1. Brain-gut microbiome profile of neuroticism predicts food addiction in obesity: A transdiagnostic approach
- Author
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Zhang, Xiaobei, Bhatt, Ravi R, Todorov, Svetoslav, and Gupta, Arpana
- Subjects
Biomedical and Clinical Sciences ,Neurosciences ,Clinical Sciences ,Basic Behavioral and Social Science ,Mental Illness ,Nutrition ,Obesity ,Brain Disorders ,Behavioral and Social Science ,Mental Health ,Drug Abuse (NIDA only) ,Clinical Research ,Substance Misuse ,2.1 Biological and endogenous factors ,Good Health and Well Being ,Humans ,Neuroticism ,Food Addiction ,Gastrointestinal Microbiome ,Cross-Sectional Studies ,Brain ,Behavior ,Addictive ,Omics ,Food addiction ,Brain-gut-microbiome ,Machine learning ,Medical and Health Sciences ,Psychology and Cognitive Sciences ,Psychiatry ,Biochemistry and cell biology ,Clinical sciences - Abstract
Neuroticism is one of the most robust risk factors for addictive behaviors including food addiction (a key contributor to obesity), although the associated mechanisms are not well understood. A transdiagnostic approach was used to identify the neuroticism-related neuropsychological and gut metabolomic patterns associated with food addiction. Predictive modeling of neuroticism was implemented using multimodal features (23 clinical, 13,531 resting-state functional connectivity (rsFC), 336 gut metabolites) in 114 high body mass index (BMI ≥25 kg/m2) (cross-sectional) participants. Gradient boosting machine and logistic regression models were used to evaluate classification performance for food addiction. Neuroticism was significantly associated with food addiction (P
- Published
- 2023