| Literature DB >> 25157285 |
Mongthuong T Tran1, Thomas Delate2, Shakti Bachmann3.
Abstract
OBJECTIVE: To identify patient factors associated with change in hemoglobin A1C (A1C) with adjunct pioglitazone therapy in routine clinical practice.Entities:
Keywords: Diabetes Mellitus; Regression Analysis; Thiazolidinediones; Type 2; United States
Year: 2008 PMID: 25157285 PMCID: PMC4141869 DOI: 10.4321/s1886-36552008000200004
Source DB: PubMed Journal: Pharm Pract (Granada) ISSN: 1885-642X
Figure 1Study Timeline
Figure 2Reasons for and Numbers of Patients Excluded, Included, and Utilized in Analysis
Baseline Patient Characteristics Overall and by A1C Decrease* Cohort
| Characteristic | Overall (n=128) | Achieved ≥1 Percentage Decrease in A1C (n=75) | Achieved <1 Percentage Decrease in A1C (n=53) | P-Value | |
|---|---|---|---|---|---|
| Mean Age | 64.6 (10.5) | 64.5 (10.6) | 64.8 (10.4) | 0.905 | |
| Female (%) | 37.5 | 37.3 | 37.7 | 0.963 | |
| Mean Baseline A1C % | 8.4 (1.0) | 8.9 (0.9) | 7.7 (0.7) | <0.001 | |
| Baseline A1C≤8.0% | 35.9 | 14.7 | 66.0 | <0.001 | |
| Mean Weight in Kilograms | 91.0 (100, 18.3) | 93.1 (59, 18.3) | 87.9 (41, 19.3) | 0.169 | |
| Metformin Use | 74.2 | 70.7 | 79.3 | 0.274 | |
| Glipizide Use | 37.5 | 42.7 | 30.2 | 0.151 | |
| Glyburide Use | 57.8 | 50.7 | 67.9 | 0.052 | |
| Sulfonylurea Use | 96.1 | 94.7 | 98.1 | 0.325 | |
| Stable Pioglitazone Daily Dose (%) | |||||
| 15 mg | 41.4 | 42.7 | 39.6 | 0.731 | |
| 30 mg | 35.9 | 40.0 | 30.2 | 0.255 | |
| ≥45 mg | 22.7 | 17.3 | 30.2 | 0.087 | |
| Persistent with Pioglitazone | (%) | 80.5 | 80.0 | 81.1 | 0.874 |
| Related Medication Use | |||||
| ACE Inhibitor | 69.5 | 65.3 | 75.5 | 0.220 | |
| Beta Blocker | 38.3 | 44.0 | 30.2 | 0.113 | |
| Calcium Channel Blocker | 18.0 | 18.7 | 17.0 | 0.807 | |
| Thiazide | 32.0 | 34.7 | 28.3 | 0.447 | |
| Statin Antihyperlipidemic | 74.2 | 73.3 | 75.5 | 0.785 | |
| Non-Statin Antihyperlipidemic | 25.8 | 32.0 | 17.0 | 0.056 | |
| Mean Chronic Disease Score (SD) | 7.0 (2.6) | 7.1 (2.9) | 6.9 (2.1) | 0.757 | |
| Comorbidity | |||||
| Coronary Artery Disease | 3.9 | 1.3 | 7.6 | 0.074 | |
| Chronic Kidney Disease | 4.6 | 2.7 | 0.0 | 0.231 | |
| Gastroparesis | 0.0 | 0.0 | 0.0 | 1.000 | |
| Previous Myocardial Infarction | 0.0 | 0.0 | 0.0 | 1.000 | |
| Neuropathy | 7.0 | 5.3 | 9.4 | 0.371 | |
| Retinopathy | 5.5 | 2.7 | 9.4 | 0.097 | |
| Previous Stroke | 0.8 | 1.3 | 0.0 | 0.399 |
Achievement occurred during 90 to 180 days after date of initiation of stable dose
1 – Between cohorts
2 – At time of pioglitazone initiation
3 – As assessed by a purchase for the medication in the 90 days prior to pioglitazone initiation
4 – At the time of the follow-up A1C measurement
5 – As assessed by a medical office diagnosis for the indication in the 180 days prior to pioglitazone initiation
Predictors of Absolute Change in A1C
| Continuous Baseline A1C | Categorical Baseline A1C | |||
|---|---|---|---|---|
| Potential Predictor | β-Coefficient | P-Value | β-Coefficient | P-Value |
| Baseline A1C | -0.831 | <0.001 | __ | __ |
| ≤ 8% | __ | __ | 1.220 | <0.001 |
| > 8% | __ | __ | __ | __ |
| Age | -0.000 | 0.979 | 0.002 | 0.847 |
| Gender | ||||
| Female | -0.069 | 0.676 | -0.094 | 0.655 |
| Male | __ | __ | __ | __ |
| Log of Days between Index Date and Follow-Up A1C Measurements | 0.528 | 0.026 | 0.573 | 0.010 |
| Metformin Use | ||||
| Yes | 0.030 | 0.874 | 0.256 | 0.287 |
| No | __ | __ | __ | __ |
| Glipizide Use | ||||
| Yes | 0.224 | 0.382 | 0.041 | 0.900 |
| No | __ | __ | __ | __ |
| Glyburide Use | ||||
| Yes | 0.209 | 0.395 | 0.081 | 0.795 |
| No | __ | __ | __ | __ |
| Stable Pioglitazone Daily Dose | ||||
| 15 mg | 0.225 | 0.391 | 0.382 | 0.254 |
| 30 mg | -0.172 | 0.425 | -0.085 | 0.759 |
| ≥45 mg | __ | __ | __ | __ |
| Persistent with Pioglitazone | ||||
| Yes | -0.101 | 0.603 | -0.243 | 0.329 |
| No | __ | __ | __ | __ |
| ACE Inhibitor Use | ||||
| Yes | 0.133 | 0.537 | 0.015 | 0.955 |
| No | __ | __ | __ | __ |
| Beta Blocker Use | ||||
| Yes | -0.002 | 0.992 | -0.056 | 0.791 |
| No | __ | __ | __ | __ |
| Calcium Channel Blocker Use | ||||
| Yes | 0.104 | 0.573 | -0.043 | 0.854 |
| No | __ | __ | __ | __ |
| Thiazide Use | ||||
| Yes | 0.089 | 0.575 | 0.227 | 0.258 |
| No | __ | __ | __ | __ |
| Statin Antihyperlipidemic Use | ||||
| Yes | 0.173 | 0.358 | 0.195 | 0.417 |
| No | __ | __ | __ | __ |
| Non-Statin Antihyperlipidemic Use | ||||
| Yes | -0.353 | 0.055 | -0.339 | 0.147 |
| No | __ | __ | __ | __ |
| Chronic Disease Score | -0.057 | 0.111 | -0.036 | 0.426 |
| Neuropathy | ||||
| Yes | -0.186 | 0.548 | -0.105 | 0.791 |
| No | __ | __ | __ | __ |
| Retinopathy | ||||
| Yes | -0.138 | 0.697 | 0.115 | 0.797 |
| No | __ | __ | __ | __ |
1 – Adjusted R-Square = 0.55
2 – Adjusted R-Square = 0.28
Predictors of Achieving a ≥1 Percentage Point Decrease in A1C
| Continuous Baseline A1C | Categorical Baseline A1C | |||
|---|---|---|---|---|
| Potential Predictor | Odds Ratio | 95% CI | Odds Ratio | 95% CI |
| Baseline A1C | 12.84 | 4.53, 36.40 | __ | __ |
| ≤ 8% | __ | __ | 0.04 | 0.01, 0.14 |
| > 8% | __ | __ | __ | __ |
| Age | 0.99 | 0.94, 1.06 | 0.98 | 0.94, 1.04 |
| Gender | ||||
| Female | 0.38 | 0.11, 1.36 | 0.68 | 0.23, 1.97 |
| Male | __ | __ | __ | __ |
| Log of Days between Index Date and Follow-Up A1C Measurements | 0.19 | 0.04, 0.87 | 0.29 | 0.09, 0.98 |
| Metformin Use | ||||
| Yes | 2.21 | 0.48, 10.10 | 0.88 | 0.28, 2.80 |
| No | __ | __ | __ | __ |
| Glipizide Use | ||||
| Yes | 0.32 | 0.06, 1.69 | 0.39 | 0.08, 1.94 |
| No | __ | __ | __ | __ |
| Glyburide Use | ||||
| Yes | 0.28 | 0.06, 1.40 | 0.27 | 0.06, 1.23 |
| No | __ | __ | __ | __ |
| Stable Pioglitazone Daily Dose | ||||
| 15 mg | 0.32 | 0.04, 2.59 | 0.43 | 0.08, 2.37 |
| 30 mg | 2.35 | 0.46, 11.88 | 2.19 | 0.54, 8.98 |
| ≥45 mg | __ | __ | __ | __ |
| Persistent with Pioglitazone | ||||
| Yes | 0.52 | 0.12, 2.19 | 0.72 | 0.20, 2.57 |
| No | __ | __ | __ | __ |
| ACE Inhibitor Use | ||||
| Yes | 0.29 | 0.06, 1.44 | 0.32 | 0.08, 1.38 |
| No | __ | __ | __ | __ |
| Beta Blocker Use | ||||
| Yes | 1.84 | 0.51, 6.63 | 1.93 | 0.63, 5.91 |
| No | __ | __ | __ | __ |
| Calcium Channel Blocker Use | ||||
| Yes | 1.03 | 0.24, 4.47 | 1.24 | 0.36, 4.30 |
| No | __ | __ | __ | __ |
| Thiazide Use | ||||
| Yes | 0.90 | 0.29, 2.77 | 0.99 | 0.36, 2.78 |
| Yes | __ | __ | __ | __ |
| Statin Antihyperlipidemic Use | ||||
| Yes | 0.60 | 0.15, 2.38 | 0.82 | 0.26, 2.60 |
| No | __ | __ | __ | __ |
| Non-Statin Antihyperlipidemic Use | ||||
| Yes | 5.15 | 0.98, 24.03 | 3.20 | 0.91, 11.28 |
| No | __ | __ | __ | __ |
| Chronic Disease Score | 1.24 | 0.95, 1.61 | 1.17 | 0.91, 1.50 |
| Neuropathy | ||||
| Yes | 0.17 | 0.02, 1.62 | 0.18 | 0.03, 1.17 |
| No | __ | __ | __ | __ |
| Retinopathy | ||||
| Yes | 0.79 | 0.08, 8.24 | 0.50 | 0.05, 4.29 |
| No | __ | __ | __ | __ |
1 – c-statistic = 0.92; 2 – c-statistic = 0.88.
CI – Confidence Interval
Predictors of Achieving an A1C<7%
| Continuous Baseline A1C | Categorical Baseline A1C | |||
|---|---|---|---|---|
| Potential Predictor | Odds Ratio | 95% CI | Odds Ratio | 95% CI |
| Baseline A1C | 0.64 | 0.42, 0.98 | __ | __ |
| ≤ 8% | __ | __ | 4.27 | 1.63, 11.23 |
| > 8% | __ | __ | __ | __ |
| Age | 1.01 | 0.96, 1.05 | 1.01 | 0.96, 1.05 |
| Gender | ||||
| Female | 1.66 | 0.66, 4.19 | 1.81 | 0.69, 4.76 |
| Male | __ | __ | __ | __ |
| Log of Days between Index Date and Follow-Up A1C | ||||
| Measurements | 0.14 | 0.04, 0.48 | 0.12 | 0.03, 0.43 |
| Metformin Use | ||||
| Yes | 0.41 | 0.14, 2.00 | 0.44 | 0.15, 1.29 |
| No | __ | __ | __ | __ |
| Glipizide Use | ||||
| Yes | 0.86 | 0.21, 3.48 | 0.85 | 0.20, 3.60 |
| No | __ | __ | __ | __ |
| Glyburide Use | ||||
| Yes | 0.82 | 0.21, 3.16 | 0.79 | 0.20, 3.21 |
| No | __ | __ | __ | __ |
| Stable Pioglitazone Daily Dose | ||||
| 15 mg | 0.44 | 0.10, 1.98 | 0.50 | 0.11, 2.37 |
| 30 mg | 1.75 | 0.50, 6.09 | 2.31 | 0.61, 8.67 |
| ≥45 mg | __ | __ | __ | __ |
| Persistent with Pioglitazone | ||||
| Yes | 2.35 | 0.79, 7.05 | 2.28 | 0.75, 6.96 |
| No | __ | __ | __ | __ |
| ACE Inhibitor Use | ||||
| Yes | 0.84 | 0.26, 2.69 | 0.77 | 0.23, 2.50 |
| No | __ | __ | __ | __ |
| Beta Blocker Use | ||||
| Yes | 1.01 | 0.40, 2.54 | 1.12 | 0.43, 2.90 |
| No | __ | __ | __ | __ |
| Calcium Channel Blocker Use | ||||
| Yes | 0.61 | 0.22, 1.67 | 0.58 | 0.21, 1.59 |
| No | __ | __ | __ | __ |
| Thiazide Use | ||||
| Yes | 0.74 | 0.31, 1.74 | 0.71 | 0.30, 1.73 |
| No | __ | __ | __ | __ |
| Statin Antihyperlipidemic Use | ||||
| Yes | 0.91 | 0.32, 2.64 | 0.90 | 0.30, 2.67 |
| No | __ | __ | __ | __ |
| Non-Statin Antihyperlipidemic Use | ||||
| Yes | 2.82 | 0.98, 7.64 | 2.77 | 0.98, 7.66 |
| No | __ | __ | __ | __ |
| Chronic Disease Score | 1.05 | 0.86, 1.29 | 1.03 | 0.84, 1.26 |
| Neuropathy | ||||
| Yes | 0.82 | 0.16, 4.24 | 0.90 | 0.16, 5.21 |
| No | __ | __ | __ | __ |
| Retinopathy | ||||
| Yes | 1.43 | 0.19, 10.93 | 1.23 | 0.15, 10.20 |
| No | __ | __ | __ | __ |
1 – c-statistic = 0.78
2 – c-statistic = 0.80