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Title:
MAGeCK enables robust identification of essential genes from genome-scale CRISPR/Cas9 knockout screens | Genome Biology
Description:
We propose the Model-based Analysis of Genome-wide CRISPR/Cas9 Knockout (MAGeCK) method for prioritizing single-guide RNAs, genes and pathways in genome-scale CRISPR/Cas9 knockout screens. MAGeCK demonstrates better performance compared with existing methods, identifies both positively and negatively selected genes simultaneously, and reports robust results across different experimental conditions. Using public datasets, MAGeCK identified novel essential genes and pathways, including EGFR in vemurafenib-treated A375 cells harboring a BRAF mutation. MAGeCK also detected cell type-specific essential genes, including BCR and ABL1, in KBM7 cells bearing a BCR-ABL fusion, and IGF1R in HL-60 cells, which depends on the insulin signaling pathway for proliferation.
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Keywords {π}
genes, sgrnas, mageck, pubmed, crisprcas, gene, knockout, article, selected, read, google, scholar, cas, file, additional, screens, dataset, screening, sgrna, figure, essential, variance, sequencing, melanoma, leukemia, cells, cell, counts, central, methods, negatively, riger, rsa, model, samples, pathways, ranked, datasets, identified, identify, edger, robust, positively, screen, deseq, analysis, number, experiments, distribution, targeting,
Topics {βοΈ}
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headline:MAGeCK enables robust identification of essential genes from genome-scale CRISPR/Cas9 knockout screens
description:We propose the Model-based Analysis of Genome-wide CRISPR/Cas9 Knockout (MAGeCK) method for prioritizing single-guide RNAs, genes and pathways in genome-scale CRISPR/Cas9 knockout screens. MAGeCK demonstrates better performance compared with existing methods, identifies both positively and negatively selected genes simultaneously, and reports robust results across different experimental conditions. Using public datasets, MAGeCK identified novel essential genes and pathways, including EGFR in vemurafenib-treated A375 cells harboring a BRAF mutation. MAGeCK also detected cell type-specific essential genes, including BCR and ABL1, in KBM7 cells bearing a BCR-ABL fusion, and IGF1R in HL-60 cells, which depends on the insulin signaling pathway for proliferation.
datePublished:2014-12-05T00:00:00Z
dateModified:2014-12-05T00:00:00Z
pageStart:1
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license:http://creativecommons.org/licenses/by/4.0/
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keywords:
False Discovery Rate
Essential Gene
Read Count
Sequencing Depth
Negative Binomial Distribution
Animal Genetics and Genomics
Human Genetics
Plant Genetics and Genomics
Microbial Genetics and Genomics
Bioinformatics
Evolutionary Biology
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headline:MAGeCK enables robust identification of essential genes from genome-scale CRISPR/Cas9 knockout screens
description:We propose the Model-based Analysis of Genome-wide CRISPR/Cas9 Knockout (MAGeCK) method for prioritizing single-guide RNAs, genes and pathways in genome-scale CRISPR/Cas9 knockout screens. MAGeCK demonstrates better performance compared with existing methods, identifies both positively and negatively selected genes simultaneously, and reports robust results across different experimental conditions. Using public datasets, MAGeCK identified novel essential genes and pathways, including EGFR in vemurafenib-treated A375 cells harboring a BRAF mutation. MAGeCK also detected cell type-specific essential genes, including BCR and ABL1, in KBM7 cells bearing a BCR-ABL fusion, and IGF1R in HL-60 cells, which depends on the insulin signaling pathway for proliferation.
datePublished:2014-12-05T00:00:00Z
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False Discovery Rate
Essential Gene
Read Count
Sequencing Depth
Negative Binomial Distribution
Animal Genetics and Genomics
Human Genetics
Plant Genetics and Genomics
Microbial Genetics and Genomics
Bioinformatics
Evolutionary Biology
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