other form of diabetes with complications in peripheral vascular system |
| DE135A | ICD10 – disease classification | Other form of diabetes with peripheral angiopathy |
| DE135B | ICD10 – disease classification | Other form of diabetes with foot ulcer |
| DE135C | ICD10 – disease classification | Other form of diabetes with gangrene |
| DE135D | ICD10 – disease classification | Other form of diabetes with microangiopathy |
| DE136 | ICD10 – disease classification | Other form of diabetes with other complication |
| DE137 | ICD10 – disease classification | Other form of diabetes with multiple complications |
| DE138 | ICD10 – disease classification | Other form of diabetes with complication UNS |
| DE139 | ICD10 – disease classification | Other form of diabetes without complications |
| DE14 | ICD10 – disease classification | Unspecified diabetes |
| DE140 | ICD10 – disease classification | Diabetes UNS with coma |
| DE140A | ICD10 – disease classification | Diabetic coma in malnutrition-related diabetes |
| DE140B | ICD10 – disease classification | Diabetic coma, hyperglycemic in unspecified diabetes |
| DE140C | ICD10 – disease classification | Diabetic coma, hyperosmolar in unspecified diabetes |
| DE140D | ICD10 – disease classification | Diabetic coma, hypoglycemic in unspecified diabetes |
| DE141 | ICD10 – disease classification | Diabetes UNS with ketoacidosis |
| DE142 | ICD10 – disease classification | Diabetes UNS with renal complication |
| DE143 | ICD10 – disease classification | Diabetes UNS with eye complication |
| DE144 | ICD10 – disease classification | Diabetes UNS with neurological complication |
| DE145 | ICD10 – disease classification | Diabetes UNS with complications in peripheral vascular system |
| DE145A | ICD10 – disease classification | Diabetes UNS with peripheral angiopathy |
| DE145B | ICD10 – disease classification | Diabetes UNS with foot ulcer |
| DE145C | ICD10 – disease classification | Diabetes UNS with gangrene |
| DE145D | ICD10 – disease classification | Diabetes UNS with microangiopathy |
| DE146 | ICD10 – disease classification | Diabetes UNS with other complication |
| DE147 | ICD10 – disease classification | Diabetes UNS with multiple complications |
| DE148 | ICD10 – disease classification | Diabetes UNS with complication UNS |
| DE149 | ICD10 – disease classification | Diabetes UNS without complications |
| DE159 | ICD10 – disease classification | Hypoglycemic coma UNS |
| DE159A | ICD10 – disease classification | Insulin shock |
| DG632 | ICD10 – disease classification | Diabetic polyneuropathy |
| DH280 | ICD10 – disease classification | Diabetic cataract |
| DH360 | ICD10 – disease classification | Diabetic retinopathy UNS |
| DH360A | ICD10 – disease classification | Simplex retinopathy IDDM |
| DH360B | ICD10 – disease classification | Proliferative retinopathy IDDM |
| DH360C | ICD10 – disease classification | Simplex retinopathy NIDDM |
| DH360D | ICD10 – disease classification | Proliferative retinopathy NIDDM |
| DH360E | ICD10 – disease classification | Diabetic maculopathy IDDM |
| DH360F | ICD10 – disease classification | Diabetic maculopathy NIDDM |
| DH360H | ICD10 – disease classification | Simplex diabetic retinopathy |
| DH360J | ICD10 – disease classification | Proliferative diabetic retinopathy |
| DH360K | ICD10 – disease classification | Diabetic maculopathy |
| DZ135A1 | ICD10 – disease classification | Screening for diabetic retinopathy |
Abbreviations: ICD, International Classification of Disease; IDDM, insulin-dependent diabetes mellitus; NIDDM, non-insulin-dependent diabetes mellitus; UNS, unspecified