Single-walled carbon nanotubes (SWCNTs) have gained significant interest for their potential in biomedicine and nanoelectronics. The functionalization of SWCNTs with single-stranded DNA (ssDNA) enables the precise control of SWCNT alignment and the development of optical and electronic biosensors. This study addresses the current gaps in the field by employing high-throughput systematic selection, enriching high-affinity ssDNA sequences from a vast random library. Specific base compositions and patterns are identified that govern the binding affinity between ssDNA and SWCNTs. Molecular dynamics simulations validate the stability of ssDNA conformations on SWCNTs and reveal the pivotal role of hydrogen bonds in this interaction. Additionally, it is demonstrated that machine learning could accurately distinguish high-affinity ssDNA sequences, providing an accessible model on a dedicated webpage (). These findings open new avenues for high-affinity ssDNA-SWCNT constructs for stable and sensitive molecular detection across diverse scientific disciplines. To elucidate the relationship between DNA bases and single-walled carbon nanotubes (SWCNTs), a high-throughput approach is used to enrich DNA sequences with high affinity for SWCNT surfaces from a large random DNA library. Molecular dynamics (MD) simulations based on DNA affinity quantification improve the understanding of this interaction and enable binding affinity predictions through machine learning. image
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Univ Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Beyene, Abraham G.
Alizadehmojarad, Ali A.
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Univ Texas El Paso, Dept Chem & Biochem, El Paso, TX 79968 USA
Rice Univ, Dept Chem, POB 1892, Houston, TX 77005 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Alizadehmojarad, Ali A.
Dorlhiac, Gabriel
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Univ Calif Berkeley, Berkeley Biophys Program, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Dorlhiac, Gabriel
Goh, Natalie
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Univ Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Goh, Natalie
Streets, Aaron M.
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Univ Calif Berkeley, Berkeley Biophys Program, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept Bioengn, Berkeley, CA 94720 USA
Chan Zuckerberg Biohub, San Francisco, CA 94158 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Streets, Aaron M.
Kral, Petr
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Univ Illinois, Dept Chem Phys & Biopharmaceut Sci, Chicago, IL 60607 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Kral, Petr
Vukovic, Lela
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Univ Texas El Paso, Dept Chem & Biochem, El Paso, TX 79968 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Vukovic, Lela
Landry, Markita P.
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Univ Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Univ Calif Berkeley, Calif Inst Quantitat Biosci qb3, Berkeley, CA 94720 USA
Chan Zuckerberg Biohub, San Francisco, CA 94158 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
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Univ Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Beyene, Abraham G.
Alizadehmojarad, Ali A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas El Paso, Dept Chem & Biochem, El Paso, TX 79968 USA
Rice Univ, Dept Chem, POB 1892, Houston, TX 77005 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Alizadehmojarad, Ali A.
Dorlhiac, Gabriel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Berkeley Biophys Program, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Dorlhiac, Gabriel
Goh, Natalie
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h-index: 0
机构:
Univ Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Goh, Natalie
Streets, Aaron M.
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h-index: 0
机构:
Univ Calif Berkeley, Berkeley Biophys Program, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept Bioengn, Berkeley, CA 94720 USA
Chan Zuckerberg Biohub, San Francisco, CA 94158 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Streets, Aaron M.
Kral, Petr
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Dept Chem Phys & Biopharmaceut Sci, Chicago, IL 60607 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Kral, Petr
Vukovic, Lela
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas El Paso, Dept Chem & Biochem, El Paso, TX 79968 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Vukovic, Lela
Landry, Markita P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA
Univ Calif Berkeley, Calif Inst Quantitat Biosci qb3, Berkeley, CA 94720 USA
Chan Zuckerberg Biohub, San Francisco, CA 94158 USAUniv Calif Berkeley, Dept Chem & Biomol Engn, Berkeley, CA 94720 USA