Evidence mapPaperPMID 42412374Full record

ArticleAnalytical sciences : the international journal of the Japan Society for Analytical Chemistry2026

Electrical discrimination of lysine methylation states at the single-molecule level.

Miyuka Suzuki, Takahito Ohshiro, Yuki Komoto, Keisuke Hitachi, Masateru Taniguchi

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Article in Analytical sciences : the international journal of the Japan Society for Analytical Chemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

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5 · Who and what money

Authors and funding

5 authors.

Miyuka SuzukiSANKEN, The University of Osaka, Suita, Japan.
Takahito OhshiroSANKEN, The University of Osaka, Suita, Japan.ORCID http://orcid.org/0000-0002-8205-8438
Yuki KomotoSANKEN, The University of Osaka, Suita, Japan.
Keisuke HitachiDivision for Therapies Against Intractable Diseases, Center for Medical Science, Fujita Health University, Toyoake, Aichi, Japan.
Masateru TaniguchiSANKEN, The University of Osaka, Suita, Japan. taniguti@sanken.osaka-u.ac.jp.ORCID http://orcid.org/0000-0002-0338-8755

Funding

Japan Science and Technology Corporation JPMJKP23H3Japan Society for the Promotion of Science 23K21064Japan Society for the Promotion of Science 24K08201Japan Society for the Promotion of Science 24K10680
6 · The paper itself

Abstract

Lysine methylation is an important epigenetic modification that regulates chromatin structure and gene expression. However, it is still difficult to distinguish its methylated states without labels at the single-molecule level. In this study, we investigate the discrimination of lysine methylation states using single-molecule tunneling measurements with gold nano-gap electrodes. The conductance decreases stepwise as the number of methyl groups increases, even though density functional theory (DFT) shows that all molecules have almost the same HOMO energy levels. This result suggests that conductance is not determined only by the electronic structure, but also by how the molecule is arranged between the electrodes. Statistical analysis of current signals shows that high-conductance events become less frequent after methylation, indicating fewer strongly coupled configurations. The relationship between current and molecular length also supports that transport depends on variations in molecular configurations. Machine learning analysis achieved an F-score of 0.76 for distinguishing methylated from unmethylated lysine. In contrast, distinguishing between mono-, di-, and trimethylated forms gave a lower F-score of 0.49, reflecting overlap in the signals. These results suggest that single-molecule tunneling currents are sensitive to stepwise lysine methylation states through differences in transient molecular configurations. This work demonstrates the potential of single-molecule tunneling measurements for label-free analysis of epigenetic modifications.

Indexed as

Epigenetic modificationLysine methylationMachine learningNanogap electrodeSingle-molecule sensingTunneling current

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.