NIMBus: a negative binomial regression based Integrative Method for mutation Burden Analysis
Zhang J, Liu J, McGillivray P, Yi C, Lochovsky L, Lee D, Gerstein M. NIMBus: a negative binomial regression based Integrative Method for mutation Burden Analysis. BMC Bioinformatics 2020, 21: 474. PMID: 33092526, PMCID: PMC7580035, DOI: 10.1186/s12859-020-03758-1.Peer-Reviewed Original ResearchConceptsDNase I hypersensitive sitesMutation rate heterogeneityDNA elementsCancer whole genome sequencesMutational hotspotsMutation burden analysisFunctional genomics dataNon-coding regionsGene regulatory networksWhole Genomes (PCAWG) projectWhole genome sequencesBackground mutation rateBurden analysisChromatin organizationReplication timingGenome sequenceRegulatory networksTranscription factorsHypersensitive sitesGenomic featuresRate heterogeneityGenome ProjectGenomic dataIntegrative methodGamma-Poisson mixture modelExpanded encyclopaedias of DNA elements in the human and mouse genomes
Moore J, Purcaro M, Pratt H, Epstein C, Shoresh N, Adrian J, Kawli T, Davis C, Dobin A, Kaul R, Halow J, Van Nostrand E, Freese P, Gorkin D, Shen Y, He Y, Mackiewicz M, Pauli-Behn F, Williams B, Mortazavi A, Keller C, Zhang X, Elhajjajy S, Huey J, Dickel D, Snetkova V, Wei X, Wang X, Rivera-Mulia J, Rozowsky J, Zhang J, Chhetri S, Zhang J, Victorsen A, White K, Visel A, Yeo G, Burge C, Lécuyer E, Gilbert D, Dekker J, Rinn J, Mendenhall E, Ecker J, Kellis M, Klein R, Noble W, Kundaje A, Guigó R, Farnham P, Cherry J, Myers R, Ren B, Graveley B, Gerstein M, Pennacchio L, Snyder M, Bernstein B, Wold B, Hardison R, Gingeras T, Stamatoyannopoulos J, Weng Z. Expanded encyclopaedias of DNA elements in the human and mouse genomes. Nature 2020, 583: 699-710. PMID: 32728249, PMCID: PMC7410828, DOI: 10.1038/s41586-020-2493-4.Peer-Reviewed Original ResearchMeSH KeywordsAnimalsChromatinDatabases, GeneticDeoxyribonuclease IDNADNA FootprintingDNA MethylationDNA Replication TimingGenomeGenome, HumanGenomicsHistonesHumansMiceMice, TransgenicMolecular Sequence AnnotationRegistriesRegulatory Sequences, Nucleic AcidRNA-Binding ProteinsTranscription, GeneticTransposasesConceptsMouse genomeCandidate cis-regulatory elementsCis-regulatory elementsDNA Elements (ENCODE) projectMouse fetal developmentChromatin structureGene regulationRespective genomesCellular contextDNA elementsDNA methylationENCODE dataTranscription factorsRNA transcriptionWeb-based serverGenomeExpansive resourceRNAEncyclopediaProteinFetal developmentChromatinTranscriptionHumansMethylationAn integrative ENCODE resource for cancer genomics
Zhang J, Lee D, Dhiman V, Jiang P, Xu J, McGillivray P, Yang H, Liu J, Meyerson W, Clarke D, Gu M, Li S, Lou S, Xu J, Lochovsky L, Ung M, Ma L, Yu S, Cao Q, Harmanci A, Yan KK, Sethi A, Gürsoy G, Schoenberg MR, Rozowsky J, Warrell J, Emani P, Yang YT, Galeev T, Kong X, Liu S, Li X, Krishnan J, Feng Y, Rivera-Mulia JC, Adrian J, Broach JR, Bolt M, Moran J, Fitzgerald D, Dileep V, Liu T, Mei S, Sasaki T, Trevilla-Garcia C, Wang S, Wang Y, Zang C, Wang D, Klein RJ, Snyder M, Gilbert DM, Yip K, Cheng C, Yue F, Liu XS, White KP, Gerstein M. An integrative ENCODE resource for cancer genomics. Nature Communications 2020, 11: 3696. PMID: 32728046, PMCID: PMC7391744, DOI: 10.1038/s41467-020-14743-w.Peer-Reviewed Original ResearchConceptsCell typesFunctional genomics datasetsEffect of MycStem-like stateNetwork-based annotationUncharacterized RBPsOncogenic TFSTARR-seqOncogene knockdownTranscription factorsGenomic datasetsOncogenic transformationGenome interpretationUniversal annotationCancer genomicsDifferential expressionSiRNA knockdownLuciferase assayTargeted validationRegulatorTumor transitionCustom annotationsAnnotationKnockdownCoherent workflowTopicNet: a framework for measuring transcriptional regulatory network change
Lou S, Li T, Kong X, Zhang J, Liu J, Lee D, Gerstein M. TopicNet: a framework for measuring transcriptional regulatory network change. Bioinformatics 2020, 36: i474-i481. PMID: 32657410, PMCID: PMC7355251, DOI: 10.1093/bioinformatics/btaa403.Peer-Reviewed Original ResearchConceptsRegulatory network changesTranscription factorsCellular statesDifferent regulatory programsCollection of genesDifferent cellular statesParticular cellular stateParticular transcription factorsRegulatory network connectivityKey transcription factorGene expression dataChromatin immunoprecipitationRegulatory networksCell statesExpression dataRegulatory programsHuman cellsDifferential survivalDiverse groupSupplementary dataDynamic changesLoss of targetImmunoprecipitationGenesActivity differences