0000000000707251

AUTHOR

Vladimir Espinosa Angarica

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Prediction of Chromatin Accessibility in Gene-Regulatory Regions from Transcriptomics Data

2017

AbstractThe epigenetics landscape of cells plays a key role in the establishment of cell-type specific gene expression programs characteristic of different cellular phenotypes. Different experimental procedures have been developed to obtain insights into the accessible chromatin landscape including DNase-seq, FAIRE-seq and ATAC-seq. However, current downstream computational tools fail to reliably determine regulatory region accessibility from the analysis of these experimental data. In particular, currently available peak calling algorithms are very sensitive to their parameter settings and show highly heterogeneous results, which hampers a trustworthy identification of accessible chromatin…

0301 basic medicineScienceComputational biologyRegulatory Sequences Nucleic AcidBiologycomputer.software_genreArticleEpigenesis Genetic03 medical and health sciencesDatabases GeneticHumansEpigeneticsComputational modelDeoxyribonucleasesMultidisciplinarySequence Analysis RNAGene Expression ProfilingDecision tree learningQRSequence Analysis DNAChromatinChromatinGene expression profilingIdentification (information)030104 developmental biologyGene Expression RegulationMedicineData miningPrecision and recallPeak callingcomputerAlgorithmsScientific reports
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