메뉴 건너뛰기




Volumn 16, Issue 2, 2013, Pages 259-266

Evaluating the impact of unmeasured confounding with internal validation data: An example cost evaluation in type 2 diabetes

Author keywords

Bayesian methods; confounding; robustness; sensitivity analyses

Indexed keywords

ANTIDIABETIC AGENT;

EID: 84875448813     PISSN: 10983015     EISSN: 15244733     Source Type: Journal    
DOI: 10.1016/j.jval.2012.10.012     Document Type: Article
Times cited : (22)

References (32)
  • 1
    • 0037357132 scopus 로고    scopus 로고
    • A checklist for retroactive database studies - Report of the ISPOR Task Force on Retrospective Databases
    • B. Motheral, J. Brooks, and M.A. Clark A checklist for retroactive database studies - report of the ISPOR Task Force on Retrospective Databases Value Health 6 2003 90 97
    • (2003) Value Health , vol.6 , pp. 90-97
    • Motheral, B.1    Brooks, J.2    Clark, M.A.3
  • 2
    • 34848832401 scopus 로고    scopus 로고
    • Studying prescription drug use and outcomes with Medicaid claims data
    • S. Crystal, A. Akincigil, S. Bilder, and J.T. Walkup Studying prescription drug use and outcomes with Medicaid claims data Med Care 45 Suppl 2007 S58 S65
    • (2007) Med Care , vol.45 , Issue.SUPPL.
    • Crystal, S.1    Akincigil, A.2    Bilder, S.3    Walkup, J.T.4
  • 3
    • 84949193513 scopus 로고
    • Reducing bias in observational studies using subclassification on the propensity score
    • P.R. Rosenbaum, and D.B. Rubin Reducing bias in observational studies using subclassification on the propensity score J Am Stat Assoc 79 1984 516 524
    • (1984) J Am Stat Assoc , vol.79 , pp. 516-524
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 5
    • 3543135271 scopus 로고    scopus 로고
    • Tutorial in biostatistics: Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group
    • R.B. D'Agostino Jr Tutorial in biostatistics: propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group Stat Med 17 1998 2265 2281
    • (1998) Stat Med , vol.17 , pp. 2265-2281
    • D'Agostino, Jr.R.B.1
  • 6
    • 0034702175 scopus 로고    scopus 로고
    • Randomized, controlled trials, observational studies, and the hierarchy of research designs
    • J. Concato, N. Shah, and R.I. Horowitz Randomized, controlled trials, observational studies, and the hierarchy of research designs N Engl J Med 342 2000 1887 1892
    • (2000) N Engl J Med , vol.342 , pp. 1887-1892
    • Concato, J.1    Shah, N.2    Horowitz, R.I.3
  • 7
    • 0034702233 scopus 로고    scopus 로고
    • A comparison of observational studies and randomized, controlled trials
    • K. Benson, and A.J. Hartz A comparison of observational studies and randomized, controlled trials N Engl J Med 342 2002 1878 1886
    • (2002) N Engl J Med , vol.342 , pp. 1878-1886
    • Benson, K.1    Hartz, A.J.2
  • 8
    • 41549117102 scopus 로고    scopus 로고
    • Observational research, randomized trials, and two views of medical science
    • J.P. Vandenbrouke Observational research, randomized trials, and two views of medical science PLoS Med 5 2008 e67
    • (2008) PLoS Med , vol.5 , pp. 67
    • Vandenbrouke, J.P.1
  • 9
    • 33846403798 scopus 로고    scopus 로고
    • Estimating treatment effects using observational data
    • R.B. D'Agostino Jr, and R.B. D'Agostino Estimating treatment effects using observational data JAMA 297 2007 314 316
    • (2007) JAMA , vol.297 , pp. 314-316
    • D'Agostino, Jr.R.B.1    D'Agostino, R.B.2
  • 10
    • 33744495314 scopus 로고    scopus 로고
    • Sensitivity analyses and external adjustment for unmeasured confounders in epidemiologic database studies of therapeutics
    • S. Schneeweiss Sensitivity analyses and external adjustment for unmeasured confounders in epidemiologic database studies of therapeutics Pharmacoepi Drug Safety 15 2006 291 303
    • (2006) Pharmacoepi Drug Safety , vol.15 , pp. 291-303
    • Schneeweiss, S.1
  • 11
    • 77954548554 scopus 로고    scopus 로고
    • Probabilistic approaches to better quantifying the results of epidemiologic studies
    • P. Gustafson, and L.C. McCandless Probabilistic approaches to better quantifying the results of epidemiologic studies Int J Environ Res Pub Health 7 2010 1520 1539
    • (2010) Int J Environ Res Pub Health , vol.7 , pp. 1520-1539
    • Gustafson, P.1    McCandless, L.C.2
  • 12
    • 34248379740 scopus 로고    scopus 로고
    • Bayesian sensitivity analysis for unmeasured confounding in observational studies
    • L.C. McCandless, P. Gustafson, and A.R. Levy Bayesian sensitivity analysis for unmeasured confounding in observational studies Statist Med 26 2007 2331 2347
    • (2007) Statist Med , vol.26 , pp. 2331-2347
    • McCandless, L.C.1    Gustafson, P.2    Levy, A.R.3
  • 13
    • 23444460132 scopus 로고    scopus 로고
    • Claims data studies of sedative-hypnotics and hip fractures in older people: Exploring residual confounding using survey information
    • S. Schneeweiss, and P.S. Wang Claims data studies of sedative-hypnotics and hip fractures in older people: exploring residual confounding using survey information J Am Geriatr Soc 53 2005 948 955
    • (2005) J Am Geriatr Soc , vol.53 , pp. 948-955
    • Schneeweiss, S.1    Wang, P.S.2
  • 14
    • 33749076656 scopus 로고    scopus 로고
    • Periconceptional multivitamin use reduces the risk of preeclampsia
    • L.M. Bodnar, G. Tang, and R.B. Ness Periconceptional multivitamin use reduces the risk of preeclampsia Am J Epidemiol 164 2006 470 477
    • (2006) Am J Epidemiol , vol.164 , pp. 470-477
    • Bodnar, L.M.1    Tang, G.2    Ness, R.B.3
  • 15
    • 59149087852 scopus 로고    scopus 로고
    • Assessing residual confouding of the association between antipsychotic medications and risk of death using survey data
    • S. Schneeweiss, S. Setoguchi, and M.A. Brookhard Assessing residual confouding of the association between antipsychotic medications and risk of death using survey data CNS Drugs 23 2009 171 180
    • (2009) CNS Drugs , vol.23 , pp. 171-180
    • Schneeweiss, S.1    Setoguchi, S.2    Brookhard, M.A.3
  • 16
    • 38349110550 scopus 로고    scopus 로고
    • A sensitivity analysis using information about measured confounders yielded improved assessments of uncertainty from unmeasured confounding
    • L.C. McCandless, P. Gustafson, and A.R. Levy A sensitivity analysis using information about measured confounders yielded improved assessments of uncertainty from unmeasured confounding J Clin Epidemiol 61 2008 247 255
    • (2008) J Clin Epidemiol , vol.61 , pp. 247-255
    • McCandless, L.C.1    Gustafson, P.2    Levy, A.R.3
  • 17
    • 24144477605 scopus 로고    scopus 로고
    • Adjusting effect estimates for unmeasured confounding with validation data using propensity score calibation
    • T. Sturmer, S. Schneeweiss, J. Avorn, and R.J. Glynn Adjusting effect estimates for unmeasured confounding with validation data using propensity score calibation Am J Epidemiol 162 2005 279 289
    • (2005) Am J Epidemiol , vol.162 , pp. 279-289
    • Sturmer, T.1    Schneeweiss, S.2    Avorn, J.3    Glynn, R.J.4
  • 18
    • 78650656410 scopus 로고    scopus 로고
    • Comparison of several imputation methods for missing baseline data in propensity scores analysis of binary outcome
    • B. Crowe, I. Lipkovich, and O. Wang Comparison of several imputation methods for missing baseline data in propensity scores analysis of binary outcome Pharm Stat 9 4 2010 269 279
    • (2010) Pharm Stat , vol.9 , Issue.4 , pp. 269-279
    • Crowe, B.1    Lipkovich, I.2    Wang, O.3
  • 19
    • 85172067421 scopus 로고    scopus 로고
    • Propensity scoring with missing values
    • D. Faries, A.C. Leon, J.M. Haro, R.L. Obenchain, SAS Institute Cary, NC
    • Y. Qu, and I. Lipkovich Propensity scoring with missing values D. Faries, A.C. Leon, J.M. Haro, R.L. Obenchain, Analysis of Observational Health Care Data Using SAS 2010 SAS Institute Cary, NC
    • (2010) Analysis of Observational Health Care Data Using SAS
    • Qu, Y.1    Lipkovich, I.2
  • 20
    • 34447129608 scopus 로고    scopus 로고
    • Performance of propensity score calibation - A simulation study
    • T. Sturmer, S. Schneeweiss, and K.J. Rothman Performance of propensity score calibation - a simulation study Am J Epidemiol 165 2007 1110 1118
    • (2007) Am J Epidemiol , vol.165 , pp. 1110-1118
    • Sturmer, T.1    Schneeweiss, S.2    Rothman, K.J.3
  • 21
    • 82955198026 scopus 로고    scopus 로고
    • Healthcare resource utilization and costs assessment of type 2 diabetes patients initiating exenatide BID or glargine: A retrospective database analysis
    • M. Pawaskar, A. Zagar, T. Sugihara, and L. Shi Healthcare resource utilization and costs assessment of type 2 diabetes patients initiating exenatide BID or glargine: a retrospective database analysis J Med Econ 14 2011 16 27
    • (2011) J Med Econ , vol.14 , pp. 16-27
    • Pawaskar, M.1    Zagar, A.2    Sugihara, T.3    Shi, L.4
  • 22
    • 27744468588 scopus 로고    scopus 로고
    • Good research practices for cost-effectiveness analysis alongside clinical trials: The ISPOR RCT-CEA task force report
    • S. Ramsey, R. Willke, and A. Briggs Good research practices for cost-effectiveness analysis alongside clinical trials: the ISPOR RCT-CEA task force report Value Health 8 2005 521 533
    • (2005) Value Health , vol.8 , pp. 521-533
    • Ramsey, S.1    Willke, R.2    Briggs, A.3
  • 23
    • 33748336479 scopus 로고    scopus 로고
    • Analysis of cost data in economic evaluations conducted alongside randomized controlled trials
    • J.A. Doshi, H.A. Glick, and D. Polsky Analysis of cost data in economic evaluations conducted alongside randomized controlled trials Value Health 9 2006 334 340
    • (2006) Value Health , vol.9 , pp. 334-340
    • Doshi, J.A.1    Glick, H.A.2    Polsky, D.3
  • 24
    • 79952920209 scopus 로고    scopus 로고
    • Costs and cost-effectiveness analyses using propensity score bin bootstrapping
    • D. Faries, A.C. Leon, J.M. Haro, R.L. Obenchain, SAS Institute Cary, NC
    • D.E. Faries, X. Peng, and R.L. Obenchain Costs and cost-effectiveness analyses using propensity score bin bootstrapping D. Faries, A.C. Leon, J.M. Haro, R.L. Obenchain, Analysis of Observational Healthcare Data Using SAS 2010 SAS Institute Cary, NC
    • (2010) Analysis of Observational Healthcare Data Using SAS
    • Faries, D.E.1    Peng, X.2    Obenchain, R.L.3
  • 25
    • 16244380534 scopus 로고    scopus 로고
    • Generalized modeling approaches to risk adjustment of skewed outcomes data
    • W.G. Manning, A. Basu, and J. Mullahy Generalized modeling approaches to risk adjustment of skewed outcomes data J Health Econ 24 2005 465 488
    • (2005) J Health Econ , vol.24 , pp. 465-488
    • Manning, W.G.1    Basu, A.2    Mullahy, J.3
  • 27
    • 0032867655 scopus 로고    scopus 로고
    • Lifetime health and economic benefits of weight loss among obese persons
    • G. Oster, D. Thompson, and J. Edelsberg Lifetime health and economic benefits of weight loss among obese persons Am J Public Health 89 1999 1536 1542
    • (1999) Am J Public Health , vol.89 , pp. 1536-1542
    • Oster, G.1    Thompson, D.2    Edelsberg, J.3
  • 28
    • 36049005288 scopus 로고    scopus 로고
    • Short-term economic impact of body weight change among patients with type 2 diabetes treated with antidiabetic agents: Analysis using claims, laboratory, and medical record data
    • A.P. Yu, E.Q. Wu, and H.G. Birnbaum Short-term economic impact of body weight change among patients with type 2 diabetes treated with antidiabetic agents: analysis using claims, laboratory, and medical record data Curr Med Res Opin 23 9 2007 2157 2169
    • (2007) Curr Med Res Opin , vol.23 , Issue.9 , pp. 2157-2169
    • Yu, A.P.1    Wu, E.Q.2    Birnbaum, H.G.3
  • 29
    • 67649373364 scopus 로고    scopus 로고
    • Effects of exenatide on diabetes, obesity, cardiovascular risk factors, and hepatic biomarkers in patients with type 2 diabetes
    • L.L. Nielsen, T. Okerson, J. Holcombe, and B. Hoogwerf Effects of exenatide on diabetes, obesity, cardiovascular risk factors, and hepatic biomarkers in patients with type 2 diabetes J Diabetes Sci Technol 2 2008 255 260
    • (2008) J Diabetes Sci Technol , vol.2 , pp. 255-260
    • Nielsen, L.L.1    Okerson, T.2    Holcombe, J.3    Hoogwerf, B.4
  • 30
    • 64349087868 scopus 로고    scopus 로고
    • Nationally representative medical costs of diabetes by time since diagnosis
    • J. Trogdon, and T. Hylands Nationally representative medical costs of diabetes by time since diagnosis Diabetes Care 31 2008 2307 2311
    • (2008) Diabetes Care , vol.31 , pp. 2307-2311
    • Trogdon, J.1    Hylands, T.2
  • 31
    • 26944477362 scopus 로고    scopus 로고
    • Exenatide versus insulin glargine in patients with suboptimally controlled type 2 diabetes
    • R.J. Heine, L.F. Van Gaal, and D. Johns Exenatide versus insulin glargine in patients with suboptimally controlled type 2 diabetes Ann Intern Med 143 2005 559 569
    • (2005) Ann Intern Med , vol.143 , pp. 559-569
    • Heine, R.J.1    Van Gaal, L.F.2    Johns, D.3
  • 32
    • 0033839024 scopus 로고    scopus 로고
    • Marginal structural models to assess the causal effect of zidovudine on the survival of HIV-positive men
    • M.A. Hernan, B. Brumback, and J.M. Robins Marginal structural models to assess the causal effect of zidovudine on the survival of HIV-positive men Epidemiology 11 2000 562 570
    • (2000) Epidemiology , vol.11 , pp. 562-570
    • Hernan, M.A.1    Brumback, B.2    Robins, J.M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.