| Literature DB >> 27840686 |
Shumin Zhang1, Sudhakar Manne2, Jennifer Lin2, Jiao Yang2.
Abstract
OBJECTIVE: To describe the characteristics of real-world patients potentially eligible for adjunctive pharmacotherapy for weight loss.Entities:
Keywords: Patient characteristics; pharmacotherapy for weight loss; real‐world data
Year: 2016 PMID: 27840686 PMCID: PMC5089644 DOI: 10.1002/osp4.46
Source DB: PubMed Journal: Obes Sci Pract ISSN: 2055-2238
Figure 1Flow diagram of study population selection.
Characteristics of patients potentially eligible for pharmacotherapy for weight loss
| Characteristic | Overall ( | Treated with pharmacotherapy for weight loss within 12 months after the index date ( | Untreated with pharmacotherapy for weight loss within 12 months after the index date ( |
|
|---|---|---|---|---|
| Weight at index, kg | ||||
| Median (25th, 75th percentile) | 90.7 (80.7, 103.0) | 93.4 (83.0, 110.0) | 90.7 (80.7, 103.0) | <0.0001 |
| Body mass index at index, kg m−2 | ||||
| Median (25th, 75th percentile) | 31.3 (30.1, 35.1) | 33.6 (30.8, 39.2) | 31.3 (30.1, 35.1) | <0.0001 |
| Body mass index categories at index, | <0.0001 | |||
| ≥27 to <30 kg m−2 with hypertension, dyslipidemia, or type 2 diabetes | 368,653 (20.1) | 752 (6.3) | 367,901 (20.2) | |
| ≥30 to <35 kg m−2 | 1,001,261 (54.5) | 6099 (51.4) | 995,162 (54.6) | |
| ≥35 to <40 kg m−2 | 267,747 (14.6) | 2364 (19.9) | 265,383 (14.6) | |
| ≥40 kg m−2 | 197,880 (10.8) | 2647 (22.3) | 195,233 (10.7) | |
| Age at index, years | ||||
| Median (25th, 75th percentile) | 52.0 (40.0, 64.0) | 42.0 (33.0, 51.0) | 52.0 (40.0, 65.0) | <0.0001 |
| Age groups at index, | <0.0001 | |||
| 18–34 years | 323,882 (17.7) | 3589 (30.3) | 320,293 (17.6) | |
| 35–49 years | 479,923 (26.2) | 4753 (40.1) | 475,170 (26.1) | |
| 50–64 years | 573,802 (31.3) | 2863 (24.1) | 570,939 (31.3) | |
| ≥65 years | 457,934 (25.0) | 657 (5.5) | 457,277 (25.1) | |
| Gender, | <0.0001 | |||
| Male | 764,624 (41.7) | 1860 (15.7) | 762,764 (41.8) | |
| Female | 1,070,719 (58.3) | 10,001 (84.3) | 1,060,718 (58.2) | |
| Race, | <0.0001 | |||
| White | 1,056,812 (85.3) | 7363 (85.5) | 1,049,449 (85.3) | |
| Black or African American | 132,366 (10.7) | 932 (10.8) | 131,434 (10.7) | |
| Hispanic | 19,334 (1.6) | 167 (1.9) | 19,167 (1.6) | |
| Asian | 12,119 (1.0) | 58 (0.7) | 12,061 (1.0) | |
| American Indian/multi/other | 18,150 (1.5) | 90 (1.1) | 18,060 (1.5) | |
| Region, | <0.0001 | |||
| Midwest | 475,237 (25.9) | 3057 (25.8) | 472,180 (25.9) | |
| Northeast | 502,212 (27.4) | 1888 (15.9) | 500,324 (27.4) | |
| South | 593,853 (32.4) | 5184 (43.7) | 588,669 (32.3) | |
| West | 264,239 (14.4) | 1733 (14.6) | 262,506 (14.4) | |
| Insurance, | <0.0001 | |||
| Commercial | 595,161 (50.5) | 4642 (70.1) | 590,519 (50.4) | |
| Medicare | 455,333 (38.6) | 1264 (19.1) | 454,069 (38.7) | |
| Medicare (others | 50,201 (4.3) | 168 (2.5) | 50,033 (4.3) | |
| Medicaid | 35,262 (3.0) | 306 (4.6) | 34,956 (3.0) | |
| Self‐pay | 36,630 (3.1) | 213 (3.2) | 36,417 (3.1) | |
| Tricare/Railroad/United Mine Workers | 6,903 (0.6) | 28 (0.4) | 6,875 (0.6) | |
| Smokers, | 78,493 (4.3) | 524 (4.4) | 77,969 (4.3) | 0.44 |
| Comorbid conditions at baseline, | ||||
| Hypertension | 1,016,290 (55.4) | 5688 (48.0) | 1,010,602 (55.4) | <0.0001 |
| Dyslipidemia | 663,015 (36.1) | 3765 (31.7) | 659,250 (36.2) | <0.0001 |
| Type 2 diabetes | 246,539 (13.4) | 1382 (11.7) | 245,157 (13.4) | <0.0001 |
| Osteoarthritis | 166,869 (9.1) | 903 (7.6) | 165,966 (9.1) | <0.0001 |
| Coronary heart disease | 62,024 (3.4) | 121 (1.0) | 61,903 (3.4) | <0.0001 |
| Congestive heart failure | 35,274 (1.9) | 73 (0.6) | 35,201 (1.9) | <0.0001 |
| Cardiac dysrhythmia | 89,946 (4.9) | 216 (1.8) | 89,730 (4.9) | <0.0001 |
| Stroke | 46,299 (2.5) | 89 (0.8) | 46,210 (2.5) | <0.0001 |
| Chronic kidney disease | 47,429 (2.6) | 100 (0.8) | 47,329 (2.6) | <0.0001 |
| Depression | 51,161 (2.8) | 821 (6.9) | 50,340 (2.8) | <0.0001 |
| Anxiety | 55,365 (3.0) | 605 (5.1) | 54,760 (3.0) | <0.0001 |
| Sleep apnea | 29,984 (1.6) | 260 (2.2) | 29,724 (1.6) | <0.0001 |
| Gastroesophageal reflux disease | 88,902 (4.8) | 652 (5.5) | 88,250 (4.8) | 0.001 |
| Chronic obstructive pulmonary disease | 66,517 (3.6) | 253 (2.1) | 66,264 (3.6) | <0.0001 |
| Asthma | 44,404 (2.4) | 390 (3.3) | 44,014 (2.4) | <0.0001 |
| Comedications at baseline, | ||||
| Anti‐hypertensive drugs | 354,797 (19.3) | 1918 (16.2) | 352,879 (19.4) | <0.0001 |
| Lipid‐lowering drugs | 328,846 (17.9) | 1540 (13.0) | 327,306 (18.0) | <0.0001 |
| Anti‐diabetic drugs | 143,000 (7.8) | 1074 (9.1) | 141,926 (7.8) | <0.0001 |
| Antidepressants | 260,142 (14.2) | 3653 (30.8) | 256,489 (14.1) | <0.0001 |
| Non‐steroidal anti‐inflammatory drugs | 221,356 (12.1) | 2579 (21.7) | 218,777 (12.0) | <0.0001 |
| Weight‐loss drugs | 10,685 (0.6) | 4474 (37.7) | 6211 (0.3) | <0.0001 |
| Metabolic markers at baseline | ||||
| Glycated haemoglobin, % | ||||
|
| 224,683 | 1,332 | 223,351 | |
| Median (25th, 75th percentile) | 6.5 (5.9, 7.6) | 6.3 (5.7, 7.4) | 6.5 (5.9, 7.6) | <0.0001 |
| Glucose, mg dL−1 | ||||
|
| 68,956 | 474 | 68,482 | |
| Median (25th, 75th percentile) | 100 (91, 118) | 97.5 (89, 111) | 100 (91, 118) | 0.001 |
| Triglycerides, mg dL−1 | ||||
|
| 442,186 | 2786 | 439,400 | |
| Median (25th, 75th percentile) | 134 (94, 192) | 139 (96, 197) | 134 (94, 192) | 0.03 |
| Total cholesterol, mg dL−1 | ||||
|
| 670,077 | 4149 | 665,928 | |
| Median (25th, 75th percentile) | 190 (164, 219) | 197 (173, 226) | 190 (163, 219) | <0.0001 |
| Low‐density lipoprotein cholesterol, mg dL−1 | ||||
|
| 487,835 | 3123 | 484,712 | |
| Median (25th, 75th percentile) | 111 (88, 136) | 117 (94, 140) | 111 (88, 136) | <0.0001 |
| High‐density lipoprotein cholesterol, mg dL−1 | ||||
|
| 648,504 | 3923 | 644,581 | |
| Median (25th, 75th percentile) | 47 (39, 57) | 49 (41, 59) | 47 (39, 57) | <0.0001 |
| Systolic blood pressure, mmHg | ||||
|
| 1,759,558 | 11,753 | 1,747,805 | |
| Median (25th, 75th percentile) | 128 (120, 140) | 124 (117, 134) | 128 (120, 140) | <0.0001 |
| Diastolic blood pressure, mmHg | ||||
|
| 1,758,964 | 11,752 | 1,747,212 | |
| Median (25th, 75th percentile) | 80 (70, 84) | 80 (72, 84) | 80 (70, 84) | 0.11 |
| High‐sensitivity C‐reactive protein, mg L−1 | ||||
|
| 2944 | 13 | 2931 | |
| Median (25th, 75th percentile) | 3.8 (1.4, 10.6) | 4.0 (1.7, 16.1) | 3.8 (1.4, 10.6) | 0.82 |
| Bariatric surgery, | 1869 (0.1) | 16 (0.1) | 1853 (0.1) | 0.25 |
Within 12 months before or on the index date except as noted.
P values were from the chi‐square test or Fisher's exact test for comparing the frequencies of categorical variables between the treated group and the untreated group, and from the Wilcoxon rank‐sum test for comparing the median values of continuous variables between the two groups. For variables with unknown, undetermined, not entered, or missing data, only those with values were included in tests for statistical significance.
Including only non‐missing data.
Including Medicare part A, part C, private, or supplemental insurance.
Fisher's exact test.
Any time before or on the index date.
Within 12 months after the index date.
Figure 2Use of pharmacotherapy for weight loss within 12 months after the index date among patients potentially eligible for pharmacotherapy for weight loss. Note: *BMI ≥27 to <30 kg m−2 (overweight) with ≥1 obesity‐associated comorbidity (hypertension, dyslipidemia, or type 2 diabetes).
Figure 3Gender and age distribution of patients potentially eligible for pharmacotherapy for weight loss, a. Gender distribution of patients, b. Mean age at index of patients. Note: *BMI ≥27 to <30 kg m−2 (overweight) with ≥1 obesity‐associated comorbidity (hypertension, dyslipidemia, or type 2 diabetes).
Patient characteristics at baseline that were predictive of the use of pharmacotherapy for weight loss within 12 months after the index date in the multivariable logistic regression analysis
| Characteristic | Odds ratio | 95% confidence interval |
|
|---|---|---|---|
| BMI categories at index, kg m−2 | |||
| ≥27 to <30 with hypertension, dyslipidemia, or type 2 diabetes | 0.51 | (0.47–0.56) | <0.0001 |
| ≥30 to <35 | 1.00 | ||
| ≥35 to <40 | 1.32 | (1.25–1.39) | <0.0001 |
| ≥40 | 1.56 | (1.48–1.65) | <0.0001 |
| Age groups at index, years | |||
| 18–34 | 1.00 | ||
| 35–49 | 0.83 | (0.79–0.88) | <0.0001 |
| 50–64 | 0.50 | (0.47–0.53) | <0.0001 |
| ≥65 | 0.22 | (0.20–0.25) | <0.0001 |
| Gender | |||
| Male | 1.00 | ||
| Female | 2.58 | (2.44–2.72) | <0.0001 |
| Unknown | 1.36 | (0.16–11.46) | 0.78 |
| Race | |||
| White | 1.00 | ||
| Black or African American | 0.75 | (0.69–0.81) | <0.0001 |
| Hispanic | 1.15 | (0.97–1.37) | 0.11 |
| Asian | 0.92 | (0.70–1.21) | 0.55 |
| American Indian/multi/other | 0.62 | (0.50–0.78) | <0.0001 |
| Unknown/undetermined/not entered/missing | 0.79 | (0.76–0.83) | <0.0001 |
| Region | |||
| Midwest | 1.00 | ||
| Northeast | 0.59 | (0.55–0.63) | <0.0001 |
| South | 1.21 | (1.15–1.27) | <0.0001 |
| West | 1.10 | (1.03–1.18) | 0.004 |
| Insurance | |||
| Commercial | 1.00 | ||
| Medicare | 0.74 | (0.69–0.80) | <0.0001 |
| Medicare (others | 0.85 | (0.72–1.01) | 0.07 |
| Medicaid | 0.82 | (0.72–0.94) | 0.003 |
| Self‐pay | 0.67 | (0.58–0.78) | <0.0001 |
| Tricare/Railroad/United Mine Workers | 0.83 | (0.55–1.25) | 0.37 |
| Unknown/missing | 0.99 | (0.95–1.04) | 0.74 |
| Comorbid conditions at baseline, | |||
| Dyslipidemia | |||
| No | 1.00 | ||
| Yes | 1.18 | (1.12–1.24) | <0.0001 |
| Depression | |||
| No | 1.00 | ||
| Yes | 1.15 | (1.05–1.26) | 0.003 |
| Osteoarthritis | |||
| No | 1.00 | ||
| Yes | 1.11 | (1.02–1.20) | 0.01 |
| Sleep apnea | |||
| No | 1.00 | ||
| Yes | 1.44 | (1.25–1.66) | <0.0001 |
| Type 2 diabetes | |||
| No | 1.00 | ||
| Yes | 0.89 | (0.80–0.99) | 0.03 |
| Coronary heart disease | |||
| No | 1.00 | ||
| Yes | 0.73 | (0.60–0.89) | 0.002 |
| Congestive heart failure | |||
| No | 1.00 | ||
| Yes | 0.69 | (0.53–0.88) | 0.003 |
| Cardiac dysrhythmia | |||
| No | 1.00 | ||
| Yes | 0.77 | (0.67–0.90) | 0.0006 |
| Stroke | |||
| No | 1.00 | ||
| Yes | 0.74 | (0.59–0.92) | 0.006 |
| Chronic kidney disease | |||
| No | 1.00 | ||
| Yes | 0.78 | (0.63–0.96) | 0.02 |
| Comedications at baseline, | |||
| Anti‐hypertensive drugs | |||
| No | 1.00 | ||
| Yes | 1.07 | (1.00–1.13) | 0.04 |
| Anti‐diabetic drugs | |||
| No | 1.00 | ||
| Yes | 1.25 | (1.11–1.41) | 0.0002 |
| Antidepressants | |||
| No | 1.00 | ||
| Yes | 1.65 | (1.57–1.74) | <0.0001 |
| Non‐steroidal anti‐inflammatory drugs | |||
| No | 1.00 | ||
| Yes | 1.38 | (1.31–1.45) | <0.0001 |
| Weight‐loss drugs | |||
| No | 1.00 | ||
| Yes | 98.96 | (94.38–103.77) | <0.0001 |
Within 12 months before or on the index date except as noted.
Logistic regression was conducted with the inclusion of the variables for demographic and clinical characteristics at baseline, including BMI categories at index (≥27 to <30 with hypertension, dyslipidemia, or type 2 diabetes, ≥30 to <35, ≥35 to <40, ≥40 kg m−2), age at index (18–34, 35–49, 50–64, ≥65 years), gender (male, female, unknown), race (white, black or African American, Hispanic, Asian, American Indian/multi/other, unknown/undetermined/not entered/missing), region (Midwest, Northeast, South, West), insurance (commercial, Medicare, Medicare [others], Medicaid, self‐pay, Tricare/Railroad/United Mine Workers, unknown/missing), smoking status (no, yes), hypertension (no, yes), dyslipidemia (no, yes), type 2 diabetes (no, yes), osteoarthritis (no, yes), coronary heart disease (no, yes), congestive heart failure (no, yes), cardiac dysrhythmia (no, yes), stroke (no, yes), chronic kidney disease (no, yes), depression (no, yes), anxiety (no, yes), sleep apnea (no, yes), gastroesophageal reflux disease (no, yes), chronic obstructive pulmonary disease (no, yes), asthma (no, yes), anti‐diabetic drugs (no, yes), anti‐hypertensive drugs (no, yes), lipid‐lowering drugs (no, yes), antidepressants (no, yes), non‐steroidal anti‐inflammatory drugs (no, yes) and weight‐loss drugs (no, yes). A backward stepwise selection procedure was used to identify the variables for the final multivariable model, and the variables with P values of > 0.05 were excluded from the model. Use of pharmacotherapy for weight loss within 12 months after the index date (no, yes) was the outcome variable.
Including Medicare part A, part C, private, or supplemental insurance.
Any time before or on the index date
BMI, body mass index.