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dc.contributor.authorHardiman, Gary*
dc.date.accessioned2021-02-12T05:09:24Z
dc.date.available2021-02-12T05:09:24Z
dc.date.issued2020*
dc.date.submitted2020-06-09 16:38:57*
dc.identifier46008*
dc.identifier.urihttps://directory.doabooks.org/handle/20.500.12854/60435
dc.description.abstractA “genotype"" is essentially an organism's full hereditary information which is obtained from its parents. A ""phenotype"" is an organism's actual observed physical and behavioral properties. These may include traits such as morphology, size, height, eye color, metabolism, etc. One of the pressing challenges in computational and systems biology is genotype-to-phenotype prediction. This is challenging given the amount of data generated by modern Omics technologies. This “Big Data” is so large and complex that traditional data processing applications are not up to the task. Challenges arise in collection, analysis, mining, sharing, transfer, visualization, archiving, and integration of these data. In this Special Issue, there is a focus on the systems-level analysis of Omics data, recent developments in gene ontology annotation, and advances in biological pathways and network biology. The integration of Omics data with clinical and biomedical data using machine learning is explored. This Special Issue covers new methodologies in the context of gene–environment interactions, tissue-specific gene expression, and how external factors or host genetics impact the microbiome.*
dc.languageEnglish*
dc.subjectR5-920*
dc.subjectRM1-950*
dc.subject.classificationthema EDItEUR::M Medicine and Nursingen_US
dc.subject.otherprecision medicine informatics*
dc.subject.othern/a*
dc.subject.otherdrug sensitivity*
dc.subject.otherchromatin modification*
dc.subject.othercell lines*
dc.subject.otherbiocuration*
dc.subject.otherneurodegeneration*
dc.subject.othermultivariate analysis*
dc.subject.otherartificial intelligence*
dc.subject.otherepigenetics*
dc.subject.othermissing data*
dc.subject.othersequencing*
dc.subject.otherclinical data*
dc.subject.otherclass imbalance*
dc.subject.otherintegrative analytics*
dc.subject.otheralgorithm development for network integration*
dc.subject.otherdeep phenotype*
dc.subject.othernon-omics data*
dc.subject.otherfeature selection*
dc.subject.otherGene Ontology*
dc.subject.othermiRNA–gene expression networks*
dc.subject.otheromics data*
dc.subject.otherplot visualization*
dc.subject.otherAlzheimer’s disease*
dc.subject.othertissue classification*
dc.subject.otherepidemiological data*
dc.subject.otherproteomic analysis*
dc.subject.othergenotype*
dc.subject.otherRNA expression*
dc.subject.otherindirect effect*
dc.subject.othermulti-omics*
dc.subject.otherdementia*
dc.subject.othermultiomics integration*
dc.subject.otherdata integration*
dc.subject.otherphenomics*
dc.subject.othernetwork topology analysis*
dc.subject.otherchallenges*
dc.subject.othertranscriptome*
dc.subject.otherenrichment analysis*
dc.subject.otherregulatory genomics*
dc.subject.otherscalability*
dc.subject.otherheterogeneous data*
dc.subject.othersystemic lupus erythematosus*
dc.subject.otherdatabase*
dc.subject.othermicrotubule-associated protein tau*
dc.subject.otherdisease variants*
dc.subject.othergenomics*
dc.subject.otherjoint modeling*
dc.subject.otherdistance correlation*
dc.subject.otherannotation*
dc.subject.otherphenotype*
dc.subject.otherdirect effect*
dc.subject.othercurse of dimensionality*
dc.subject.othergene–environment interactions*
dc.subject.otherlogic forest*
dc.subject.othermachine learning*
dc.subject.otherKEGG pathways*
dc.subject.othermultivariate causal mediation*
dc.subject.otheramyloid-beta*
dc.subject.otherbioinformatics pipelines*
dc.subject.othersupport vector machine*
dc.subject.otherpharmacogenomics*
dc.subject.othercandidate genes*
dc.subject.othertissue-specific expressed genes*
dc.subject.othercognitive impairment*
dc.subject.othercausal inference*
dc.titleSystems Analytics and Integration of Big Omics Data*
dc.typebook
oapen.identifier.doi10.3390/books978-3-03928-745-1*
oapen.relation.isPublishedBy46cabcaa-dd94-4bfe-87b4-55023c1b36d0*
oapen.relation.isbn9783039287444*
oapen.relation.isbn9783039287451*
oapen.pages202*
oapen.edition1st*


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