Revealing the Presence of a Symbolic Sequence Representing Multiple Nucleotides Based on K-Means Clustering of Oligonucleotides
In biological systems, a few sequence differences diversify the hybridization profile of nucleotides and enable the quantitative control of cellular metabolism in a cooperative manner. In this respect, the information required for a better understanding may not be in each nucleotide sequence, but re...
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doaj-5a857145e51340d0aac152c694ec01b32020-11-24T21:15:55ZengMDPI AGMolecules1420-30492019-01-0124234810.3390/molecules24020348molecules24020348Revealing the Presence of a Symbolic Sequence Representing Multiple Nucleotides Based on K-Means Clustering of OligonucleotidesByoungsang Lee0So Yeon Ahn1Charles Park2James J. Moon3Jung Heon Lee4Dan Luo5Soong Ho Um6Seung Won Shin7School of Advanced Materials Science and Engineering, Sungkyunkwan University, Suwon 16419, Gyeonggi-do, South KoreaSchool of Chemical Engineering, Sungkyunkwan University, Suwon 16419, Gyeonggi-do, South KoreaBiointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USABiointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USASchool of Advanced Materials Science and Engineering, Sungkyunkwan University, Suwon 16419, Gyeonggi-do, South KoreaDepartment of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14850, USASchool of Chemical Engineering, Sungkyunkwan University, Suwon 16419, Gyeonggi-do, South KoreaSchool of Chemical Engineering, Sungkyunkwan University, Suwon 16419, Gyeonggi-do, South KoreaIn biological systems, a few sequence differences diversify the hybridization profile of nucleotides and enable the quantitative control of cellular metabolism in a cooperative manner. In this respect, the information required for a better understanding may not be in each nucleotide sequence, but representative information contained among them. Existing methodologies for nucleotide sequence design have been optimized to track the function of the genetic molecule and predict interaction with others. However, there has been no attempt to extract new sequence information to represent their inheritance function. Here, we tried to conceptually reveal the presence of a representative sequence from groups of nucleotides. The combined application of the K-means clustering algorithm and the social network analysis theorem enabled the effective calculation of the representative sequence. First, a “common sequence” is made that has the highest hybridization property to analog sequences. Next, the sequence complementary to the common sequence is designated as a ‘representative sequence’. Based on this, we obtained a representative sequence from multiple analog sequences that are 8–10-bases long. Their hybridization was empirically tested, which confirmed that the common sequence had the highest hybridization tendency, and the representative sequence better alignment with the analogs compared to a mere complementary.http://www.mdpi.com/1420-3049/24/2/348representative nucleotidehybridization profileK-means clusteringmultiple equilibriasociogram |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Byoungsang Lee So Yeon Ahn Charles Park James J. Moon Jung Heon Lee Dan Luo Soong Ho Um Seung Won Shin |
spellingShingle |
Byoungsang Lee So Yeon Ahn Charles Park James J. Moon Jung Heon Lee Dan Luo Soong Ho Um Seung Won Shin Revealing the Presence of a Symbolic Sequence Representing Multiple Nucleotides Based on K-Means Clustering of Oligonucleotides Molecules representative nucleotide hybridization profile K-means clustering multiple equilibria sociogram |
author_facet |
Byoungsang Lee So Yeon Ahn Charles Park James J. Moon Jung Heon Lee Dan Luo Soong Ho Um Seung Won Shin |
author_sort |
Byoungsang Lee |
title |
Revealing the Presence of a Symbolic Sequence Representing Multiple Nucleotides Based on K-Means Clustering of Oligonucleotides |
title_short |
Revealing the Presence of a Symbolic Sequence Representing Multiple Nucleotides Based on K-Means Clustering of Oligonucleotides |
title_full |
Revealing the Presence of a Symbolic Sequence Representing Multiple Nucleotides Based on K-Means Clustering of Oligonucleotides |
title_fullStr |
Revealing the Presence of a Symbolic Sequence Representing Multiple Nucleotides Based on K-Means Clustering of Oligonucleotides |
title_full_unstemmed |
Revealing the Presence of a Symbolic Sequence Representing Multiple Nucleotides Based on K-Means Clustering of Oligonucleotides |
title_sort |
revealing the presence of a symbolic sequence representing multiple nucleotides based on k-means clustering of oligonucleotides |
publisher |
MDPI AG |
series |
Molecules |
issn |
1420-3049 |
publishDate |
2019-01-01 |
description |
In biological systems, a few sequence differences diversify the hybridization profile of nucleotides and enable the quantitative control of cellular metabolism in a cooperative manner. In this respect, the information required for a better understanding may not be in each nucleotide sequence, but representative information contained among them. Existing methodologies for nucleotide sequence design have been optimized to track the function of the genetic molecule and predict interaction with others. However, there has been no attempt to extract new sequence information to represent their inheritance function. Here, we tried to conceptually reveal the presence of a representative sequence from groups of nucleotides. The combined application of the K-means clustering algorithm and the social network analysis theorem enabled the effective calculation of the representative sequence. First, a “common sequence” is made that has the highest hybridization property to analog sequences. Next, the sequence complementary to the common sequence is designated as a ‘representative sequence’. Based on this, we obtained a representative sequence from multiple analog sequences that are 8–10-bases long. Their hybridization was empirically tested, which confirmed that the common sequence had the highest hybridization tendency, and the representative sequence better alignment with the analogs compared to a mere complementary. |
topic |
representative nucleotide hybridization profile K-means clustering multiple equilibria sociogram |
url |
http://www.mdpi.com/1420-3049/24/2/348 |
work_keys_str_mv |
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