PKM and Alzheimer disease: While prior reviews have summarized histone lactylation in cancer and immunology, this is the first comprehensive synthesis focusing on its mechanistic roles in neurological disorders (AD, depression, neuroinflammation, aging), highlighting novel feedback loops (e.g., PKM2/H4K12la in AD) and therapeutic implications specific to the central nervous system (CNS).