Targeting this mechanism, early diagnosis during the preclinical phase of PD can develop molecular imaging technologies based on dynamic lactate metabolism combined with cerebrospinal fluid lactylation modification marker detection, while integrating assessments of mitochondrial autophagic flow and NLRP3 activation indicators to construct a multi-dimensional early warning system. Here, NLRP3 is linked to Parkinson disease.