Habitual physical activity and plasma metabolomic patterns distinguish individuals with low vs. high weight loss during controlled energy restriction

J Nutr. 2015 Apr;145(4):681-90. doi: 10.3945/jn.114.201574. Epub 2015 Jan 28.

Abstract

Background: Total weight loss induced by energy restriction is highly variable even under tightly controlled conditions. Identifying weight-loss discriminants would provide a valuable weight management tool and insights into body weight regulation.

Objective: This study characterized responsiveness to energy restriction in adults from variables including the plasma metabolome, endocrine and inflammatory markers, clinical indices, body composition, diet, and physical activity.

Methods: Data were derived from a controlled feeding trial investigating the effect of 3-4 dairy product servings in an energy-restricted diet (2092 kJ/d reduction) over 12 wk. Partial least squares regression was used to identify weight-loss discriminants in 67 overweight and obese adults. Linear mixed models were developed to identify discriminant variable differences in high- vs. low-weight-loss responders.

Results: Both pre- and postintervention variables (n = 127) were identified as weight-loss discriminants (root mean squared error of prediction = 1.85 kg; Q(2) = 0.43). Compared with low-responders (LR), high-responders (HR) had greater decreases in body weight (LR: 2.7 ± 1.6 kg; HR: 9.4 ± 1.8 kg, P < 0.01), BMI (in kg/m(2); LR: 1.0 ± 0.6; HR: 3.3 ± 0.5, P < 0.01), and total fat (LR: 2.2 ± 1.1 kg; HR: 8.0 ± 2.1 kg, P < 0.01). Significant group effects unaffected by the intervention were determined for the respiratory exchange ratio (LR: 0.86 ± 0.05; HR: 0.82 ± 0.03, P < 0.01), moderate physical activity (LR: 127 ± 52 min; HR: 167 ± 68 min, P = 0.02), sedentary activity (LR: 1090 ± 99 min; HR: 1017 ± 110 min, P = 0.02), and plasma stearate [LR: 102,000 ± 21,000 quantifier ion peak height (QIPH); HR: 116,000 ± 24,000 QIPH, P = 0.01].

Conclusions: Overweight and obese individuals highly responsive to energy restriction had accelerated reductions in adiposity, likely supported in part by higher lipid mobilization and combustion. A novel observation was that person-to-person differences in habitual physical activity and magnitude of weight loss were accompanied by unique blood metabolite signatures. This trial was registered at clinicaltrials.gov as NCT00858312.

Keywords: body composition; branched-chain amino acids; calorie restriction; metabolomics; obesity; physical activity; respiratory exchange ratio; statistical modeling; weight loss.

Publication types

  • Randomized Controlled Trial
  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adiposity / physiology
  • Adult
  • Blood Glucose / metabolism
  • Body Composition / physiology
  • Body Mass Index
  • Body Weight
  • Caloric Restriction*
  • Cholesterol, HDL / blood
  • Cholesterol, LDL / blood
  • Dairy Products / analysis
  • Feeding Behavior*
  • Female
  • Humans
  • Insulin / blood
  • Linear Models
  • Male
  • Metabolomics
  • Middle Aged
  • Motor Activity*
  • Obesity / diet therapy*
  • Overweight / diet therapy*
  • Patient Compliance
  • Principal Component Analysis
  • Rest
  • Sedentary Behavior
  • Triglycerides / blood
  • Weight Loss*
  • Young Adult

Substances

  • Blood Glucose
  • Cholesterol, HDL
  • Cholesterol, LDL
  • Insulin
  • Triglycerides

Associated data

  • ClinicalTrials.gov/NCT00858312