TPP1 was broadly upregulated across multiple cell types in the single-nucleus RNA-seq analysis, and statistically significantly upregulated in the neuromelanin-positive dopaminergic neurons from late-stage PD patients (Fig. 5B). This evidence concerns the gene TPP1 and Parkinson disease.