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Designed assembly and disassembly of DNA in supramolecular structure: From ion regulated nuclear formation and machine learning recognition to running DNA cascade
by
Dubovichenko, Mikhail V.
, Kutyrev, Maxim A.
, Orekhov, Nikita
, Kondratyuk, Nikolay
, Semenov, Sergey N.
, Shilovskikh, Vladimir V.
, Egorycheva, Yulia A.
, Aliev, Timur A.
, Timralieva, Alexandra A.
, Katsuba, Konstantin E.
, Skorb, Ekaterina V.
, Kolpashchikov, Dmitry M.
, Kurakina, Tatiana A.
in
Algorithms
/ Artificial intelligence
/ Cascade chemical reactions
/ Dismantling
/ DNA cascade
/ Encapsulation
/ Fluorescence
/ Industrial applications
/ Machine learning
/ Magnesium
/ Melamine
/ Microscopy
/ Molecular dynamics
/ Nucleation
/ Oligonucleotides
/ Self-assembly
/ supramolecular structure
2022
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Designed assembly and disassembly of DNA in supramolecular structure: From ion regulated nuclear formation and machine learning recognition to running DNA cascade
by
Dubovichenko, Mikhail V.
, Kutyrev, Maxim A.
, Orekhov, Nikita
, Kondratyuk, Nikolay
, Semenov, Sergey N.
, Shilovskikh, Vladimir V.
, Egorycheva, Yulia A.
, Aliev, Timur A.
, Timralieva, Alexandra A.
, Katsuba, Konstantin E.
, Skorb, Ekaterina V.
, Kolpashchikov, Dmitry M.
, Kurakina, Tatiana A.
in
Algorithms
/ Artificial intelligence
/ Cascade chemical reactions
/ Dismantling
/ DNA cascade
/ Encapsulation
/ Fluorescence
/ Industrial applications
/ Machine learning
/ Magnesium
/ Melamine
/ Microscopy
/ Molecular dynamics
/ Nucleation
/ Oligonucleotides
/ Self-assembly
/ supramolecular structure
2022
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Designed assembly and disassembly of DNA in supramolecular structure: From ion regulated nuclear formation and machine learning recognition to running DNA cascade
by
Dubovichenko, Mikhail V.
, Kutyrev, Maxim A.
, Orekhov, Nikita
, Kondratyuk, Nikolay
, Semenov, Sergey N.
, Shilovskikh, Vladimir V.
, Egorycheva, Yulia A.
, Aliev, Timur A.
, Timralieva, Alexandra A.
, Katsuba, Konstantin E.
, Skorb, Ekaterina V.
, Kolpashchikov, Dmitry M.
, Kurakina, Tatiana A.
in
Algorithms
/ Artificial intelligence
/ Cascade chemical reactions
/ Dismantling
/ DNA cascade
/ Encapsulation
/ Fluorescence
/ Industrial applications
/ Machine learning
/ Magnesium
/ Melamine
/ Microscopy
/ Molecular dynamics
/ Nucleation
/ Oligonucleotides
/ Self-assembly
/ supramolecular structure
2022
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Designed assembly and disassembly of DNA in supramolecular structure: From ion regulated nuclear formation and machine learning recognition to running DNA cascade
Journal Article
Designed assembly and disassembly of DNA in supramolecular structure: From ion regulated nuclear formation and machine learning recognition to running DNA cascade
2022
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Overview
In this paper, we introduce a novel encapsulation system for DNA oligonucleotides. Supramolecular assembly of melamine cyanurate encapsulates DNA at pH 7 and start to release it at pH less than 6.5. We study the assembly and disassembly in time in specially designed reaction‐diffusion system. Magnesium ions allow spatial separation of DNA with the highest DNA concentration in the core of melamine cyanurate capsule. Molecular dynamics (MD) simulation shows that DNA acts as a nucleation centre for melamine cyanurate. Dataset of fluorescent images analysed by machine learning algorithms indicates correlation between structure of melamine cyanurate capsules for DNA trapping and concentration of magnesium ions. The concentration of magnesium ions can be recognized with 96% accuracy proving that all environmental conditions are extremely important during the self‐assembly and should be considered for laboratory and industrial applications of the suggested approach. Moreover, the encapsulated DNA can undergo a cascade reaction consisting of hybridization with complementary strand and its cleavage at a designated site. This reactivity opens a fresh avenue for various applications in biosensing, diagnostics, DNA compartmentalization, and even gives new hints for the origin‐of‐life questions. The present paper provides a new approach to encapsulate and concentrate nucleic acids (DNA) in supramolecular structures formed from melamine and cyanuric acid and their derivatives. These DNA‐loaded supramolecular structures hold promise for gene therapy and diagnostic applications.
Publisher
John Wiley & Sons, Inc,Wiley-VCH
Subject
/ Melamine
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