Validation and validity of diagnoses in the General Practice Research Database: a systematic review
Open accessAbstract
AIMS To investigate the range of methods used to validate diagnoses in the General Practice Research Database (GPRD), to summarize findings and to assess the quality of these validations. METHODS A systematic literature review was performed by searching PubMed and Embase for publications using GPRD data published between 1987 and April 2008. Additional publications were identified from conference proceedings, back issues of relevant journals, bibliographies of retrieved publications and relevant websites. Publications that reported attempts to validate disease diagnoses recorded in the GPRD were included. RESULTS We identified 212 publications, often validating more than one diagnosis. In total, 357 validations investigating 183 different diagnoses met our inclusion criteria. Of these, 303 (85%) utilized data from outside the GPRD to validate diagnoses. The remainder utilized only data recorded in the database. The median proportion of cases with a confirmed diagnosis was 89% (range 24–100%). Details of validation methods and results were often incomplete. CONCLUSIONS A number of methods have been used to assess validity. Overall, estimates of validity were high. However, the quality of reporting of the validations was often inadequate to permit a clear interpretation. Not all methods provided a quantitative estimate of validity and most methods considered only the positive predictive value of a set of diagnostic codes in a highly selected group of cases. We make recommendations for methodology and reporting to strengthen further the use of the GPRD in research.
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Two recent systematic reviews document poor reporting of studies undertaken to validate data from routine data sources.
“Two recent systematic reviews also document poor reporting of studies undertaken to validate data from routine data sources [5,6], which can obscure sources of bias, hamper efforts to undertake meta-analyses, and lead to erroneous conclusions.”
From The Reporting of Studies Conducted Using Observational Routinely-Collected Health Data (RECORD) statement. (2015) · cites this paper as [6]
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Cites
Epidemiology of fractures in England and Wales
van Staa, T. P., Dennison, E. M., Leufkens, H. G. M., & Cooper, C. C. (2001) · Bone · doi:10.1016/s8756-3282(01)00614-7 · Cited by 1,132 · see citing works
Jick, H., Jick, S. S., & Derby, L. E. (1991) · BMJ · doi:10.1136/bmj.302.6779.766 · Cited by 839 · see citing works
Validity of the General Practice Research Database
Jick, S. S., Kaye, J. A., Vasilakis‐Scaramozza, C., Rodríguez, L. A. G., Ruigómez, A., Meier, C. R., Schlienger, R. G., Black, C., & Jick, H. (2003) · Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy · doi:10.1592/phco.23.5.686.32205 · Cited by 584 · see citing works
Recent trends in physician diagnosed COPD in women and men in the UK
Soriano, J. B. (2000) · Thorax · doi:10.1136/thorax.55.9.789 · Cited by 303 · see citing works
Watson, D. J., Rhodes, T., & Guess, H. A. (2003) · PubMed · Cited by 288 · see citing works
Increased Risk for Demyelinating Diseases in Patients With Inflammatory Bowel Disease
Gupta, G., Gelfand, J. M., & Lewis, J. D. (2005) · Gastroenterology · doi:10.1053/j.gastro.2005.06.022 · Cited by 266 · see citing works
Jick, H., Terris, B. Z., Derby, L. E., & Jick, S. S. (1992) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.2630010607 · Cited by 265 · see citing works
MMR vaccination and pervasive developmental disorders: a case-control study
Smeeth, L., Cook, C., Fombonne, E., Heavey, L., Rodrigues, L. C., Smith, P. G., & Hall, A. J. (2004) · The Lancet · doi:10.1016/s0140-6736(04)17020-7 · Cited by 263 · see citing works
Self-citationClinical information for research; the use of general practice databases
Lawrenson, R., Williams, T., & Farmer, R. D. T. (1999) · Journal of Public Health · doi:10.1093/pubmed/21.3.299 · Cited by 256 · see citing works
Black, C., Kaye, J. A., & Jick, H. (2002) · BMJ · doi:10.1136/bmj.325.7361.419 · Cited by 240 · see citing works
The General Practice Research Database: quality of morbidity data.
Hollowell, J. (1997) · PubMed · Cited by 231 · see citing works
Accuracy of diagnosis of psychosis on general practice computer system.
Nazareth, I., King, M., Haines, A., Rangel, L., & Myers, S. (1993) · BMJ · doi:10.1136/bmj.307.6895.32 · Cited by 196 · see citing works
Jordan, K. P., Clarke-Cornwell, A. M., Symmons, D. P. M., Fleming, D., Porcheret, M., Kadam, U. T., & Croft, P. R. (2007) · PubMed Central · Cited by 183 · see citing works
Andersohn, F., Suissa, S., & Garbe, E. (2006) · Circulation · doi:10.1161/circulationaha.105.602425 · Cited by 178 · see citing works
Acute Liver Injury Associated With Nonsteroidal Anti-inflammatory Drugs and the Role of Risk Factors
Rodríguez, L. A. G. (1994) · Archives of Internal Medicine · doi:10.1001/archinte.1994.00420030117012 · Cited by 174 · see citing works
Validation of the diagnosis of autism in general practitioner records
Fombonne, E. J., Heavey, L., Smeeth, L. L., Rodrigues, L. C., Cook, C., Smith, P. G., Meng, L., & Hall, A. J. (2004) · BMC Public Health · doi:10.1186/1471-2458-4-5 · Cited by 144 · see citing works
Self-citationvan Staa, T. P., & Abenhaim, L. (1994) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.2630030106 · Cited by 138 · see citing works
Thomas, S. L., Edwards, C. J., Smeeth, L. L., Cooper, C. C., & Hall, A. J. (2008) · Arthritis Care & Research · doi:10.1002/art.24015 · Cited by 133 · see citing works
Self-citationThe Incidence and Prevalence of Pressure Ulcers among Elderly Patients in General Medical Practice
Margolis, D. J. (2002) · Annals of Epidemiology · doi:10.1016/s1047-2797(01)00255-1 · Cited by 133 · see citing works
The VAMP research multi-purpose database in the U.K.
Lis, Y. (1995) · Journal of Clinical Epidemiology · doi:10.1016/0895-4356(94)00137-f · Cited by 116 · see citing works
QUIGLEY, M. A. (1999) · International Journal of Epidemiology · doi:10.1093/ije/28.6.1081 · Cited by 114 · see citing works
Predictors and prognosis of paroxysmal atrial fibrillation in general practice in the UK
Ruigómez, A., Johansson, S., Wallander, M.-A. A., & Rodríguez, L. A. G. (2005) · BMC Cardiovascular Disorders · doi:10.1186/1471-2261-5-20 · Cited by 110 · see citing works
Diabetes and the Risk of Lung Cancer
Hall, G. C., Roberts, C. M., Boulis, M., Mo, J., & MacRae, K. D. (2005) · Diabetes Care · doi:10.2337/diacare.28.3.590 · Cited by 99 · see citing works
Validation of general practitioner-diagnosed COPD in the UK General Practice Research Database
Soriano, J. B., Maier, W. C., Visick, G., & Pride, N. B. (2001) · European Journal of Epidemiology · doi:10.1023/a:1021235123382 · Cited by 96 · see citing works
Statins and the risk of idiopathic venous thromboembolism
Yang, C., Jick, S. S., & Jick, H. (2002) · British Journal of Clinical Pharmacology · doi:10.1046/j.0306-5251.2001.01523.x · Cited by 74 · see citing works
Prostate Cancer Risk Among Men with Diabetes Mellitus (Spain)
González‐Pérez, A., & Rodríguez, L. A. G. (2005) · Cancer Causes & Control · doi:10.1007/s10552-005-4705-5 · Cited by 47 · see citing works
Wurst, K., Ephross, S. A., Loehr, J. P., Clark, D. W., & Guess, H. A. (2007) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.1431 · Cited by 34 · see citing works
Incidence of ocular melanoma in the general population and in glaucoma patients
Huerta, C. (2001) · Journal of Epidemiology & Community Health · doi:10.1136/jech.55.5.338 · Cited by 19 · see citing works
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Benchimol, E. I., Smeeth, L., Guttmann, A., Harron, K., Moher, D., Petersen, I., Sørensen, H. T., von Elm, E., Langan, S. M., & RECORD Working Committee (2015) · PLOS Medicine · doi:10.1371/journal.pmed.1001885 · Cited by 5,749 · see citing works
Self-citationData Resource Profile: Clinical Practice Research Datalink (CPRD)
Herrett, E., Gallagher, A. M., Bhaskaran, K., Forbes, H., Mathur, R., van Staa, T., & Smeeth, L. (2015) · International Journal of Epidemiology · doi:10.1093/ije/dyv098 · Cited by 2,667 · see citing works
“However, reporting of validation studies was often too poor to permit a clear interpretation, and the majority of studies focused on positive predictive value rather than sensitivity or specificity.(39) The quality of primary care data is variable because data are entered by GPs during routine consultations, not for t…”
BackgroundSelf-citationCan machine-learning improve cardiovascular risk prediction using routine clinical data?
Weng, S. F., Reps, J., Kai, J., Garibaldi, J. M., & Qureshi, N. (2017) · PLOS ONE · doi:10.1371/journal.pone.0174944 · Cited by 1,346 · see citing works
Conrad, N., Misra, S., Verbakel, J. Y., Verbeke, G., Molenberghs, G., Taylor, P. N., Mason, J., Sattar, N., McMurray, J. J. V., McInnes, I. B., et al. (2023) · The Lancet · doi:10.1016/s0140-6736(23)00457-9 · Cited by 879 · see citing works
Antidepressant use and risk of adverse outcomes in older people: population based cohort study
Coupland, C., Dhiman, P., Morriss, R., Arthur, A., Barton, G., & Hippisley-Cox, J. (2011) · BMJ · doi:10.1136/bmj.d4551 · Cited by 833 · see citing works
Epilepsy, suicidality, and psychiatric disorders: a bidirectional association
Hesdorffer, D. C., Ishihara, L., Mynepalli, L., Webb, D. J., Weil, J., & Hauser, W. A. (2012) · Annals of Neurology · doi:10.1002/ana.23601 · Cited by 610 · see citing works
Lai, A. G., Pasea, L., Banerjee, A., Hall, G., Denaxas, S., Chang, W. H., Katsoulis, M., Williams, B., Pillay, D., Noursadeghi, M., et al. (2020) · BMJ Open · doi:10.1136/bmjopen-2020-043828 · Cited by 447 · see citing works
Prevalence of long-term oral glucocorticoid prescriptions in the UK over the past 20 years
Fardet, L., Petersen, I., & Nazareth, I. (2011) · Rheumatology · doi:10.1093/rheumatology/ker017 · Cited by 319 · see citing works
Kuan, V., Denaxas, S., Gonzalez-Izquierdo, A., Direk, K., Bhatti, O., Husain, S., Sutaria, S., Hingorani, M., Nitsch, D., Parisinos, C. A., et al. (2019) · The Lancet Digital Health · doi:10.1016/s2589-7500(19)30012-3 · Cited by 305 · see citing works
Taylor, P. N., Iqbal, A., Minassian, C., Sayers, A., Draman, M. S., Greenwood, R., Hamilton, W., Okosieme, O., Panicker, V., Thomas, S. L., et al. (2014) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2013.11312 · Cited by 300 · see citing works
Self-citationFardet, L., Petersen, I., & Nazareth, I. (2012) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2011.11071009 · Cited by 287 · see citing works
Risk of Suicide After Cancer Diagnosis in England
Henson, K. E., Brock, R., Charnock, J., Wickramasinghe, B., Will, O., & Pitman, A. (2019) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2018.3181 · Cited by 247 · see citing works
Hong, J., Reed, C., Novick, D., & Happich, M. (2013) · Spine · doi:10.1097/brs.0b013e318276450f · Cited by 210 · see citing works
Hippisley-Cox, J., & Coupland, C. (2012) · British Journal of General Practice · doi:10.3399/bjgp12x616355 · Cited by 208 · see citing works
Stapley, S., Peters, T. J., Neal, R. D., Rose, P. W., Walter, F. M., & Hamilton, W. (2012) · British Journal of Cancer · doi:10.1038/bjc.2012.190 · Cited by 183 · see citing works
Browne, J., Edwards, D. A., Rhodes, K. M., Brimicombe, D. J., & Payne, R. A. (2017) · BMJ Open · doi:10.1136/bmjopen-2016-012546 · Cited by 186 · see citing works
Lalmohamed, A., de Vries, F., Bazelier, M. T., Cooper, A., van Staa, T.-P., Cooper, C., & Harvey, N. C. (2012) · BMJ · doi:10.1136/bmj.e5085 · Cited by 173 · see citing works
Importance of accurately identifying disease in studies using electronic health records
Manuel, D. G., Rosella, L. C., & Stukel, T. A. (2010) · BMJ · doi:10.1136/bmj.c4226 · Cited by 159 · see citing works
Herrington, W. G., Smith, M., Bankhead, C., Matsushita, K., Stevens, S., Holt, T., Hobbs, F. D. R., Coresh, J., & Woodward, M. (2017) · PLOS ONE · doi:10.1371/journal.pone.0173515 · Cited by 141 · see citing works
Woodfield, R., Grant, I., UK Biobank Stroke Outcomes Group, UK Biobank Follow-Up and Outcomes Working Group, & Sudlow, C. L. M. (2015) · PLOS ONE · doi:10.1371/journal.pone.0140533 · Cited by 145 · see citing works
Faillie, J.-L., Yu, O. H., Yin, H., Hillaire-Buys, D., Barkun, A., & Azoulay, L. (2016) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2016.1531 · Cited by 134 · see citing works
Renoux, C., Shin, J., Dell'Aniello, S., Fergusson, E., & Suissa, S. (2016) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.13000 · Cited by 132 · see citing works
The incidence of type 2 diabetes in the United Kingdom from 1991 to 2010
Holden, S. E., Barnett, A. H., Peters, J. R., Jenkins‐Jones, S., Poole, C. D., Morgan, C. L., & Currie, C. J. (2013) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.12123 · Cited by 122 · see citing works
Hayes, J. F., Pitman, A., Marston, L., Walters, K., Geddes, J. R., King, M., & Osborn, D. P. J. (2016) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2016.0432 · Cited by 121 · see citing works
de Burgos-Lunar, C., Salinero-Fort, M. A., Cárdenas-Valladolid, J., Soto-Díaz, S., Fuentes-Rodríguez, C. Y., Abánades-Herranz, J. C., & del Cura-González, I. (2011) · BMC Medical Research Methodology · doi:10.1186/1471-2288-11-146 · Cited by 96 · see citing works
Incidence of type 2 diabetes after bariatric surgery: population-based matched cohort study
Booth, H., Khan, O., Prevost, T., Reddy, M., Dregan, A., Charlton, J., Ashworth, M., Rudisill, C., Littlejohns, P., & Gulliford, M. C. (2014) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(14)70214-1 · Cited by 101 · see citing works
Fusar-Poli, P., Sullivan, S. A., Shah, J. L., & Uhlhaas, P. J. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00774 · Cited by 92 · see citing works
Jenkins-Jones, S., Parviainen, L., Porter, J., Withe, M., Whitaker, M. J., Holden, S. E., Morgan, C. L., Currie, C. J., & Ross, R. J. M. (2018) · European Journal of Endocrinology · doi:10.1530/eje-17-0895 · Cited by 85 · see citing works
Carreira, H., Williams, R., Funston, G., Stanway, S., & Bhaskaran, K. (2021) · PLOS Medicine · doi:10.1371/journal.pmed.1003504 · Cited by 78 · see citing works
“CPRD GOLD primary care data have been shown to have good validity for both cancer and mental health outcomes [36,37].”
MethodDriessen, J. H. M., Henry, R. M. A., van Onzenoort, H. A. W., Lalmohamed, A., Burden, A. M., Prieto-Alhambra, D., Neef, C., Leufkens, H. G. M., & de Vries, F. (2015) · Calcified Tissue International · doi:10.1007/s00223-015-9993-5 · Cited by 79 · see citing works
Continuity of GP care for patients with dementia: Impact on prescribing and the health of patients
Delgado, J., Evans, P. H., Gray, D. P., Sidaway-Lee, K., Allan, L., Clare, L., Ballard, C., Masoli, J., Valderas, J. M., & Melzer, D. (2022) · British Journal of General Practice · doi:10.3399/bjgp.2021.0413 · Cited by 70 · see citing works
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Douros, A., Filion, K. B., Yin, H., Yu, O. H., Etminan, M., Udell, J. A., & Azoulay, L. (2018) · Diabetes Care · doi:10.2337/dc17-2280 · Cited by 70 · see citing works
Incidence of Bladder Cancer in Patients With Type 2 Diabetes Treated With Metformin or Sulfonylureas
Mamtani, R., Pfanzelter, N., Haynes, K., Finkelman, B. S., Wang, X., Keefe, S. M., Haas, N. B., Vaughn, D. J., & Lewis, J. D. (2014) · Diabetes Care · doi:10.2337/dc13-1489 · Cited by 71 · see citing works
Taylor, G. M. J., Itani, T., Thomas, K. H., Rai, D., Jones, T., Windmeijer, F., Martin, R. M., Munafò, M. R., Davies, N. M., & Taylor, A. E. (2020) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntz072 · Cited by 68 · see citing works
Weatherburn, C. J., Guthrie, B., Mercer, S. W., & Morales, D. R. (2017) · Clinical & Experimental Allergy · doi:10.1111/cea.12971 · Cited by 68 · see citing works
Huerta, C., Rivero, E., Montoro, M. A., & García-Rodriguez, L. A. (2011) · Alimentary Pharmacology & Therapeutics · doi:10.1111/j.1365-2036.2011.04614.x · Cited by 60 · see citing works
Movahedi, M., Costello, R., Lunt, M., Pye, S. R., Sergeant, J. C., & Dixon, W. G. (2016) · European Journal of Epidemiology · doi:10.1007/s10654-016-0167-1 · Cited by 58 · see citing works
Bruderer, S. G., Bodmer, M., Jick, S. S., Bader, G., Schlienger, R. G., & Meier, C. R. (2014) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.12282 · Cited by 53 · see citing works
Tramadol for noncancer pain and the risk of hyponatremia
Fournier, J.-P., Yin, H., Nessim, S. J., Montastruc, J.-L., & Azoulay, L. (2015) · The American Journal of Medicine · doi:10.1016/j.amjmed.2014.10.046 · Cited by 41 · see citing works
Bloechliger, M., Ceschi, A., Rüegg, S., Kupferschmidt, H., Kraehenbuehl, S., Jick, S. S., Meier, C. R., & Bodmer, M. (2016) · Drug Safety · doi:10.1007/s40264-015-0363-z · Cited by 40 · see citing works
Acetaminophen Use and Risk of Myocardial Infarction and Stroke in a Hypertensive Cohort
Fulton, R. L., Walters, M. R., Morton, R., Touyz, R. M., Dominiczak, A. F., Morrison, D. S., Padmanabhan, S., Meredith, P. A., McInnes, G. T., & Dawson, J. (2015) · Hypertension · doi:10.1161/hypertensionaha.114.04945 · Cited by 35 · see citing works
Primary prevention of diabetic retinopathy with fibrates: A retrospective, matched cohort study
Morgan, C. L., Owens, D. R., Aubonnet, P., Carr, E. S. M., Jenkins-Jones, S., Poole, C. D., & Currie, C. J. (2013) · BMJ Open · doi:10.1136/bmjopen-2013-004025 · Cited by 31 · see citing works
Acetaminophen use and change in blood pressure in a hypertensive population
Dawson, J., Fulton, R., McInnes, G. T., Morton, R., Morrison, D., Padmanabhan, S., Hewitt, J., Meredith, P., Muir, S., Dominiczak, A. F., et al. (2013) · Journal of Hypertension · doi:10.1097/hjh.0b013e328360f6f8 · Cited by 27 · see citing works
Common vaccines and the risk of incident dementia: a population-based cohort study
Douros, A., Ante, Z., Suissa, S., & Brassard, P. (2023) · The Journal of Infectious Diseases · doi:10.1093/infdis/jiac484 · Cited by 24 · see citing works
Liaw, J., Harhay, M., Setoguchi, S., Gerhard, T., & Dave, C. V. (2022) · Diabetes Care · doi:10.2337/dc22-0224 · Cited by 21 · see citing works
- Authors
- Herrett, E., Thomas, S. L., Schoonen, W. M., Smeeth, L., & Hall, A. J.
- Affiliations
- London School of Hygiene & Tropical Medicine (GB)
- Amgen (United Kingdom) (GB)
- Corresponding author
- Herrett, Emily
- Venue
- British Journal of Clinical Pharmacology
- Publisher
- Wiley
- Published
- 2009-12-23
- Volume
- 69
- Issue
- 1
- Pages
- 4-14
- ISSN
- 0306-5251 (ISSN-L)
- 1365-2125
- PMC
- PMC2805870
- OpenAlex
- W2163589808
- Cited by
- 1,109
- References
- 28
- Citations by year
- 2026: 28 · 2025: 37 · 2024: 55 · 2023: 45 · 2022: 59 · 2021: 68 · 2020: 74 · 2019: 96 · 2018: 89 · 2017: 88 · 2016: 104 · 2015: 83 · 2014: 92 · 2013: 83 · 2012: 52
- FWCI
- 5.49
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- British Journal of Clinical Pharmacology (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- LSHTM Research Online (London School of Hygiene and Tropical Medicine) (acceptedVersion)
- Funders
- Wellcome Trust (082178)
- Topics
- Health Sciences › Health Professions › Health Information Management › Medical Coding and Health Information
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Reliability and Agreement in Measurement
- Keywords
- Clinical Practice Research Datalink, diagnosis validation, validity, electronic health records, primary care data, positive predictive value, diagnosis codes, reporting quality
- MeSH terms
- Algorithms, Clinical Competence, Diagnostic Errors, Family Practice, Humans, Surveys and Questionnaires, Research, Reproducibility of Results, Databases, Factual
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