Table 2.
List of CRISPR/Cas outcome analysis tools
Type | Name | Description | Website | Web server or standalone tool | Ref. |
---|---|---|---|---|---|
Decoding Sanger sequencing of on-target sites | TIDE | Quantifying non-templated CRISPR/Cas9 mutations | https://tide.nki.nl | Web server | [103] |
TIDER | Quantifying the indels of templated CRISPR/Cas9 editing | https://tide.nki.nl | Web server | [105] | |
EditR | Quantifying base editing results | https://baseeditr.com/ | Standalone tool | [159] | |
Poly peak parser | Quantifying heterozygous indels | http://yost.genetics.utah.edu/software.php | Standalone tool | [160] | |
DSDecode | Automatically decoding the sequencing chromatograms | http://skl.scau.edu.cn/dsdecode/ | Standalone tool | [107] | |
NGS evaluation of targeted amplicon sequences | BATCH-GE | Detecting the on- and off-target impacts by analyzing deep sequencing data and calculating mutagenesis efficiencies | https://github.com/WouterSteyaert/BATCH-GE | Standalone tool | [115] |
CRISPR-GA | Quantifying and characterizing indels and homologous recombination events | https://crispr-ga.net | Web server | [108] | |
CRISPResso2 | Enabling the users to analyze, visualize, and compare CRISPR outputs from hundreds of experiments using batch functionality | https://crispresso.pinellolab.partners.org/submission | Web server | [110] | |
Cas-Analyzer | Measuring the frequencies of mutations induced by CRISPR/Cas9 and other programmable nucleases for NGS data analysis | http://www.rgenome.net/cas-analyzer/ | Web server | [109] | |
CRIS.py | Providing a Python-based software to analyze NGS data for both knockout and knock-in (multiple users specified) modifications from one to thousands of samples at once | https://github.com/patrickc01/CRIS.py; https://s.stjude.org/video/player.html?videoId=6000021936001 | Standalone tool | [111] | |
CRISPRpic | Providing precise mutation calling and ultrafast analysis of the sequencing results | https://github.com/compbio/CRISPRpic | Web server | [161] | |
CRISPR-DAV | Providing high-throughput analysis of amplicon-based NGS data | https://github.com/pinetree1/crispr-dav | Standalone tool | [162] | |
GNL-Scorer | Combining optimal datasets, models, and features, to address the cross-species problem | https://github.com/TerminatorJ/GNL_Scorer | Standalone tool | [114] | |
CrispRVariants | Quantifying Sanger sequencing and high-throughput amplicon sequencing | https://www.bioconductor.org/packages/CrispRVariants | Standalone tool | [112] | |
NGS evaluation of pooled CRISPR/Cas9 libraries | CRISPRCloud2 | Providing accurately mapping short reads to CRISPR library; statistically aggregating the information across multiple sgRNAs targeting the same gene; providing a user-friendly data visualization and query interface; easy linking with other tools and bioinformatic resources for target preference | https://crispr.nrihub.org | Web server | [125] |
CRISPRAnalyzeR | Featuring with eight hit calling strategies including DESeq2, MAGeCK, edgeR, sgRSEA, Z-Ratio, Mann-Whitney test, ScreenBEAM, and BAGEL; exploring the pooled CRISR/Cas9 screens | https://www.crispr-analyzer.org; https://www.github.com/boutroslab/CRISPRAnalyzeR | Standalone tool | [123] | |
PinAPL-Py | Providing a comprehensive workflow covering quality control, automated sgRNA sequence extraction and alignment, sgRNA enrichment/depletion analysis, and gene ranking | https://pinapl-py.ucsd.edu | Web server | [124] | |
MAGeCK | Providing analysis of large-scale screens | https://bitbucket.org/liulab/mageck/src/master/ | Standalone tool | [117] | |
MAGeCK-VISPR | Providing analysis of large-scale screens | https://bitbucket.org/liulab/mageck-vispr | Standalone tool | [163] | |
BAGEL | Providing analysis of large-scale screens | https://bagel-for-knockout-screens.sourceforge.net/ | Standalone tool | [121] | |
HiTSelect | Providing analysis of large-scale screens | https://github.com/diazlab/HiTSelect | Standalone tool | [119] | |
caRpools | Providing analysis of large-scale screens | https://github.com/boutroslab/caRpools | Standalone tool | [118] | |
CHANGE-seq | Measuring the genome-wide activity of Cas9 | Standalone tool | [130] | ||
ScreenBEAM | Providing analysis of large-scale screens | https://github.com/jyyu/ScreenBEAM | Standalone tool | [120] | |
CERES | Providing CRISPR screen analysis | https://depmap.org/ceres/ | Standalone tool | [164] | |
PBNPA | Providing analysis of large-scale screens | https://cran.r-project.org/web/packages/PBNPA/ | Standalone tool, database | [122] | |
NGS evaluation of off-target effects | DISCOVER-Seq | Detecting unbiasedly off-targets by precise tracking of MRE11; exploring molecular nature of Cas activity in cell with single-base resolution | N/A | Standalone tool | [129] |
HTGTS | Providing robust detection of DSBs generated by engineered nucleases based on their translocation to other endogenous or ectopic DSBs | weblogo.berkeley.edu | Standalone tool | [165] | |
IDLVs | Detecting off-target cleavages with a frequency as low as 1%; providing frequent off-target sites up to 13 mismatches between the sgRNA and its genomic target | N/A | Standalone tool | [127] | |
BLESS | Mapping DNA DSBs at nucleotide resolution by detecting telomere ends, Sce endonuclease-induced DSBs, and complex genome-wide DSB landscapes | N/A | Standalone tool | ||
BLISS | Measuring the location and frequency of DSBs in genome by direct labeling of DSBs in fixed cells or tissues; quantifying DSBs through unique molecular identifiers; low input requirement | N/A | Standalone tool | [166] | |
GUIDE-seq | Providing unbiased and global detection of DSBs induced by CRISPR RNA-guided nucleases | N/A | Standalone tool | [69] | |
GOTI | Providing comparison of edited and non-edited cells distinguished by Cre-loxP recombination system | https://github.com/sydaileen/GOTI-seq | Standalone tool | [167] | |
SITE-Seq | Identifying off-targets in vitro by integrating biochemical assay to increase the enrichment of CRISPR/Cas cleavage fragments | N/A | Standalone tool | [168] | |
Digenome-seq | Providing deep sequencing of in vitro Cas9-digested genomes | N/A | Standalone tool | [169] | |
CRISPR-net | Quantifying CRISPR off-target activities with mismatches and indels | https://codeocean.com/capsule/9553651/tree/v1 | Standalone tool | [170] | |
CIRCLE-seq | Providing a sensitive and unbiased in vitro genome-wide off-target identification strategy optimized by using restriction enzyme for circularization of randomly sheared genome DNA | N/A | Standalone tool | [128] | |
Evaluation and prediction of repair outcomes | inDelphi | Predicting the mutational outcomes | https://www.crisprindelphi.design/ | Web server, database | [86] |
SPROUT | Predicting the length, probability, and sequences of indels caused by CRISPR/Cas gene editing |
https://zou-group.github.io/SPROUT | Web server | [113] |
Note: DSB, double strand break; NGS, next-generation sequencing.