Obesity Prediction in Young Adults from the Jerusalem Perinatal Study: Contribution of Polygenic Risk and Early Life Exposures
Hochner, H.; Butterman, R.; Margaliot, I.; Friedlander, Y.; Linial, M.
Show abstract
We assessed whether adding early life exposures to a model based on polygenic risk score (PRS) improves prediction of obesity risk. We used a birth cohort with data at birth and BMI and waist circumference (WC) measured at age 32. The PRS was composed of SNPs identified in GWAS for BMI. Linear and logistic models were used to explore associations with obesity-related phenotypes. Improvement in prediction was assessed using measures of model discrimination (AUC), and net reclassification improvement (NRI). One SD change in PRS was associated with a significant increase in BMI and WC. These associations were slightly attenuated (13.7%-14.2%) with the addition of early life exposures to the model. Also, higher maternal pre-pregnancy BMI was associated with increase in offspring BMI and WC (p<0.001). For prediction obesity (BMI [≥] 30), the addition of early life exposures to the PRS model significantly increase the AUC from 0.69 to 0.73. At an obesity risk threshold of 15%, the addition of early life exposures to the PRS model provided a significant improvement in reclassification of obesity (NRI, 0.147; 95% CI 0.068-0.225). We conclude that inclusion of early life exposures to a model based on PRS improves obesity risk prediction in an Israeli population-sample.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Maternal obesity before pregnancy predicts offspring blood pressure at 18 years of age: A causal mediation analysis 94%
- Genetic and environmental effects on weight gain from young adulthood to old age and its association with body mass index at early young adulthood: an individual-based pooled analysis of 16 twin cohorts 94%
- A healthy childhood environment helps to combat inherited susceptibility to obesity 93%
Similar papers in this journal
Similar papers in this journal
- Polygenic score for physical activity provides odds for multiple common diseases 91%
- Physical activity and posture profile of a South African cohort of middle-aged men and women as determined by integrated hip and thigh accelerometry 90%
- Descriptive epidemiology of cardiorespiratory fitness in UK adults: The Fenland Study 89%
Similar papers in this journal
- Offspring cardiometabolic outcomes and postnatal growth trajectories after exposure to maternal SARS-CoV-2 infection 93%
- Genome wide association study in 3,173 outbred rats identifies multiple loci for body weight, adiposity, and fasting glucose 93%
- MRI assessment of adipose tissue fatty acid composition in the UK Biobank and its association with diet and disease 93%
Similar papers in this journal
- Environment-wide association study (EWAS) on cardiometabolic traits: A systematic assessment of the association of lifestyle variables on a longitudinal setting 94%
- Modifiable lifestyle factors and genetic risk of obesity in Indians 93%
- G-Protein Coupled Receptor 19 (Gpr19) Knockout Mice Display Sex-Dependent Metabolic Dysfunction 92%
"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.