| Literature DB >> 27515448 |
Abishankari Rajkumar1,2, Gilles Lamothe3, Pierrette Bolongo2, Mary-Ellen Harper1, Kristi Adamo4,5,6, Éric Doucet6, Remi Rabasa-Lhoret7,8, Denis Prud'homme6,9, Frédérique Tesson10,11.
Abstract
BACKGROUND: Genetic studies on Acyl-CoA Synthetase Long-Chain 5 (ACSL5) demonstrate an association between rs2419621 genotype and rate of weight loss in women with obesity in response to caloric restriction. Our objectives were to (1) confirm results in two different populations of women with overweight and obesity (2) study rs2419621's influence on body composition parameters of women with overweight and obesity following lifestyle interventions.Entities:
Keywords: Fat metabolism; Genotype; Lifestyle modifications; Obesity
Mesh:
Substances:
Year: 2016 PMID: 27515448 PMCID: PMC4982019 DOI: 10.1186/s12881-016-0320-4
Source DB: PubMed Journal: BMC Med Genet ISSN: 1471-2350 Impact factor: 2.103
Best subset regression analysis conducted on MONET and CAO women with overweight or obesity
| Models of dependent variable studied | R-Sq (%) | R-Sq (%) (adj) | Covariables associated with mentioned R value |
|---|---|---|---|
| Change in BMI | 13.1 | 8.5 | Height, change in glucose, change in CRP, change in transferrin and change in triglyceride |
| Change in Lean Mass | 17.8 | 12.7 | Height, initial weight, change in HDL cholesterol, change in LDL cholesterol, change in triglyceride, change in glucose |
| Change in Fat Mass | 21.3 | 16.4 | Initial weight, change in glucose, change in CRP, change in transferrin, change in LDL cholesterol, change in triglyceride |
| Change in % Fat mass | 28.7 | 23.6 | Initial weight, change in HDL cholesterol, change in glucose, change in CRP, change in transferrin, change in LDL cholesterol, change in triglyceride |
| Change in % Lean mass | 25.0 | 20.3 | Initial weight, change in HDL cholesterol, change in orosomucoid, change in CRP, change in triglyceride, change in transferrin |
| Change in Visceral fat | 15.9 | 11.4 | Age, height, change in CRP, change in LDL cholesterol, change in triglyceride |
| Change in Muscle attenuation | 14.0 | 11.0 | Height, change in HDL, change in orosomucoid |
* Results used to determine covariables for the multiple linear regression analysis. Data sets that were used for dependent variables were data from the MONET and CAO studies
Best subset regression analysis conducted on MONET and CAO women with obesity
| Dependent variable studied | R-Sq (%) | R-Sq (%) (adj) | Covariables associated with mentioned R value |
|---|---|---|---|
| Change in BMI | 13.2 | 8.8 | Change in transferrin, change in triglyceride and change in orosomucoid |
| Change in Lean Mass | 13.8 | 8.2 | Initial weight, change in HDL cholesterol, change in triglyceride, change in transferrin and change in CRP |
| Change in Fat Mass | 21.6 | 15.4 | Height, initial weight, change in CRP, change in transferrin, change in triglyceride |
| Change in % Fat mass | 25.4 | 19.5 | Height, initial weight, change in CRP, change in transferrin, change in triglyceride |
| Change in % Lean mass | 25.7 | 18.7 | Height, initial weight, change in HDL cholesterol, change in CRP, Change in transferrin, change in triglyceride |
| Change in Visceral fat | 21.0 | 15.9 | Age, initial weight, change in CRP and change in triglyceride |
| Change in Muscle attenuation | 17.6 | 12.3 | Change in HDL cholesterol, change in transferrin, change in orosomucoid and change in haptoglobin |
* Results used to determine covariables for the multiple linear regression analysis. Data sets that were used for dependent variables were data from the MONET and CAO studies
Pre- and post-intervention anthropometric variable values from MONET and CAO women with overweight or obesity
| Biological factor observed | MONET study | CAO study |
| ||||
|---|---|---|---|---|---|---|---|
| Mean | Std. Dev. | Size ( | Mean | Std. Dev | Size ( | ||
| Age (yrs) | 57.9 | 4.87 | 106 | 56.5 | 4.11 | 29 | 0.155 |
| Height (m) | 1.61 | 0.06 | 106 | 1.63 | 0.08 | 29 | 0.068 |
| Pre-Intervention | |||||||
| BMI (kg/m2) | 32.4 | 4.74 | 106 | 34.3 | 3.56 | 29 | 0.041 |
| Lean Mass (kg) | 42.8 | 6.66 | 106 | 45.6 | 7.44 | 29 | 0.054 |
| Fat Mass (kg) | 38.5 | 9.57 | 106 | 43.6 | 9.21 | 29 | 0.011 |
| Lean Mass (%) | 51.5 | 4.59 | 106 | 49.8 | 3.62 | 29 | 0.072 |
| Fat Mass (%) | 45.6 | 4.70 | 106 | 47.2 | 3.73 | 29 | 0.084 |
| Visceral Fat (cm2) | 185 | 54.7 | 105 | 200 | 56.5 | 29 | 0.197 |
| Thigh Muscle Attenuation (HU) | 48.8 | 3.34 | 106 | 48.2 | 3.04 | 29 | 0.326 |
| Post-Intervention | |||||||
| BMI (kg/m2) | 30.3 | 4.76 | 105 | 32.3 | 3.69 | 29 | 0.042 |
| Lean Mass (kg) | 41.9 | 5.70 | 104 | 43.6 | 6.56 | 29 | 0.168 |
| Fat Mass (kg) | 33.9 | 10.1 | 104 | 40.1 | 9.51 | 29 | 0.004 |
| Lean Mass (%) | 54.2 | 5.36 | 104 | 50.9 | 4.56 | 29 | 0.003 |
| Fat Mass (%) | 42.6 | 5.52 | 104 | 45.9 | 4.76 | 29 | 0.004 |
| Visceral Fat (cm2) | 162 | 57.7 | 102 | 177 | 51.3 | 29 | 0.215 |
| Thigh Muscle Attenuation (HU) | 48.6 | 3.56 | 105 | 48.1 | 3.27 | 29 | 0.542 |
* Results are from unpaired t-tests. Test was conducted on data from all subjects whose blood samples were available for study
Regression analysis comparing CC carriers of MONET to CAO in women with overweight or obesity
| Multiple regression model | Dependent variable | Number of subjects ( | Parameter estimate | Standard error | Variable | R2 | R2 (adjusted) | Model |
|---|---|---|---|---|---|---|---|---|
| 1 | ∆ BMI | 123 | 0.15 | 1.55 | 0.923 | 0.130 | 0.069 | 0.038 |
| 2 | ∆ Lean Mass | 124 | −2.46 | 1.51 | 0.105 | 0.212 | 0.150 | 0.001 |
| 3 | ∆ Fat Mass | 121 | 4.73 | 3.04 | 0.123 | 0.233 | 0.170 | <0.001 |
| 4 | ∆ % Lean Mass | 126 | −2.98 | 1.72 | 0.085 | 0.268 | 0.212 | <0.001 |
| 5 | ∆ % Fat Mass | 121 | 3.98 | 2.04 | 0.053 | 0.315 | 0.252 | <0.001 |
| 6 | ∆ Visceral Fat | 124 | 2.40 | 5.41 | 0.658 | 0.155 | 0.096 | 0.011 |
| 7 | ∆ Muscle attenuation | 128 | 0.10 | 1.02 | 0.921 | 0.134 | 0.091 | 0.007 |
* Multiple linear regression analysis was conducted. Independent variables included three dummy variables (CAO CC Carriers, CAO CT/TT carriers and MONET CT/TT carriers) with the exception of MONET CC carriers while adjusting for covariables determined by best subset multiple linear regression, independent for each model (Table 1). The following results illustrate parameter estimates, standard error, p-values corresponding to CAO CC carriers independent variable
Regression analysis comparing CT/TT carriers of MONET to CAO in women with overweight or obesity
| Multiple regression model | Dependent variable | Number of subjects ( | Parameter estimate | Standard error | Variable | R2 | R2 (adjusted) | Model |
|---|---|---|---|---|---|---|---|---|
| 1 | ∆ BMI | 123 | 0.36 | 1.50 | 0.812 | 0.130 | 0.069 | 0.038 |
| 2 | ∆ Lean Mass | 124 | −0.35 | 1.39 | 0.802 | 0.212 | 0.150 | 0.001 |
| 3 | ∆ Fat Mass | 121 | 2.15 | 2.92 | 0.462 | 0.233 | 0.170 | <0.001 |
| 4 | ∆ % Lean Mass | 126 | −1.10 | 1.68 | 0.513 | 0.268 | 0.212 | <0.001 |
| 5 | ∆ % Fat Mass | 121 | 1.73 | 1.89 | 0.361 | 0.315 | 0.252 | <0.001 |
| 6 | ∆ Visceral Fat | 124 | 1.28 | 4.97 | 0.798 | 0.155 | 0.096 | 0.011 |
| 7 | ∆ Muscle attenuation | 128 | 0.58 | 0.95 | 0.543 | 0.134 | 0.091 | 0.007 |
* Multiple linear regression analysis was conducted. Independent variables included three dummy variables to identify the polymorphism group (CC CAO, CC MONET and CT/TT CAO) with the exception of CT/TT MONET while adjusting for covariables determined by best subset multiple linear regression, independent for each model (Table 1). Following results illustrate parameter estimates, standard error, p-values corresponding to CT/TT CAO independent variable
Regression analysis studying lifestyle intervention effect in CT/TT vs CC women with overweight or obesity
| Multiple regression model | Dependent variable | Number of subjects ( | Parameter estimate | Standard error | Variable | r2 model | r2 adjusted model | Model |
|---|---|---|---|---|---|---|---|---|
| 1 | ∆ BMI | 123 | −1.36 | 0.87 | 0.121 | 0.130 | 0.085 | 0.012 |
| 2 | ∆ Lean Mass | 124 | 0.93 | 0.81 | 0.254 | 0.193 | 0.145 | 0.001 |
| 3 | ∆ Fat Mass | 121 | −3.82 | 1.66 | 0.023 | 0.213 | 0.164 | <0.001 |
| 4 | ∆ % Lean Mass | 126 | 2.33 | 0.94 | 0.014 | 0.248 | 0.203 | <0.001 |
| 5 | ∆ % Fat Mass | 121 | −2.99 | 1.08 | 0.007 | 0.287 | 0.236 | <0.001 |
| 6 | ∆ Visceral fat | 124 | −5.74 | 2.87 | 0.048 | 0.153 | 0.110 | 0.003 |
| 7 | ∆ Muscle attenuation | 128 | 0.97 | 0.56 | 0.085 | 0.131 | 0.103 | 0.002 |
* Multiple linear regression analysis was conducted. Parameter estimate of independent variable = Xt was studied. Physiological factors (dependent variables) were studied while adjusting for confounding factors independent for each model (Table 1). Analysis was conducted on MONET and CAO studies combined
Pre- and post-intervention anthropometric variable values from MONET and CAO studies in women with obesity
| Biological factor observed | MONET study | CAO study |
| ||||
|---|---|---|---|---|---|---|---|
| Mean | Std. Dev. | Size ( | Mean | Std. Dev | Size ( | ||
| Age (yrs) | 58.1 | 4.91 | 62 | 56.7 | 4.18 | 27 | 0.230 |
| Height (m) | 1.61 | 0.06 | 62 | 1.63 | 0.08 | 27 | 0.189 |
| Pre-Intervention | |||||||
| BMI (kg/m2) | 35.3 | 4.04 | 62 | 34.7 | 3.37 | 27 | 0.489 |
| Lean Mass (kg) | 45.5 | 6.82 | 62 | 46.1 | 7.38 | 27 | 0.693 |
| Fat Mass (kg) | 43.9 | 8.64 | 62 | 44.2 | 9.10 | 27 | 0.898 |
| Lean Mass (%) | 49.6 | 4.43 | 62 | 49.7 | 3.71 | 27 | 0.888 |
| Fat Mass (%) | 47.6 | 4.48 | 62 | 47.3 | 3.82 | 27 | 0.753 |
| Visceral Fat (cm2) | 207 | 51.9 | 61 | 206 | 52.8 | 27 | 0.927 |
| Muscle Attenuation (HU) | 48.5 | 3.70 | 62 | 48.6 | 2.20 | 27 | 0.833 |
| Post-Intervention | |||||||
| BMI (kg/m2) | 33.0 | 4.42 | 61 | 32.8 | 3.24 | 27 | 0.813 |
| Lean Mass (kg) | 44.1 | 5.69 | 60 | 44.1 | 6.58 | 27 | 0.998 |
| Fat Mass (kg) | 39.1 | 9.90 | 60 | 41.1 | 8.78 | 27 | 0.361 |
| Lean Mass (%) | 51.9 | 5.28 | 60 | 50.4 | 3.99 | 27 | 0.184 |
| Fat Mass (%) | 45.1 | 5.41 | 60 | 46.5 | 4.19 | 27 | 0.254 |
| Visceral Fat (cm2) | 182 | 58.5 | 60 | 182 | 47.4 | 27 | 0.981 |
| Muscle Attenuation (HU) | 48.2 | 4.09 | 61 | 48.6 | 1.89 | 27 | 0.661 |
* Results are from unpaired t-tests. Test was conducted on data from all subjects whose blood samples were available for study
Regression analysis studying lifestyle intervention effect in CT/TT vs CC women with obesity
| Multiple regression model | Dependent variable | Number of subjects ( | Parameter estimate | Standard error | Variable | r2 model | r2 adjusted model | Model |
|---|---|---|---|---|---|---|---|---|
| 1 | ∆ BMI | 87 | −2.14 | 1.05 | 0.045 | 0.129 | 0.087 | 0.022 |
| 2 | ∆ Lean Mass | 85 | 0.49 | 1.07 | 0.645 | 0.151 | 0.086 | 0.041 |
| 3 | ∆ Fat Mass | 85 | −5.13 | 1.97 | 0.011 | 0.212 | 0.151 | 0.004 |
| 4 | ∆ % Lean Mass | 85 | 3.12 | 1.19 | 0.010 | 0.257 | 0.189 | 0.001 |
| 5 | ∆ % Fat Mass | 85 | −3.30 | 1.30 | 0.013 | 0.252 | 0.194 | 0.001 |
| 6 | ∆ Visceral fat | 85 | −9.53 | 3.47 | 0.007 | 0.214 | 0.164 | 0.002 |
| 7 | ∆ Muscle attenuation | 87 | 1.20 | 0.72 | 0.098 | 0.177 | 0.126 | 0.007 |
* Multiple linear regression analysis was conducted. Parameter estimate of independent variable = Xt was studied. Physiological factors (dependent variables) were studied while adjusting for confounding factors independent for each model (Table 2). Analysis was conducted on MONET and CAO studies combined