An empirical assessment of immeasurable time bias in the setting of nested case-control studies: Statins and all-cause mortality among patients with heart failure.
Aged
Aged, 80 and over
Bias
Case-Control Studies
Cause of Death
Confounding Factors, Epidemiologic
Databases, Factual
/ statistics & numerical data
Female
Heart Failure
/ drug therapy
Humans
Hydroxymethylglutaryl-CoA Reductase Inhibitors
/ therapeutic use
Male
Pharmacoepidemiology
/ methods
Proportional Hazards Models
Republic of Korea
/ epidemiology
Survival Analysis
Time Factors
Treatment Outcome
heart failure
immeasurable time bias
nested case control
pharmacoepidemiology
statins
Journal
Pharmacoepidemiology and drug safety
ISSN: 1099-1557
Titre abrégé: Pharmacoepidemiol Drug Saf
Pays: England
ID NLM: 9208369
Informations de publication
Date de publication:
10 2019
10 2019
Historique:
received:
10
06
2019
revised:
26
07
2019
accepted:
03
08
2019
pubmed:
23
8
2019
medline:
1
7
2020
entrez:
22
8
2019
Statut:
ppublish
Résumé
Immeasurable time bias exaggerates drug benefits in pharmacoepidemiologic studies due to exposure misclassification that occurs due to the lack of inpatient drug data in many healthcare databases. To estimate the magnitude of immeasurable time bias and assess potential approaches to minimize it, we conducted a nested case-control study of statin use and mortality among heart failure patients using the South Korean nationwide healthcare database, which contains both inpatient and outpatient medication data. Using both inpatient and outpatient medication data to define the gold standard exposure definition, we assessed 10 different analytical methods in which exposure was defined using outpatient medication data only. We compared different methodological approaches to reduce immeasurable time bias: restricting to nonhospitalized patients, adjusting for hospitalization, weighting by either measurable time (nonhospitalized time during 90-d period) or outpatient time, and computing the odds ratios (ORs) using 90-day cumulative probability of exposure produced by the Kaplan-Meier product-limit estimator for cases and controls. The three approaches that most closely approximated the gold standard (hazard ratio [HR] 1.20; 95% confidence interval [CI], 1.05-1.37) were weighting by either measurable (HR 1.09; 95% CI, 0.92-1.28) or outpatient time (HR 1.14; 95% CI, 0.96-1.34) in the unexposed or by estimating the 90-day exposure probability (HR 1.31; 95% CI, 1.11-1.51). The use of one of these three methods may be suggested as an approach to minimize immeasurable time bias in nested case-control studies.
Substances chimiques
Hydroxymethylglutaryl-CoA Reductase Inhibitors
0
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
1318-1327Informations de copyright
© 2019 John Wiley & Sons, Ltd.
Références
Suissa S. Immeasurable time bias in observational studies of drug effects on mortality. Am J Epidemiol. 2008;168(3):329-335.
Cook EA, Schneider KM, Chrischilles E, Brooks JM. Accounting for unobservable exposure time bias when using Medicare prescription drug data. Medicare Medicaid Res Rev. 2013;3(4).
Morales DR, Lipworth BJ, Donnan PT, Jackson C, Guthrie B. Respiratory effect of beta-blockers in people with asthma and cardiovascular disease: population-based nested case control study. BMC Med. 2017;15(1):18.
Morales DR, Dreischulte T, Lipworth BJ, Donnan PT, Jackson C, Guthrie B. Respiratory effect of beta-blocker eye drops in asthma: population-based study and meta-analysis of clinical trials. Br J Clin Pharmacol. 2016;82(3):814-822.
Ruokoniemi P, Korhonen MJ, Helin-Salmivaara A, et al. Statin adherence and the risk of major coronary events in patients with diabetes: a nested case-control study. Br J Clin Pharmacol. 2011;71(5):766-776.
Herrett E, Gallagher AM, Bhaskaran K, et al. Data resource profile: Clinical Practice Research Datalink (CPRD). Int J Epidemiol. 2015;44(3):827-836.
Tavazzi L, Maggioni A, Marchioli R, et al. Effect of rosuvastatin in patients with chronic heart failure (the GISSI-HF trial): a randomised, double-blind, placebo-controlled trial. Lancet. 2008;372(9645):1231-1239.
Lipinski MJ, Cauthen CA, Biondi-Zoccai GG, et al. Meta-analysis of randomized controlled trials of statins versus placebo in patients with heart failure. Am J Cardiol. 2009;104(12):1708-1716.
Folkeringa RJ, Van Kraaij DJ, Tieleman RG, Nieman FHM, Pinto YM, Crijns HJGM. Statins associated with reduced mortality in patients admitted for congestive heart failure. J Card Fail. 2006;12(2):134-138.
Joel G, Ray YG, Sykora K, Tu JV. Statin use and survival outcomes in elderly patients with heart failure. Arch Intern Med. 2005;165(1):62-67.
Alan S, Go M, Lee WY, Yang J, Lo JC, Gurwitz JH. Statin therapy and risks for death and hospitalization in chronic heart failure. JAMA. 2006;296(17):2105-2111.
Afilalo J, Majdan AA, Eisenberg MJ. Intensive statin therapy in acute coronary syndromes and stable coronary heart disease: a comparative meta-analysis of randomised controlled trials. Heart. 2007;93(8):914-921.
National Health Insurance (NHI). National Health Insurance Service-Senior Cohort Database User Manual (2002~2015). 2016.
Lai EC-C, Man KK, Chaiyakunapruk N, et al. Brief report: databases in the Asia-Pacific region: the potential for a distributed network approach. Epidemiology. 2015;26(6):815-820.
Ray WA. Evaluating medication effects outside of clinical trials: new-user designs. Am J Epidemiol. 2003;158(9):915-920.
Langholz B, Goldstein L. Risk set sampling in epidemiologic cohort studies. Stat Med. 1996;11(1):35-53.
Suissa S. The quasi-cohort approach in pharmacoepidemiology: upgrading the nested case-control. Epidemiology. 2015;26(2):242-246.
Christensen S, Mehnert F, Chapurlat RD, Baron JA, Sorensen HT. Oral bisphosphonates and risk of ischemic stroke: a case-control study. Osteoporos Int. 2011;22(6):1773-1779.
Lamberg AL, Horvath-Puho E, Christensen S, Sorensen HT. Use of oral bisphosphonates and risk of venous thromboembolism: a population-based case-control study. Osteoporos Int. 2010;21(11):1911-1917.
Corrao G, Ibrahim B, Nicotra F, et al. Long-term use of statins reduces the risk of hospitalization for dementia. Atherosclerosis. 2013;230(2):171-176.
Dregan A, Chowienczyk P, Armstrong D. Patterns of anti-inflammatory drug use and risk of dementia: a matched case-control study. Eur J Neurol. 2015;22(11):1421-1428.