| Literature DB >> 24143079 |
Gérard Reach1, Véronique Le Pautremat, Shaloo Gupta.
Abstract
BACKGROUND: The aim of the study was to identify the intrinsic patient characteristics and extrinsic environmental factors predicting prescription and use and, more specifically, early initiation (up to 5 years of disease duration) of insulin for type 2 diabetes in France. A secondary objective was to evaluate the impact of insulin therapy on mental and physical quality of life and patient adherence.Entities:
Keywords: adherence; clinical inertia; early insulin initiation; psychological insulin resistance; quality of life; type 2 diabetes
Year: 2013 PMID: 24143079 PMCID: PMC3797252 DOI: 10.2147/PPA.S51299
Source DB: PubMed Journal: Patient Prefer Adherence ISSN: 1177-889X Impact factor: 2.711
Sample sizes
| Groups (deduped) | Sample size (n) |
|---|---|
| All oral bitherapy or tritherapy users | 443 |
| Uncontrolled | 105 |
| without any complications | 360 |
| All insulin users | 270 |
| With: | |
| Early insulin initiation (5 years or less) | 143 |
| Early insulin initiation (5 years or less) without any complication^ | 77 |
| Short duration of insulin (5 years or less) | 141 |
| Short duration of insulin (5 years or less) without any complication^ | 94 |
Notes:
Users of glucagon-like peptide-1 were excluded from this analysis due to their small sample size (n = 46)
uncontrolled users were defined as having an HbA1c >7% or, if they were missing their HbA1c level their fasting plasma glucose was >130 mg/dL; ^a complication was defined as reporting having myocardial infarction, stroke, transient ischemic attack, diabetic retinopathy, diabetic peripheral neuropathy, kidney damage, end organ damage (only collected in 2010 and 2011), or foot ulcer.
Definition of covariates
| Parameter | Reference |
|---|---|
| Age/age at diagnosis | – |
| Duration of type 2 diabetes | |
| Sex | Male |
| College degree + | Less than college degree |
| Income | |
| €20,000 to <€50,000 | <€20,000 |
| ≥€50,000 | |
| ≥Decline to answer | |
| Employed full-time/part-time/self-employed | Unemployed |
| Currently drinking alcohol | No current alcohol use |
| Currently smoking | Not a current smoker |
| Currently exercising | No current exercise |
| Body mass index | |
| Overweight | Normal/underweight |
| Obese | |
| Declined | |
| Charlson comorbidity index | – |
| Complications experienced | |
| Macular edema or diabetic retinopathy | Not experienced |
| Neuropathic pain | |
| Kidney disease | |
| Foot or leg ulcer | |
| Prescribing physician, general practitioner | Specialist |
| Strongly agree/agree with being afraid of needles | Neutral/disagree/strongly disagree with being afraid of needles |
| HbA1c | ≤7% |
| >7% | |
| Unknown | |
| Fasting glucose | |
| ≥130 mg/dL | ≤130 mg/dL |
| Unknown | |
| Very/extremely satisfied with diabetes treatment | Less satisfaction with diabetes treatment |
Note: Models representing uncontrolled individuals did not include HbA1c levels or fasting glucose as covariates.
Analyzed population: all insulin users versus all users of bitherapy or tritherapy
| All insulin users n = 270
| All bi- or tritherapy users n = 443
| ||||
|---|---|---|---|---|---|
| n | % | n | % | ||
| Age (mean, SD) | 59.14 | 10.86 | 60.27 | 9.32 | 0.1554 |
| Age at diagnosis | 44.6 | 11.95 | 49.53 | 10.39 | <0.0001 |
| Age at insulin initiation | 51.61 | 13.03 | – | – | N/A |
| Years diagnosed | 14.66 | 9.88 | 10.75 | 7.61 | <0.0001 |
| Sex | |||||
| Male | 166 | 61.48% | 310 | 69.98% | 0.0213 |
| Female | 104 | 38.52% | 133 | 30.02% | 0.0213 |
| Currently employed | 76 | 28.15% | 121 | 27.31% | 0.8096 |
| Household income | |||||
| <20,000€ | 88 | 32.59% | 97 | 21.90% | 0.0021 |
| 20,000€ to <50,000€ | 138 | 51.11% | 233 | 52.60% | 0.7006 |
| 50,000€ or more | 22 | 8.15% | 65 | 14.67% | 0.0061 |
| Decline to answer | 22 | 8.15% | 48 | 10.84% | 0.2281 |
| College education | 66 | 24.44% | 148 | 33.41% | 0.0096 |
| BMI | |||||
| Underweight | 0 | 0.00% | 1 | 0.23% | N/A |
| Normal weight | 40 | 14.81% | 45 | 10.16% | 0.0735 |
| Overweight | 86 | 31.85% | 177 | 39.95% | 0.0277 |
| Obese | 135 | 50.00% | 209 | 47.18% | 0.4651 |
| Decline to answer | 9 | 3.33% | 11 | 2.48% | 0.5197 |
| Health behaviors | |||||
| Currently drink | 190 | 70.37% | 336 | 75.85% | 0.1126 |
| Currently smoke | 47 | 17.41% | 75 | 16.93% | 0.8701 |
| Regularly exercise | 141 | 52.22% | 238 | 53.72% | 0.697 |
| Charlson comorbidity index (mean, SD) | 0.6 | 1.33 | 0.33 | 0.69 | 0.0017 |
| Comorbidities | |||||
| Depression | 36 | 13.33% | 50 | 11.29% | 0.4242 |
| Myocardial infarction | 23 | 8.52% | 20 | 4.51% | 0.0422 |
| Stroke | 12 | 4.44% | 10 | 2.26% | 0.1294 |
| TIA | 4 | 1.48% | 2 | 0.45% | 0.1995 |
| Congestive heart failure | 8 | 2.96% | 7 | 1.58% | 0.246 |
| Hypertension | 111 | 41.11% | 205 | 46.28% | 0.1771 |
| Angina | 27 | 10.00% | 50 | 11.29% | 0.5869 |
| Arrhythmia | 13 | 4.81% | 31 | 7.00% | 0.2208 |
| Prescribing physician | |||||
| PCP | 53 | 19.63% | 334 | 75.40% | <0.0001 |
| Endocrinologist/diabetologist | 210 | 77.78% | 107 | 24.15% | <0.0001 |
| Nurse practitioner/physician assistant | 0 | 0.00% | 0 | 0.00% | N/A |
| Other | 7 | 2.59% | 2 | 0.45% | 0.0361 |
| Agree/strongly agree to being afraid of needles | 24 | 8.89% | 47 | 10.61% | 0.4485 |
| Microvascular complications | |||||
| Macular edema | 43 | 15.93% | 14 | 3.16% | <0.0001 |
| Neuropathic pain | 53 | 19.63% | 33 | 7.45% | <0.0001 |
| Kidney damage | 28 | 10.37% | 11 | 2.48% | <0001 |
| End organ damage (2010, 2011 only) | 14 | 7.61% | 5 | 1.55% | 0.0038 |
| Foot ulcer | 14 | 5.19% | 16 | 3.61% | 0.3305 |
| At least one microvascular complication | 104 | 38.52% | 64 | 14.45% | <0.0001 |
| At least one complication (TIA, stroke, HA or microvascular complication) | 119 | 44.07% | 83 | 18.74% | <0.0001 |
| HbA1c (%) | |||||
| HbA1c >7 | 89 | 32.96% | 78 | 17.61% | <0.0001 |
| HbA1c (missing) | 94 | 34.81% | 228 | 51.47% | <0.0001 |
| Fasting glucose (mg/dl) | |||||
| Fasting glucose >130 | 42 | 15.56% | 45 | 10.16% | 0.0409 |
| Fasting glucose (missing) | 152 | 56.30% | 311 | 70.20% | 0.0002 |
| Satisfaction with treatment | |||||
| Very/extremely satisfied with treatment | 149 | 55.60% | 227 | 51.24% | 0.2592 |
| Very/extremely dissatisfied with treatment | 40 | 14.93% | 51 | 11.51% | 0.1991 |
| Morisky adherence | |||||
| Compliant (MMAs = 0) | 152 | 82.61% | 233 | 72.36% | 0.0066 |
| Forget to take medication | 25 | 13.59% | 80 | 24.84% | 0.0014 |
| Careless about medication | 12 | 6.52% | 36 | 11.18% | 0.0667 |
| Stop when feeling better | 1 | 0.54% | 5 | 1.55% | 0.2508 |
| Stop when feeling worse | 5 | 2.72% | 16 | 4.97% | 0.1876 |
Notes:
Assessed using the MMAS. The MMAS includes four items (“do you ever forget to take your medicine?”; “are you careless at times about taking your medicine?”; “when you feel better do you sometimes stop taking your medicine?”; and “sometimes if you feel worse when you take your medicine, do you stop taking it?”). All items have a dichotomous yes/no response scale and are summed to form a total score (which varies from 0 to 4, with lower scores indicating greater adherence).
Abbreviations: BMI, body mass index; MMAS, Morisky Medication Adherence Scale; SD, standard deviation; HA, heart attack; TIA, transient ischemic attack; PCP, primary care physician.
Statistically significant factors influencing prescription of insulin: insulin users versus bitherapy or tritherapy users (n = 705)
| Parameter | Estimate | OR | 95% LCL for OR | 95% UCL for OR | SE | Chi-square | |
|---|---|---|---|---|---|---|---|
| Age at diagnosis | −0.026 | 0.974 | 0.955 | 0.994 | 0.0103 | 6.3489 | 0.0117 |
| Income: ≥€50,000 | −1.349 | 0.26 | 0.119 | 0.567 | 0.3987 | 11.439 | 0.0007 |
| Income: declined to answer | −0.831 | 0.436 | 0.201 | 0.944 | 0.3949 | 4.4294 | 0.0353 |
| Macular edema or diabetic retinopathy | 1.1102 | 3.035 | 1.317 | 6.992 | 0.4258 | 6.7983 | 0.0091 |
| Neuropathic pain | 0.7397 | 2.095 | 1.149 | 3.822 | 0.3067 | 5.8187 | 0.0159 |
| Prescribing physician: GP | −2.486 | 0.083 | 0.054 | 0.128 | 0.2201 | 127.62 | <0.0001 |
Abbreviations: GP, general practitioner; OR, odds ratio; SE, standard error; LCL, lower confidence limit; UCL, upper confidence limit.
Analyzed population: early versus late insulin initiation
| Early insulin initiation (5 years or less) n = 143
| Late insulin initiation (6 years or more) n = 124
| ||||
|---|---|---|---|---|---|
| n | % | n | % | ||
| Age (mean, SD) | 56.37 | 11.09 | 62.6 | 8.81 | <0.0001 |
| Age at diagnosis | 45.74 | 13.52 | 43.29 | 9.73 | 0.0875 |
| Age at insulin initiation | 47.42 | 13.95 | 56.86 | 9.41 | <0.0001 |
| Sex | |||||
| Male | 79 | 55.24% | 85 | 68.55% | 0.025 |
| Female | 64 | 44.76% | 39 | 31.45% | 0.025 |
| Currently employed | 44 | 30.77% | 30 | 24.19% | 0.2295 |
| Household income | |||||
| <20,000€ | 55 | 38.46% | 33 | 26.61% | 0.0384 |
| 20,000€ to <50,000€ | 62 | 43.36% | 73 | 58.87% | 0.0112 |
| 50,000€ or more | 11 | 7.69% | 11 | 8.87% | 0.7288 |
| Decline to answer | 15 | 10.49% | 7 | 5.65% | 0.1435 |
| College education | 37 | 25.87% | 28 | 22.58% | 0.5314 |
| BMI | |||||
| Underweight | 0 | 0.00% | 0 | 0.00% | N/A |
| Normal weight | 22 | 15.38% | 15 | 12.10% | 0.4358 |
| Overweight | 41 | 28.67% | 45 | 36.29% | 0.1864 |
| Obese | 74 | 51.75% | 61 | 49.19% | 0.6779 |
| Decline to answer | 6 | 4.20% | 3 | 2.42% | 0.4149 |
| Health behaviors | |||||
| Currently drink | 96 | 67.13% | 92 | 74.19% | 0.2058 |
| Currently smoke | 33 | 23.08% | 13 | 10.48% | 0.0053 |
| Regularly exercise | 72 | 50.35% | 67 | 54.03% | 0.5489 |
| Charlson comorbidity index (mean, SD) | 0.59 | 1.33 | 0.62 | 1.33 | 0.8712 |
| Comorbidities | |||||
| Depression | 22 | 15.38% | 13 | 10.48% | 0.232 |
| Myocardial infarction | 13 | 9.09% | 10 | 8.06% | 0.7654 |
| Stroke | 6 | 4.20% | 6 | 4.84% | 0.8018 |
| TIA | 1 | 0.70% | 3 | 2.42% | 0.2677 |
| Congestive heart failure | 4 | 2.80% | 4 | 3.23% | 0.8389 |
| Hypertension | 64 | 44.76% | 46 | 37.10% | 0.2045 |
| Angina | 18 | 12.59% | 9 | 7.26% | 0.1432 |
| Arrhythmia | 4 | 2.80% | 9 | 7.26% | 0.1013 |
| Prescribing physician | |||||
| PCP | 27 | 18.88% | 26 | 20.97% | 0.6716 |
| Endocrinologist/diabetologist | 113 | 79.02% | 94 | 75.81% | 0.5327 |
| Nurse practitioner/physician assistant | 0 | 0.00% | 0 | 0.00% | N/A |
| Other | 3 | 2.10% | 4 | 3.23% | 0.5718 |
| Agree/strongly agree to being afraid of needles | 14 | 9.79% | 10 | 8.06% | 0.6217 |
| Microvascular complications | |||||
| Macular edema | 21 | 14.69% | 22 | 17.74% | 0.5013 |
| Neuropathic pain | 31 | 21.68% | 22 | 17.74% | 0.4198 |
| Kidney damage | 16 | 11.19% | 12 | 9.68% | 0.6871 |
| End organ damage (2010, 2011 only) | 7 | 7.29% | 7 | 8.05% | 0.8489 |
| Foot ulcer | 9 | 6.29% | 5 | 4.03% | 0.4025 |
| At least one microvascular complication | 58 | 40.56% | 46 | 37.10% | 0.5633 |
| At least one complication (TIA, stroke,HA, or microvascular complication) | 66 | 46.15% | 53 | 42.74% | 0.5766 |
| HbA1c(%) | |||||
| HbA1c >7 | 37 | 25.87% | 52 | 41.94% | 0.0057 |
| HbA1c (missing) | 59 | 41.26% | 35 | 28.23% | 0.025 |
| Fasting glucose (mg/dl) | |||||
| Fasting glucose >130 | 25 | 17.48% | 17 | 13.71% | 0.3961 |
| Fasting glucose (missing) | 83 | 58.04% | 67 | 54.03% | 0.5115 |
| Satisfaction with treatment | |||||
| Very/extremely satisfied with treatment | 80 | 56.74% | 66 | 53.23% | 0.5675 |
| Very/extremely dissatisfied with treatment | 20 | 14.18% | 20 | 16.13% | 0.661 |
| Morisky adherence | |||||
| Compliant (MMAS = 0) | 82 | 85.42% | 69 | 79.31% | 0.2819 |
| Forget to take medication | 11 | 11.46% | 14 | 16.09% | 0.3668 |
| Careless about medication | 8 | 8.33% | 4 | 4.60% | 0.3029 |
| Stop when feeling better | 0 | 0.00% | 1 | 1.15% | N/A |
| Stop when feeling worse | 3 | 3.13% | 2 | 2.30% | 0.7312 |
Abbreviations: BMI, body mass index; MMAS, Morisky Medication Adherence Scale; SD, standard deviation; HA, heart attack; TIA, transient ischemic attack; PCP, primary care physician.
Statistically significant factors influencing early insulin initiation
| Parameter | Estimate | OR | 95% LCL for OR 95% UCL for OR | SE | Chi-square | ||
|---|---|---|---|---|---|---|---|
| Age at diagnosis | 0.0309 | 1.031 | 1.005 | 1.059 | 0.0132 | 5.4509 | 0.0196 |
| Income: €20,000 to<€50,000 | −0.795 | 0.452 | 0.239 | 0.856 | 0.3259 | 5.944 | 0.0148 |
| Currently smoking | 0.9308 | 2.537 | 1.165 | 5.524 | 0.3971 | 5.496 | 0.0191 |
| HbA1c >7% | −0.6 | 0.549 | 0.28 | 1.076 | 0.3436 | 3.0503 | 0.0807 |
| Income: €20,000 to <€50,000 | −0.825 | 0.438 | 0.195 | 0.985 | 0.4133 | 3.9838 | 0.0459 |
| Income: ≥€50,000 | −1.347 | 0.26 | 0.072 | 0.94 | 0.6556 | 4.2236 | 0.0399 |
| Prescribing physician: GP | −2.292 | 0.101 | 0.05 | 0.204 | 0.3577 | 41.059 | <0.0001 |
Abbreviations: OR, odds ratio; LCL, lower confidence limit; UCL, upper confidence limit; SE, standard error; GP, general practitioner.
Analyzed population: all controlled insulin/bitherapy or tritherapy users versus uncontrolled insulin/bitherapy or tritherapy users (excluding missing HbA1c level)
| All controlled insulin/bi- or tritherapy users n = 224
| Uncontrolled insulin/bi- or tritherapy users (excluding missing HbA1c level) n = 208
| ||||
|---|---|---|---|---|---|
| n | % | n | % | ||
| Age (mean, SD) | 60.93 | 10.5 | 59.54 | 9.16 | 0.1413 |
| Age at diagnosis | 48.16 | 11.57 | 45.38 | 10.92 | 0.0109 |
| Age at insulin initiation (only insulin users) | 50.72 | 15.23 | 51.17 | 12.03 | 0.8273 |
| Years diagnosed | 12.95 | 9.48 | 14.09 | 8.81 | 0.2009 |
| Therapy | |||||
| Bi/tri oral therapy users | 137 | 61.16% | 105 | 50.48% | 0.0254 |
| Insulin users | 87 | 38.84% | 103 | 49.52% | 0.0254 |
| Sex | |||||
| Male | 147 | 65.63% | 141 | 67.79% | 0.634 |
| Female | 77 | 34.38% | 67 | 32.21% | 0.634 |
| Currently employed | 51 | 22.77% | 64 | 30.77% | 0.0609 |
| Household income | |||||
| <20,000€ | 56 | 25.00% | 50 | 24.04% | 0.8167 |
| 20,000€ to <50,000€ | 119 | 53.13% | 116 | 55.77% | 0.5819 |
| 50,000€ or more | 36 | 16.07% | 25 | 12.02% | 0.2252 |
| Decline to answer | 13 | 5.80% | 17 | 8.17% | 0.3364 |
| College education | 77 | 34.38% | 66 | 31.73% | 0.5598 |
| BMI | |||||
| Underweight | 1 | 0.45% | 0 | 0.00% | N/A |
| Normal weight | 23 | 10.27% | 28 | 13.46% | 0.3066 |
| Overweight | 90 | 40.18% | 80 | 38.46% | 0.7155 |
| Obese | 105 | 46.88% | 96 | 46.15% | 0.8808 |
| Decline to answer | 5 | 2.23% | 4 | 1.92% | 0.822 |
| Health behaviors | |||||
| Currently drink | 175 | 78.13% | 152 | 73.08% | 0.2232 |
| Currently smoke | 29 | 12.95% | 36 | 17.31% | 0.2076 |
| Regularly exercise | 137 | 61.16% | 109 | 52.40% | 0.0665 |
| Charlson comorbidity index (mean, SD) | 0.38 | 0.91 | 0.44 | 0.87 | 0.4965 |
| Comorbidities | |||||
| Depression | 25 | 11.16% | 25 | 12.02% | 0.7811 |
| Myocardial infarction | 15 | 6.70% | 10 | 4.81% | 0.3988 |
| Stroke | 6 | 2.68% | 10 | 4.81% | 0.2469 |
| TIA | 2 | 0.89% | 4 | 1.92% | 0.3676 |
| Congestive heart failure | 3 | 1.34% | 7 | 3.37% | 0.1686 |
| Hypertension | 106 | 47.32% | 95 | 45.67% | 0.7319 |
| Angina | 28 | 12.50% | 17 | 8.17% | 0.1388 |
| Arrhythmia | 11 | 4.91% | 18 | 8.65% | 0.124 |
| Prescribing physician | |||||
| PCP | 104 | 46.43% | 95 | 45.67% | 0.8751 |
| Endocrinologist/diabetologist | 117 | 52.23% | 112 | 53.85% | 0.7374 |
| Nurse practitioner/physician assistant | 0 | 0.00% | 0 | 0.00% | N/A |
| Other | 3 | 1.34% | 1 | 0.48% | 0.3442 |
| Agree/strongly agree to being afraid of needles | 21 | 9.38% | 22 | 10.58% | 0.6778 |
| Microvascular complications | |||||
| Macular edema | 14 | 6.25% | 30 | 14.42% | 0.0055 |
| Neuropathic pain | 26 | 11.61% | 33 | 15.87% | 0.2003 |
| Kidney damage | 10 | 4.46% | 16 | 7.69% | 0.1628 |
| End organ damage (2010, 2011 only) | 7 | 3.70% | 5 | 3.38% | 0.8725 |
| Foot ulcer | 6 | 2.68% | 11 | 5.29% | 0.1685 |
| At least one microvascular complication | 45 | 20.09% | 70 | 33.65% | 0.0015 |
| At least one complication (TIA, stroke, HA, or microvascular complication) | 54 | 24.11% | 81 | 38.94% | 0.0009 |
| HbA1c (%) | |||||
| HbA1c >7 | 0 | 0.00% | 167 | 80.29% | N/A |
| HbA1c (missing) | 0 | 0.00% | 41 | 19.71% | N/A |
| Fasting glucose (mg/dl) | |||||
| Fasting glucose >130 | 19 | 8.48% | 68 | 32.69% | <0.0001 |
| Fasting glucose (missing) | 130 | 58.04% | 86 | 41.35% | 0.0005 |
| Satisfaction with treatment | |||||
| Very/extremely satisfied with treatment | 146 | 65.18% | 97 | 46.63% | <0.0001 |
| Very/extremely dissatisfied with treatment | 31 | 13.84% | 24 | 11.54% | 0.4728 |
| Morisky adherence (2010, 2011 only) | |||||
| Compliant (MMAS = 0) | 154 | 81.48% | 108 | 72.97% | 0.0667 |
| Forget to take medication | 30 | 15.87% | 37 | 25.00% | 0.0411 |
| Careless about medication | 14 | 7.41% | 12 | 8.11% | 0.8123 |
| Stop when feeling better | 2 | 1.06% | 0 | 0.00% | N/A |
| Stop when feeling worse | 4 | 2.12% | 5 | 3.38% | 0.4885 |
Abbreviations: BMI, body mass index; MMAS, Morisky Medication Adherence scale; SD, standard deviation; HA, heart attack; TIA, transient ischemic attack; PCP, primary care physician.
Statistically significant factors influencing control of diabetes: all controlled insulin/bitherapy or tritherapy users versus uncontrolled insulin/bitherapy or tritherapy users (n = 336)
| Parameter | Estimate | OR | 95% LCL for OR | 95% UCL for OR | SE | Chi-square | |
|---|---|---|---|---|---|---|---|
| Duration of type 2 diabetes | −0.041 | 0.96 | 0.93 | 0.991 | 0.0161 | 6.4939 | 0.0108 |
| Compliant | 0.5967 | 1.816 | 1.015 | 3.251 | 0.297 | 4.0362 | 0.0445 |
| Very/extremely satisfied with treatment | 0.934 | 2.545 | 1.556 | 4.16 | 0.2508 | 13.8687 | 0.0002 |
Note: Excludes respondents who did not know their HbA1c level.
Abbreviations: OR, odds ratio; LCL, lower confidence limit; UCL, upper confidence limit; SE, standard error.
Analyzed population: all adherent insulin/bitherapy or tritherapy users versus all nonadherent insulin/bitherapy or tritherapy users
| Non-compliant – total treatment insulin/bi- or tritherapy users n = 121
| Compliant – total treatment insulin/bi- or tritherapy users n = 385
| ||||
|---|---|---|---|---|---|
| n | % | n | % | ||
| Age (mean, SD) | 57.01 | 10.75 | 60.72 | 9.27 | 0.0008 |
| Age at diagnosis | 45.28 | 10.58 | 47.85 | 10.68 | 0.0209 |
| Age at insulin initiation (only insulin users) | 50.47 | 11.82 | 52.51 | 12.02 | 0.3813 |
| Years diagnosed | 11.73 | 8.2 | 12.97 | 8.82 | 0.1564 |
| Therapy | |||||
| Bi/tri oral therapy users | 89 | 73.55% | 233 | 60.52% | 0.0066 |
| Insulin users | 32 | 26.45% | 152 | 39.48% | 0.0066 |
| Sex | |||||
| Male | 89 | 73.55% | 243 | 63.12% | 0.0282 |
| Female | 32 | 26.45% | 142 | 36.88% | 0.0282 |
| Currently employed | 44 | 36.36% | 90 | 23.38% | 0.0087 |
| Household income | |||||
| <20,000€ | 34 | 28.10% | 99 | 25.71% | 0.6091 |
| 20,000€ to <50,000€ | 53 | 43.80% | 215 | 55.84% | 0.0214 |
| 50,000€ or more | 19 | 15.70% | 36 | 9.35% | 0.082 |
| Decline to answer | 15 | 12.40% | 35 | 9.09% | 0.3232 |
| College education | 47 | 38.84% | 141 | 36.62% | 0.6619 |
| BMI | |||||
| Underweight | 0 | 0.00% | 1 | 0.26% | N/A |
| Normal weight | 14 | 11.57% | 38 | 9.87% | 0.6051 |
| Overweight | 41 | 33.88% | 145 | 37.66% | 0.4475 |
| Obese | 64 | 52.89% | 186 | 48.31% | 0.3801 |
| Decline to answer | 2 | 1.65% | 15 | 3.90% | 0.1428 |
| Health behaviors | |||||
| Currently drink | 96 | 79.34% | 270 | 70.13% | 0.0365 |
| Currently smoke | 24 | 19.83% | 60 | 15.58% | 0.298 |
| Regularly exercise | 59 | 48.76% | 202 | 52.47% | 0.4777 |
| Charlson comorbidity index (mean, SD) | 0.29 | 0.72 | 0.36 | 0.72 | 0.3776 |
| Comorbidities | |||||
| Depression | 10 | 8.26% | 50 | 12.99% | 0.1218 |
| Myocardial infarction | 3 | 2.48% | 24 | 6.23% | 0.0473 |
| stroke | 3 | 2.48% | 15 | 3.90% | 0.4124 |
| TIA | 2 | 1.65% | 3 | 0.78% | 0.4831 |
| Congestive heart failure | 0 | 0.00% | 10 | 2.60% | N/A |
| Hypertension | 58 | 47.93% | 164 | 42.60% | 0.3059 |
| Angina | 21 | 17.36% | 44 | 11.43% | 0.1217 |
| Arrhythmia | 4 | 3.31% | 28 | 7.27% | 0.0606 |
| Prescribing physician | |||||
| PCP | 79 | 65.29% | 199 | 51.69% | 0.0077 |
| Endocrinologist/diabetologist | 42 | 34.71% | 183 | 47.53% | 0.0118 |
| Nurse practitioner/physician assistant | 0 | 0.00% | 0 | 0.00% | N/A |
| Other | 0 | 0.00% | 3 | 0.78% | N/A |
| Agree/strongly agree to being afraid of needles | 16 | 13.22% | 34 | 8.83% | 0.1989 |
| Microvascular complications | |||||
| Macular edema | 3 | 2.48% | 38 | 9.87% | 0.0005 |
| Neuropathic pain | 16 | 13.22% | 45 | 11.69% | 0.6605 |
| Kidney damage | 4 | 3.31% | 19 | 4.94% | 0.4083 |
| End organ damage (2010, 2011 only) | 4 | 3.31% | 15 | 3.90% | 0.7566 |
| Foot ulcer | 4 | 3.31% | 15 | 3.90% | 0.7566 |
| At least one microvascular complication | 25 | 20.66% | 93 | 24.16% | 0.4154 |
| At least one complication (TIA, stroke, HA, or microvascular complication) | 30 | 24.79% | 110 | 28.57% | 0.4078 |
| HbA1c (%) | |||||
| HbA1c >7 | 39 | 32.23% | 104 | 27.01% | 0.2802 |
| HbA1c (missing) | 47 | 38.84% | 127 | 32.99% | 0.247 |
| Fasting glucose (mg/dl) | |||||
| Fasting glucose >130 | 5 | 4.13% | 15 | 3.90% | 0.9089 |
| Fasting glucose (missing) | 80 | 66.12% | 243 | 63.12% | 0.546 |
| Satisfaction with treatment | |||||
| Very/extremely satisfied with treatment | 56 | 46.67% | 218 | 56.77% | 0.0545 |
| Very/extremely dissatisfied with treatment | 13 | 10.83% | 55 | 14.32% | 0.2998 |
Abbreviations: BMI, body mass index; SD, standard deviation; HA, heart attack; TIA, transient ischemic attack; PCP, primary care physician.
Statistically significant factors influencing adherence to diabetes medication: adherent versus nonadherent users
| Parameter | Estimate | OR | 95% LCL for OR | 95% UCL for OR | SE | Chi-square | |
|---|---|---|---|---|---|---|---|
| Age at diagnosis | 0.0396 | 1.04 | 1.011 | 1.071 | 0.0148 | 7.1376 | 0.0075 |
| Currently drinking alcohol | −0.5813 | 0.559 | 0.319 | 0.982 | 0.2871 | 4.0984 | 0.0429 |
| Macular edema or diabetic retinopathy | 1.4543 | 4.282 | 1.171 | 15.659 | 0.6616 | 4.8316 | 0.0279 |
| HbA1c >7% | −0.5954 | 0.551 | 0.307 | 0.989 | 0.2981 | 3.9884 | 0.0458 |
| All insulin versus uncontrolled bitherapy or tritherapy | 1.0931 | 2.983 | 1.37 | 6.495 | 0.3969 | 7.5828 | 0.0059 |
| Macular edema or diabetic retinopathy | 1.8705 | 6.492 | 1.301 | 32.381 | 0.8199 | 5.2042 | 0.0225 |
| Very/extremely satisfied with treatment | 0.7141 | 2.042 | 1.043 | 3.998 | 0.3427 | 4.3427 | 0.0372 |
| Early insulin versus uncontrolled bitherapy or tritherapy | 1.205 | 3.337 | 1.295 | 8.595 | 0.4828 | 6.2298 | 0.0126 |
Abbreviations: OR, odds ratio; LCL, lower confidence limit; UCL, upper confidence limit; SE, standard error.
Summary of adjusted means for MCS and PCS scores on bitherapy or tritherapy
| All insulin users | Uncontrolled bitherapy or tritherapy users | ||
|---|---|---|---|
| Mental component summary | 44.18 | 45.83 | 0.2317 |
| Physical component summary | 39.61 | 40.09 | 0.6686 |
|
| |||
| Physical component summary | 39.49 | 40.35 | 0.5232 |
|
| |||
| Mental component summary | 44.88 | 46.71 | 0.2945 |
| Physical component summary | 42.94 | 42.03 | 0.5748 |
Note: Data in bold is significant.
Abbreviations: MCS, Mental component summary; PCS, Physical component summary.
Figure 1Mean MCS and PCS scores by type 2 diabetes complications (insulin users).
Note: *P < 0.0001 for no complications versus complications.
Abbreviations: MCS, Mental Component Summary; PCS, Physical component summary.
Figure 2Mean MCS (left) and PCS scores (right): comparison of early versus late insulin initiation.
Abbreviations: MCS, Mental component summary; PCS, Physical component summary.
Figure 3PCS and MCS scores for common conditions in Europe.
Abbreviations: MCS, Mental component summary; PCS, Physical component summary; T2D, type 2 diabetes.