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Systems Analytics and Integration of Big Omics Data

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ISBN: 9783039287444 / 9783039287451 Year: Pages: 202 DOI: 10.3390/books978-3-03928-745-1 Language: eng
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Medicine (General) --- Therapeutics
Added to DOAB on : 2020-06-09 16:38:57
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Abstract

A “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.

Keywords

tissue-specific expressed genes --- transcriptome --- tissue classification --- support vector machine --- feature selection --- bioinformatics pipelines --- algorithm development for network integration --- miRNA–gene expression networks --- multiomics integration --- network topology analysis --- candidate genes --- gene–environment interactions --- logic forest --- systemic lupus erythematosus --- Gene Ontology --- KEGG pathways --- enrichment analysis --- proteomic analysis --- plot visualization --- Alzheimer’s disease --- dementia --- cognitive impairment --- neurodegeneration --- Gene Ontology --- annotation --- biocuration --- amyloid-beta --- microtubule-associated protein tau --- artificial intelligence --- genotype --- phenotype --- deep phenotype --- data integration --- genomics --- phenomics --- precision medicine informatics --- epigenetics --- chromatin modification --- sequencing --- regulatory genomics --- disease variants --- machine learning --- multi-omics --- data integration --- curse of dimensionality --- heterogeneous data --- missing data --- class imbalance --- scalability --- genomics --- pharmacogenomics --- cell lines --- database --- drug sensitivity --- data integration --- omics data --- genomics --- RNA expression --- non-omics data --- clinical data --- epidemiological data --- challenges --- integrative analytics --- joint modeling --- multivariate analysis --- multivariate causal mediation --- distance correlation --- direct effect --- indirect effect --- causal inference --- n/a

Transcriptional Regulation: Molecules, Involved Mechanisms and Misregulation

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ISBN: 9783039212651 9783039212668 Year: Pages: 356 DOI: 10.3390/books978-3-03921-266-8 Language: English
Publisher: MDPI - Multidisciplinary Digital Publishing Institute
Subject: Science (General) --- Biology
Added to DOAB on : 2019-08-28 11:21:27
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Transcriptional regulation is a critical biological process involved in the response of a cell, a tissue or an organism to a variety of intra- and extra-cellular signals. Besides, it controls the establishment and maintenance of cell identity throughout developmental and differentiation programs. This highly complex and dynamic process is orchestrated by a huge number of molecules and protein networks and occurs through multiple temporal and functional steps. Of note, many human disorders are characterized by misregulation of global transcription since most of the signaling pathways ultimately target components of transcription machinery. This book includes a selection of papers that illustrate recent advances in our understanding of transcriptional regulation and focuses on many important topics, from cis-regulatory elements to transcription factors, chromatin regulators and non-coding RNAs, other than several transcriptome studies and computational analyses.

Keywords

major depressive disorder --- glioblastoma --- differentially expressed genes --- transcriptomics --- common pathway --- mouse --- miR-25-3p --- Akt1 --- AP-2? --- promoter --- cell metabolism --- p57Kip2 --- CDKN1C --- epigenetics --- disease --- cell differentiation --- placenta --- long non-coding RNA (lncRNA) --- human --- pregnancy --- high-throughput RNA sequencing (RNA-Seq) --- transcriptome --- Rsh regulon --- Novosphingobium pentaromativorans US6-1 --- sphingomonads --- RNA-seq --- N-acyl-l-homoserine lactone --- ppGpp --- selenium --- selenocysteine --- selenoproteins --- selenocysteine insertion sequence --- nonsense-mediated decay --- G-quadruplex --- transcriptional regulation --- promoter --- CRISPR/Cas9 --- PRDM gene family --- TCGA data analysis --- somatic mutations --- transcriptome profiling --- human malignancies --- tristetraprolin (TTP) --- tumorigenesis --- posttranscriptional regulation --- adenosine and uridine-rich elements (AREs) --- circRNA-disease associations --- pathway --- heterogeneous network --- Patau Syndrome --- cytogenetics --- FOXO1 --- transcription factor --- molecular pathways --- bioinformatics --- molecular docking --- and drug design --- transcription regulation --- gene expression --- causal inference --- enhancer activity --- insect --- transcription factors --- structures and functions --- research methods --- progress and prospects --- Pax3 --- Pteria penguin (Röding, 1798) --- tyrosinase --- melanin --- RNA interference --- liquid chromatograph-tandem mass spectrometer (LC-MS/MS) --- epigenetics --- gene expression --- nutrition --- transcription --- disorders --- mechanisms --- Crassostrea gigas --- Pacific oyster --- pediveliger larvae --- bioadhesive --- transcriptome --- gene expression --- interactome --- microscopy --- fertilization --- self-incompatibility --- transcriptome --- tea --- long non-coding RNAs --- cancer --- acute leukemia --- therapeutic targets --- Adiponectin --- cancer --- Adiponectin receptors --- obesity --- inflammatory response --- inflammation --- nutritional status --- n/a

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