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. Author manuscript; available in PMC: 2020 Feb 24.
Published in final edited form as: Diabetes Obes Metab. 2017 Aug 8;20(1):129–140. doi: 10.1111/dom.13049

Table 1.

Distribution of Patient Covariates of Patients who Initiated Pioglitazone, Dipeptidyl-peptidase-4, or Sulfonylureas

PIO* (N=38,700) DPP (N=82,552) SMRW DPP PIO* (N=20,075) SU (N=126,104) SMRW SU
Variable N % N % % N % N % %
DEMOGRAPHIC CHARACTERISTICS AT DRUG INITIATION
 Age, Mean, Median (IQR) 74.9, 74 (69,79) 75.8, 75 (70,81) 74.8, 73 (69,79) 75.9, 75 (70,81)
 Age 66 to <70 10,050 26.0 18,838 22.8 26.1 5,316 26.5 29,020 23.0 26.4
 Age 70 to <75 11,195 28.9 22,311 27.0 29.0 5,832 29.1 33,267 26.4 29.1
 Age 75 to <80 8,018 20.7 17,356 21.0 20.6 4,144 20.6 25,689 20.4 20.7
 Age 80 to <85 5,495 14.2 12,925 15.7 14.2 2,733 13.6 19,616 15.6 13.6
 Age >=85 3,942 10.2 11,122 13.5 10.0 2,050 10.2 18,512 14.7 10.2
 Male 16,280 42.1 31,683 38.4 42.3 8,350 41.6 51,459 40.8 41.7
 White 27,849 72.0 62,274 75.4 72.6 14,332 71.4 98,793 78.3 71.3
 Black 4,676 12.1 9,165 11.1 11.7 2,411 12.0 14,999 11.9 12.0
 Other Race 6,175 16.0 11,113 13.5 15.7 3,332 16.6 12,312 9.8 16.7
 Drug Initiation Year: 2007 2,384 6.2 1,915 2.3 6.1 1,138 5.7 4,278 3.4 5.7
 Drug Initiation Year: 2008 9,515 24.6 7,459 9.0 24.5 4,511 22.5 17,222 13.7 22.5
 Drug Initiation Year: 2009 8,362 21.6 7,546 9.1 21.6 3,910 19.5 17,293 13.7 19.4
 Drug Initiation Year: 2010 7,146 18.5 9,084 11.0 18.5 3,610 18.0 16,869 13.4 18.0
 Drug Initiation Year: 2011 4,279 11.1 12,785 15.5 11.1 2,379 11.9 16,635 13.2 11.8
 Drug Initiation Year: 2012 2,262 5.8 14,440 17.5 5.9 1,392 6.9 16,930 13.4 6.9
 Drug Initiation Year: 2013 2,419 6.3 14,876 18.0 6.3 1,532 7.6 19,040 15.1 7.6
 Drug Initiation Year: 2014 2,333 6.0 14,447 17.5 6.0 1,603 8.0 17,837 14.1 8.0
BLADDER COMORBIDITIES DURING BASELINE §
 Bladder Stones 103 0.3 219 0.3 0.3 52 0.3 386 0.3 0.3
 Kidney Stones 1,231 3.2 3,202 3.9 3.2 671 3.3 4,577 3.6 3.3
 Urinary Tract Infection 9,545 24.7 24,107 29.2 24.6 5,176 25.8 35,116 27.8 25.9
DIABETES-RELATED COMPLICATIONS DURING BASELINE §
 Nephropathy 3,176 8.2 8,628 10.5 8.3 1,539 7.7 9,414 7.5 7.8
 Neuropathy 7,437 19.2 19,216 23.3 19.6 3,624 18.1 21,696 17.2 18.1
 Retinopathy 6,593 17.0 14,293 17.3 17.1 2,991 14.9 15,060 11.9 14.9
HEALTHCARE UTILIZATION OR SMOKING-RELATED ENCOUNTER DURING BASELINE §
 Any Admission 9,954 25.7 25,816 31.3 25.4 5,127 25.5 44,433 35.2 25.6
 Any Long-term Admission 1,029 2.7 2,465 3.0 2.6 537 2.7 4,761 3.8 2.7
 Any Short-term Admission 9,447 24.4 24,776 30.0 24.2 4,879 24.3 42,301 33.5 24.4
 Any SNF Admission 2,940 7.6 8,305 10.1 7.5 1,547 7.7 15,420 12.2 7.8
 Any Electrocardiogram 19,935 51.5 49,468 59.9 51.3 10,550 52.6 73,158 58.0 52.5
 Any Office Visit 36,672 94.8 79,327 96.1 95.0 18,970 94.5 117,367 93.1 94.4
 Any Influenza Shot 20,308 52.5 46,497 56.3 53.1 10,657 53.1 66,792 53.0 53.0
 Any Lipid Panel 32,584 84.2 71,134 86.2 84.6 16,795 83.7 98,445 78.1 83.7
 Any PSA Test (men) 9,493 58.3 18,042 56.9 58.4 4,946 59.2 26,542 51.6 59.2
 Any Colonoscopy 3,787 9.8 8,491 10.3 9.8 2,026 10.1 12,453 9.9 10.1
 Any Mammogram (women) 7,583 33.8 17,525 34.5 34.3 4,008 34.2 23,445 31.4 34.0
 Any Pap Smear (women) 3,367 8.7 7,403 9.0 8.7 1,776 8.8 10,324 8.2 8.9
 Any Blood Test 2,017 9.0 4,417 8.7 9.1 1,146 9.8 5,565 7.5 9.8
 Smoking** 3,334 8.6 10,533 12.8 8.5 1,834 9.1 16,977 13.5 9.2
OTHER COMORBIDITIES DURING BASELINE §
 Congestive Heart Failure 6,648 17.2 20,971 25.4 17.1 3,479 17.3 32,491 25.8 17.3
 Chronic Kidney Disease 5,051 13.1 13,402 16.2 13.0 2,600 13.0 19,373 15.4 13.0
 Connective Tissue Disease 11,778 30.4 29,046 35.2 30.4 6,454 32.1 40,520 32.1 32.2
 COPD 6,246 16.1 16,169 19.6 16.0 3,499 17.4 26,752 21.2 17.4
 Depression 5,802 15.0 15,189 18.4 14.8 3,234 16.1 23,535 18.7 16.1
 Gastrointestinal Disorders 308 0.8 808 1.0 0.8 196 1.0 1,243 1.0 1.0
 Infections 16,802 43.4 40,235 48.7 43.3 8,989 44.8 58,534 46.4 44.8
 Myocardial Infarction 319 0.8 1,026 1.2 0.8 142 0.7 1,630 1.3 0.7
 Stroke 4,429 11.4 10,804 13.1 11.2 2,367 11.8 17,576 13.9 11.8
 History of Cancer†† 7,489 19.4 19,836 24.0 19.4 4,046 20.2 29,856 23.7 20.1
ANTIDIABETIC USE DURING BASELINE §
 DPP 2,219 11.1 12,343 9.8 8.7
 GLP-1 625 1.6 1,202 1.5 2.0 330 1.6 1,279 1.0 1.7
 Insulin 6,474 16.7 15,526 18.8 16.7 4,258 21.2 18,544 14.7 21.2
 Short-acting Insulin 4,186 10.8 9,537 11.6 10.7 2,847 14.2 12,198 9.7 14.2
 Long-acting Insulin 3,901 10.1 10,041 12.2 10.1 2,575 12.8 10,915 8.7 12.8
 Meglitinides 909 2.3 2,557 3.1 2.5 672 3.3 3,001 2.4 3.4
 Metformin 18,532 47.9 42,485 51.5 48.0 8,784 43.8 55,033 43.6 43.8
 Sulfonylureas 18,959 49.0 38,750 46.9 49.7
 Other Antidiabetic ‡‡ 308 0.80 737 0.89 124 0.62 510 0.40
MEDICATIONS DURING BASELINE §
 ACE Inhibitors 14,332 37.0 29,477 35.7 36.9 6,476 32.3 42,145 33.4 32.2
 Anti-Cholesterol Drugs 649 1.7 1,335 1.6 1.7 352 1.8 2,436 1.9 1.7
 ARBs 5,573 14.4 14,254 17.3 14.5 2,979 14.8 16,520 13.1 14.9
 Beta-2 Antagonists 3,095 8.0 7,849 9.5 7.9 1,704 8.5 12,404 9.8 8.4
 Bile Acid sequestrants 419 1.1 1,311 1.6 1.1 274 1.4 1,565 1.2 1.4
 Beta-Blockers 15,708 40.6 39,780 48.2 40.8 7,810 38.9 56,550 44.8 38.8
 CAIs 1,308 3.4 3,060 3.7 3.5 734 3.7 3,396 2.7 3.7
 Calcium Channel Blockers 10,863 28.1 25,282 30.6 28.1 5,277 26.3 35,605 28.2 26.3
 Estrogen 517 1.3 1,071 1.3 1.4 296 1.5 1,554 1.2 1.5
 Fibrates 3,225 8.3 6,803 8.2 8.6 1,556 7.8 8,286 6.6 7.8
 Glycosides 2,018 5.2 5,446 6.6 5.2 979 4.9 8,787 7.0 4.9
 Loop Diuretics 7,615 19.7 22,028 26.7 19.8 3,689 18.4 32,470 25.7 18.4
 Niacin 692 1.8 1,320 1.6 1.8 399 2.0 1,441 1.1 2.0
 Non-loop Diuretics 12,621 32.6 31,537 38.2 32.8 6,054 30.2 47,217 37.4 30.2
 Statins 20,500 53.0 41,348 50.1 53.3 10,127 50.4 54,091 42.9 50.4

ACE, Angiotensin-converting enzyme inhibitor; ARB, Angiotensin receptor blockers; CAIs, Carbonic Anhydrase Inhibitors; COPD, Chronic Obstructive Pulmonary Disease; DPP, dipeptidyl-peptidase-4; GLP-1, glucagon-like peptide-1 receptor agonists; IQR, interquartile range; PIO, pioglitazone; PSA, Prostate-specific antigen; SMRW, Standardized morbidity ratio weighted; SNF, Skilled Nursing Facility; SU, sulfonylureas.

*

Number of people initiating PIO differs for each comparison due to exclusions of prior use of drugs included in comparison only.

Distribution of pseudo-population of people initiating SU or DPP treatment SMR-weighted to the distribution of covariates of those initiating PIO treatment, using the propensity score to balance covariates (and therefore control for confounding). N’s not reported.

Other race combines the following races as defined by Medicare: Other, Asian, Hispanic, or Native American

§

The baseline period was during the 12 months prior to drug initiation for comorbidities and healthcare utilization, and 6 months prior to drug initiation for medication history.

**

Smoking was defined using a previously validated algorithm that was a composite of tobacco use diagnosis codes or consultation CPT codes or prescription filled for smoking cessation. Although perfect specificity and PPV, this measure has poor sensitivity (27.9% [95% CI: 16.6–39.1%]31

††

History of cancer was evaluated during all available data prior to cohort entry.

‡‡

Other antidiabetic medications included alpha-glucosidase inhibitors, amylin analogs, and sodium-glucose co-transporter 2 (SGLT2) inhibitors. These drugs were not included in the propensity score model as <1% combined in this study population.