Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385616676> ?p ?o ?g. }
- W4385616676 endingPage "10375" @default.
- W4385616676 startingPage "10360" @default.
- W4385616676 abstract "Sequence-encoded biomolecules such as DNA and peptides are powerful programmable building blocks for nanomaterials. This paradigm is enabled by decades of prior research into how nucleic acid and amino acid sequences dictate biomolecular interactions. The properties of biomolecular materials can be significantly expanded with non-natural interactions, including metal ion coordination of nucleic acids and amino acids. However, these approaches present design challenges because it is often not well-understood how biomolecular sequence dictates such non-natural interactions. This Feature Article presents a case study in overcoming challenges in biomolecular materials with emerging approaches in data mining and machine learning for chemical design. We review progress in this area for a specific class of DNA-templated metal nanomaterials with complex sequence-to-property relationships: DNA-stabilized silver nanoclusters (AgN-DNAs) with bright, sequence-tuned fluorescence colors and promise for biophotonics applications. A brief overview of machine learning concepts is presented, and high-throughput experimental synthesis and characterization of AgN-DNAs are discussed. Then, recent progress in machine learning-guided design of DNA sequences that select for specific AgN-DNA fluorescence properties is reviewed. We conclude with emerging opportunities in machine learning-guided design and discovery of AgN-DNAs and other sequence-encoded biomolecular nanomaterials." @default.
- W4385616676 created "2023-08-07" @default.
- W4385616676 creator A5034428247 @default.
- W4385616676 creator A5059721910 @default.
- W4385616676 date "2023-01-01" @default.
- W4385616676 modified "2023-10-16" @default.
- W4385616676 title "Beyond Nature’s base pairs: machine learning-enabled design of DNA-stabilized silver nanoclusters" @default.
- W4385616676 cites W1426175342 @default.
- W4385616676 cites W1971476731 @default.
- W4385616676 cites W1973775164 @default.
- W4385616676 cites W1976627411 @default.
- W4385616676 cites W1992985800 @default.
- W4385616676 cites W1996845160 @default.
- W4385616676 cites W2000636373 @default.
- W4385616676 cites W2000914047 @default.
- W4385616676 cites W2002707417 @default.
- W4385616676 cites W2011218016 @default.
- W4385616676 cites W2016665169 @default.
- W4385616676 cites W2017031026 @default.
- W4385616676 cites W2020246057 @default.
- W4385616676 cites W2020434729 @default.
- W4385616676 cites W2028497525 @default.
- W4385616676 cites W2034201031 @default.
- W4385616676 cites W2034412692 @default.
- W4385616676 cites W2038125628 @default.
- W4385616676 cites W2043974932 @default.
- W4385616676 cites W2047768277 @default.
- W4385616676 cites W2061889770 @default.
- W4385616676 cites W2067738513 @default.
- W4385616676 cites W2069945354 @default.
- W4385616676 cites W2076870000 @default.
- W4385616676 cites W2080555139 @default.
- W4385616676 cites W2087910463 @default.
- W4385616676 cites W2091620519 @default.
- W4385616676 cites W2100192279 @default.
- W4385616676 cites W2101005439 @default.
- W4385616676 cites W2108299472 @default.
- W4385616676 cites W2118978333 @default.
- W4385616676 cites W2141605195 @default.
- W4385616676 cites W2156665896 @default.
- W4385616676 cites W2158211658 @default.
- W4385616676 cites W2161476365 @default.
- W4385616676 cites W2278970271 @default.
- W4385616676 cites W2289909263 @default.
- W4385616676 cites W2313212184 @default.
- W4385616676 cites W2313406701 @default.
- W4385616676 cites W2320352720 @default.
- W4385616676 cites W2322858003 @default.
- W4385616676 cites W2330274610 @default.
- W4385616676 cites W2331947317 @default.
- W4385616676 cites W2338318698 @default.
- W4385616676 cites W2400305260 @default.
- W4385616676 cites W2405925619 @default.
- W4385616676 cites W2529388634 @default.
- W4385616676 cites W2555443028 @default.
- W4385616676 cites W2559529601 @default.
- W4385616676 cites W2565212977 @default.
- W4385616676 cites W2585491768 @default.
- W4385616676 cites W2586209903 @default.
- W4385616676 cites W2735725274 @default.
- W4385616676 cites W2766533043 @default.
- W4385616676 cites W2770207242 @default.
- W4385616676 cites W2785333482 @default.
- W4385616676 cites W2791376568 @default.
- W4385616676 cites W2800859110 @default.
- W4385616676 cites W2883124781 @default.
- W4385616676 cites W2884430236 @default.
- W4385616676 cites W2885138433 @default.
- W4385616676 cites W2886411696 @default.
- W4385616676 cites W2893639131 @default.
- W4385616676 cites W2897047948 @default.
- W4385616676 cites W2897693694 @default.
- W4385616676 cites W2904737379 @default.
- W4385616676 cites W2908090175 @default.
- W4385616676 cites W2910705748 @default.
- W4385616676 cites W2911766284 @default.
- W4385616676 cites W2940656919 @default.
- W4385616676 cites W2943377082 @default.
- W4385616676 cites W2954870971 @default.
- W4385616676 cites W2955006674 @default.
- W4385616676 cites W2963784900 @default.
- W4385616676 cites W2968295276 @default.
- W4385616676 cites W2972418846 @default.
- W4385616676 cites W2980460500 @default.
- W4385616676 cites W2996293718 @default.
- W4385616676 cites W3023920121 @default.
- W4385616676 cites W3025237895 @default.
- W4385616676 cites W3034166390 @default.
- W4385616676 cites W3034572694 @default.
- W4385616676 cites W3043297464 @default.
- W4385616676 cites W3094473136 @default.
- W4385616676 cites W3111936210 @default.
- W4385616676 cites W3121973823 @default.
- W4385616676 cites W3123650224 @default.
- W4385616676 cites W3125983160 @default.
- W4385616676 cites W3130898854 @default.
- W4385616676 cites W3143460494 @default.
- W4385616676 cites W3167692481 @default.