Literature DB >> 29431740

Deep learning improves prediction of CRISPR-Cpf1 guide RNA activity.

Hui Kwon Kim1,2, Seonwoo Min3, Myungjae Song1,4, Soobin Jung1,2, Jae Woo Choi1,5, Younggwang Kim1,2, Sangeun Lee1,2, Sungroh Yoon3,6, Hyongbum Henry Kim1,2,5,7,8.   

Abstract

We present two algorithms to predict the activity of AsCpf1 guide RNAs. Indel frequencies for 15,000 target sequences were used in a deep-learning framework based on a convolutional neural network to train Seq-deepCpf1. We then incorporated chromatin accessibility information to create the better-performing DeepCpf1 algorithm for cell lines for which such information is available and show that both algorithms outperform previous machine learning algorithms on our own and published data sets.

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Year:  2018        PMID: 29431740     DOI: 10.1038/nbt.4061

Source DB:  PubMed          Journal:  Nat Biotechnol        ISSN: 1087-0156            Impact factor:   54.908


  25 in total

1.  sgRNA Scorer 2.0: A Species-Independent Model To Predict CRISPR/Cas9 Activity.

Authors:  Raj Chari; Nan Cher Yeo; Alejandro Chavez; George M Church
Journal:  ACS Synth Biol       Date:  2017-02-10       Impact factor: 5.110

Review 2.  Deep learning in bioinformatics.

Authors:  Seonwoo Min; Byunghan Lee; Sungroh Yoon
Journal:  Brief Bioinform       Date:  2017-09-01       Impact factor: 11.622

3.  Targeted mutagenesis in mice by electroporation of Cpf1 ribonucleoproteins.

Authors:  Junho K Hur; Kyoungmi Kim; Kyung Wook Been; Gayoung Baek; Sunghyeok Ye; Junseok W Hur; Seuk-Min Ryu; Youn Su Lee; Jin-Soo Kim
Journal:  Nat Biotechnol       Date:  2016-06-06       Impact factor: 54.908

4.  Generation of knockout mice by Cpf1-mediated gene targeting.

Authors:  Yongsub Kim; Seung-A Cheong; Jong Geol Lee; Sang-Wook Lee; Myeong Sup Lee; In-Jeoung Baek; Young Hoon Sung
Journal:  Nat Biotechnol       Date:  2016-06-06       Impact factor: 54.908

5.  In vivo high-throughput profiling of CRISPR-Cpf1 activity.

Authors:  Hui K Kim; Myungjae Song; Jinu Lee; A Vipin Menon; Soobin Jung; Young-Mook Kang; Jae W Choi; Euijeon Woo; Hyun C Koh; Jin-Wu Nam; Hyongbum Kim
Journal:  Nat Methods       Date:  2016-12-19       Impact factor: 28.547

6.  Sequence determinants of improved CRISPR sgRNA design.

Authors:  Han Xu; Tengfei Xiao; Chen-Hao Chen; Wei Li; Clifford A Meyer; Qiu Wu; Di Wu; Le Cong; Feng Zhang; Jun S Liu; Myles Brown; X Shirley Liu
Journal:  Genome Res       Date:  2015-06-10       Impact factor: 9.043

7.  Optimized sgRNA design to maximize activity and minimize off-target effects of CRISPR-Cas9.

Authors:  John G Doench; Nicolo Fusi; Meagan Sullender; Mudra Hegde; Emma W Vaimberg; Jennifer Listgarten; Katherine F Donovan; Ian Smith; Zuzana Tothova; Craig Wilen; Robert Orchard; Herbert W Virgin; David E Root
Journal:  Nat Biotechnol       Date:  2016-01-18       Impact factor: 54.908

8.  Multiplex gene editing by CRISPR-Cpf1 using a single crRNA array.

Authors:  Bernd Zetsche; Matthias Heidenreich; Prarthana Mohanraju; Iana Fedorova; Jeroen Kneppers; Ellen M DeGennaro; Nerges Winblad; Sourav R Choudhury; Omar O Abudayyeh; Jonathan S Gootenberg; Wen Y Wu; David A Scott; Konstantin Severinov; John van der Oost; Feng Zhang
Journal:  Nat Biotechnol       Date:  2016-12-05       Impact factor: 54.908

9.  Generation of targeted mutant rice using a CRISPR-Cpf1 system.

Authors:  Rongfang Xu; Ruiying Qin; Hao Li; Dongdong Li; Li Li; Pengcheng Wei; Jianbo Yang
Journal:  Plant Biotechnol J       Date:  2017-02-19       Impact factor: 9.803

10.  An integrated encyclopedia of DNA elements in the human genome.

Authors: 
Journal:  Nature       Date:  2012-09-06       Impact factor: 49.962

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  65 in total

1.  Good guide, bad guide: spacer sequence-dependent cleavage efficiency of Cas12a.

Authors:  Sjoerd C A Creutzburg; Wen Y Wu; Prarthana Mohanraju; Thomas Swartjes; Ferhat Alkan; Jan Gorodkin; Raymond H J Staals; John van der Oost
Journal:  Nucleic Acids Res       Date:  2020-04-06       Impact factor: 16.971

2.  Sequence-specific prediction of the efficiencies of adenine and cytosine base editors.

Authors:  Myungjae Song; Hui Kwon Kim; Sungtae Lee; Younggwang Kim; Sang-Yeon Seo; Jinman Park; Jae Woo Choi; Hyewon Jang; Jeong Hong Shin; Seonwoo Min; Zhejiu Quan; Ji Hun Kim; Hoon Chul Kang; Sungroh Yoon; Hyongbum Henry Kim
Journal:  Nat Biotechnol       Date:  2020-07-06       Impact factor: 54.908

3.  Multiplexed Genome Engineering with Cas12a.

Authors:  Niels R Weisbach; Ab Meijs; Randall J Platt
Journal:  Methods Mol Biol       Date:  2021

Review 4.  Design and analysis of CRISPR-Cas experiments.

Authors:  Ruth E Hanna; John G Doench
Journal:  Nat Biotechnol       Date:  2020-04-13       Impact factor: 54.908

5.  Massively parallel CRISPRi assays reveal concealed thermodynamic determinants of dCas12a binding.

Authors:  David A Specht; Yasu Xu; Guillaume Lambert
Journal:  Proc Natl Acad Sci U S A       Date:  2020-05-06       Impact factor: 11.205

6.  An overview and metanalysis of machine and deep learning-based CRISPR gRNA design tools.

Authors:  Jun Wang; Xiuqing Zhang; Lixin Cheng; Yonglun Luo
Journal:  RNA Biol       Date:  2019-09-27       Impact factor: 4.652

7.  High-throughput analysis of the activities of xCas9, SpCas9-NG and SpCas9 at matched and mismatched target sequences in human cells.

Authors:  Hui Kwon Kim; Sungtae Lee; Younggwang Kim; Jinman Park; Seonwoo Min; Jae Woo Choi; Tony P Huang; Sungroh Yoon; David R Liu; Hyongbum Henry Kim
Journal:  Nat Biomed Eng       Date:  2020-01-14       Impact factor: 25.671

8.  Development of a Cas12a-Based Genome Editing Tool for Moderate Thermophiles.

Authors:  Prarthana Mohanraju; Ioannis Mougiakos; Justin Albers; Megumu Mabuchi; Ryan T Fuchs; Jennifer L Curcuru; Richard van Kranenburg; G Brett Robb; John van der Oost
Journal:  CRISPR J       Date:  2021-02-04

9.  Genetic interaction mapping and exon-resolution functional genomics with a hybrid Cas9-Cas12a platform.

Authors:  Thomas Gonatopoulos-Pournatzis; Michael Aregger; Kevin R Brown; Shaghayegh Farhangmehr; Ulrich Braunschweig; Henry N Ward; Kevin C H Ha; Alexander Weiss; Maximilian Billmann; Tanja Durbic; Chad L Myers; Benjamin J Blencowe; Jason Moffat
Journal:  Nat Biotechnol       Date:  2020-03-16       Impact factor: 54.908

Review 10.  Developing precision medicine using scarless genome editing of human pluripotent stem cells.

Authors:  Benjamin Steyer; Evan Cory; Krishanu Saha
Journal:  Drug Discov Today Technol       Date:  2018-03-08
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