Skip to main content
Top
Published in: BMC Medical Research Methodology 1/2017

Open Access 01-12-2017 | Research article

Does the association between adherence to statin medications and mortality depend on measurement approach? A retrospective cohort study

Authors: Mhd. Wasem Alsabbagh, Dean Eurich, Lisa M. Lix, Thomas W. Wilson, David F. Blackburn

Published in: BMC Medical Research Methodology | Issue 1/2017

Login to get access

Abstract

Background

The aim of this study was to examine the relationship between mortality and statin adherence using two different approaches to adherence measurement (summary versus repeated-measures).

Methods

A retrospective cohort study was conducted using administrative data from Saskatchewan, Canada between 1994 and 2008. Eligible individuals received a prescription for a statin following hospitalization for acute coronary syndrome (ACS). Adherence was measured using proportion of days covered (PDC) expressed either as: 1) a fixed summary measure, or 2) as a repeatedly measured covariate. Multivariable Cox-proportional hazards models were used to estimate the association between adherence and mortality.

Results

Among 9,051 individuals, optimal adherence (≥80%) modeled with a fixed summary measure was not associated with mortality benefits (adjusted HR 0.97, 95% CI 0.86 to 1.09, p = 0.60). In contrast, repeated-measures approach resulted in a significant 25% reduction in the risk of death (adjusted HR 0.75, 95% CI 0.67 to 0.85, p < 0.01).

Conclusions

Unlike the summary measure, the repeated measures approach produces a significant reduction of all-cause mortality with optimal adherence. This effect may be a result of the repeated measures approach being more sensitive, or more prone to survival bias. Our findings clearly demonstrate the need to undertake (and report) multiple approaches when assessing the benefits of medication adherence.
Appendix
Available only for authorised users
Literature
1.
go back to reference Simpson Jr RJ, Mendys P. The effects of adherence and persistence on clinical outcomes in patients treated with statins: a systematic review. J Clin Lipidol. 2010;4(6):462–71.CrossRefPubMed Simpson Jr RJ, Mendys P. The effects of adherence and persistence on clinical outcomes in patients treated with statins: a systematic review. J Clin Lipidol. 2010;4(6):462–71.CrossRefPubMed
2.
go back to reference Rasmussen JN, Chong A, Alter DA. Relationship between adherence to evidence-based pharmacotherapy and long-term mortality after acute myocardial infarction. JAMA. 2007;297(2):177–86.CrossRefPubMed Rasmussen JN, Chong A, Alter DA. Relationship between adherence to evidence-based pharmacotherapy and long-term mortality after acute myocardial infarction. JAMA. 2007;297(2):177–86.CrossRefPubMed
3.
go back to reference Newby LK, LaPointe NM, Chen AY, Kramer JM, Hammill BG, DeLong ER, Muhlbaier LH, Califf RM. Long-term adherence to evidence-based secondary prevention therapies in coronary artery disease. Circulation. 2006;113(2):203–12.CrossRefPubMed Newby LK, LaPointe NM, Chen AY, Kramer JM, Hammill BG, DeLong ER, Muhlbaier LH, Califf RM. Long-term adherence to evidence-based secondary prevention therapies in coronary artery disease. Circulation. 2006;113(2):203–12.CrossRefPubMed
4.
go back to reference Ho PM, Magid DJ, Shetterly SM, Olson KL, Maddox TM, Peterson PN, Masoudi FA, Rumsfeld JS. Medication nonadherence is associated with a broad range of adverse outcomes in patients with coronary artery disease. Am Heart J. 2008;155(4):772–9.CrossRefPubMed Ho PM, Magid DJ, Shetterly SM, Olson KL, Maddox TM, Peterson PN, Masoudi FA, Rumsfeld JS. Medication nonadherence is associated with a broad range of adverse outcomes in patients with coronary artery disease. Am Heart J. 2008;155(4):772–9.CrossRefPubMed
5.
go back to reference Wei L, Wang J, Thompson P, Wong S, et al. Adherence to strain treatment and readmission of patients after myocardial infarction: A 6 year follow up study. Heart. 2002;88(3):229–33.CrossRefPubMedPubMedCentral Wei L, Wang J, Thompson P, Wong S, et al. Adherence to strain treatment and readmission of patients after myocardial infarction: A 6 year follow up study. Heart. 2002;88(3):229–33.CrossRefPubMedPubMedCentral
6.
go back to reference Raebel MA, Ellis JL, Carroll NM, Bayliss EA, McGinnis B, Schroeder EB, Shetterly S, Xu S, Steiner JF, Raebel MA, Ellis JL, Carroll NM, Bayliss EA, McGinnis B, Schroeder EB, Shetterly S, Xu S, Steiner JF. Characteristics of patients with primary non-adherence to medications for hypertension, diabetes, and lipid disorders. J Gen Intern Med. 2011;27(1):57–64.CrossRefPubMedPubMedCentral Raebel MA, Ellis JL, Carroll NM, Bayliss EA, McGinnis B, Schroeder EB, Shetterly S, Xu S, Steiner JF, Raebel MA, Ellis JL, Carroll NM, Bayliss EA, McGinnis B, Schroeder EB, Shetterly S, Xu S, Steiner JF. Characteristics of patients with primary non-adherence to medications for hypertension, diabetes, and lipid disorders. J Gen Intern Med. 2011;27(1):57–64.CrossRefPubMedPubMedCentral
7.
go back to reference Esposti LD, Saragoni S, Benemei S, Batacchi P, Geppetti P, Di Bari M, Marchionni N, Sturani A, Buda S, Esposti ED. Adherence to antihypertensive medications and health outcomes among newly treated hypertensive patients. Clinicoecon Outcomes Res. 2011;3:47–54.CrossRefPubMedPubMedCentral Esposti LD, Saragoni S, Benemei S, Batacchi P, Geppetti P, Di Bari M, Marchionni N, Sturani A, Buda S, Esposti ED. Adherence to antihypertensive medications and health outcomes among newly treated hypertensive patients. Clinicoecon Outcomes Res. 2011;3:47–54.CrossRefPubMedPubMedCentral
8.
go back to reference Wei L, Fahey T, MacDonald TM. Adherence to statin or aspirin or both in patients with established cardiovascular disease: exploring healthy behaviour vs. drug effects and 10-year follow-up of outcome. Br J Clin Pharmacol. 2008;66(1):110–6.CrossRefPubMedPubMedCentral Wei L, Fahey T, MacDonald TM. Adherence to statin or aspirin or both in patients with established cardiovascular disease: exploring healthy behaviour vs. drug effects and 10-year follow-up of outcome. Br J Clin Pharmacol. 2008;66(1):110–6.CrossRefPubMedPubMedCentral
9.
go back to reference Kettani F, Dragomir A, Côté R, Roy L, Bérard A, Blais L, Lalonde L, Moreau P, Perreault S. Impact of a Better Adherence to Antihypertensive Agents on Cerebrovascular Disease for Primary Prevention. Stroke. 2009;40(1):213–20.CrossRefPubMed Kettani F, Dragomir A, Côté R, Roy L, Bérard A, Blais L, Lalonde L, Moreau P, Perreault S. Impact of a Better Adherence to Antihypertensive Agents on Cerebrovascular Disease for Primary Prevention. Stroke. 2009;40(1):213–20.CrossRefPubMed
10.
go back to reference Hong J, Novick D, Treuer T, Montgomery W, Haynes VS, Wu S, Haro JM. Predictors and consequences of adherence to the treatment of pediatric patients with attention-deficit/hyperactivity disorder in Central Europe and East Asia. Patient Prefer Adherence. 2013;7:987–95.CrossRefPubMedPubMedCentral Hong J, Novick D, Treuer T, Montgomery W, Haynes VS, Wu S, Haro JM. Predictors and consequences of adherence to the treatment of pediatric patients with attention-deficit/hyperactivity disorder in Central Europe and East Asia. Patient Prefer Adherence. 2013;7:987–95.CrossRefPubMedPubMedCentral
11.
go back to reference Fitzgerald AA, Powers JD, Ho PM, Maddox TM, Peterson PN, Allen LA, Masoudi FA, Magid DJ, Havranek EP. Impact of Medication Nonadherence on Hospitalizations and Mortality in Heart Failure. J Card Fail. 2011;17(8):664–9.CrossRefPubMed Fitzgerald AA, Powers JD, Ho PM, Maddox TM, Peterson PN, Allen LA, Masoudi FA, Magid DJ, Havranek EP. Impact of Medication Nonadherence on Hospitalizations and Mortality in Heart Failure. J Card Fail. 2011;17(8):664–9.CrossRefPubMed
12.
go back to reference Yu AP, Nichol MB. A time-varying survival model for the association of adherence with HMG-COA inhibitors to the risk of adverse events [abstract]. Value Health. 2003;6:191–2. Yu AP, Nichol MB. A time-varying survival model for the association of adherence with HMG-COA inhibitors to the risk of adverse events [abstract]. Value Health. 2003;6:191–2.
13.
go back to reference Shore S, Carey EP, Turakhia MP, Jackevicius CA, Cunningham F, Pilote L, Bradley SM, Maddox TM, Grunwald GK, Baron AE, Rumsfeld JS, Varosy PD, Schneider PM, Marzec LN, Ho PM. Adherence to dabigatran therapy and longitudinal patient outcomes: Insights from the Veterans Health Administration. Am Heart J. 2014;167(6):810–7.CrossRefPubMedPubMedCentral Shore S, Carey EP, Turakhia MP, Jackevicius CA, Cunningham F, Pilote L, Bradley SM, Maddox TM, Grunwald GK, Baron AE, Rumsfeld JS, Varosy PD, Schneider PM, Marzec LN, Ho PM. Adherence to dabigatran therapy and longitudinal patient outcomes: Insights from the Veterans Health Administration. Am Heart J. 2014;167(6):810–7.CrossRefPubMedPubMedCentral
14.
go back to reference Lamb D, Eurich D, McAlister F, Tsuyuki R, Semchuk W, Wilson T, Blackburn D. Changes in adherence to evidence-based medications in the first year after initial hospitalization for heart failure: observational cohort study from 1994 to 2003. Circ Cardiovasc Qual Outcomes. 2009;2(3):228.CrossRefPubMed Lamb D, Eurich D, McAlister F, Tsuyuki R, Semchuk W, Wilson T, Blackburn D. Changes in adherence to evidence-based medications in the first year after initial hospitalization for heart failure: observational cohort study from 1994 to 2003. Circ Cardiovasc Qual Outcomes. 2009;2(3):228.CrossRefPubMed
15.
go back to reference Tulloch J, Evans B. Evaluation of the Accuracy of the Saskatchewan Health Pharmaceutical Information Program for Determining a Patient’s Medication Use Immediately before Admission. Can J Hosp Pharm. 2009;62(1):21–7.PubMedPubMedCentral Tulloch J, Evans B. Evaluation of the Accuracy of the Saskatchewan Health Pharmaceutical Information Program for Determining a Patient’s Medication Use Immediately before Admission. Can J Hosp Pharm. 2009;62(1):21–7.PubMedPubMedCentral
16.
go back to reference Liu L, Reeder B, Shuaib A, Mazagri R. Validity of stroke diagnosis on hospital discharge records in Saskatchewan, Canada: implications for stroke surveillance. Cerebrovasc Dis. 1999;9(4):224–30.CrossRefPubMed Liu L, Reeder B, Shuaib A, Mazagri R. Validity of stroke diagnosis on hospital discharge records in Saskatchewan, Canada: implications for stroke surveillance. Cerebrovasc Dis. 1999;9(4):224–30.CrossRefPubMed
17.
go back to reference Blackburn DF, Dobson RT, Blackburn JL, Wilson TW. Cardiovascular morbidity associated with nonadherence to statin therapy. Pharmacotherapy. 2005;25(8):1035–43.CrossRefPubMed Blackburn DF, Dobson RT, Blackburn JL, Wilson TW. Cardiovascular morbidity associated with nonadherence to statin therapy. Pharmacotherapy. 2005;25(8):1035–43.CrossRefPubMed
18.
go back to reference Blackburn DF, Dobson RT, Blackburn JL, Wilson TW, Stang MR, Semchuk WM. Adherence to statins, beta-blockers and angiotensin-converting enzyme inhibitors following a first cardiovascular event: a retrospective cohort study. Can J Cardiol. 2005;21(6):485–8.PubMed Blackburn DF, Dobson RT, Blackburn JL, Wilson TW, Stang MR, Semchuk WM. Adherence to statins, beta-blockers and angiotensin-converting enzyme inhibitors following a first cardiovascular event: a retrospective cohort study. Can J Cardiol. 2005;21(6):485–8.PubMed
19.
go back to reference Austin PC, Tu JV, Ko DT, Alter DA. Factors associated with the use of evidence-based therapies after discharge among elderly patients with myocardial infarction. CMAJ. 2008;179(9):901–8.CrossRefPubMedPubMedCentral Austin PC, Tu JV, Ko DT, Alter DA. Factors associated with the use of evidence-based therapies after discharge among elderly patients with myocardial infarction. CMAJ. 2008;179(9):901–8.CrossRefPubMedPubMedCentral
20.
go back to reference Ray WA. Evaluating medication effects outside of clinical trials: new-user designs. Am J Epidemiol. 2003;158(9):915–20.CrossRefPubMed Ray WA. Evaluating medication effects outside of clinical trials: new-user designs. Am J Epidemiol. 2003;158(9):915–20.CrossRefPubMed
21.
go back to reference Varas-Lorenzo C, Castellsague J, Stang MR, Tomas L, Aguado J, Perez-Gutthann S. Positive predictive value of ICD-9 codes 410 and 411 in the identification of cases of acute coronary syndromes in the Saskatchewan Hospital automated database. Pharmacoepidemiol Drug Saf. 2008;17(8):842–52.CrossRefPubMed Varas-Lorenzo C, Castellsague J, Stang MR, Tomas L, Aguado J, Perez-Gutthann S. Positive predictive value of ICD-9 codes 410 and 411 in the identification of cases of acute coronary syndromes in the Saskatchewan Hospital automated database. Pharmacoepidemiol Drug Saf. 2008;17(8):842–52.CrossRefPubMed
22.
go back to reference Wahl PM, Rodgers K, Schneeweiss S, Gage BF, Butler J, Wilmer C, Nash M, Esper G, Gitlin N, Osborn N, Short LJ, Bohn RL. Validation of claims-based diagnostic and procedure codes for cardiovascular and gastrointestinal serious adverse events in a commercially-insured population. Pharmacoepidemiol Drug Saf. 2010;19(6):596–603.CrossRefPubMed Wahl PM, Rodgers K, Schneeweiss S, Gage BF, Butler J, Wilmer C, Nash M, Esper G, Gitlin N, Osborn N, Short LJ, Bohn RL. Validation of claims-based diagnostic and procedure codes for cardiovascular and gastrointestinal serious adverse events in a commercially-insured population. Pharmacoepidemiol Drug Saf. 2010;19(6):596–603.CrossRefPubMed
23.
go back to reference Petersen LA, Wright S, Normand SL, Daley J. Positive predictive value of the diagnosis of acute myocardial infarction in an administrative database. J Gen Intern Med. 1999;14(9):555–8.CrossRefPubMedPubMedCentral Petersen LA, Wright S, Normand SL, Daley J. Positive predictive value of the diagnosis of acute myocardial infarction in an administrative database. J Gen Intern Med. 1999;14(9):555–8.CrossRefPubMedPubMedCentral
24.
go back to reference Lee DS, Stitt A, Wang X, Yu JS, Gurevich Y, Kingsbury KJ, Austin PC, Tu JV. Administrative Hospitalization Database Validation of Cardiac Procedure Codes. Med Care. 2013;51(4):e22–6.CrossRefPubMed Lee DS, Stitt A, Wang X, Yu JS, Gurevich Y, Kingsbury KJ, Austin PC, Tu JV. Administrative Hospitalization Database Validation of Cardiac Procedure Codes. Med Care. 2013;51(4):e22–6.CrossRefPubMed
25.
go back to reference Gurevich Y, McFarlane A, Morris K, Jokovic A, Peterson GM, Webster GK. Estimating the number of coronary artery bypass graft and percutaneous coronary intervention procedures in Canada: a comparison of cardiac registry and Canadian Institute for Health Information data sources. Can J Cardiol. 2010;26(7):e249–53.CrossRefPubMedPubMedCentral Gurevich Y, McFarlane A, Morris K, Jokovic A, Peterson GM, Webster GK. Estimating the number of coronary artery bypass graft and percutaneous coronary intervention procedures in Canada: a comparison of cardiac registry and Canadian Institute for Health Information data sources. Can J Cardiol. 2010;26(7):e249–53.CrossRefPubMedPubMedCentral
26.
go back to reference Rawson NS, Malcolm E. Validity of the recording of ischaemic heart disease and chronic obstructive pulmonary disease in the Saskatchewan health care datafiles. Stat Med. 1995;14(24):2627–43.CrossRefPubMed Rawson NS, Malcolm E. Validity of the recording of ischaemic heart disease and chronic obstructive pulmonary disease in the Saskatchewan health care datafiles. Stat Med. 1995;14(24):2627–43.CrossRefPubMed
27.
go back to reference Martin BC, Wiley-Exley EK, Richards S, Domino ME, Carey TS, Sleath BL. Contrasting Measures of Adherence with Simple Drug Use, Medication Switching, and Therapeutic Duplication. Ann Pharmacother. 2009;43(1):36–44.CrossRefPubMed Martin BC, Wiley-Exley EK, Richards S, Domino ME, Carey TS, Sleath BL. Contrasting Measures of Adherence with Simple Drug Use, Medication Switching, and Therapeutic Duplication. Ann Pharmacother. 2009;43(1):36–44.CrossRefPubMed
28.
go back to reference Hess LM, Raebel MA, Conner DA, Malone DC. Measurement of adherence in pharmacy administrative databases: a proposal for standard definitions and preferred measures. Ann Pharmacother. 2006;40(7–8):1280–8.CrossRefPubMed Hess LM, Raebel MA, Conner DA, Malone DC. Measurement of adherence in pharmacy administrative databases: a proposal for standard definitions and preferred measures. Ann Pharmacother. 2006;40(7–8):1280–8.CrossRefPubMed
29.
go back to reference Peterson AM, Nau DP, Cramer JA, Benner J, Gwadry-Sridhar F, Nichol M. A checklist for medication compliance and persistence studies using retrospective databases. Value Health. 2007;10(1):3–12.CrossRefPubMed Peterson AM, Nau DP, Cramer JA, Benner J, Gwadry-Sridhar F, Nichol M. A checklist for medication compliance and persistence studies using retrospective databases. Value Health. 2007;10(1):3–12.CrossRefPubMed
30.
go back to reference Leslie SR, Gwadry-Sridhar F, Thiebaud P, Patel BV. Calculating medication compliance, adherence and persistence in administrative pharmacy claims databases. Pharmaceutical Programming. 2008;1(1):13–9.CrossRef Leslie SR, Gwadry-Sridhar F, Thiebaud P, Patel BV. Calculating medication compliance, adherence and persistence in administrative pharmacy claims databases. Pharmaceutical Programming. 2008;1(1):13–9.CrossRef
31.
go back to reference Insull W. The problem of compliance to cholesterol altering therapy. J Intern Med. 1997;241(4):317–25.CrossRefPubMed Insull W. The problem of compliance to cholesterol altering therapy. J Intern Med. 1997;241(4):317–25.CrossRefPubMed
32.
go back to reference Avorn J, Monette J, Lacour A, Bohn RL, Monane M, Mogun H, LeLorier J. Persistence of use of lipid-lowering medications: a cross-national study. JAMA. 1998;279(18):1458–62.CrossRefPubMed Avorn J, Monette J, Lacour A, Bohn RL, Monane M, Mogun H, LeLorier J. Persistence of use of lipid-lowering medications: a cross-national study. JAMA. 1998;279(18):1458–62.CrossRefPubMed
33.
go back to reference Strom BL. Pharmacoepidemiology. 4th ed. Chichester: J. Wiley; 2005. Strom BL. Pharmacoepidemiology. 4th ed. Chichester: J. Wiley; 2005.
34.
go back to reference Government of Saskatchewan. Drug Plan and Extended Benefits Branch Annual Report 2010-2011. 2011. Government of Saskatchewan. Drug Plan and Extended Benefits Branch Annual Report 2010-2011. 2011.
35.
go back to reference Collett 1952- D, Collett D, 1952. Modelling survival data in medical research. Boca Raton: Chapman & Hall/CRC; 2003. Collett 1952- D, Collett D, 1952. Modelling survival data in medical research. Boca Raton: Chapman & Hall/CRC; 2003.
36.
go back to reference Belsley DA, Belsley DA. Regression diagnostics: identifying influential data and sources of collinearity. New York: Wiley; 1980.CrossRef Belsley DA, Belsley DA. Regression diagnostics: identifying influential data and sources of collinearity. New York: Wiley; 1980.CrossRef
37.
go back to reference Sylvestre MP, Abrahamowicz M. Flexible modeling of the cumulative effects of time-dependent exposures on the hazard. Stat Med. 2009;28(27):3437–53.CrossRefPubMed Sylvestre MP, Abrahamowicz M. Flexible modeling of the cumulative effects of time-dependent exposures on the hazard. Stat Med. 2009;28(27):3437–53.CrossRefPubMed
38.
go back to reference Fisher LD, Lin DY. Time-dependent covariates in the Cox proportional-hazards regression model. Annu Rev Public Health. 1999;20:145–57.CrossRefPubMed Fisher LD, Lin DY. Time-dependent covariates in the Cox proportional-hazards regression model. Annu Rev Public Health. 1999;20:145–57.CrossRefPubMed
39.
go back to reference Levesque LE, Hanley JA, Kezouh A, Suissa S. Problem of immortal time bias in cohort studies: example using statins for preventing progression of diabetes. BMJ. 2010;340:b5087.CrossRefPubMed Levesque LE, Hanley JA, Kezouh A, Suissa S. Problem of immortal time bias in cohort studies: example using statins for preventing progression of diabetes. BMJ. 2010;340:b5087.CrossRefPubMed
40.
go back to reference Andersen PK, Liestol K. Attenuation caused by infrequently updated covariates in survival analysis. Biostatistics. 2003;4(4):633–49.CrossRefPubMed Andersen PK, Liestol K. Attenuation caused by infrequently updated covariates in survival analysis. Biostatistics. 2003;4(4):633–49.CrossRefPubMed
41.
go back to reference Setoguchi S, Choudhry NK, Levin R, Shrank WH, Winkelmayer WC. Temporal trends in adherence to cardiovascular medications in elderly patients after hospitalization for heart failure. Clin Pharmacol Ther. 2010;88(4):548–54.CrossRefPubMed Setoguchi S, Choudhry NK, Levin R, Shrank WH, Winkelmayer WC. Temporal trends in adherence to cardiovascular medications in elderly patients after hospitalization for heart failure. Clin Pharmacol Ther. 2010;88(4):548–54.CrossRefPubMed
42.
go back to reference Choudhry NK, Setoguchi S, Levin R, Winkelmayer WC, Shrank WH. Trends in adherence to secondary prevention medications in elderly post-myocardial infarction patients. Pharmacoepidemiol Drug Saf. 2008;17(12):1189–96.CrossRefPubMedPubMedCentral Choudhry NK, Setoguchi S, Levin R, Winkelmayer WC, Shrank WH. Trends in adherence to secondary prevention medications in elderly post-myocardial infarction patients. Pharmacoepidemiol Drug Saf. 2008;17(12):1189–96.CrossRefPubMedPubMedCentral
43.
go back to reference Tu JV, Nardi L, Fang J, Liu J, Khalid L, Johansen H, Canadian Cardiovascular Outcomes Research Team. National trends in rates of death and hospital admissions related to acute myocardial infarction, heart failure and stroke, 1994-2004. CMAJ. 2009;180(13):E118–25.CrossRefPubMedPubMedCentral Tu JV, Nardi L, Fang J, Liu J, Khalid L, Johansen H, Canadian Cardiovascular Outcomes Research Team. National trends in rates of death and hospital admissions related to acute myocardial infarction, heart failure and stroke, 1994-2004. CMAJ. 2009;180(13):E118–25.CrossRefPubMedPubMedCentral
Metadata
Title
Does the association between adherence to statin medications and mortality depend on measurement approach? A retrospective cohort study
Authors
Mhd. Wasem Alsabbagh
Dean Eurich
Lisa M. Lix
Thomas W. Wilson
David F. Blackburn
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Medical Research Methodology / Issue 1/2017
Electronic ISSN: 1471-2288
DOI
https://doi.org/10.1186/s12874-017-0339-z

Other articles of this Issue 1/2017

BMC Medical Research Methodology 1/2017 Go to the issue