메뉴 건너뛰기




Volumn 19, Issue 6, 2010, Pages 618-626

Issues in multiple imputation of missing data for large general practice clinical databases

Author keywords

Clinical databases; Missing data; Multiple imputation; Primary care databases

Indexed keywords

ADOLESCENT; ADULT; AGED; ALCOHOL CONSUMPTION; ARTICLE; BLOOD PRESSURE; BODY HEIGHT; BODY WEIGHT; CIGARETTE SMOKING; CLINICAL RESEARCH; CONTROLLED STUDY; DATA BASE; FEMALE; GENERAL PRACTICE; HEALTH CARE PLANNING; HEALTH SURVEY; HUMAN; INFORMATION PROCESSING; MAJOR CLINICAL STUDY; MALE; MEDICAL INFORMATION SYSTEM; METHODOLOGY; MULTIPLE IMPUTATION; PRIMARY MEDICAL CARE; PRIORITY JOURNAL; THE HEALTH IMPROVEMENT NETWK; UNITED KINGDOM;

EID: 77953522089     PISSN: 10538569     EISSN: 10991557     Source Type: Journal    
DOI: 10.1002/pds.1934     Document Type: Article
Times cited : (93)

References (35)
  • 1
    • 34948822247 scopus 로고    scopus 로고
    • Contribution of changes in incidence and mortality to trends in the prevalence of coronary heart disease in the UK: 1996-2005
    • Davies AR, Smeeth L, Grundy EMD. Contribution of changes in incidence and mortality to trends in the prevalence of coronary heart disease in the UK: 1996-2005. Eur Heart J 2007; 28: 2142-2147.
    • (2007) Eur Heart J , vol.28 , pp. 2142-2147
    • Davies, A.R.1    Smeeth, L.2    Grundy, E.M.D.3
  • 2
    • 39349117465 scopus 로고    scopus 로고
    • Lifestyle variables and the risk of myocardial infarction in the general practice research database (electronic article)
    • Delaney JAC, Daskalopoulou SS, Brophy JM, et al. Lifestyle variables and the risk of myocardial infarction in the general practice research database (electronic article). BMC Cardiovasc Disord 2007; 7: 38.
    • (2007) BMC Cardiovasc Disord , vol.7 , pp. 38
    • Delaney, J.A.C.1    Daskalopoulou, S.S.2    Brophy, J.M.3
  • 3
    • 51949116347 scopus 로고    scopus 로고
    • Exposure to antipsychotics and risk of stroke: Self-controlled case series study (electronic article)
    • Douglas IJ, Smeeth L. Exposure to antipsychotics and risk of stroke: self-controlled case series study (electronic article). Br Med J 2008;337.
    • (2008) Br Med J , pp. 337
    • Douglas, I.J.1    Smeeth, L.2
  • 4
    • 33749613119 scopus 로고    scopus 로고
    • Risk of myocardial infarction in patients with psoriasis
    • Gelfand JM, Neimann AL, Shin DB, et al. Risk of myocardial infarction in patients with psoriasis. JAMA 2006; 296: 1735-1741.
    • (2006) JAMA , vol.296 , pp. 1735-1741
    • Gelfand, J.M.1    Neimann, A.L.2    Shin, D.B.3
  • 5
    • 34447619161 scopus 로고    scopus 로고
    • Derivation and validation of QRISK, a new cardiovascular disease risk score for the United Kingdom: Prospective open cohort study
    • Hippisley-Cox J, Coupland C, Vinogradova Y, et al. Derivation and validation of QRISK, a new cardiovascular disease risk score for the United Kingdom: prospective open cohort study. Br Med J 2007; 335: 136-141.
    • (2007) Br Med J , vol.335 , pp. 136-141
    • Hippisley-Cox, J.1    Coupland, C.2    Vinogradova, Y.3
  • 6
    • 33846882362 scopus 로고    scopus 로고
    • Relative risk of cardiovascular and cancer mortality in people with severe mental illness from the United Kingdom's General Practice Research Database
    • Osborn DPJ, Levy G, Nazareth I, et al. Relative risk of cardiovascular and cancer mortality in people with severe mental illness from the United Kingdom's General Practice Research Database. Arch Gen Psychiatry 2007; 64: 242-249.
    • (2007) Arch Gen Psychiatry , vol.64 , pp. 242-249
    • Osborn, D.P.J.1    Levy, G.2    Nazareth, I.3
  • 7
    • 10344265934 scopus 로고    scopus 로고
    • Risk of myocardial infarction and stroke after acute infection or vaccination
    • Smeeth L, Thomas SL, Hall AJ, et al. Risk of myocardial infarction and stroke after acute infection or vaccination. N Engl J Med 2004; 351: 2611-2618.
    • (2004) N Engl J Med , vol.351 , pp. 2611-2618
    • Smeeth, L.1    Thomas, S.L.2    Hall, A.J.3
  • 8
    • 58049219010 scopus 로고    scopus 로고
    • Panic disorder and risk of new onset coronary heart disease, acute myocardial infarction, and cardiac mortality: Cohort study using the general practice research database
    • Walters K, Rait G, Petersen I, et al. Panic disorder and risk of new onset coronary heart disease, acute myocardial infarction, and cardiac mortality: cohort study using the general practice research database. Eur Heart J 2008; 29: 2981-2988.
    • (2008) Eur Heart J , vol.29 , pp. 2981-2988
    • Walters, K.1    Rait, G.2    Petersen, I.3
  • 9
    • 33646799069 scopus 로고    scopus 로고
    • Global and regional burden of disease and risk factors, 2001: Systematic analysis of population health data
    • Lopez AD, Mathers CD, Ezzati M, et al. Global and regional burden of disease and risk factors, 2001: systematic analysis of population health data. Lancet 2006; 367: 1747-1757.
    • (2006) Lancet , vol.367 , pp. 1747-1757
    • Lopez, A.D.1    Mathers, C.D.2    Ezzati, M.3
  • 10
    • 77953504098 scopus 로고    scopus 로고
    • QRESEARCH and The Health and Social Care Information Centre. London: Available at: Accessed on March 2009
    • QRESEARCH and The Health and Social Care Information Centre. A summary of Public Health Indicators Using Electronic Data from Primary Care 2001-2007. London: The NHS Information Centre, 2009. Available at: http://www.ic.nhs.uk/ statistics-and-data-collections/population-and-geography/public-health/ a-summary-of-publichealth-indicators-using-electronic-data-from-primary-care [Accessed on March 2009].
    • (2009) A Summary of Public Health Indicators Using Electronic Data from Primary Care 2001-2007
  • 11
    • 38049068753 scopus 로고    scopus 로고
    • Hormone therapy and coronary heart disease in young women
    • Weiner MG, Barnhart K, Xie D, et al. Hormone therapy and coronary heart disease in young women. Menopause 2008; 15: 86-93.
    • (2008) Menopause , vol.15 , pp. 86-93
    • Weiner, M.G.1    Barnhart, K.2    Xie, D.3
  • 12
    • 0029584587 scopus 로고
    • A critical look at methods for handling missing covariates in epidemiologic regression analyses
    • Greenland S, Finkle WD. A critical look at methods for handling missing covariates in epidemiologic regression analyses. Am J Epidemiol 1995; 142: 1255-1264. (Pubitemid 26006424)
    • (1995) American Journal of Epidemiology , vol.142 , Issue.12 , pp. 1255-1264
    • Greenland, S.1    Finkle, W.D.2
  • 13
    • 68249114452 scopus 로고    scopus 로고
    • Multiple imputation for missing data in epidemiological and clinical research: Potential and pitfalls
    • Sterne JAC, White IR, Carlin JB, et al. Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls. Br Med J 2009; 338(b): 2393.
    • (2009) Br Med J , vol.338 , Issue.B , pp. 2393
    • Sterne, J.A.C.1    White, I.R.2    Carlin, J.B.3
  • 14
    • 49449091081 scopus 로고    scopus 로고
    • Use of multiple imputation in the epidemiologic literature
    • Klebanoff MA, Cole SR. Use of multiple imputation in the epidemiologic literature. Am J Epidemiol 2008; 168: 355-3357.
    • (2008) Am J Epidemiol , vol.168 , pp. 355-3357
    • Klebanoff, M.A.1    Cole, S.R.2
  • 15
    • 77953525864 scopus 로고    scopus 로고
    • London: London School of Hygiene and Tropical Medicine, Available at: Accessed on June 2009
    • Carpenter J, Kenwood M. Missing Data. London: London School of Hygiene and Tropical Medicine, 2008. Available at: http://www.missingdata.org.uk [Accessed on June 2009].
    • (2008)
    • Carpenter, J.1    Kenwood, M.2
  • 16
    • 0012310828 scopus 로고    scopus 로고
    • Leiden: TNO Quality of Life, Leiden, Available at: Accessed on June 2009
    • van Buuren S. Multiple Imputation Online. Leiden: TNO Quality of Life, Leiden, 2005. Available at: http://www.multiple-imputation.com [Accessed on June 2009].
    • (2005) Multiple Imputation Online
    • Van Buuren, S.1
  • 17
    • 76749124428 scopus 로고    scopus 로고
    • Birmingham, UK: University of Birmingham, Available at: Accessed on March 2009
    • Carpenter J, Kenward MG. Missing Data in Randomised Clinical Trials: A Practical Guide. Birmingham, UK: University of Birmingham, 2007. Available at: http://www.pcpoh.bham.ac.uk/publichealth/methodology/projects/RM03-JH17-MK. shtml [Accessed on March 2009].
    • (2007) Missing Data in Randomised Clinical Trials: A Practical Guide
    • Carpenter, J.1    Kenward, M.G.2
  • 18
    • 46349088681 scopus 로고    scopus 로고
    • Validating the effects of drug treatment on blood pressure in the General Practice Research Database
    • Delaney JAC, Moodie EEM, Suissa S. Validating the effects of drug treatment on blood pressure in the General Practice Research Database. Pharmacoepidemiol Drug Saf 2008; 17: 535-545.
    • (2008) Pharmacoepidemiol Drug Saf , vol.17 , pp. 535-545
    • Delaney, J.A.C.1    Moodie, E.E.M.2    Suissa, S.3
  • 19
    • 3242879259 scopus 로고    scopus 로고
    • Agreement between GPRD smoking data: A survey of general practitioners and a Population-based survey
    • Lewis JD, Brensinger C. Agreement between GPRD smoking data: a survey of general practitioners and a Population-based survey. Pharmacoepidemiol Drug Saf 2004; 13: 437-441.
    • (2004) Pharmacoepidemiol Drug Saf , vol.13 , pp. 437-441
    • Lewis, J.D.1    Brensinger, C.2
  • 20
    • 8844231762 scopus 로고    scopus 로고
    • Feasibility study and methodology to create a quality-evaluated database of primary care data
    • Bourke A, Dattani H, Robinson M. Feasibility study and methodology to create a quality evaluated database of primary care data. Inform Prim Care 2004; 12(3): 171-177. (Pubitemid 39534583)
    • (2004) Informatics in Primary Care , vol.12 , Issue.3 , pp. 171-177
    • Bourke, A.1    Dattani, H.2    Robinson, M.3
  • 21
    • 77953482160 scopus 로고    scopus 로고
    • The Health Improvement Network
    • Available at: Accessed on March 2009
    • The Health Improvement Network. London: The Health Improvement Network, 2009. Available at: http://www.thin-uk.com [Accessed on March 2009].
    • (2009) London: The Health Improvement Network
  • 22
  • 23
    • 12344265821 scopus 로고    scopus 로고
    • The British Regional Heart Study 1975-2004
    • Walker M, Whincup PH, Shaper AG. The British Regional Heart Study 1975-2004. Int J Epidemiol 2004; 33: 1185-1192.
    • (2004) Int J Epidemiol , vol.33 , pp. 1185-1192
    • Walker, M.1    Whincup, P.H.2    Shaper, A.G.3
  • 24
    • 0037079309 scopus 로고    scopus 로고
    • Age-specific relevance of usual blood pressure to vascular mortality: A meta-analysis of individual data for one million adults in 61 prospective studies
    • Prospective Studies Collaboration
    • Lewington S, Clarke R, Qizilbash N, et al. and Prospective Studies Collaboration. Age-specific relevance of usual blood pressure to vascular mortality: a meta-analysis of individual data for one million adults in 61 prospective studies. Lancet 2002; 360(9349): 1903-1913.
    • (2002) Lancet , vol.360 , Issue.9349 , pp. 1903-1913
    • Lewington, S.1    Clarke, R.2    Qizilbash, N.3
  • 25
    • 3042700097 scopus 로고    scopus 로고
    • Mortality in relation to smoking: 50 years' observations on male British doctors (electronic article)
    • Doll R, Peto R, Boreham J, et al. Mortality in relation to smoking: 50 years' observations on male British doctors (electronic article). Br Med J 2004; 328(7455): 1519.
    • (2004) Br Med J , vol.328 , Issue.7455 , pp. 1519
    • Doll, R.1    Peto, R.2    Boreham, J.3
  • 26
    • 62849107573 scopus 로고    scopus 로고
    • Body-mass index and cause-specific mortality in 900 000 adults: Collaborative analyses of 57 prospective studies
    • Whitlock G, Lewington S, Sherliker P, et al. Body-mass index and cause-specific mortality in 900 000 adults: collaborative analyses of 57 prospective studies. Lancet 2009; 373(9669): 1083-1096.
    • (2009) Lancet , vol.373 , Issue.9669 , pp. 1083-1096
    • Whitlock, G.1    Lewington, S.2    Sherliker, P.3
  • 27
    • 33845501621 scopus 로고    scopus 로고
    • Alcohol dosing and total mortality in men and women: An updated meta-analysis of 34 prospective studies
    • Di Castelnuovo A, Costanzo S, Bagnardi V, et al. Alcohol dosing and total mortality in men and women: an updated meta-analysis of 34 prospective studies. Arch Intern Med. 2006; 166(22): 2437-2445.
    • (2006) Arch Intern Med , vol.166 , Issue.22 , pp. 2437-2445
    • Di Castelnuovo, A.1    Costanzo, S.2    Bagnardi, V.3
  • 29
    • 0033616909 scopus 로고    scopus 로고
    • Multiple imputation of missing blood pressure covariates in survival analysis
    • van Buuren S, Boshuizen HC, Knook DL. Multiple imputation of missing blood pressure covariates in survival analysis. Stat Med 1999; 18(6): 681-694.
    • (1999) Stat Med , vol.18 , Issue.6 , pp. 681-694
    • Van Buuren, S.1    Boshuizen, H.C.2    Knook, D.L.3
  • 31
    • 33646501982 scopus 로고    scopus 로고
    • Multiple imputation of missing values: Update of ice
    • Royston P. Multiple imputation of missing values: update of ice. Stata J 2005; 5(4): 527-536. (Pubitemid 43708457)
    • (2005) Stata Journal , vol.5 , Issue.4 , pp. 527-536
    • Royston, P.1
  • 32
    • 31644450063 scopus 로고    scopus 로고
    • Stata Corporation. Stata Corporation: College Station, TX
    • Stata Corporation. Stata Statistical Software: Release 10. Stata Corporation: College Station, TX, 2007.
    • (2007) Stata Statistical Software: Release 10
  • 33
    • 0013153430 scopus 로고    scopus 로고
    • London: The NHS Information Centre, Available at: Accessed on April 2009
    • Lader D. Drinking: Adults' Behaviour and Knowledge in 2008. London: The NHS Information Centre, 2009. Available at: http://www.statistics.gov.uk/ downloads/theme-health/drink2008.pdf [Accessed on April 2009].
    • (2009) Drinking: Adults' Behaviour and Knowledge in 2008
    • Lader, D.1
  • 34
    • 42149129525 scopus 로고    scopus 로고
    • Low identification of alcohol use disorders in general practice in England
    • Cheeta S, Drummond C, Oyefeso A, et al. Low identification of alcohol use disorders in general practice in England. Addiction 2008; 103(5): 766-773.
    • (2008) Addiction , vol.103 , Issue.5 , pp. 766-773
    • Cheeta, S.1    Drummond, C.2    Oyefeso, A.3
  • 35
    • 77953505201 scopus 로고    scopus 로고
    • London: 2008. Available at: Accessed on April 2009
    • The NHS Centre Information Statistics on Smoking: England, 2008. London: The NHS Information Centre, 2008. Available at: http://www.ic.nhs.uk/webfiles/ publications/Smoking%20bulletin/Smoking%202008/ Statistics%20on%20Smoking%202008%20final%20format%20v9.pdf [Accessed on April 2009].
    • (2008) The NHS Centre Information Statistics on Smoking: England


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.