Transcriptomic analysis further revealed that individuals with obesity had higher expression of cellular senescence-related genes such as ID2, LMNA, and TENT4B in PBMCs compared to lean individuals, with expression levels of these genes significantly decreasing after bariatric surgery. This evidence concerns the gene ID2 and Obesity.