Single-molecule DNA/RNA sequencing based on single-molecule measurement is a prominent method for higher throughput sequencing. In a previous report, the single-molecule DNA/RNA sequencing method has applied to detect each base-conductance difference in the tunneling current time profiles, and determined the sequence. However, discrimination of identical base lengths has not yet been achieved. The number of the identical contiguous bases has importance in biology because some homopolymers of nucleic acid control gene expression. In this study, we aimed to develop a method for discriminating the length of homopolymer of nucleic acids of adenosine monophosphate (AMP) using a single-molecule sequencing technique. We carried out single-molecule conductance measurements of adenine pentamer, hexamer and heptamer. The single-molecule signals of the oligomers are not distinguishable from current and duration time histograms. The three oligomers were discriminated by our developed machine learning-based analysis with accuracy of 0.54 for a single signal, and 99% for 40 signals. This method will be applied to the single signals and identify the contiguous bases in the sequence and provide new biological insights.
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Univ Calif Santa Barbara, Dept Phys, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Phys, Santa Barbara, CA 93106 USA
Jacobson, David R.
Saleh, Omar A.
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Univ Calif Santa Barbara, Dept Mat, Santa Barbara, CA USA
Univ Calif Santa Barbara, BMSE Program, Santa Barbara, CA USAUniv Calif Santa Barbara, Dept Phys, Santa Barbara, CA 93106 USA
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Univ Michigan, Dept Internal Med, Div Hematol Oncol, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Chem, Single Mol Anal Grp, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr RNA Biomed, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Div Hematol Oncol, Ann Arbor, MI 48109 USA
Johnson-Buck, Alexander
Li, Jieming
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Univ Michigan, Dept Chem, Single Mol Anal Grp, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Div Hematol Oncol, Ann Arbor, MI 48109 USA
Li, Jieming
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Tewari, Muneesh
Walter, Nils G.
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Univ Michigan, Dept Chem, Single Mol Anal Grp, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr RNA Biomed, Ann Arbor, MI 48109 USA
Univ Michigan, Ctr Computat Med & Bioinfonnat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Internal Med, Div Hematol Oncol, Ann Arbor, MI 48109 USA