Urinary Signatures Predict Calorie Restriction-Mediated Weight Loss in Obese Diversity Outbred Mice
Paules, E. M.; Trujillo-Gonzalez, I.; VerHague, M.; Albright, J.; Stewart, D.; Sumner, S. J.; McRitchie, S. L.; Kirchner, D.; Coleman, M. F.; Bennett, B. J.; Howard, A. G.; Gordon-Larsen, P.; French, J. E.; Hursting, S. D.
Show abstract
Predictive analytics encompassing metabolomic profiles are increasingly being used to forecast responders to dietary interventions. Advances using this approach are particularly needed to personalize and enhance the effectiveness of dietary weight loss interventions. Using obese Diversity Outbred (DO) mice that model genetic and phenotypic heterogeneity of human populations, we aimed to identify urinary metabolite signatures predictive of responsiveness to calorie restriction (CR)-mediated weight loss. DO mice (150 males, 150 females) were fed a high-fat diet for 12 weeks to induce obesity, then urine was collected and an 8-week CR regimen (30% decrease in energy intake) initiated. At study completion, mice were rank-ordered according to their percent body weight change, with mice in the extreme quartiles deemed CR responders (n=67) versus nonresponders (n=67). Targeted semi-quantitative metabolomics identified elevated glutamic acid and hydroxyproline as key urinary metabolites that distinguish CR responders from CR nonresponders, independent of sex. Three urinary metabolites (glutamic acid, hydroxyproline, and putrescine) distinguished male CR responders from nonresponders. Six metabolites (glutamic acid, hydroxyproline, dopamine, histamine, lysine, and spermine) distinguished female CR responders from nonresponders. Multivariate receiver operating characteristic analyses integrated the common metabolites and sex-specific metabolites to reveal moderate (males) to robust (females, males plus females) prediction models of CR-mediated weight loss. Further, pathway analysis identified several metabolic pathways, including arginine and proline metabolism, and alanine, aspartate, and glutamate biosynthesis, that distinguished CR responders from nonresponders and could be indicative of metabolic reprogramming to enhance insulin sensitivity and energy metabolism.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Metabolomic and transcriptomic remodeling of bone marrow myeloid cells in response to maternal obesity 96%
- 17α-estradiol Alleviates High-Fat Diet-Induced Inflammatory and Metabolic Dysfunction in Skeletal Muscle of Male and Female Mice 95%
- Exercise-Induced Benefits On Glucose Handling In A Model Of Diet-Induced Obesity Are Reduced By Concurrent Nicotinamide Mononucleotide 95%
Similar papers in this journal
- Metabolomic profiling identifies complex lipid species associated with response to weight loss interventions 96%
- Role of CCK1 receptor in metabolic benefits of intestinal enteropeptidase inhibition in mice 95%
- Mass Recovery following Caloric Restriction Reverses Lipolysis and Proteolysis, but not Gluconeogenesis, in Insulin Resistant OLETF Rats 95%
Similar papers in this journal
Similar papers in this journal
- Impaired Suppression of Plasma Lipid Extraction and its Partitioning Away from Muscle by Insulin in Humans with Obesity 95%
- Increased adipose tissue indices of androgen catabolism and aromatization in women with metabolic dysfunction 94%
- Lipid metabolism links nutrient-exercise timing to insulin sensitivity in men classified as overweight or obese. 93%
Similar papers in this journal
- Exposure to early life stress impairs weight loss maintenance success in mice. 94%
- Divergent Energy Expenditure Impacts Mouse Metabolic Adaptation to Acute High-Fat/High-Sucrose Diet Producing Sexually Dimorphic Weight Gain Patterns 94%
- Semaglutide-induced weight loss improves mitochondrial energy efficiency in skeletal muscle 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.