| Literature DB >> 22112436 |
Elizabeth Hw Ricanati1, Mladen Golubić, Dongsheng Yang, Leif Saager, Edward J Mascha, Michael F Roizen.
Abstract
BACKGROUND: Poor lifestyle choices are key in development and progression of preventable chronic diseases. The purpose of the study was to design and test a program to mitigate the physical and fiscal consequences of chronic diseases.Entities:
Year: 2011 PMID: 22112436 PMCID: PMC3264524 DOI: 10.1186/1743-7075-8-83
Source DB: PubMed Journal: Nutr Metab (Lond) ISSN: 1743-7075 Impact factor: 4.169
Basic Characteristics of Patients (N = 429)a
| Variable | Statisticsb |
|---|---|
| Female N (%) | 278 (65) |
| Obese (BMI > 30) N (%) | 345 (80) |
| Pre-diabetes N (%) | 170 (40) |
| Diabetes N (%) | 139 (32) |
| Hyperlipidemia N (%) | 255 (59) |
| Hypertension N (%) | 270 (63) |
| Metabolic syndrome N (%)c | 247 (59) |
| Age (years) | 52 ± 11 |
| Height (cm) | 168 ± 9 |
| Weight (kg) | 103 ± 25 |
| BMI (kg/m2) | 37 ± 8 |
| Waist (cm)d | 114 ± 18 |
| SBP (mmHg) | 132 ± 15 |
| DBP (mmHg) | 82 ± 10 |
| Heart rate (bpm) | 78 ± 11 |
| Fasting Glucose (mg/dL)e | 108 ± 35 (6.0 ± 1.9 mmol/L) |
| Triglycerides (mg/dL)f | 137 ± 81(1.5 ± 0.9 mmol/L) |
| Cholesterol (mg/dL)f | 187 ± 39 (4.8 ± 1.0 mmol/L) |
| HDL (mg/dL)f | 51 ± 15 (1.3 ± 0.4 mmol/L) |
| LDL (mg/dL)e | 109 ± 33 (2.8 ± 0.9 mmol/L) |
| HgbA1c (%)j | 6 ± 1 |
| Insulin (microU/mL) | 19 ± 18 (131 ± 122 ρmol) |
| US-CRP (mg/dL) | 5 ± 8 (45 ± 66 nmol/L) |
Abbreviations: BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; HDL, high-density lipoprotein cholesterol; LDL, low-density lipoprotein cholesterol; HgbA1c, hemoglobin A1c; US-CRP, ultra sensitive c-reactive protein.
a Insulin (N = 271) and US-CRP (N = 285) only measured beginning June 2009.
b N (%) or mean ± SD.
c, d, e, f, j indicate 7, 1, 9, 6 and 34 missing data points, respectively.
Association between compliance at 30 weeks and baseline conditionsa
| Variable | 30-week Weight available | 30-week Cholesterol available | ||||
|---|---|---|---|---|---|---|
| Yes (N = 243) | No N = (186) | Yes | No | |||
| Diabetes N (%) | 176 (72) | 133 (72) | 0.97 | 220 (75) | 88 (69) | 0.26 |
| Obesity (BMI> 30) N (%) | 185 (76) | 160 (95) | 0.011b | 232 (79) | 108 (84) | 0.17 |
| Hyperlipidemia N (%) | 151 (62) | 104 (56) | 0.19 | 185 (63) | 68 (53) | 0.065 |
| Hypertension N (%) | 155 (64) | 115 (62) | 0.68 | 193 (65) | 73 (57) | 0.10 |
| Metabolic syndrome N (%) | 135 (56) | 112 (61) | 0.33 | 175 (60) | 71 (56) | 0.47 |
| Weight (kg) | 95 ± 22 | 105 ± 26 | < 0.001b | 96 ± 22 | 105 ± 26 | 0.002b |
| Waist (cm) | 107 ± 15 | 112 ± 17 | 0.002b | 108 ± 15 | 112 ± 18 | 0.046b |
| Body mass index (kg/m2) | 34 ± 7 | 37 ± 8 | < 0.001b | 34 ± 7 | 37 ± 8 | 0.004b |
| Systolic blood pressure (mmHg) | 126 ± 13 | 127 ± 15 | 0.66 | 126 ± 13 | 127 ± 15 | 0.69 |
| Diastolic blood pressure (mmHg) | 79 ± 8 | 79 ± 9 | 0.78 | 79 ± 8 | 79 ± 9 | 0.90 |
| Heart rate (bpm) | 71 ± 11 | 73 ± 12 | 0.056 | 71 ± 11 | 74 ± 12 | 0.014b |
| Glucose (mg/dL) | 101 ± 25 | 104 ± 27 | 0.32 | 101 ± 24 | 104 ± 30 | 0.40 |
| (mmol/L) | 5.6 ± 1.4 | 5.8 ± 1.5 | 5.6 ± 1.3 | 5.8 ± 1.7 | ||
| Triglycerides (mg/dL) | 102 ± 49 | 115 ± 54 | 0.02b | 103 ± 49 | 118 ± 57 | 0.023b |
| (mmol/L) | 1.2 ± 0.6 | 1.3 ± 0.6 | 1.2 ± 0.6 | 1.3 ± 0.6 | ||
| Cholesterol (mg/dL) | 164 ± 35 | 170 ± 38 | 0.11 | 164 ± 36 | 171 ± 37 | 0.08 |
| (mmol/L) | 4.2 ± 0.9 | 4.4 ± 1.0 | 4.2 ± 0.9 | 4.4 ± 1.0 | ||
| High-density lipoprotein (mg/dL) | 51 ± 15 | 48 ± 13 | 0.08 | 50 ± 14 | 49 ± 15 | 0.33 |
| Cholesterol (mmol/L) | 1.3 ± 0.4 | 1.2 ± 0.3 | 1.3 ± 0.4 | 1.3 ± 0.4 | ||
| Low-density lipoprotein (mg/dL) | 92 ± 29 | 99 ± 34 | 0.06 | 93 ± 30 | 99 ± 33 | 0.11 |
| Cholesterol (mmol/L) | 2.4 ± 0.7 | 2.6 ± 0.9 | 2.4 ± 0.8 | 2.6 ± 0.9 | ||
| Weight (kg) | -4.0 ± 2.5 | -3.6 ± 2.8 | 0.16 | -4.1 ± 2.6 | -3.1 ± 2.7 | < 0.001b |
| Waist (cm) | -4.0 ± 4.1 | -4.4 ± 4.2 | 0.36 | -4.2 ± 4.1 | -4.0 ± 4.4 | 0.66 |
| Body mass index (kg/m2) | -1.4 ± 0.9 | -1.3 ± 1.0 | 0.12 | -1.5 ± 0.9 | -1.1 ± 0.9 | < 0.001b |
| Systolic blood pressure (mmHg) | -5.1 ± 15.7 | -5.1 ± 15.2 | 0.98 | -5.8 ± 15.1 | -3.7 ± 16.6 | 0.24 |
| Diastolic blood pressure (mmHg) | -2.7 ± 8.6 | -3.9 ± 10.9 | 0.24 | -3.1 ± 9.2 | -3.5 ± 10.7 | 0.75 |
| Heart rate (bpm) | -4.7 ± 1.7 | -6.2 ± 11.2 | 0.20 | -5.4 ± 10.9 | -5.3 ± 12.8 | 0.92 |
| Glucose (mg/dL) | -6 ± 24 | -6 ± 25 | 0.96 | -6 ± 22 | -7 ± 29 | 0.67 |
| (mmol/L) | -0.3 ± 1.3 | -0.3 ± 1.4 | -0.3 ± 1.2 | -0.4 ± 1.6 | ||
| Triglycerides (mg/dL) | -31 ± 55 | -23 ± 51 | 0.12 | -32 ± 55 | -17 ± 49 | 0.010b |
| (mmol/L) | -0.4 ± 0.6 | -0.3 ± 0.6 | -0.4 ± 0.6 | -0.2 ± 0.6 | ||
| Cholesterol (mg/dL) | -25 ± 26 | -17 ± 25 | < 0.001b | -24 ± 28 | -14 ± 19 | < 0.001b |
| (mmol/L) | -0.7 ± 0.7 | -0.4 ± 0.6 | -0.6 ± 0.7 | -0.4 ± 0.5 | ||
| High-density lipoprotein (mg/dL) | -2.3 ± 7 | -1.7 ± 6 | 0.37 | -1.9 ± 7.0 | -2.4 ± 6.0 | 0.50 |
| Cholesterol (mmol/L) | -0.1 ± 0.2 | -0.0 ± 0.2 | -0.0 ± 0.2 | -0.1 ± 0.2 | ||
| Low-density lipoprotein (mg/dL) | -17 ± 21 | -10 ± 21 | < 0.001b | -17 ± 22 | -8 ± 19 | < 0.001b |
| Cholesterol (mmol/L) | -0.5 ± 0.6 | -0.3 ± 0.5 | -0.4 ± 0.6 | -0.2 ± 0.5 | ||
a Statistics represent N (%) and mean ± SD. P values from the chi-square test or t-test, as appropriate.
b Significant if P < 0.05 (no correction testing at multiple weeks, to be conservative).
Biometric outcomes: descriptive statistics by week of follow-up
| Factor | Week One | Week Six | Week 30 | |||
|---|---|---|---|---|---|---|
| Mean ± SD | Min-Max | Mean ± SD | Min-Max | Mean ± SD | Min-Max | |
| Weight (kg) | 103 ± 25 | 49 - 205 | 99 ± 24 | 46 - 200 | 92 ± 22a | 46 - 216 |
| Waist (cm) | 114 ± 18a | 66 - 167 | 109 ± 16b | 66 - 163 | 105 ± 16c | 66 - 186 |
| SBP (mmHg) | 132 ± 15 | 92 - 188 | 127 ± 14 | 94 - 181 | 129 ± 14b | 100 - 180 |
| DBP(mmHg) | 82 ± 10 | 50 - 120 | 79 ± 8 | 48 - 112 | 79 ± 8b | 58 - 98 |
| HR (bpm) | 78 ± 11 | 52 - 114 | 72 ± 12a | 43 - 115 | 71 ± 10 | 40 - 108 |
| BMI (kg/m2) | 37 ± 8 | 19 - 70 | 35 ± 8 | 19 - 69 | 33 ± 8a | 18 - 74 |
Abbreviations: BMI, body mass index.
a, b, c indicate 1, 2, and 6 missing data points, respectively.
Figure 1Boxplots comparing weeks 1, 6 and 30 in each biometric variable using all non-missing data. SBP denotes systolic blood pressure (mmHg). Box shows the interquartile range; horizontal line marks the median; whiskers extend to high and low values within 1.5 interquartile range of the box; circles are values beyond 1.5 interquartile ranges of the box; diamond shows the mean.
Biometric outcomes: changes from baseline to six and thirty weeks
| Factor | Week 6 change from baseline | Week 30 change from baseline | ||
|---|---|---|---|---|
| Mean ± SD | Mean ± SD | |||
| Weight (kg) | -3.8 ± 2.6 | < 0.001 | -6.8 ± 6.9c | < 0.001 |
| Waist (cm) | -4.2 ± 4.2b | < 0.001 | -6.1 ± 7.3d | < 0.001 |
| SBP (mmHg) | -5.1 ± 15.5 | < 0.001 | -2.5 ± 17.1e | 0.022 |
| DBP(mmHg) | -3.2 ± 9.6 | < 0.001 | -2.5 ± 10.0e | < 0.001 |
| HR (bpm) | -5.3 ± 11.5c | < 0.001 | -5.3 ± 11.5 | < 0.001 |
| BMI (kg/m2) | -1.3 ± 0.9 | < 0.001 | -2.4 ± 2.4c | < 0.001 |
Abbreviations: BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; HR, heart rate.
P value from paired t-test, significant if P < 0.025.
b, c, d, e indicate 3, 1, 6 and 2 missing data points, respectively.
Metabolic outcomes by weeka
| Factor | Units | Week One | Week Six | Week 30 | |||
|---|---|---|---|---|---|---|---|
| Mean ± SD | Min - Max | Mean ± SD | Min - Max | Mean ± SD | Min -Max | ||
| Glucose | (mg/dL) | 108 ± 35b | 67 - 330 | 102 ± 27c | 62 - 264 | 103 ± 29 | 59 - 339 |
| (mmol/L) | 6.0 ± 1.9 | 3.7 - 18.3 | 5.7 ± 1.5 | 3.4 - 14.7 | 5.7 ± 1.6 | 3.3 - 18.8 | |
| Triglycerides | (mg/dL) | 137 ± 81 | 34 - 839 | 107 ± 51 | 34 - 405 | 109 ± 52d | 32 - 331 |
| (mmol/L) | 1.5 ± 0.9 | 0.4 - 9.5 | 1.2 ± 0.6 | 0.4 - 4.6 | 1.2 ± 0.6 | 0.4 - 3.7 | |
| Cholesterol | (mg/dL) | 187 ± 39 | 82 - 307 | 166 ± 36 | 80 - 294 | 179 ± 38d | 93 - 290 |
| (mmol/L) | 4.8 ± 1.0 | 2.1 - 7.9 | 4.3 ± 0.9 | 2.1 - 7.6 | 4.6 ± 1.0 | 2.4 - 7.5 | |
| HDL | (mg/dL) | 51 ± 15 | 24 - 128 | 50 ± 14 | 21 - 110 | 55 ± 16d | 21 - 147 |
| (mmol/L) | 1.3 ± 0.4 | 0.6 - 3.3 | 1.3 ± 0.4 | 0.5 - 2.8 | 1.4 ± 0.4 | 0.5 - 3.8 | |
| LDL | (mg/dL) | 109 ± 33b | 21 - 218 | 95 ± 31 | 17 - 225 | 102 ± 32e | 26 - 215 |
| (mmol/L) | 2.8 ± 0.9 | 0.5 - 5.6 | 2.5 ± 0.8 | 0.4 - 5.8 | 2.6 ± 0.8 | 0.7 - 5.6 | |
| HgbA1c | (%) | 6 ± 1c | 5 - 13 | N/A | N/A | 6 ± 1f | 5 - 10 |
| Insulin | (microU/dL) | 19 ± 18 | 3 - 134 | 14 ± 14 | 1 - 126 | 13 ± 10 | 0.5 - 72 |
| (pmol/L) | 131 ± 122 | 17 - 930 | 97 ± 97 | 7 - 877 | 87 ± 73 | 3.5 - 500 | |
| US-CRP | (mg/mL) | 5 ± 8 | 0.1 - 88 | 4 ± 5 | 0.2 - 33 | 4 ± 6 | 0.2 - 39 |
| (nmol/L) | 45 ± 66 | 0.8 - 740 | 33 ± 45 | 1.7 - 278 | 33 ± 48 | 1.7 - 331 | |
Abbreviations: HDL, high-density lipoprotein cholesterol; LDL, low-density lipoprotein cholesterol; HgbA1c, hemoglobin A1c; US-CRP, ultra sensitive c-reactive protein. N/A, no required measurement at six weeks.
a N = 271, 266 and 185 for insulin and N = 285, 273 and 201 for US-CRP at weeks 1, 6, and 30, respectively, since neither parameter measured before June 2009;
b, c, d, e, f indicate 3, 28, 7, 2, 1 and 15 missing data points, respectively.
Metabolic outcomes: changes from baseline to six and thirty weeksa
| F | Units | Change at week six | Change at week thirty | ||
|---|---|---|---|---|---|
| Mean ± SD | Mean ± SD | ||||
| Glucose | (mg/dL) | -6.3 ± 24.3c | < 0.001 | -4.5 ± 29.6e | 0.009 |
| (mmol/L) | -0.35 ± 1.35 | -0.25 ± 1.64 | |||
| Triglycerides | (mg/dL) | -27.7 ± 53.8 | < 0.001 | -26.4 ± 58.5 | < 0.001 |
| (mmol/L) | -0.31 ± 0.61 | -0.30 ± 0.66 | |||
| Cholesterol | (mg/dL) | -21.7 ± 25.9 | < 0.001 | -9.0 ± 29.5 | < 0.001 |
| (mmol/L) | -0.56 ± 0.67 | -0.23 ± 0.76 | |||
| HDL | (mg/dL) | -2.0 ± 6.8 | < 0.001 | 3.7 ± 8.4 | < 0.001 |
| (mmol/L) | -0.05 ± 0.17 | 0.10 ± 0.22 | |||
| LDL | (mg/dL) | -14.3 ± 21.6d | < 0.001 | -7.9 ± 25.1 | < 0.001 |
| (mmol/L) | -0.37 ± 0.56 | -0.20 ± 0.65 | |||
| HgbA1c | (%) | N/A | N/A | -0.2 ± 0.6f | < 0.001 |
| Insulin | (microU/dL) | -4.4 ± 9.7 | < 0.001 | -3.8 ± 11.0 | < 0.001 |
| (pmol/L) | -30.7 ± 67.4 | -26.6 ± 76.4 | |||
| US-CRP | (mg/mL) | -1.4 ± 6.4 | < 0.001 | -0.9 ± 4.8 | 0.012 |
| (nmol/L) | -11.9 ± 54.0 | -7.3 ± 40.2 | |||
Abbreviations: HDL, high-density lipoprotein cholesterol; LDL, low-density lipoprotein cholesterol; HgbA1c, hemoglobin A1c; US-CRP, ultra sensitive c-reactive protein. N/A, no required measurement at six weeks.
a N = 250, 173 for insulin and N = 270, 198 for US-CRP since neither measured before June 2009.
b P value from the paired t-test, significant if P < 0.025.
c, d, e, f indicate 9, 1, 3, and 24 missing data points, respectively.
Figure 2Mean change (97.5% CI) in metabolic outcomes at six and thirty weeks from baseline. Abbreviations: HDL, high-density lipoprotein cholesterol; LDL, low-density lipoprotein cholesterol.
Relationship between baseline conditions and weight change (kg) at 6 and 30 weeks
| Factor | Levels | N | Mean ± SD | Difference in | |
|---|---|---|---|---|---|
| Diabetes | Yes | 292 | -3.9 ± 2.7 | -0.11 (-0.72, 0.50) | 0.73 |
| No | 112 | -3.7 ± 2.5 | |||
| Hyperlipidemia | Yes | 243 | -3.8 ± 2.6 | -0.01 (-0.51, 0.54) | 0.96 |
| No | 161 | -3.8 ± 2.8 | |||
| Hypertension | Yes | 254 | -3.9 ± 2.7 | 0.04 (-0.49, 0.57) | 0.88 |
| No | 150 | -3.7 ± 2.6 | |||
| Metabolic syndrome | Yes | 234 | -4.3 ± 2.7 | -0.57 (-1.13, -0.01) | 0.048 |
| No | 164 | -3.2 ± 2.3 | |||
| Obesity (BMI > 30) | Yes | 324 | -4.2 ± 2.7 | -1.61 (-2.26, -0.95) | < 0.001 |
| No | 80 | -2.3 ± 1.9 | -0.64 (-1.24, -0.05) | 0.033 | |
| Diabetes | Yes | 176 | -6.4 ± 6.6 | 1.22 (-0.91, 3.35) | 0.26 |
| No | 67 | -7.7 ± 7.7 | |||
| Hyperlipidemia | Yes | 151 | -6.1 ± 6.7 | 1.51 (-0.36, 3.39) | 0.11 |
| No | 92 | -7.9 ± 7.0 | |||
| Hypertension | Yes | 155 | -6.7 ± 7.1 | 0.32 (-1.60, 2.22) | 0.74 |
| No | 88 | -6.9 ± 6.6 | |||
| Metabolic syndrome | Yes | 135 | -7.3 ± 8.1 | -0.69 (-2.63, 1.25) | 0.48 |
| No | 104 | -6.0 ± 4.9 | |||
| Obesity (BMI > 30) | Yes | 185 | -7.6 ± 7.4 | -3.69 (-5.86, -1.52) | < 0.001 |
| No | 58 | -4.2 ± 4.1 | -2.1 (-4.08, -0.12) | 0.038 | |
Multivariable model (N = 398) including all five conditions in table plus age, gender, payment options.
Multivariable model (N = 239) including all five conditions in table plus age, gender, payment options.
Multivariable model results; significant if P < 0.025; difference in mean change for "Yes" minus "No".
Difference in mean percent change from baseline.
Medication changes at 30 weeks
| Diabetes | Hyperlipidemia | Hypertension | Total | |
|---|---|---|---|---|
| Stopped | 33 | 39 | 79 | 151 |
| Decreased | 47 | 12 | 30 | 89 |
| Avoided | 3 | 18 | 3 | 24 |
| Started | 12 | 14 | 36 | 62 |
| Increased | 9 | 3 | 6 | 18 |