Skip to main content
Erschienen in: The European Journal of Health Economics 3/2013

01.06.2013 | Original Paper

How to use pharmacy claims data to measure patient nonadherence? The example of oral diabetics in therapy of type 2 diabetes mellitus

verfasst von: Thomas Wilke, Antje Groth, Sabrina Mueller, Dallas Reese, Roland Linder, Susanne Ahrens, Frank Verheyen

Erschienen in: The European Journal of Health Economics | Ausgabe 3/2013

Einloggen, um Zugang zu erhalten

Abstract

Introduction

The purpose of this study was to describe the methodological framework underlying nonadherence (NA) measurement based on pharmacy claims data, its quantitative impact on the results of NA studies, and to identify those methodological categories most likely to explain diabetes-related clinical outcomes. We use the example of oral antidiabetics in the treatment of diabetes mellitus type 2; 113,108 patients derived from a German statutory health insurance fund were analyzed.

Methods

We identified 12 methodological categories as pervasive features in pharmacy claims data based NA analyses. The influence of the different methodological categories and their parameters on analysis results was tested using sensitivity analysis. To validate alternative methodological framework options, we performed multivariate logistical regression estimates using diabetes-related hospitalization/clinical events as a combined dichotomized dependent variable.

Results

The choice of parameters within the identified 12 methodological categories available has exceptional impact on the results of pharmacy data based claims NA analyses. When the full range of theoretically possible cases is considered in our sample, it can be seen that the resulting NA range is between 15.7 % and 97.0 %. The definition of the required daily dose, the decision to use either a prescription-/interval-based approach, and the classes of medication analyzed exert a notable influence on the study results. In our analysis, 69.4 % of the 216 different study design options analyzed significantly explain the likelihood of diabetes-related clinical events.

Conclusions

We recommend strongly that methodological transparency is awarded a much more important role in the conduct of NA analyses made on the basis of pharmacy claims data.
Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
Search strings were diabetes, oral agents, administrative database, diabetes oral agents secondary data, diabetes oral agents, medication possession ratio, and diabetes oral agents proportion of days covered.
 
2
A10BA (Biguanides), A10BB/A10BC (Sulfonamides), A10BF (Alpha-glucosidase-inhibitors), A10BG (Thiazolidinediones), A10BH (Dipeptidyl-peptidase-4-inhibitors), and A10BX (other blood glucose lowering drugs).
 
3
Cases 18, 22, 52, 60, 64, 66, 70, 72, 138, 142, 164, 200, 211, 212, 216.
 
Literatur
1.
Zurück zum Zitat Haynes, R.B., Taylor, D.W., Sacket, D.L., et al.: Can simple clinical measurements detect patient noncompliance. Hypertension 2(6), 757–764 (1980)PubMedCrossRef Haynes, R.B., Taylor, D.W., Sacket, D.L., et al.: Can simple clinical measurements detect patient noncompliance. Hypertension 2(6), 757–764 (1980)PubMedCrossRef
2.
Zurück zum Zitat Osterberg, L., Blaschke, T.: Adherence to medication. N. Engl. J. Med. 353(5), 487–497 (2005)PubMedCrossRef Osterberg, L., Blaschke, T.: Adherence to medication. N. Engl. J. Med. 353(5), 487–497 (2005)PubMedCrossRef
3.
Zurück zum Zitat Cramer, J.A., Roy, A., Burrell, A., et al.: Medication compliance and persistence: terminology and definitions. Value Health 11(1), 44–47 (2008)PubMedCrossRef Cramer, J.A., Roy, A., Burrell, A., et al.: Medication compliance and persistence: terminology and definitions. Value Health 11(1), 44–47 (2008)PubMedCrossRef
4.
Zurück zum Zitat Simpson, S.H., Eurich, D.T., Majumdar, S.R., et al.: A meta-analysis of the association between adherence to drug therapy and mortality. BMJ 333(7557), 18–19 (2006)CrossRef Simpson, S.H., Eurich, D.T., Majumdar, S.R., et al.: A meta-analysis of the association between adherence to drug therapy and mortality. BMJ 333(7557), 18–19 (2006)CrossRef
5.
Zurück zum Zitat Salas, M., Hughes, D., Zuluaga, A., et al.: Cost of medication nonadherence in patients with diabetes mellitus: a systematic review and critical analysis of the literature. Value Health 12(6), 915–922 (2009)PubMedCrossRef Salas, M., Hughes, D., Zuluaga, A., et al.: Cost of medication nonadherence in patients with diabetes mellitus: a systematic review and critical analysis of the literature. Value Health 12(6), 915–922 (2009)PubMedCrossRef
6.
Zurück zum Zitat Gorenoi, V., Schönermark, M.P., Hagen, A.: HTA-Bericht 65. Maßnahmen zur Verbesserung der Compliance bzw. Adherence in der Arzneimitteltherapie mit Hinblick auf den Therapieerfolg. Köln, Deutsches Institut für Medizinische Dokumentation und Information (DIMDI) (2007) Gorenoi, V., Schönermark, M.P., Hagen, A.: HTA-Bericht 65. Maßnahmen zur Verbesserung der Compliance bzw. Adherence in der Arzneimitteltherapie mit Hinblick auf den Therapieerfolg. Köln, Deutsches Institut für Medizinische Dokumentation und Information (DIMDI) (2007)
7.
Zurück zum Zitat Cramer, J.A.: A systematic review of adherence with medications for diabetes. Diabetes Care 27(5), 1218–1224 (2004)PubMedCrossRef Cramer, J.A.: A systematic review of adherence with medications for diabetes. Diabetes Care 27(5), 1218–1224 (2004)PubMedCrossRef
8.
Zurück zum Zitat Cramer, J.A., Benedict, A., Muszbek, N., Khan, Z.M.: The significance of compliance and persistence in the treatment of diabetes, hypertension and dyslipidemia: a review. Int. J. Clin. Pract. 62(1), 76–87 (2008)PubMedCrossRef Cramer, J.A., Benedict, A., Muszbek, N., Khan, Z.M.: The significance of compliance and persistence in the treatment of diabetes, hypertension and dyslipidemia: a review. Int. J. Clin. Pract. 62(1), 76–87 (2008)PubMedCrossRef
9.
Zurück zum Zitat Haynes, R.B., Ackloo, E., Sahota, N., et al.: Interventions for enhancing medication adherence. The Cochrane Database Syst. Rev. 2, CD000011 (2008) Haynes, R.B., Ackloo, E., Sahota, N., et al.: Interventions for enhancing medication adherence. The Cochrane Database Syst. Rev. 2, CD000011 (2008)
10.
Zurück zum Zitat World Health Organization: adherence to long-term therapies. WHO Library Cataloguing-in-Publication Data. (2003) World Health Organization: adherence to long-term therapies. WHO Library Cataloguing-in-Publication Data. (2003)
11.
Zurück zum Zitat Ho, P.M., Rumsfeld, J.S., Masoudi, F.A., McClure, D.L., et al.: Effect of medication nonadherence on hospitalization and mortality among patients with diabetes mellitus. Arch. Intern. Med. 166, 1836–1841 (2006)PubMedCrossRef Ho, P.M., Rumsfeld, J.S., Masoudi, F.A., McClure, D.L., et al.: Effect of medication nonadherence on hospitalization and mortality among patients with diabetes mellitus. Arch. Intern. Med. 166, 1836–1841 (2006)PubMedCrossRef
12.
Zurück zum Zitat Morris, A.D., Boyle, D.I.R., McMahon, A.D., Greene, S.A., et al.: Adherence to insulin treatment, glycaemic control, and ketoacidosis in insulin-dependent diabetes mellitus. Lancet 350(22), 1505–1510 (1997)PubMedCrossRef Morris, A.D., Boyle, D.I.R., McMahon, A.D., Greene, S.A., et al.: Adherence to insulin treatment, glycaemic control, and ketoacidosis in insulin-dependent diabetes mellitus. Lancet 350(22), 1505–1510 (1997)PubMedCrossRef
13.
Zurück zum Zitat White, T.J., Vanderplas, A., Chang, E., Dezii, C.M., Abrams, G.D.: The cost of nonadherence to oral antihyperglycemic medication in individuals with diabetes mellitus and concomitant diabetes mellitus and cardiovascular disease in a managed care environment. Disease manag. health outcomes 12(3), 181–188 (2004)CrossRef White, T.J., Vanderplas, A., Chang, E., Dezii, C.M., Abrams, G.D.: The cost of nonadherence to oral antihyperglycemic medication in individuals with diabetes mellitus and concomitant diabetes mellitus and cardiovascular disease in a managed care environment. Disease manag. health outcomes 12(3), 181–188 (2004)CrossRef
14.
Zurück zum Zitat Haynes, R.B., McDonald, H.P., Garg, A.X.: Helping patients follow prescribed treatment. JAMA 288(22), 2880–2883 (2002)PubMedCrossRef Haynes, R.B., McDonald, H.P., Garg, A.X.: Helping patients follow prescribed treatment. JAMA 288(22), 2880–2883 (2002)PubMedCrossRef
15.
Zurück zum Zitat Sikka, R., Xia, F., Aubert, R.E.: Estimating medication persistency using administrative claims data. Am. J. Manag. Care 11(7), 449–457 (2005)PubMed Sikka, R., Xia, F., Aubert, R.E.: Estimating medication persistency using administrative claims data. Am. J. Manag. Care 11(7), 449–457 (2005)PubMed
16.
Zurück zum Zitat Peterson, A.M., Nau, D.P., Cramer, J.A., Benner, J., et al.: A checklist for medication compliance and persistence studies using retrospective databases. Value Health 10(1), 3–12 (2007)PubMedCrossRef Peterson, A.M., Nau, D.P., Cramer, J.A., Benner, J., et al.: A checklist for medication compliance and persistence studies using retrospective databases. Value Health 10(1), 3–12 (2007)PubMedCrossRef
17.
Zurück zum Zitat Choo, P.W., Rand, C.S., Inui, T.S., et al.: Validation of patient reports, automated pharmacy records, and pill counts with electronic monitoring of adherence to antihypertensive therapy. Med. Care 37(9), 846–857 (1999)PubMedCrossRef Choo, P.W., Rand, C.S., Inui, T.S., et al.: Validation of patient reports, automated pharmacy records, and pill counts with electronic monitoring of adherence to antihypertensive therapy. Med. Care 37(9), 846–857 (1999)PubMedCrossRef
18.
Zurück zum Zitat Rickles, N.M., Svarstad, B.L.: Relationships between multiple self-reported nonadherence measures and pharmacy records. Res. Soc. Adm. Pharm. 3(4), 363–377 (2007)CrossRef Rickles, N.M., Svarstad, B.L.: Relationships between multiple self-reported nonadherence measures and pharmacy records. Res. Soc. Adm. Pharm. 3(4), 363–377 (2007)CrossRef
19.
Zurück zum Zitat Grymonpre, R., Cheang, M., Fraser, M., Metge, C., Sitar, D.: Validity of a prescription claims database to estimate medication adherence in older persons. Med. Care 44(5), 471–477 (2006)PubMedCrossRef Grymonpre, R., Cheang, M., Fraser, M., Metge, C., Sitar, D.: Validity of a prescription claims database to estimate medication adherence in older persons. Med. Care 44(5), 471–477 (2006)PubMedCrossRef
20.
Zurück zum Zitat Pollack, M., Chastek, B., Williams, S.A., Moran, J.: Impact of treatment complexity on adherence and glycemic control: an analysis of oral antidiabetic agents. JCOM 17(6), 257–265 (2010) Pollack, M., Chastek, B., Williams, S.A., Moran, J.: Impact of treatment complexity on adherence and glycemic control: an analysis of oral antidiabetic agents. JCOM 17(6), 257–265 (2010)
21.
Zurück zum Zitat Lawrence, D.B., Ragucci, K.R., Long, L.B., Parris, B.S., Helfer, L.A.: Relationship of oral antihyperglycemic (sulfonylurea or metformin) medication adherence and hemoglobin A1c attainment for HMO patients enrolled in a diabetes disease management program. J. Manag. Care Pharm. 12(6), 466–471 (2006)PubMed Lawrence, D.B., Ragucci, K.R., Long, L.B., Parris, B.S., Helfer, L.A.: Relationship of oral antihyperglycemic (sulfonylurea or metformin) medication adherence and hemoglobin A1c attainment for HMO patients enrolled in a diabetes disease management program. J. Manag. Care Pharm. 12(6), 466–471 (2006)PubMed
22.
Zurück zum Zitat Pladeval, M., Williams, L.K., Potts, L.A., et al.: Clinical outcomes and adherence to amedications measured by claims data in patients with diabetes. Diabetes Care 27(12), 2800–2805 (2004)CrossRef Pladeval, M., Williams, L.K., Potts, L.A., et al.: Clinical outcomes and adherence to amedications measured by claims data in patients with diabetes. Diabetes Care 27(12), 2800–2805 (2004)CrossRef
23.
Zurück zum Zitat Spoelstra, J.A., Stolk, R.P., Heerdink, E.R., Klungel, O.H., et al.: Refill compliance in type 2 diabetes mellitus: a predictor of switching to insulin therapy? Pharmacoepidemiol. Drug Saf. 12, 121–127 (2003)PubMedCrossRef Spoelstra, J.A., Stolk, R.P., Heerdink, E.R., Klungel, O.H., et al.: Refill compliance in type 2 diabetes mellitus: a predictor of switching to insulin therapy? Pharmacoepidemiol. Drug Saf. 12, 121–127 (2003)PubMedCrossRef
24.
Zurück zum Zitat Yu, A.P., Yu, Y.F., Nichol, M.B.: Estimating the effect of medication adherence on health outcomes among patients with type 2 diabetes—an application of marginal structural models. Value Health 13(8), 1038–1045 (2010)PubMedCrossRef Yu, A.P., Yu, Y.F., Nichol, M.B.: Estimating the effect of medication adherence on health outcomes among patients with type 2 diabetes—an application of marginal structural models. Value Health 13(8), 1038–1045 (2010)PubMedCrossRef
25.
Zurück zum Zitat Gibson, T.B., Song, X., Alemayehu, B., Wang, S.S., Waddell, J.L., et al.: Cost sharing, adherence, and health outcomes in patients with diabetes. Am. J. Manag. Care 16(8), 589–600 (2010)PubMed Gibson, T.B., Song, X., Alemayehu, B., Wang, S.S., Waddell, J.L., et al.: Cost sharing, adherence, and health outcomes in patients with diabetes. Am. J. Manag. Care 16(8), 589–600 (2010)PubMed
26.
Zurück zum Zitat Karve, S., Cleves, M.A., Helm, M., Hudson, T.J., et al.: An empirical basis for standardizing adherence measures derived from administrative claims data among diabetic patients. Med. Care 46(11), 1125–1133 (2008)PubMedCrossRef Karve, S., Cleves, M.A., Helm, M., Hudson, T.J., et al.: An empirical basis for standardizing adherence measures derived from administrative claims data among diabetic patients. Med. Care 46(11), 1125–1133 (2008)PubMedCrossRef
27.
Zurück zum Zitat Hansen, R.A., Dusetzina, S.B., Dominik, R.C., Gaynes, B.N.: Prescription refill records as a screening tool to identify antidepressant non-adherence. Pharmacoepidemiol. Drug Saf. 19, 33–37 (2010)PubMedCrossRef Hansen, R.A., Dusetzina, S.B., Dominik, R.C., Gaynes, B.N.: Prescription refill records as a screening tool to identify antidepressant non-adherence. Pharmacoepidemiol. Drug Saf. 19, 33–37 (2010)PubMedCrossRef
28.
Zurück zum Zitat Ciechanowski, P.S., Katon, W.J., Russo, J.E.: Depression and diabetes: impact of depressive symptoms on adherence, function, and costs. Arch. Intern. Med. 160, 3278–3285 (2000)PubMedCrossRef Ciechanowski, P.S., Katon, W.J., Russo, J.E.: Depression and diabetes: impact of depressive symptoms on adherence, function, and costs. Arch. Intern. Med. 160, 3278–3285 (2000)PubMedCrossRef
29.
Zurück zum Zitat Hess, L.M., Raebel, M.A., Conner, D.A., Malone, D.C.: Measurement of adherence in pharmacy administrative databases: a proposal for standard definitions and preferred measures. Ann. Pharmacother. 40, 1280–1288 (2006)PubMedCrossRef Hess, L.M., Raebel, M.A., Conner, D.A., Malone, D.C.: Measurement of adherence in pharmacy administrative databases: a proposal for standard definitions and preferred measures. Ann. Pharmacother. 40, 1280–1288 (2006)PubMedCrossRef
30.
Zurück zum Zitat Dezii, C.M., Kawabata, H., Tran, M.: Effects of once-daily and twice-daily dosing on adherence with prescribed glipizide oral therapy for type 2 diabetes. South. Med. J. 95(1), 68–71 (2002)PubMed Dezii, C.M., Kawabata, H., Tran, M.: Effects of once-daily and twice-daily dosing on adherence with prescribed glipizide oral therapy for type 2 diabetes. South. Med. J. 95(1), 68–71 (2002)PubMed
31.
Zurück zum Zitat Andrade, S.E., Kahler, K.H., Frech, F., Chan, K.A.: Methods for evaluation of medication adherence and persistence using automated databases. Pharmacoepidemiol. Drug Saf. 15, 565–574 (2006)PubMedCrossRef Andrade, S.E., Kahler, K.H., Frech, F., Chan, K.A.: Methods for evaluation of medication adherence and persistence using automated databases. Pharmacoepidemiol. Drug Saf. 15, 565–574 (2006)PubMedCrossRef
32.
Zurück zum Zitat Caetano, P.A., Lam, J., Morgan, S.G.: Toward a standard definition and measurement of persistence with drug therapy: examples from research on statin and antihypertensive utilization. Clin. Ther. 28(9), 1411–1424 (2006)PubMedCrossRef Caetano, P.A., Lam, J., Morgan, S.G.: Toward a standard definition and measurement of persistence with drug therapy: examples from research on statin and antihypertensive utilization. Clin. Ther. 28(9), 1411–1424 (2006)PubMedCrossRef
33.
Zurück zum Zitat Steiner, J.F., Prochazka, A.V.: The assessment of refill compliance using pharmacy records: methods, validity, and applications. J. Clin. Epidemiol. 50(1), 105–116 (1997)PubMedCrossRef Steiner, J.F., Prochazka, A.V.: The assessment of refill compliance using pharmacy records: methods, validity, and applications. J. Clin. Epidemiol. 50(1), 105–116 (1997)PubMedCrossRef
34.
Zurück zum Zitat Martin, B.C., Wiley-Exley, E.K., Richards, S., Domino, M.E., et al.: Contrasting measures of adherence with simple drug use, medication switching and therapeutic duplication. Ann. Pharmacother. 43(1), 36–44 (2009)PubMedCrossRef Martin, B.C., Wiley-Exley, E.K., Richards, S., Domino, M.E., et al.: Contrasting measures of adherence with simple drug use, medication switching and therapeutic duplication. Ann. Pharmacother. 43(1), 36–44 (2009)PubMedCrossRef
35.
Zurück zum Zitat Choudry, N.K., Shrank, W.H., Levin, R.L., Lee, J.L., et al.: Measuring concurrent adherence to multiple related medications. Am. J. Manag. Care 15(7), 457–464 (2009) Choudry, N.K., Shrank, W.H., Levin, R.L., Lee, J.L., et al.: Measuring concurrent adherence to multiple related medications. Am. J. Manag. Care 15(7), 457–464 (2009)
36.
Zurück zum Zitat Vink, N.M., Klungel, O.H., Stolk, R.P., Denig, P.: Comparison of various measures for assessing medication refill adherence using prescription data. Pharmacoepidemiol. Drug Saf. 18, 159–165 (2009)PubMedCrossRef Vink, N.M., Klungel, O.H., Stolk, R.P., Denig, P.: Comparison of various measures for assessing medication refill adherence using prescription data. Pharmacoepidemiol. Drug Saf. 18, 159–165 (2009)PubMedCrossRef
37.
Zurück zum Zitat Yeaw, J., Benner, J.S., Walt, J.G., Sian, S., Smith, D.B.: Comparing adherence and persistence across 6 chronic medication classes. J. Manag. Care Pharm. 15(9), 728–740 (2009)PubMed Yeaw, J., Benner, J.S., Walt, J.G., Sian, S., Smith, D.B.: Comparing adherence and persistence across 6 chronic medication classes. J. Manag. Care Pharm. 15(9), 728–740 (2009)PubMed
38.
Zurück zum Zitat Bryson, C.L., Au, D.H., Young, B., McDonell, M.B., Fihn, S.D.: A refill adherence algorithm for multiple short intervals to estimate refill compliance (ReComp). Med. Care 45(6), 497–504 (2007)PubMedCrossRef Bryson, C.L., Au, D.H., Young, B., McDonell, M.B., Fihn, S.D.: A refill adherence algorithm for multiple short intervals to estimate refill compliance (ReComp). Med. Care 45(6), 497–504 (2007)PubMedCrossRef
39.
Zurück zum Zitat Duru, O.K., Schmittdiel, J.A., Dyer, W.T., Parker, M.M., et al.: Mail-order pharmacy use and adherence to diabetes-related medications. Am. J. Manag. Care 16(1), 33–40 (2010)PubMed Duru, O.K., Schmittdiel, J.A., Dyer, W.T., Parker, M.M., et al.: Mail-order pharmacy use and adherence to diabetes-related medications. Am. J. Manag. Care 16(1), 33–40 (2010)PubMed
40.
Zurück zum Zitat Karve, S., Cleves, M.A., Helm, M., Hudson, T.J., West, D.S., Martin, B.C.: Good and poor adherence: optimal cut-point for adherence measures using administrative claims data. Curr. Med. Res. Opin. 25(9), 2303–2310 (2009)PubMedCrossRef Karve, S., Cleves, M.A., Helm, M., Hudson, T.J., West, D.S., Martin, B.C.: Good and poor adherence: optimal cut-point for adherence measures using administrative claims data. Curr. Med. Res. Opin. 25(9), 2303–2310 (2009)PubMedCrossRef
41.
Zurück zum Zitat Sclar, D.A., Robison, L.M., Skaer, T.L., Dickson, W.M., Kozma, C.M., Reeder, C.E.: Sulfonylurea pharmacotherapy regimen adherence in a medicaid population: influence of age, gender, and race. Diabetes Educ. 25(4), 531–532 (1999)PubMedCrossRef Sclar, D.A., Robison, L.M., Skaer, T.L., Dickson, W.M., Kozma, C.M., Reeder, C.E.: Sulfonylurea pharmacotherapy regimen adherence in a medicaid population: influence of age, gender, and race. Diabetes Educ. 25(4), 531–532 (1999)PubMedCrossRef
42.
Zurück zum Zitat Venturini, F., Nichol, M.B., Sung, J.C., Bailey, K.L., Cody, M., McCombs, J.S.: Compliance with sulfonylureas in a health maintenance organization: a pharmacy record-based study. Ann. Pharmacother. 33(3), 281–288 (1999)PubMedCrossRef Venturini, F., Nichol, M.B., Sung, J.C., Bailey, K.L., Cody, M., McCombs, J.S.: Compliance with sulfonylureas in a health maintenance organization: a pharmacy record-based study. Ann. Pharmacother. 33(3), 281–288 (1999)PubMedCrossRef
43.
Zurück zum Zitat Brown, J.B., Nichols, G.A., Glauber, H.S., Bakst, A.: Ten-year follow-up of antidiabetic drug use, nonadherence, and mortality in a defined population with type 2 diabetes mellitus. Clin. Ther. 21(6), 1045–1057 (1999)PubMedCrossRef Brown, J.B., Nichols, G.A., Glauber, H.S., Bakst, A.: Ten-year follow-up of antidiabetic drug use, nonadherence, and mortality in a defined population with type 2 diabetes mellitus. Clin. Ther. 21(6), 1045–1057 (1999)PubMedCrossRef
44.
Zurück zum Zitat Dailey, G., Kim, M.S., Lian, J.F.: Patient compliance and persistence with antihyperglycemic drug regimens: evaluation of a medicaid patient population with type 2 diabetes mellitus. Clin. Ther. 23(8), 1311–1320 (2001)PubMedCrossRef Dailey, G., Kim, M.S., Lian, J.F.: Patient compliance and persistence with antihyperglycemic drug regimens: evaluation of a medicaid patient population with type 2 diabetes mellitus. Clin. Ther. 23(8), 1311–1320 (2001)PubMedCrossRef
45.
Zurück zum Zitat Boccuzzi, S.J., Wogen, J., Fox, J., Sung, J.C., Shah, A.B., Kim, J.: Utilization of oral hypoglycemic agents in a drug-insured U.S. population. Diabetes Care 24(8), 1411–1415 (2001)PubMedCrossRef Boccuzzi, S.J., Wogen, J., Fox, J., Sung, J.C., Shah, A.B., Kim, J.: Utilization of oral hypoglycemic agents in a drug-insured U.S. population. Diabetes Care 24(8), 1411–1415 (2001)PubMedCrossRef
46.
Zurück zum Zitat Catalan, V.S., Couture, J.A., LeLorier, J.: Predictors of persistence of use of the novel antidiabetic agent acarbose. Arch. Intern. Med. 161, 1106–1112 (2001)PubMedCrossRef Catalan, V.S., Couture, J.A., LeLorier, J.: Predictors of persistence of use of the novel antidiabetic agent acarbose. Arch. Intern. Med. 161, 1106–1112 (2001)PubMedCrossRef
47.
Zurück zum Zitat Morningstar, B.A., Sketris, I.S., Kephart, G.C., Sclar, D.A.: Variation in pharmacy prescription refill adherence measures by type of oral antihyperglycaemic drug therapy in seniors in Nova Scotia, Canada. J. Clin. Pharm. Ther. 27(3), 213–220 (2002)PubMedCrossRef Morningstar, B.A., Sketris, I.S., Kephart, G.C., Sclar, D.A.: Variation in pharmacy prescription refill adherence measures by type of oral antihyperglycaemic drug therapy in seniors in Nova Scotia, Canada. J. Clin. Pharm. Ther. 27(3), 213–220 (2002)PubMedCrossRef
48.
Zurück zum Zitat Melikian, C., White, T.J., Vanderplas, A., Dezii, C.M., Chang, E.: Adherence to oral antidiabetic therapy in a managed care organization: a comparison of monotherapy, combination therapy, and fixed-dose combination therapy. Clin. Ther. 24(3), 460–467 (2002)PubMedCrossRef Melikian, C., White, T.J., Vanderplas, A., Dezii, C.M., Chang, E.: Adherence to oral antidiabetic therapy in a managed care organization: a comparison of monotherapy, combination therapy, and fixed-dose combination therapy. Clin. Ther. 24(3), 460–467 (2002)PubMedCrossRef
49.
Zurück zum Zitat Schectman, J.M., Nadkarni, M.M., Voss, J.D.: The association between diabetes metabolic control and drug adherence in an indigent population. Diabetes Care 25(6), 1015–1021 (2002)PubMedCrossRef Schectman, J.M., Nadkarni, M.M., Voss, J.D.: The association between diabetes metabolic control and drug adherence in an indigent population. Diabetes Care 25(6), 1015–1021 (2002)PubMedCrossRef
50.
Zurück zum Zitat Evans, J.M., Donnan, P.T., Morris, A.D.: Adherence to oral hypoglycaemic agents prior to insulin therapy in type 2 diabetes. Diabet. Med. 19(8), 685–688 (2002)PubMedCrossRef Evans, J.M., Donnan, P.T., Morris, A.D.: Adherence to oral hypoglycaemic agents prior to insulin therapy in type 2 diabetes. Diabet. Med. 19(8), 685–688 (2002)PubMedCrossRef
51.
Zurück zum Zitat Donnan, P.T., MacDonald, T.M., Morris, A.D.: Adherence to prescribed oral hypoglycaemic medication in a population of patients with Type 2 diabetes: a retrospective cohort study. Diabet. Med. 19(4), 279–284 (2002)PubMedCrossRef Donnan, P.T., MacDonald, T.M., Morris, A.D.: Adherence to prescribed oral hypoglycaemic medication in a population of patients with Type 2 diabetes: a retrospective cohort study. Diabet. Med. 19(4), 279–284 (2002)PubMedCrossRef
52.
Zurück zum Zitat Vanderpoel, D.R., Hussein, M.A., Watson-Heidari, T., Perry, A.: Adherence to a fixed-dose combination of rosiglitazone maleate/metformin hydrochloride in subjects with type 2 diabetes mellitus: a retrospective database analysis. Clin. Ther. 26(12), 2066–2075 (2004)PubMedCrossRef Vanderpoel, D.R., Hussein, M.A., Watson-Heidari, T., Perry, A.: Adherence to a fixed-dose combination of rosiglitazone maleate/metformin hydrochloride in subjects with type 2 diabetes mellitus: a retrospective database analysis. Clin. Ther. 26(12), 2066–2075 (2004)PubMedCrossRef
53.
Zurück zum Zitat Lau, D.T., Nau, D.P.: Oral antihyperglycemic medication nonadherence and subsequent hospitalization among individuals with type 2 diabetes. Diabetes Care 27(9), 2149–2153 (2004)PubMedCrossRef Lau, D.T., Nau, D.P.: Oral antihyperglycemic medication nonadherence and subsequent hospitalization among individuals with type 2 diabetes. Diabetes Care 27(9), 2149–2153 (2004)PubMedCrossRef
54.
Zurück zum Zitat Hepke, K.L., Martus, M.T., Share, D.A.: Costs and utilization associated with pharmaceutical adherence in a diabetic population. Am. J.Manag. Care 10, 144–151 (2004)PubMed Hepke, K.L., Martus, M.T., Share, D.A.: Costs and utilization associated with pharmaceutical adherence in a diabetic population. Am. J.Manag. Care 10, 144–151 (2004)PubMed
55.
Zurück zum Zitat Nau, D.P., Chao, J., Aikens, J.E.: The relationship of guideline-concordant depression treatment and patient adherence to oral diabetes medications. Res. Soc. Adm. Pharm. 1(3), 378–388 (2005)CrossRef Nau, D.P., Chao, J., Aikens, J.E.: The relationship of guideline-concordant depression treatment and patient adherence to oral diabetes medications. Res. Soc. Adm. Pharm. 1(3), 378–388 (2005)CrossRef
56.
Zurück zum Zitat Leblond, J., Pilon, D., Beaudette, C.P., Maheux, P.: Predictors of non persistence with Thiazolidinediones in patients with type 2 diabetes. Can. J.Diabetes 29(2), 95–101 (2005) Leblond, J., Pilon, D., Beaudette, C.P., Maheux, P.: Predictors of non persistence with Thiazolidinediones in patients with type 2 diabetes. Can. J.Diabetes 29(2), 95–101 (2005)
57.
Zurück zum Zitat Doró, P., Benko, R., Kosik, E., Matuz, M., Tóth, K., Soós, G.: Utilization of oral antihyperglycemic drugs over a 7-year period (1998–2004) in a Hungarian population and adherence to drug therapy. Eur. J. Clin. Pharmacol. 61(12), 893–897 (2005)PubMedCrossRef Doró, P., Benko, R., Kosik, E., Matuz, M., Tóth, K., Soós, G.: Utilization of oral antihyperglycemic drugs over a 7-year period (1998–2004) in a Hungarian population and adherence to drug therapy. Eur. J. Clin. Pharmacol. 61(12), 893–897 (2005)PubMedCrossRef
58.
Zurück zum Zitat Hertz, R.P., Unger, A.N., Lustik, M.B.: Adherence with pharmacotherapy for type 2 diabetes: a retrospective cohort study of adults with employer-sponsored health insurance. Clin. Ther. 27(7), 1064–1073 (2005)PubMedCrossRef Hertz, R.P., Unger, A.N., Lustik, M.B.: Adherence with pharmacotherapy for type 2 diabetes: a retrospective cohort study of adults with employer-sponsored health insurance. Clin. Ther. 27(7), 1064–1073 (2005)PubMedCrossRef
59.
Zurück zum Zitat Willey, C.J., Andrade, S.E., Cohen, J., Fuller, J.C., Gurwitz, J.H.: Polypharmacy with oral antidiabetic agents: an indicator of poor glycemic control. Am. J. Manag. Care 12(8), 435–440 (2006)PubMed Willey, C.J., Andrade, S.E., Cohen, J., Fuller, J.C., Gurwitz, J.H.: Polypharmacy with oral antidiabetic agents: an indicator of poor glycemic control. Am. J. Manag. Care 12(8), 435–440 (2006)PubMed
60.
Zurück zum Zitat Kalsekar, I.D., Madhavan, S.S., Amonkar, M.M., Makela, E.H., Scott, V.G., Douglas, S.M., Elswick, B.L.: Depression in patients with type 2 dibetes: impact on adherence to oral hypoglycemic agents. Ann. Pharmacother. 40(4), 605–611 (2006)PubMedCrossRef Kalsekar, I.D., Madhavan, S.S., Amonkar, M.M., Makela, E.H., Scott, V.G., Douglas, S.M., Elswick, B.L.: Depression in patients with type 2 dibetes: impact on adherence to oral hypoglycemic agents. Ann. Pharmacother. 40(4), 605–611 (2006)PubMedCrossRef
61.
Zurück zum Zitat Shenolikar, R.A., Balkrishnan, R., Camacho, F.T., Whitmire, J.T., Anderson, R.T.: Race and medication adherence in medicaid enrollees with type-2 diabetes. J. Natl Med. Assoc. 98(7), 1071–1077 (2006)PubMed Shenolikar, R.A., Balkrishnan, R., Camacho, F.T., Whitmire, J.T., Anderson, R.T.: Race and medication adherence in medicaid enrollees with type-2 diabetes. J. Natl Med. Assoc. 98(7), 1071–1077 (2006)PubMed
62.
Zurück zum Zitat Brixner, D.I., Joish, V.N., Odera, G.M., Avey, S.G., Hanson, D.M., Cannon, H.E.: Effects of benefit design change across 5 disease states. Am. J. Manag. Care 13(6), 370–376 (2007)PubMed Brixner, D.I., Joish, V.N., Odera, G.M., Avey, S.G., Hanson, D.M., Cannon, H.E.: Effects of benefit design change across 5 disease states. Am. J. Manag. Care 13(6), 370–376 (2007)PubMed
63.
Zurück zum Zitat Kalsekar, I., Sheehan, C., Peak, A.: Utilization patterns and medication adherence in patients with type 2 diabetes: variations based on type of pharmacy (chain vs independent). Res. Soc. Adm. Pharm. 3(4), 378–391 (2007)CrossRef Kalsekar, I., Sheehan, C., Peak, A.: Utilization patterns and medication adherence in patients with type 2 diabetes: variations based on type of pharmacy (chain vs independent). Res. Soc. Adm. Pharm. 3(4), 378–391 (2007)CrossRef
64.
Zurück zum Zitat Briesacher, B.A., Andrade, S.E., Fouayzi, H., Chan, K.A.: Comparison of drug adherence rates among patients with seven different medical conditions. Pharmacotherapy 28(49), 437–443 (2008)PubMedCrossRef Briesacher, B.A., Andrade, S.E., Fouayzi, H., Chan, K.A.: Comparison of drug adherence rates among patients with seven different medical conditions. Pharmacotherapy 28(49), 437–443 (2008)PubMedCrossRef
65.
Zurück zum Zitat Cheong, C., Barner, J.C., Lawson, K.A., Johnsrud, M.T.: Patient adherence and reimbursement amount for antidiabetic fixed-dose combination products compared with dual therapy among Texas medicaid recipients recipients. Clin. Ther. 30(10), 1893–1907 (2008)PubMedCrossRef Cheong, C., Barner, J.C., Lawson, K.A., Johnsrud, M.T.: Patient adherence and reimbursement amount for antidiabetic fixed-dose combination products compared with dual therapy among Texas medicaid recipients recipients. Clin. Ther. 30(10), 1893–1907 (2008)PubMedCrossRef
66.
Zurück zum Zitat Pan, F., Chernew, M.E., Fendrick, A.M.: Impact of fixed-dose combination drugs on adherence to prescription medications. J. Gen. Intern. Med. 23(5), 611–614 (2008)PubMedCrossRef Pan, F., Chernew, M.E., Fendrick, A.M.: Impact of fixed-dose combination drugs on adherence to prescription medications. J. Gen. Intern. Med. 23(5), 611–614 (2008)PubMedCrossRef
67.
Zurück zum Zitat Karter, A.J., Parker, M.M., Moffet, H.H., Ahmed, A.T., Schmittdiel, J.A., Selby, J.V.: New prescription medication gaps: a comprehensive measure of adherence to new prescriptions. Health Serv. Res. 44(5), 1640–1661 (2009)PubMedCrossRef Karter, A.J., Parker, M.M., Moffet, H.H., Ahmed, A.T., Schmittdiel, J.A., Selby, J.V.: New prescription medication gaps: a comprehensive measure of adherence to new prescriptions. Health Serv. Res. 44(5), 1640–1661 (2009)PubMedCrossRef
68.
Zurück zum Zitat Briesacher, B.A., Andrade, S.E., Fouayzi, H., Chan, K.A.: Medication adherence and the use of generic drug therapies. Am. J. Manag. Care 15(7), 450–456 (2009)PubMed Briesacher, B.A., Andrade, S.E., Fouayzi, H., Chan, K.A.: Medication adherence and the use of generic drug therapies. Am. J. Manag. Care 15(7), 450–456 (2009)PubMed
69.
Zurück zum Zitat Trinacty, C.M., Adams, A.S., Soumerai, S.B., Zhang, F., Meigs, J.B., Piette, J.D., Ross-Degnan, D.: Racial differences in long-term adherence to oral antidiabetic drug therapy: a longitudinal cohort study. BMC Health Serv. Res. 9, 24 (2009)PubMedCrossRef Trinacty, C.M., Adams, A.S., Soumerai, S.B., Zhang, F., Meigs, J.B., Piette, J.D., Ross-Degnan, D.: Racial differences in long-term adherence to oral antidiabetic drug therapy: a longitudinal cohort study. BMC Health Serv. Res. 9, 24 (2009)PubMedCrossRef
70.
Zurück zum Zitat Haupt, D., Weitoft, G.R., Nilsson, J.L.: Refill adherence to oral antihyperglycaemic drugs in Sweden. Acta Diabetol. 46(3), 203–208 (2009)PubMedCrossRef Haupt, D., Weitoft, G.R., Nilsson, J.L.: Refill adherence to oral antihyperglycaemic drugs in Sweden. Acta Diabetol. 46(3), 203–208 (2009)PubMedCrossRef
71.
Zurück zum Zitat Yang, Y., Thumula, V., Pace, P.F., Banahan 3rd, B.F., Wilkin, N.E., Lobb, W.B.: Predictors of medication nonadherence among patients with diabetes in medicare part D programs: a retrospective cohort study. Clin. Ther. 31(10), 2178–2188 (2009)PubMedCrossRef Yang, Y., Thumula, V., Pace, P.F., Banahan 3rd, B.F., Wilkin, N.E., Lobb, W.B.: Predictors of medication nonadherence among patients with diabetes in medicare part D programs: a retrospective cohort study. Clin. Ther. 31(10), 2178–2188 (2009)PubMedCrossRef
72.
Zurück zum Zitat Kreyenbuhl, J., Dixon, L.B., McCarthy, J.F., Soliman, S., Ignacio, R.V., Valenstein, M.: Does adherence to medications for type 2 diabetes differ between individuals with vs without schizophrenia? Schizophr Bull 36(2), 428–435 (2010)PubMedCrossRef Kreyenbuhl, J., Dixon, L.B., McCarthy, J.F., Soliman, S., Ignacio, R.V., Valenstein, M.: Does adherence to medications for type 2 diabetes differ between individuals with vs without schizophrenia? Schizophr Bull 36(2), 428–435 (2010)PubMedCrossRef
73.
Zurück zum Zitat Hansen, R.A., Farley, J.F., Droege, M., Maciejewski, M.L.: A retrospective cohort study of economic outcomes and adherence to monotherapy with metformin, pioglitazone, or a sulfonylurea among patients with type 2 diabetes mellitus in the United States from 2003 to 2005. Clin. Ther. 32(7), 1308–1319 (2010)PubMedCrossRef Hansen, R.A., Farley, J.F., Droege, M., Maciejewski, M.L.: A retrospective cohort study of economic outcomes and adherence to monotherapy with metformin, pioglitazone, or a sulfonylurea among patients with type 2 diabetes mellitus in the United States from 2003 to 2005. Clin. Ther. 32(7), 1308–1319 (2010)PubMedCrossRef
Metadaten
Titel
How to use pharmacy claims data to measure patient nonadherence? The example of oral diabetics in therapy of type 2 diabetes mellitus
verfasst von
Thomas Wilke
Antje Groth
Sabrina Mueller
Dallas Reese
Roland Linder
Susanne Ahrens
Frank Verheyen
Publikationsdatum
01.06.2013
Verlag
Springer-Verlag
Erschienen in
The European Journal of Health Economics / Ausgabe 3/2013
Print ISSN: 1618-7598
Elektronische ISSN: 1618-7601
DOI
https://doi.org/10.1007/s10198-012-0410-y

Weitere Artikel der Ausgabe 3/2013

The European Journal of Health Economics 3/2013 Zur Ausgabe