PTM-Driven Reshaping of the Peptide Translocation Landscape in Bilayer Graphene Nanopores

Post-translational modifications (PTMs) underpin much of protein regulation, yet their single-molecule readout remains a challenge in nanopore proteomics. While biological nanopores have shown exquisite PTM sensitivity, the microscopic mechanisms by which PTMs perturb signals in solid-state nanopores are largely unexplored. Here, we use all-atom molecular dynamics to investigate how three common PTMs, acetylation, phosphorylation, and methylation, modulate the translocation of a cancer-relevant p53 peptide fragment through a bilayer graphene nanopore. We find that PTMs remodel the translocation landscape far more strongly at the level of dwell-time statistics than at the level of mean current blockade. Acetylation enhances peptide-graphene adhesion and substantially slows transport, with adjacent acetylations producing the longest residence times due to cooperative interfacial interactions, while remotely spaced acetylations yield broader, heterogeneous dynamics. Phosphorylation introduces a negative charge that increases dwell time through an electrostatic tug-of-war. In contrast, methylation minimally perturbs translocation due to weak pore interactions and preserved charge. Combining dwell time with relative blockade features enables a simple linear SVM classifier to reliably distinguish unmodified, acetylated, and phosphorylated states. These results establish mechanistic design principles for PTM detection using solid-state nanopores and delineate which classes of PTMs are the most amenable to single-molecule detection with these devices.