| Literature DB >> 18697899 |
Adrianne C Feldstein1, Gregory A Nichols, David H Smith, Victor J Stevens, Keith Bachman, A Gabriela Rosales, Nancy Perrin.
Abstract
OBJECTIVE: Weight loss in type 2 diabetes is undisputedly important, and data from community settings are limited. We evaluated weight change and resulting glycemic and blood pressure control in type 2 diabetic patients at an HMO. RESEARCH DESIGN AND METHODS: Using electronic medical records, this retrospective cohort study identified 2,574 patients aged 21-75 years who received a new diagnosis of type 2 diabetes between 1997 and 2002. We estimated 3-year weight trajectories using growth curve analyses, grouped similar trajectories into four categories using cluster analysis, compared category characteristics, and predicted year-4 above-goal A1C and blood pressure by group.Entities:
Mesh:
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Year: 2008 PMID: 18697899 PMCID: PMC2551635 DOI: 10.2337/dc08-0426
Source DB: PubMed Journal: Diabetes Care ISSN: 0149-5992 Impact factor: 17.152
Figure 1The four dominant weight-change trajectory patterns in the three years after diagnosis of type 2 diabetes. •, group with higher stable weight (n = 418; 16.2%); ▵, weight-loss group (n = 314; 12.2%); ▴, weight-gain group (n = 300; 11.7%); ▪, group with lower stable weight (n = 1,542; 59.9%); and %▵, percentage weight change from baseline. **Estimated baseline weights differ from mean baseline weights in Table 1. *Percentage weight changes (month 0–month 18 and month 0–month 36) are significantly different from zero (P < 0.001 based on Wilcoxon's signed-rank test).
Baseline characteristics of patients with new-onset type 2 diabetes by weight change–trajectory pattern
| Higher stable weight | Lower stable weight | Weight loss | Weight gain | ||
|---|---|---|---|---|---|
| 418 (16.2) | 1,542 (59.9) | 314 (12.2) | 300 (11.7) | ||
| Age (years) | 52.9 ± 8.9 | 57.7 ± 10.3 | 55.9 ± 9.7 | 54.4 ± 9.9 | <0.001 |
| Female sex | 174 (41.6) | 876 (56.8) | 165 (52.6) | 141 (47.0) | <0.001 |
| Weight (kg) | 129.4 ± 17.7 | 89.0 ± 15.0 | 111.0 ± 20.5 | 108.0 ± 20.0 | <0.001 |
| BMI (kg/m2) | 43.1 ± 7.0 | 32.3 ± 5.2 | 38.9 ± 7.2 | 37.0 ± 7.0 | <0.001 |
| BMI category (kg/m2) | <0.001 | ||||
| <25 | 0 (0.0) | 97 (6.3) | 1 (0.3) | 7 (2.3) | |
| 25 to <30 | 2 (0.5) | 452 (29.3) | 19 (6.1) | 43 (14.3) | |
| 30 to <40 | 147 (35.1) | 869 (56.4) | 170 (54.1) | 157 (52.3) | |
| ≥40 | 269 (64.4) | 124 (8.0) | 124 (39.5) | 93 (31.0) | |
| Race risk | 16 (3.8) | 112 (7.3) | 12 (3.8) | 15 (5.0) | 0.012 |
| Family income <$40,000/year | 83 (19.9) | 293 (19.0) | 47 (15.0) | 64 (21.3) | 0.205 |
| Medicaid | 17 (4.1) | 68 (4.4) | 10 (3.2) | 15 (5.0) | 0.703 |
| Current smoker | 61 (14.6) | 254 (16.5) | 53 (16.9) | 65 (21.7) | 0.084 |
| No. of medications | 7.5 ± 5.8 | 7.7 ± 5.7 | 7.9 ± 6.0 | 8.3 ± 6.0 | 0.241 |
| Median (IQR) | 6.5 (3–10) | 7 (3–11) | 7 (4–11) | 7 (4–11.5) | |
| Depression | 61 (14.6) | 183 (11.9) | 45 (14.3) | 53 (17.7) | 0.035 |
| Hypertension | 237 (56.7) | 704 (45.7) | 163 (51.9) | 137 (45.7) | <0.001 |
| Dyslipidemia | 89 (21.3) | 405 (26.3) | 73 (23.3) | 67 (22.3) | 0.116 |
| CVD (excluding CHF) | 43 (10.3) | 183 (11.9) | 30 (9.6) | 39 (13.0) | 0.450 |
| Microvascular disease | 40 (9.6) | 114 (7.4) | 25 (8.0) | 22 (7.3) | 0.517 |
| Asthma/COPD/arthritis | 126 (30.1) | 393 (25.5) | 80 (25.5) | 89 (29.7) | 0.153 |
| A1C (year 1) | 7.2 ± 1.1 | 7.1 ± 1.2 | 6.7 ± 1.0 | 7.3 ± 1.3 | <0.001 |
| Median (IQR) | 6.9 (6.3–7.8) | 6.8 (6.3–7.6) | 6.5 (6.0–7.3) | 6.9 (6.4–8.0) | |
| A1C above goal | 178 (47.7) | 591 (43.6) | 97 (33.9) | 123 (46.6) | <0.001 |
| Systolic blood pressure | 140.1 ± 13.6 | 137.6 ± 15.1 | 138.3 ± 13.8 | 137.2 ± 15.7 | <0.002 |
| Median (IQR) | 139 (132–147) | 136 (127–147) | 138 (128–147) | 136 (127–147) | |
| Diastolic blood pressure | 85.9 ± 8.1 | 82.3 ± 8.0 | 83.9 ± 7.9 | 84.1 ± 9.2 | <0.001 |
| Median (IQR) | 86 (80–91) | 82 (77–87) | 84 (79–89) | 84 (79–89) | |
| Blood pressure above goal | 369 (88.3) | 1211 (78.5) | 257 (81.9) | 237 (79.3) | <0.001 |
Data are means ± SD or n (%) unless otherwise indicated.
Comparison across all four groups.
Comparison of weight-gain and weight-loss groups significant at P < 0.05.
Defined as any of the following: African American/Hispanic/American Indian/Pacific Islander.
Combined noncardiovascular diagnoses that may interfere with activity.
Retinopathy, neuropathy, and nephropathy grouped together.
‖A1C means based on 373 subjects (89.2%) in higher-stable, 1,355 (87.9%) in lower-stable, 286 (91.1%) in weight-loss, and 264 (88.0%) in weight-gain groups that had one or more measures during year 1.
Blood pressure means based on 418 subjects (100%) in higher-stable, 1,542 (100%) in lower-stable, 314 (100%) in weight-loss, and 299 (99.7%) in weight-gain groups that had one or more measures during the baseline year. CHF, congestive heart failure; COPD, chronic obstructive pulmonary disease; CVD, cardiovascular disease; IQR, interquartile range.
Glycemic and blood pressure in year 4 by 3-year weight change–trajectory pattern
| Higher stable weight | Lower stable weight | Weight loss | Weight gain | ||
|---|---|---|---|---|---|
| A1C measurements | |||||
| | 322 (16.9) | 1,135 (59.4) | 227 (11.9) | 227 (11.9) | |
| Above-goal mean A1C (%) | 153 (47.5) | 472 (41.6) | 63 (27.8) | 118 (52.0) | <0.0001 |
| A1C (%) | 7.2 ± 1.3 | 7.0 ± 1.2 | 6.6 ± 1.1 | 7.3 ± 1.4 | <0.0001 |
| Median (IQR) | 6.9 (6.3–7.8) | 6.8 (6.2–7.5) | 6.4 (5.8–7.1) | 7.0 (6.2–78.0) | |
| Mean A1C stratum (%) | <0.0001 | ||||
| <7 | 169 (52.5) | 663 (58.4) | 164 (72.2) | 109 (48.0) | |
| 7–8 | 87 (27.0) | 277 (24.4) | 41 (18.1) | 59 (26.0) | |
| 8–9 | 37 (11.5) | 120 (10.6) | 14 (6.2) | 31 (13.7) | |
| ≥9 | 29 (9.0) | 75 (6.6) | 8 (3.5) | 28 (12.3) | |
| Blood pressure measurements | |||||
| | 396 (16.4) | 1447 (60.1) | 285 (11.8) | 281 (11.7) | |
| Above-goal mean blood pressure (mmHg) | 291 (73.5) | 893 (61.7) | 172 (60.4) | 189 (67.3) | <0.0001 |
| Systolic blood pressure (mmHg) | 135.9 ± 12.9 | 132.9 ± 14.0 | 131.6 ± 13.2 | 133.4 ± 13.3 | <0.0001 |
| Median (IQR) | 135 (127–144) | 132 (123–141) | 131 (122–139) | 132 (125–140) | |
| Diastolic blood pressure (mmHg) | 80.1 ± 7.8 | 77.1 ± 8.2 | 77.4 ± 8.4 | 79.3 ± 8.3 | <0.0001 |
| Median (IQR) | 80 (75–85) | 77 (71–82) | 79 (72–82) | 80 (74–84) | |
| Mean systolic blood pressure stratum (mmHg) | 0.0364 | ||||
| ≤130 | 143 (36.1) | 650 (44.9) | 135 (47.4) | 133 (47.3) | |
| 130–139 | 110 (27.8) | 389 (26.9) | 81 (28.4) | 69 (24.6) | |
| 140–159 | 125 (31.6) | 355 (24.5) | 61 (21.4) | 69 (24.6) | |
| ≥160 | 18 (4.5) | 53 (3.7) | 8 (2.8) | 10 (3.5) | |
| Mean diastolic blood pressure stratum (mmHg) | <0.0001 | ||||
| ≤80 | 198 (50.0) | 970 (67.0) | 182 (63.9) | 151 (53.7) | |
| 80–89 | 155 (39.1) | 385 (26.6) | 82 (28.8) | 104 (37.0) | |
| 90–99 | 40 (10.1) | 84 (5.8) | 19 (6.6) | 24 (8.6) | |
| ≥100 | 3 (0.8) | 8 (0.6) | 2 (0.7) | 2 (0.7) |
Data are n (%) and means ± SD unless otherwise indicated.
Comparison across all 4 groups.
Includes those with one or more measures during year 4.
Means with the same superscripts are significantly different from one another at P < 0.05. IQR, interquartile range.
Impact of 3-year weight change–trajectory pattern and covariates on above-goal A1C* and blood pressure† at year 4
| Unadjusted model | Adjusted model 1 | Adjusted model 2 | |||||||
|---|---|---|---|---|---|---|---|---|---|
| OR | 95% CI | OR | 95% CI | OR | 95% CI | ||||
| A1C outcome | |||||||||
| Weight trajectory clusters | |||||||||
| Higher stable weight | 2.36 | 1.64–3.39 | <0.0001 | 1.96 | 1.34–2.87 | 0.0006 | 1.66 | 1.12–2.47 | 0.0118 |
| Lower stable weight | 1.85 | 1.35–2.53 | <0.0001 | 1.83 | 1.32–2.55 | 0.0003 | 1.52 | 1.08–2.14 | 0.0158 |
| Weight gain | 2.82 | 1.91–4.16 | <0.0001 | 2.59 | 1.72–3.91 | <0.0001 | 1.77 | 1.15–2.72 | 0.0094 |
| Weight loss | 1.00 | — | — | 1.00 | — | — | 1.00 | — | — |
| Age (years) | 0.97 | 0.96–0.98 | <0.0001 | 0.97 | 0.96–0.98 | <0.0001 | |||
| Male sex | 1.02 | 0.84–1.24 | 0.861 | 1.07 | 0.87–1.31 | 0.541 | |||
| A1C above goal (year 1) | 3.35 | 2.76–4.07 | <0.0001 | 2.42 | 1.97–2.98 | <0.0001 | |||
| Oral hyperglycemic medication class year 4 | |||||||||
| Metformin | 1.54 | 1.14–2.08 | 0.0047 | ||||||
| Sulfonylureas | 2.16 | 1.67–2.81 | <0.0001 | ||||||
| Metformin and sulfonylureas | 4.40 | 3.30–5.86 | <0.0001 | ||||||
| Neither sulfonylureas nor metformin | 1.00 | — | — | ||||||
| Insulin | 2.25 | 1.41–3.59 | 0.0006 | ||||||
| Blood pressure outcome | |||||||||
| Weight-trajectory clusters | |||||||||
| Higher stable weight | 1.82 | 1.31–2.52 | 0.0003 | 1.84 | 1.32–2.58 | 0.0004 | 1.83 | 1.31–2.57 | 0.0004 |
| Lower stable weight | 1.06 | 0.82–1.37 | 0.666 | 1.05 | 0.80–1.37 | 0.736 | 1.05 | 0.80–1.38 | 0.710 |
| Weight gain | 1.35 | 0.96–1.90 | 0.088 | 1.47 | 1.03–2.09 | 0.0348 | 1.47 | 1.03–2.10 | 0.0347 |
| Weight loss | 1.00 | — | — | 1.00 | — | — | 1.00 | — | — |
| Age (years) | — | 1.02 | 1.01–1.03 | 0.0001 | 1.02 | 1.01–1.03 | 0.0008 | ||
| Male sex | 0.81 | 0.68–0.96 | 0.0169 | 0.81 | 0.68–0.97 | 0.0203 | |||
| Blood pressure above goal (baseline) | 3.02 | 2.45–3.73 | <0.0001 | 2.94 | 2.37–3.64 | <0.0001 | |||
| Blood pressure medication class year 4 | |||||||||
| β-blockers | 0.88 | 0.73–1.07 | 0.193 | ||||||
| Diuretics | 1.05 | 0.86–1.29 | 0.609 | ||||||
| ACE inhibitor/ARB | 1.04 | 0.86–1.25 | 0.691 | ||||||
| Other antihypertensives | 1.33 | 1.05–1.69 | 0.0194 | ||||||
A1C models include the 1,911 (74.2%) patients who had one or more A1C measure in both years 1 and 4; above-goal is A1C ≥7%.
Blood pressure models include the 2,409 (93.6%) patients that had one or more blood pressure measurement at both baseline and year 4; above-goal is ≥130/80 mmHg.
These subgroups also contain 23 (1.2%) patients taking a thiazolidinedione or acarbose during year 4. No patients were taking repaglinide during year 4.
Baseline blood pressure control based upon mean in 12-month pre-index of <130/80 mmHg.
Includes all remaining classes of medication used for hypertension. ARB, angiotensin receptor blocker.