Skip to main content
Top
Published in: Diabetology & Metabolic Syndrome 1/2016

Open Access 01-12-2016 | Research

Challenges associated with insulin therapy progression among patients with type 2 diabetes: Latin American MOSAIc study baseline data

Authors: Bruno Linetzky, Brad Curtis, Gustavo Frechtel, Renan Montenegro Jr., Miguel Escalante Pulido, Oded Stempa, Janaina Martins de Lana, Juan José Gagliardino

Published in: Diabetology & Metabolic Syndrome | Issue 1/2016

Login to get access

Abstract

Background

Poor glycemic control in patients with type 2 diabetes is commonly recorded worldwide; Latin America (LA) is not an exception. Barriers to intensifying insulin therapy and which barriers are most likely to negatively impact outcomes are not completely known. The objective was to identify barriers to insulin progression in individuals with type 2 diabetes mellitus (T2DM) in LA countries (Mexico, Brazil, and Argentina).

Methods

MOSAIc is a multinational, non-interventional, prospective, observational study aiming to identify the patient-, physician-, and healthcare-based factors affecting insulin intensification. Eligible patients were ≥18 years, had T2DM, and were treated with insulin for ≥3 months with/without oral antidiabetic drugs (OADs). Demographic, clinical, and psychosocial data were collected at baseline and regular intervals during the 24-month follow-up period. This paper however, focuses on baseline data analysis. The association between glycated hemoglobin (HbA1c) and selected covariates was assessed.

Results

A trend toward a higher level of HbA1c was observed in the LA versus non-LA population (8.40 ± 2.79 versus 8.18 ± 2.28; p ≤ 0.069). Significant differences were observed in clinical parameters, treatment patterns, and patient-reported outcomes in LA compared with the rest of the cohorts and between Mexico, Brazil, and Argentina. Higher number of insulin injections and lower number of OADs were used, whereas a lower level of knowledge and a higher level of diabetes-related distress were reported in LA. Covariates associated with HbA1c levels included age (−0.0129; p < 0.0001), number of OADs (0.0835; p = 0.0264), higher education level (−0.2261; p = 0.0101), healthy diet (−0.0555; p = 0.0083), self-monitoring blood glucose (−0.0512; p = 0.0033), hurried communication style in the process of care (0.1295; p = 0.0208), number of insulin injections (0.1616; p = 0.0088), adherence (−0.1939; p ≤ 0.0104), and not filling insulin prescription due to associated cost (0.2651; p = 0.0198).

Conclusion

MOSAIc baseline data showed that insulin intensification in LA is not optimal and identified several conditions that significantly affect attaining appropriate HbA1c values. Tailored public health strategies, including education, should be developed to overcome such barriers.
Trial Registration NCT01400971
Literature
1.
go back to reference UK Prospective Diabetes Study (UKPDS) Group. Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). Lancet. 1998;352(9131):837–53.CrossRef UK Prospective Diabetes Study (UKPDS) Group. Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). Lancet. 1998;352(9131):837–53.CrossRef
2.
go back to reference Gaede P, Vedel P, Larsen N, Jensen GV, Parving HH, Pedersen O. Multifactorial intervention and cardiovascular disease in patients with type 2 diabetes. N Engl J Med. 2003;348:383–93.CrossRefPubMed Gaede P, Vedel P, Larsen N, Jensen GV, Parving HH, Pedersen O. Multifactorial intervention and cardiovascular disease in patients with type 2 diabetes. N Engl J Med. 2003;348:383–93.CrossRefPubMed
3.
go back to reference Gerstein HC, Miller ME, Byington RP, Goff DC Jr, Bigger JT, Buse JB, Cushman WC, Genuth S, Ismail-Beigi F, Grimm RH Jr, Probstfield JL, Simons-Morton DG, Friedewald WT, Action to Control Cardiovascular Risk in Diabetes Study Group. Effects of intensive glucose lowering in type 2 diabetes. N Engl J Med. 2008;358:2545–59.CrossRefPubMed Gerstein HC, Miller ME, Byington RP, Goff DC Jr, Bigger JT, Buse JB, Cushman WC, Genuth S, Ismail-Beigi F, Grimm RH Jr, Probstfield JL, Simons-Morton DG, Friedewald WT, Action to Control Cardiovascular Risk in Diabetes Study Group. Effects of intensive glucose lowering in type 2 diabetes. N Engl J Med. 2008;358:2545–59.CrossRefPubMed
4.
go back to reference Duckworth W, Abraira C, Moritz T, Reda D, Emanuele N, Reaven PD, Zieve FJ, Marks J, Davis SN, Hayward R, Warren SR, Goldman S, McCarren M, Vitek ME, Henderson WG, Huang GD, VADT Investigators. Glucose control and vascular complications in veterans with type 2 diabetes. N Engl J Med. 2009;360:129–39.CrossRefPubMed Duckworth W, Abraira C, Moritz T, Reda D, Emanuele N, Reaven PD, Zieve FJ, Marks J, Davis SN, Hayward R, Warren SR, Goldman S, McCarren M, Vitek ME, Henderson WG, Huang GD, VADT Investigators. Glucose control and vascular complications in veterans with type 2 diabetes. N Engl J Med. 2009;360:129–39.CrossRefPubMed
5.
go back to reference Zoungas S, de Galan BE, Ninomiya T, Grobbee D, Hamet P, Heller S, MacMahon S, Marre M, Neal B, Patel A, Woodward M, Chalmers J, ADVANCE Collaborative Group, Cass A, Glasziou P, Harrap S, Lisheng L, Mancia G, Pillai A, Poulter N, Perkovic V, Travert F. Combined effects of routine blood pressure lowering and intensive glucose control on macrovascular and microvascular outcomes in patients with type 2 diabetes: new results from the ADVANCE trial. Diabetes Care. 2009;32:2068–74.CrossRefPubMedPubMedCentral Zoungas S, de Galan BE, Ninomiya T, Grobbee D, Hamet P, Heller S, MacMahon S, Marre M, Neal B, Patel A, Woodward M, Chalmers J, ADVANCE Collaborative Group, Cass A, Glasziou P, Harrap S, Lisheng L, Mancia G, Pillai A, Poulter N, Perkovic V, Travert F. Combined effects of routine blood pressure lowering and intensive glucose control on macrovascular and microvascular outcomes in patients with type 2 diabetes: new results from the ADVANCE trial. Diabetes Care. 2009;32:2068–74.CrossRefPubMedPubMedCentral
6.
go back to reference Escobedo J, Buitrón LV, Velasco MF, Ramírez JC, Hernández R, Macchia A, Pellegrini F, Schargrodsky H, Boissonnet C, Champagne BM, CARMELA Study Investigators. High prevalence of diabetes and impaired fasting glucose in urban Latin America: the CARMELA Study. Diabet Med. 2009;26:864–71.CrossRefPubMed Escobedo J, Buitrón LV, Velasco MF, Ramírez JC, Hernández R, Macchia A, Pellegrini F, Schargrodsky H, Boissonnet C, Champagne BM, CARMELA Study Investigators. High prevalence of diabetes and impaired fasting glucose in urban Latin America: the CARMELA Study. Diabet Med. 2009;26:864–71.CrossRefPubMed
7.
go back to reference Lopez Stewart G, Tambascia M, Rosas Guzmán J, Etchegoyen F, Ortega Carrión J, Artemenko S. Control of type 2 diabetes mellitus among general practitioners in private practice in nine countries of Latin America. Rev Panam Salud Publica. 2007;22:12–20.CrossRefPubMed Lopez Stewart G, Tambascia M, Rosas Guzmán J, Etchegoyen F, Ortega Carrión J, Artemenko S. Control of type 2 diabetes mellitus among general practitioners in private practice in nine countries of Latin America. Rev Panam Salud Publica. 2007;22:12–20.CrossRefPubMed
8.
go back to reference Gagliardino JJ, Kleinebreil L, Colagiuri S, Flack J, Caporale JE, Siri F, Clark C Jr. Comparison of clinical-metabolic monitoring and outcomes and coronary risk status in people with type 2 diabetes from Australia, France and Latin America. Diabetes Res Clin Pract. 2010;88:7–13.CrossRefPubMed Gagliardino JJ, Kleinebreil L, Colagiuri S, Flack J, Caporale JE, Siri F, Clark C Jr. Comparison of clinical-metabolic monitoring and outcomes and coronary risk status in people with type 2 diabetes from Australia, France and Latin America. Diabetes Res Clin Pract. 2010;88:7–13.CrossRefPubMed
9.
go back to reference Chan JC, Gagliardino JJ, Baik SH, Chantelot JM, Ferreira SR, Hancu N, Ilkova H, Ramachandran A, Aschner P, IDMPS Investigators. Multifaceted determinants for achieving glycemic control: the International Diabetes Management Practice Study (IDMPS). Diabetes Care. 2009;32:227–33.CrossRefPubMedPubMedCentral Chan JC, Gagliardino JJ, Baik SH, Chantelot JM, Ferreira SR, Hancu N, Ilkova H, Ramachandran A, Aschner P, IDMPS Investigators. Multifaceted determinants for achieving glycemic control: the International Diabetes Management Practice Study (IDMPS). Diabetes Care. 2009;32:227–33.CrossRefPubMedPubMedCentral
10.
go back to reference Shah S, Yang W, Hasan MI, Malek R, Molskov Bech O, Home P. Biphasic insulin aspart 30 in insulin-naive people with type 2 diabetes in non-western nations: results from a regional comparative multinational observational study (A(1)chieve). Diabetes Technol Ther. 2013;15:954–63.CrossRefPubMed Shah S, Yang W, Hasan MI, Malek R, Molskov Bech O, Home P. Biphasic insulin aspart 30 in insulin-naive people with type 2 diabetes in non-western nations: results from a regional comparative multinational observational study (A(1)chieve). Diabetes Technol Ther. 2013;15:954–63.CrossRefPubMed
11.
go back to reference Commendatore V, Dieuzeide G, Faingold C, Fuente G, Luján D, Aschner P, Lapertosa S, Villena Chávez J, Elgart J, Gagliardino JJ, DIFAR Academic Committee. Registry of people with diabetes in three Latin American countries: a suitable approach to evaluate the quality of health care provided to people with type 2 diabetes. Int J Clin Pract. 2013;67:1261–6.CrossRefPubMed Commendatore V, Dieuzeide G, Faingold C, Fuente G, Luján D, Aschner P, Lapertosa S, Villena Chávez J, Elgart J, Gagliardino JJ, DIFAR Academic Committee. Registry of people with diabetes in three Latin American countries: a suitable approach to evaluate the quality of health care provided to people with type 2 diabetes. Int J Clin Pract. 2013;67:1261–6.CrossRefPubMed
12.
go back to reference Brown JB, Nichols GA. Slow response to loss of glycemic control in type 2 diabetes mellitus. Am J Manag Care. 2003;9:213–7.PubMed Brown JB, Nichols GA. Slow response to loss of glycemic control in type 2 diabetes mellitus. Am J Manag Care. 2003;9:213–7.PubMed
13.
go back to reference Escalante M, Gagliardino JJ, Guzman JR, Tschiedel B. Call-to-action: timely and appropriate treatment for people with type 2 diabetes in Latin America. Diabetes Res Clin Pract. 2014;104:343–52.CrossRefPubMed Escalante M, Gagliardino JJ, Guzman JR, Tschiedel B. Call-to-action: timely and appropriate treatment for people with type 2 diabetes in Latin America. Diabetes Res Clin Pract. 2014;104:343–52.CrossRefPubMed
14.
go back to reference Grant RW, Buse JB, Meigs JB, University HealthSystem Consortium (UHC) Diabetes Benchmarking Project Team. Quality of diabetes care in US Academic Medical Centers: low rates of medical regimen change. Diabetes Care. 2005;28:337–442.CrossRefPubMedPubMedCentral Grant RW, Buse JB, Meigs JB, University HealthSystem Consortium (UHC) Diabetes Benchmarking Project Team. Quality of diabetes care in US Academic Medical Centers: low rates of medical regimen change. Diabetes Care. 2005;28:337–442.CrossRefPubMedPubMedCentral
15.
go back to reference Gough S, Frandsen KB, Toft AD. Failure of insulin monotherapy in patients with type 2 diabetes: a population-based study. Diabetes. 2006;55(Suppl. 1):A114. Gough S, Frandsen KB, Toft AD. Failure of insulin monotherapy in patients with type 2 diabetes: a population-based study. Diabetes. 2006;55(Suppl. 1):A114.
16.
go back to reference Calvert MJ, McManus RJ, Freemantle N. Management of type 2 diabetes with multiple oral hypoglycaemic agents or insulin in primary care: retrospective cohort study. Br J Gen Pract. 2007;57:455–60.PubMedPubMedCentral Calvert MJ, McManus RJ, Freemantle N. Management of type 2 diabetes with multiple oral hypoglycaemic agents or insulin in primary care: retrospective cohort study. Br J Gen Pract. 2007;57:455–60.PubMedPubMedCentral
17.
go back to reference Raskin P, Allen E, Hollander P, Lewin A, Gabbay RA, Hu P, Bode B, Garber A, INITIATE Study Group. Initiating insulin therapy in type 2 Diabetes: a comparison of biphasic and basal insulin analogs. Diabetes Care. 2005;28:260–5.CrossRefPubMed Raskin P, Allen E, Hollander P, Lewin A, Gabbay RA, Hu P, Bode B, Garber A, INITIATE Study Group. Initiating insulin therapy in type 2 Diabetes: a comparison of biphasic and basal insulin analogs. Diabetes Care. 2005;28:260–5.CrossRefPubMed
18.
go back to reference Holman RR, Farmer AJ, Davies MJ, Levy JC, Darbyshire JL, Keenan JF, Paul SK, 4-T Study Group. Three-year efficacy of complex insulin regimens in type 2 diabetes. N Engl J Med. 2009;361:1736–47.CrossRefPubMed Holman RR, Farmer AJ, Davies MJ, Levy JC, Darbyshire JL, Keenan JF, Paul SK, 4-T Study Group. Three-year efficacy of complex insulin regimens in type 2 diabetes. N Engl J Med. 2009;361:1736–47.CrossRefPubMed
19.
go back to reference Peyrot M, Rubin RR, Lauritzen T, Skovlund SE, Snoek FJ, Matthews DR, Landgraf R, Kleinebreil L, International DAWN Advisory Panel. Resistance to insulin therapy among patients and providers: results of the cross-national Diabetes Attitudes, Wishes, and Needs (DAWN) study. Diabetes Care. 2005;28:2673–9.CrossRefPubMed Peyrot M, Rubin RR, Lauritzen T, Skovlund SE, Snoek FJ, Matthews DR, Landgraf R, Kleinebreil L, International DAWN Advisory Panel. Resistance to insulin therapy among patients and providers: results of the cross-national Diabetes Attitudes, Wishes, and Needs (DAWN) study. Diabetes Care. 2005;28:2673–9.CrossRefPubMed
20.
go back to reference Philis-Tsimikas A. Initiating basal insulin therapy in type 2 diabetes: practical steps to optimize glycemic control. Am J Med. 2013;126(9 Suppl 1):S21–7.CrossRefPubMed Philis-Tsimikas A. Initiating basal insulin therapy in type 2 diabetes: practical steps to optimize glycemic control. Am J Med. 2013;126(9 Suppl 1):S21–7.CrossRefPubMed
21.
go back to reference Wallace TM, Matthews DR. Poor glycaemic control in type 2 diabetes: a conspiracy of disease, suboptimal therapy and attitude. QJM. 2000;93:369–74.CrossRefPubMed Wallace TM, Matthews DR. Poor glycaemic control in type 2 diabetes: a conspiracy of disease, suboptimal therapy and attitude. QJM. 2000;93:369–74.CrossRefPubMed
22.
go back to reference Davies MJ, Gagliardino JJ, Gray LJ, Khunti K, Mohan V, Hughes R. Real-world factors affecting adherence to insulin therapy in patients with Type 1 or Type 2 diabetes mellitus: a systematic review. Diabet Med. 2013;30:512–24.CrossRefPubMed Davies MJ, Gagliardino JJ, Gray LJ, Khunti K, Mohan V, Hughes R. Real-world factors affecting adherence to insulin therapy in patients with Type 1 or Type 2 diabetes mellitus: a systematic review. Diabet Med. 2013;30:512–24.CrossRefPubMed
23.
go back to reference McEwen LN, Bilik D, Johnson SL, Halter JB, Karter AJ, Mangione CM, Subramanian U, Waitzfelder B, Crosson JC, Herman WH. Predictors and impact of intensification of antihyperglycemic therapy in type 2 diabetes: translating research into action for diabetes (TRIAD). Diabetes Care. 2009;32:971–6.CrossRefPubMedPubMedCentral McEwen LN, Bilik D, Johnson SL, Halter JB, Karter AJ, Mangione CM, Subramanian U, Waitzfelder B, Crosson JC, Herman WH. Predictors and impact of intensification of antihyperglycemic therapy in type 2 diabetes: translating research into action for diabetes (TRIAD). Diabetes Care. 2009;32:971–6.CrossRefPubMedPubMedCentral
24.
go back to reference Polinski JM, Curtis BH, Seeger JD, Choudhry NK, Zagar A, Shrank WH. Rationale and design of the multinational observational study assessing insulin use: the MOSAIc study. BMC Endocr Disord. 2012;12:20.CrossRefPubMedPubMedCentral Polinski JM, Curtis BH, Seeger JD, Choudhry NK, Zagar A, Shrank WH. Rationale and design of the multinational observational study assessing insulin use: the MOSAIc study. BMC Endocr Disord. 2012;12:20.CrossRefPubMedPubMedCentral
25.
go back to reference Fitzgerald JT, Funnell MM, Hess GE, Barr PA, Anderson RM, Hiss RG, Davis WK. The reliability and validity of a brief diabetes knowledge test. Diabetes Care. 1998;21:706–10.CrossRefPubMed Fitzgerald JT, Funnell MM, Hess GE, Barr PA, Anderson RM, Hiss RG, Davis WK. The reliability and validity of a brief diabetes knowledge test. Diabetes Care. 1998;21:706–10.CrossRefPubMed
26.
go back to reference Polonsky WH, Fisher L, Earles J, Dudl RJ, Lees J, Mullan J, Jackson RA. Assessing psychosocial distress in diabetes: development of the diabetes distress scale. Diabetes Care. 2005;28:626–31.CrossRefPubMed Polonsky WH, Fisher L, Earles J, Dudl RJ, Lees J, Mullan J, Jackson RA. Assessing psychosocial distress in diabetes: development of the diabetes distress scale. Diabetes Care. 2005;28:626–31.CrossRefPubMed
27.
go back to reference Stewart AL, Napoles-Springer AM, Gregorich SE, Santoyo-Olsson J. Interpersonal processes of care survey: patient-reported measures for diverse groups. Health Serv Res. 2007;42(3 Pt 1):1235–56.CrossRefPubMedPubMedCentral Stewart AL, Napoles-Springer AM, Gregorich SE, Santoyo-Olsson J. Interpersonal processes of care survey: patient-reported measures for diverse groups. Health Serv Res. 2007;42(3 Pt 1):1235–56.CrossRefPubMedPubMedCentral
28.
go back to reference Toobert DJ, Hampson SE, Glasgow RE. The summary of diabetes self-care activities measure: results from 7 studies and a revised scale. Diabetes Care. 2000;23:943–50.CrossRefPubMed Toobert DJ, Hampson SE, Glasgow RE. The summary of diabetes self-care activities measure: results from 7 studies and a revised scale. Diabetes Care. 2000;23:943–50.CrossRefPubMed
29.
go back to reference Azur MJ, Stuart EA, Frangakis C, Leaf PJ. Multiple imputation by chained equations: what is it and how does it work? Int J Methods Psychiatr Res. 2011;20:40–9.CrossRefPubMedPubMedCentral Azur MJ, Stuart EA, Frangakis C, Leaf PJ. Multiple imputation by chained equations: what is it and how does it work? Int J Methods Psychiatr Res. 2011;20:40–9.CrossRefPubMedPubMedCentral
30.
go back to reference Ali MK, Bullard KM, Gregg EW. Achievement of goals in US Diabetes Care, 1999–2010. N Engl J Med. 2013;369:287–8.CrossRefPubMed Ali MK, Bullard KM, Gregg EW. Achievement of goals in US Diabetes Care, 1999–2010. N Engl J Med. 2013;369:287–8.CrossRefPubMed
31.
go back to reference Guzman JR, Lyra R, Aguilar-Salinas CA, Cavalcanti S, Escaño F, Tambasia M, Duarte E, ALAD Consensus Group. Treatment of type 2 diabetes in Latin America: a consensus statement by the medical associations of 17 Latin American countries. Latin American Diabetes Association. Rev Panam Salud Publica. 2010;28:463–71.CrossRefPubMed Guzman JR, Lyra R, Aguilar-Salinas CA, Cavalcanti S, Escaño F, Tambasia M, Duarte E, ALAD Consensus Group. Treatment of type 2 diabetes in Latin America: a consensus statement by the medical associations of 17 Latin American countries. Latin American Diabetes Association. Rev Panam Salud Publica. 2010;28:463–71.CrossRefPubMed
32.
go back to reference Riddle MC, Aronson R, Home P, Marre M, Niemoeller E, Miossec P, Ping L, Ye J, Rosenstock J. Adding once-daily lixisenatide for type 2 diabetes inadequately controlled by established basal insulin: a 24-week, randomized, placebo-controlled comparison (GetGoal-L). Diabetes Care. 2013;36:2489–96.CrossRefPubMedPubMedCentral Riddle MC, Aronson R, Home P, Marre M, Niemoeller E, Miossec P, Ping L, Ye J, Rosenstock J. Adding once-daily lixisenatide for type 2 diabetes inadequately controlled by established basal insulin: a 24-week, randomized, placebo-controlled comparison (GetGoal-L). Diabetes Care. 2013;36:2489–96.CrossRefPubMedPubMedCentral
33.
go back to reference Yki-Jarvinen H, Rosenstock J, Durán-Garcia S, Pinnetti S, Bhattacharya S, Thiemann S, Patel S, Woerle HJ. Effects of adding linagliptin to basal insulin regimen for inadequately controlled type 2 diabetes: a 52-week randomized, double-blind study. Diabetes Care. 2013;36:3875–81.CrossRefPubMedPubMedCentral Yki-Jarvinen H, Rosenstock J, Durán-Garcia S, Pinnetti S, Bhattacharya S, Thiemann S, Patel S, Woerle HJ. Effects of adding linagliptin to basal insulin regimen for inadequately controlled type 2 diabetes: a 52-week randomized, double-blind study. Diabetes Care. 2013;36:3875–81.CrossRefPubMedPubMedCentral
34.
go back to reference Buse JB, Bergenstal RM, Glass LC, Heilmann CR, Lewis MS, Kwan AY, Hoogwerf BJ, Rosenstock J. Use of twice-daily exenatide in Basal insulin-treated patients with type 2 diabetes: a randomized, controlled trial. Ann Intern Med. 2011;154:103–12.CrossRefPubMed Buse JB, Bergenstal RM, Glass LC, Heilmann CR, Lewis MS, Kwan AY, Hoogwerf BJ, Rosenstock J. Use of twice-daily exenatide in Basal insulin-treated patients with type 2 diabetes: a randomized, controlled trial. Ann Intern Med. 2011;154:103–12.CrossRefPubMed
35.
go back to reference Liu L, Lou Q, Guo X, Yuan L, Shen L, Sun Z, Zhao F, Dai X, Huang J, Yang H, Mordes JP, Chinese Diabetes Education Status Survey Study Group. Management status and its predictive factors in patients with type 2 diabetes in China: a Nationwide Multicenter Study. Diabetes Metab Res Rev. 2015;31:811–6.CrossRefPubMed Liu L, Lou Q, Guo X, Yuan L, Shen L, Sun Z, Zhao F, Dai X, Huang J, Yang H, Mordes JP, Chinese Diabetes Education Status Survey Study Group. Management status and its predictive factors in patients with type 2 diabetes in China: a Nationwide Multicenter Study. Diabetes Metab Res Rev. 2015;31:811–6.CrossRefPubMed
36.
go back to reference Teoh H, Braga MF, Casanova A, Drouin D, Goodman SG, Harris SB, Langer A, Tan MK, Ur E, Yan AT, Zinman B, Leiter LA, T2DM QUERI Investigators. Patient age, ethnicity, medical history, and risk factor profile, but not drug insurance coverage, predict successful attainment of glycemic targets: time 2 Do More Quality Enhancement Research Initiative (T2DM QUERI). Diabetes Care. 2010;33:2558–60.CrossRefPubMedPubMedCentral Teoh H, Braga MF, Casanova A, Drouin D, Goodman SG, Harris SB, Langer A, Tan MK, Ur E, Yan AT, Zinman B, Leiter LA, T2DM QUERI Investigators. Patient age, ethnicity, medical history, and risk factor profile, but not drug insurance coverage, predict successful attainment of glycemic targets: time 2 Do More Quality Enhancement Research Initiative (T2DM QUERI). Diabetes Care. 2010;33:2558–60.CrossRefPubMedPubMedCentral
37.
go back to reference Lo-Ciganic WH, Donohue JM, Thorpe JM, Perera S, Thorpe CT, Marcum ZA, Gellad WF. Using machine learning to examine medication adherence thresholds and risk of hospitalization. Med Care. 2015;53:720–8.CrossRefPubMed Lo-Ciganic WH, Donohue JM, Thorpe JM, Perera S, Thorpe CT, Marcum ZA, Gellad WF. Using machine learning to examine medication adherence thresholds and risk of hospitalization. Med Care. 2015;53:720–8.CrossRefPubMed
38.
go back to reference Williams J, Steers WN, Ettner SL, Mangione CM, Duru OK. Cost-related nonadherence by medication type among Medicare Part D beneficiaries with diabetes. Med Care. 2013;51:193–8.CrossRefPubMedPubMedCentral Williams J, Steers WN, Ettner SL, Mangione CM, Duru OK. Cost-related nonadherence by medication type among Medicare Part D beneficiaries with diabetes. Med Care. 2013;51:193–8.CrossRefPubMedPubMedCentral
39.
go back to reference Gagliardino JJ, Etchegoyen G, PENDID-LA Research Group. A model educational program for people with type 2 diabetes: a cooperative Latin American implementation study (PEDNID-LA). Diabetes Care. 2001;24:1001–7.CrossRefPubMed Gagliardino JJ, Etchegoyen G, PENDID-LA Research Group. A model educational program for people with type 2 diabetes: a cooperative Latin American implementation study (PEDNID-LA). Diabetes Care. 2001;24:1001–7.CrossRefPubMed
40.
go back to reference Ellis SE, Speroff T, Dittus RS, Brown A, Pichert JW, Elasy TA. Diabetes patient counseling: a meta-analysis and meta-regression. Patient Educ Couns. 2005;52:97–105.CrossRef Ellis SE, Speroff T, Dittus RS, Brown A, Pichert JW, Elasy TA. Diabetes patient counseling: a meta-analysis and meta-regression. Patient Educ Couns. 2005;52:97–105.CrossRef
41.
go back to reference Wagner EH, Grothaus LC, Sandhu N, Galvin MS, McGregor M, Artz K, Coleman EA. Chronic care clinics for diabetes in primary care: a system-wide randomized trial. Diabetes Care. 2001;24:695–700.CrossRefPubMed Wagner EH, Grothaus LC, Sandhu N, Galvin MS, McGregor M, Artz K, Coleman EA. Chronic care clinics for diabetes in primary care: a system-wide randomized trial. Diabetes Care. 2001;24:695–700.CrossRefPubMed
42.
go back to reference Brownson CA, Hoerger TJ, Fisher EB, Kilpatrick KE. Cost-effectiveness of diabetes self-management programs in community primary care settings. Diabetes Educ. 2009;35:761–9.CrossRefPubMed Brownson CA, Hoerger TJ, Fisher EB, Kilpatrick KE. Cost-effectiveness of diabetes self-management programs in community primary care settings. Diabetes Educ. 2009;35:761–9.CrossRefPubMed
43.
go back to reference Gagliardino JJ, Lapertosa S, Pfirter G, Villagra M, Caporale JE, Gonzalez CD, Elgart J, González L, Cernadas C, Rucci E, Clark C Jr, PRODIACOR. Clinical, metabolic and psychological outcomes and treatment costs of a prospective randomized trial based on different educational strategies to improve diabetes care (PRODIACOR). Diabet Med. 2013;30:1102–11.CrossRefPubMed Gagliardino JJ, Lapertosa S, Pfirter G, Villagra M, Caporale JE, Gonzalez CD, Elgart J, González L, Cernadas C, Rucci E, Clark C Jr, PRODIACOR. Clinical, metabolic and psychological outcomes and treatment costs of a prospective randomized trial based on different educational strategies to improve diabetes care (PRODIACOR). Diabet Med. 2013;30:1102–11.CrossRefPubMed
44.
go back to reference Trento M, Gamba S, Gentile L, Grassi G, Miselli V, Morone G, Passera P, Tonutti L, Tomalino M, Bondonio P, Cavallo F, Porta M, ROMEO Investigators. Rethink Organization to iMprove Education and Outcomes (ROMEO): a multicenter randomized trial of lifestyle intervention by group care to manage type 2 diabetes. Diabetes Care. 2010;33:745–7.CrossRefPubMedPubMedCentral Trento M, Gamba S, Gentile L, Grassi G, Miselli V, Morone G, Passera P, Tonutti L, Tomalino M, Bondonio P, Cavallo F, Porta M, ROMEO Investigators. Rethink Organization to iMprove Education and Outcomes (ROMEO): a multicenter randomized trial of lifestyle intervention by group care to manage type 2 diabetes. Diabetes Care. 2010;33:745–7.CrossRefPubMedPubMedCentral
Metadata
Title
Challenges associated with insulin therapy progression among patients with type 2 diabetes: Latin American MOSAIc study baseline data
Authors
Bruno Linetzky
Brad Curtis
Gustavo Frechtel
Renan Montenegro Jr.
Miguel Escalante Pulido
Oded Stempa
Janaina Martins de Lana
Juan José Gagliardino
Publication date
01-12-2016
Publisher
BioMed Central
Published in
Diabetology & Metabolic Syndrome / Issue 1/2016
Electronic ISSN: 1758-5996
DOI
https://doi.org/10.1186/s13098-016-0157-1

Other articles of this Issue 1/2016

Diabetology & Metabolic Syndrome 1/2016 Go to the issue