Full-Length Protein Classification through Sequence Reading by Solid-State Subnanopores
Abstract Nanopore sequencing for full-length proteins is daunting due to inaccuracy of fingerprinting amino acids with ionic current and lack of theoretical models. Here, we demonstrate that nanopores drilled in 5 nm-thick membranes with constriction diameter <1 nm, i.e., subnanopores, can site-specifically read the primary structure of amyloid-β (Aβ) isoforms after 50-fold coverage. Molecular dynamics simulations reveal that charged side chains near the constriction swing and modulate the volume exclusion of neighboring residues, resulting in a sequence context-dependent signal altered between translocation orientations. Orientation of individual label-free molecules is inferred by clustering, which yields high-fidelity empirical consensus that strongly correlates with computational trajectories (PCC = 0.78 ± 0.03). A homemade self-supervised learning method categorizes Aβ42 and Aβ40 at the single-molecule level (AUC = 0.88 ± 0.02) and predicts the mole fraction in agreement with actual ratios. Solid-state subnanopores offer a straightforward strategy for proteoform single-molecule classification and sequence extraction in mixtures.
Authors
- Zhuxin Dong (ORCID: https://orcid.org/0000-0001-9059-2430)
- Bin Meng (ORCID: https://orcid.org/0000-0003-4214-7011)
- Shuaijian Dai (ORCID: https://orcid.org/0000-0003-4747-9090)
- Yilong He (ORCID: https://orcid.org/0009-0007-3813-4695)
- Ziyan Zhang (ORCID: https://orcid.org/0009-0007-1957-330X)
- Chenxi Li
- Jindong Li (ORCID: https://orcid.org/0009-0005-9502-3305)
- Meng Kexin
- Yong Xie
Institutions
- Central South University (CN)
Publication Details
- Journal
- ACS Nano
- Published
- 2026-11-11
- DOI
- https://doi.org/10.1021/acsnano.6c13124
- Primary Topic
- Nanopore and Nanochannel Transport Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.00