researchers have made progress in developing biological age prediction methods, including histone modification clocks and methylation-based aging clocks. these methods aim to accurately predict age and disease risk across different species, including humans and fruit flies. the development of these clocks is based on various studies, including those focused on epigenetic regulation, transcriptomic hallmarks, and computational frameworks.