Background
Need for T2DM treatment intensification over time
Documented barriers to insulin initiation, but a paucity of data regarding insulin progression
Objective
Patient, physician and health environment factors associated with:
|
• Glycemic control |
• Hypoglycemia |
• Treatment adherence |
• Diabetes-related health care utilization |
• Diabetes-related health costs |
Geographic heterogeneity in:
|
• Insulin progression rates |
• Insulin treatment modality (pen, syringe, pump) |
• Glycemic control |
• Patterns of T2DM treatment |
Challenges associated with insulin use:
|
• Fasting for religious/cultural reasons |
• Health-related quality of life |
• Diabetes self-care |
• Diabetes knowledge |
Patient-provider communication and impact on:
|
• Insulin progression |
• Glycemic control |
• Hypoglycemia |
• Diabetes self-care |
• Diabetes knowledge |
• Treatment adherence |
Impact of insulin progression on:
|
• Cardiovascular outcomes |
• Hypoglycemia |
• Health-related quality of life |
• Diabetes distress |
• Diabetes self-care |
• Health care resource utilization |
• Health care costs |
Methods/design
Region | Regional prevalence of diabetes٭ | Country | Total population age 20-79 (in thousands) | Country-specific prevalence of diabetes٭ | Total number of sites | Specialty sites | General medicine sites |
---|---|---|---|---|---|---|---|
Southeast Asia | 8.1% | China | 968,975 | 9.0% | 11 | 2 | 9 |
India | 737,003 | 9.2% | 26 | 10 | 16 | ||
Japan | 95,341 | 7.9% | 7 | 4 | 3 | ||
South Korea | 36,204 | 7.7% | 6 | 4 | 2 | ||
50 | 20 | 30 | |||||
Europe | 10% | Germany | 62,810 | 5.5% | 8 | 2 | 6 |
Italy | 45,637 | 5.3% | 6 | 1 | 5 | ||
Russia | 109,167 | 10.0% | 12 | 10 | 2 | ||
Spain | 34,896 | 6.5% | 6 | 1 | 5 | ||
United Kingdom | 44,813 | 5.4% | 6 | 1 | 5 | ||
38 | 15 | 23 | |||||
North America | 12.1% | Canada | 25,141 | 8.7% | 6 | 1 | 5 |
United States | 216,805 | 9.6% | 30 | 6 | 24 | ||
Puerto Rico | 2,547 | 13.3% | 4 | 2 | 2 | ||
40 | 9 | 31 | |||||
Middle East/North Africa | 10.8% | Abu Dhabi | 6,107 | 19.2% | 6 | 9 | 31 |
Israel | 4,708 | 7.6% | 6 | 1 | 5 | ||
Saudi Arabia | 17,023 | 20.0% | 6 | 3 | 3 | ||
Turkey | 47,322 | 8.1% | 11 | 2 | 9 | ||
29 | 7 | 22 | |||||
South/Central America | 7.8% | Argentina | 26,265 | 5.7% | 6 | 5 | 1 |
Brazil | 127,995 | 10.4% | 6 | 1 | 5 | ||
Mexico | 69,324 | 15.9% | 6 | 2 | 4 | ||
18 | 8 | 10 | |||||
Totals
|
175
|
59
|
116
|
Study design and data collection
Baseline visit | 12 month visit | 24 month visit | Any visit at which a patient is progressed | Any visit at which a patient discontinues the study | |
---|---|---|---|---|---|
Diabetes- and insulin-related knowledge, attitudes, and behaviors
| |||||
Blood glucose monitoring practices | X | ||||
Brief Diabetes Knowledge Test[25] | X | X | X | ||
Diabetes Distress Scale[26] | X | X | X | X | |
Experience with Insulin Therapy Questionnaire[27] | X | X | X | ||
Hypoglycemia and Fasting Survey (designed by the study team) | X | X | X | X | |
Insulin Cost Questionnaire (designed by the study team) | X | X | X | X | X |
Insulin Specific Adherence Questionnaire (designed by the study team) | X | X | X | X | X |
Summary of Diabetes Self-Care Activities[28] | X | X | X | X | |
Health status profile (all components part of ENSEMBLE MDS) [[22] | |||||
Depression diagnosis question | X | X | |||
Barratt Simplified Measure of Social Status Education question | X | X | |||
Barratt Simplified Measure of Social Status Occupational Status question | X | X | |||
MacArthur Income Questionnaire | X | X | |||
Perceived Social Support Scale | X | X | |||
Perceived Stress Scale | X | X | |||
Psychological Health Questionnaire | X | X | |||
Self-reported health questions (EQ-5D)[23] | X | X | |||
Total Illness Burden Index | X | ||||
Subjective Social Economic Status | X | ||||
General health behaviors
| |||||
Smoking and alcohol use | X | ||||
Participation in physical exercise | X | ||||
Health care access, patient-provider relationship
| |||||
Insurance to pay for prescription medications question | X | ||||
Interpersonal Processes of Care Survey[29] | X | X | X | ||
Physician: treatment preferences and goals |
Data management
Primary outcome: insulin progression
Initial Insulin Therapy | Definition of Insulin Progressiona,b
|
---|---|
Basal alone or in combination with any approved non-insulin anti-diabetic medications | Addition of prandial insulin (≥1 injection: basal plus or basal-bolus) |
Additional injections | |
- QD to BID administration of NPH | |
- Insulin glargine[Lantus]/Insulin levemir[Determir] | |
- ILPS or insulin mixtures | |
- Intermediate-acting NPH | |
Mixtures | |
- human/animal/analog premixed insulin (combination of short- and long-acting insulin in the same formulation) | |
Addition of a GLP-1 | |
Addition of oral medications | |
Basal Insulin plus additional insulin therapy (less than a full basal-bolus regimen (basal + <3 prandial injections)) or in combination with any approved non-insulin anti-diabetic medications | Additional insulin injections (e.g., 1 to 2 injections, or 2 to 3 injections) |
Basal-bolus regimen | |
Addition of a GLP-1 | |
Addition of oral medications | |
Insulin mixtures alone or in combination with any approved non-insulin anti-diabetic medications | Additional insulin injections (e.g., 1 to 2 injections, or 2 to 3 injections) |
Basal-bolus regimen | |
Addition of a GLP-1 | |
Addition of oral medications |
Statistical analysis
Patient demographics
|
1 Age |
2 Gender |
3 Education |
4 Marriage Status |
5 Work Status |
Patient clinical characteristics
|
6 Duration of type II diabetes |
7 Body mass index (BMI)* |
8 Hemoglobin A1c (HbA1c)* |
9 Low-density lipoprotein (LDL)* |
10 High-density lipoprotein (HDL)* |
11 Urine microalbumin to serum creatinine ratio* |
12 Systolic blood pressure* |
13 Number of days blood sugar was tested in the past week* |
14 Daily units basal or intermediate insulin* |
15 Daily units short-acting (regular) insulin* |
Patient medication history
|
16 Metformin use † |
17 Use of a sulfonurea † |
18 Use of a glitazone † |
19 Use of another oral antidiabetic drug † |
20 Use of an ACE inhibitor ‡ |
21 Use of an ARB ‡ |
22 Use of a thiazide ‡ |
23 Use of a beta blocker ‡ |
History of comorbidities§
|
24 Hypertension |
25 Cardiovascular diseasea
|
26 Diabetes complicationsb
|
27 Hypoglycemia |
Patient self-care/healthy behavior measures at the baseline visit €
|
28 Insulin-specific Adherence Questionnaire summary score |
29 Current Fasting Practices |
30 Current smoking use (any smoking during past 7 days) |
31 Current Alcohol Use |
32 Number of days on which patient exercised during the last 7 days |
33 Insurance to pay for drugs |
Patient health care resource utilization in the 6 months prior to the baseline visit €
|
34 Number of hospitalizations due to diabetes, including MI and ESRD |
35 Number of diabetes-related visits to physician who treats patient’s diabetes |
36 Number of visits to an auxiliary diabetes provider |
Physician-Related Variables∫
|
37 Age |
38 Gender |
39 Practice affiliation (Academic versus non-academic) |
40 Practice location (Urban versus rural) |
41 Practice time dedicated to diabetes (patients/month) |
42 Practice size |
43 Practice type (primary care/internal medicine versus diabetologist/endocrinologist) |
44 Prescribing choices and preferences Score |
Potentially Modifiable Variables
|
45 Patient Relationship with Health Care Provider € |
46 Physician’s target HbA1c level for this patient £ |
47 Experience with Insulin Treatment Questionnaire Score € |
48 Diabetes Self Care Activities Survey Score € |
49 Diabetes Knowledge Test Score € |
50 Diabetes Distress Scale Score € |