deep learning;
convolutional neural networks;
multi layer perceptron;
CRISPR/CAS9;
DATABASE;
D O I:
暂无
中图分类号:
TP301 [理论、方法];
学科分类号:
081202 ;
摘要:
The CRISPR/CAS9 system is a powerful tool for regulating damaged genome sequences. Nucleases that are damaged in their sequence are called miRNAs (micro RNAs). The miRNAs targeted by multiple promoter sgRNA (single guide RNA) are cut or regulated from RNA by the CRISPR/CAS9 method. The sgRNAs targeted to the wrong miRNAs may cause unwanted genome distortions. In order to minimize these genome distortions, sgRNA target estimation was performed for CRISPR/CAS9 with deep learning in this study. In this article, convolutional neural networks (Convolutional Neural Networks-CNN) and multilayer perceptron (Multi Layer Perceptron-MLP) algorithms are used. A performance comparison of the CRISPR/CAS9 system for both algorithms was performed.
机构:
St Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, RussiaSt Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Shumega, Andrey R.
Pavlov, Youri I.
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机构:
Univ Nebraska Med Ctr, Eppley Inst Res Canc & Allied Dis, Fred & Pamela Buffett Canc Ctr, Omaha, NE 68198 USA
Univ Nebraska Med Ctr, Dept Biochem & Mol Biol, Omaha, NE 68198 USA
Univ Nebraska Med Ctr, Dept Pathol & Microbiol, Omaha, NE 68198 USA
Univ Nebraska Med Ctr, Dept Genet, Omaha, NE 68198 USA
Univ Nebraska Med Ctr, Dept Cell Biol & Anat, Omaha, NE 68198 USASt Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Pavlov, Youri I.
Chirinskaite, Angelina V.
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机构:
St Petersburg State Univ, Ctr Transgenesis & Genome Editing, Univ Kaja Emb 7-9, St Petersburg 199034, RussiaSt Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Chirinskaite, Angelina V.
Rubel, Aleksandr A.
论文数: 0引用数: 0
h-index: 0
机构:
St Petersburg State Univ, Lab Amyloid Biol, St Petersburg 199034, RussiaSt Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Rubel, Aleksandr A.
Inge-Vechtomov, Sergey G.
论文数: 0引用数: 0
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机构:
St Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Russian Acad Sci, St Petersburg Branch, Vavilov Inst Gen Genet, St Petersburg 199034, RussiaSt Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Inge-Vechtomov, Sergey G.
Stepchenkova, Elena I.
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h-index: 0
机构:
St Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Russian Acad Sci, St Petersburg Branch, Vavilov Inst Gen Genet, St Petersburg 199034, RussiaSt Petersburg State Univ, Dept Genet & Biotechnol, St Petersburg 199034, Russia
机构:
Xi An Jiao Tong Univ, Affiliated Hosp 1, Ctr Translat Med, Xian 710061, Shaanxi, Peoples R China
Northwest Women & Childrens Hosp, Ctr Med Genet, Xian 710061, Shaanxi, Peoples R China
Beijing Inst Radiat Med, Dept Pharmacol & Toxicol, Beijing, Peoples R ChinaXi An Jiao Tong Univ, Affiliated Hosp 1, Ctr Translat Med, Xian 710061, Shaanxi, Peoples R China
Zhen, Shuai
Li, Xu
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h-index: 0
机构:
Xi An Jiao Tong Univ, Affiliated Hosp 1, Ctr Translat Med, Xian 710061, Shaanxi, Peoples R China
Northwest Women & Childrens Hosp, Ctr Med Genet, Xian 710061, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Affiliated Hosp 1, Ctr Translat Med, Xian 710061, Shaanxi, Peoples R China