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Systems Analytics and Integration of Big Omics Data
Resource type: Ressourcentyp: Buch (Online)Buch (Online)Sprache: Englisch Verlag: [Erscheinungsort nicht ermittelbar] : MDPI - Multidisciplinary Digital Publishing Institute, 2020Beschreibung: 1 Online-Ressource (202 p.)ISBN:- 9783039287444
- 9783039287451
- Medicine
- precision medicine informatics
- n/a
- drug sensitivity
- chromatin modification
- cell lines
- biocuration
- neurodegeneration
- multivariate analysis
- artificial intelligence
- epigenetics
- missing data
- sequencing
- clinical data
- class imbalance
- integrative analytics
- algorithm development for network integration
- deep phenotype
- non-omics data
- feature selection
- Gene Ontology
- miRNA–gene expression networks
- omics data
- plot visualization
- Alzheimer’s disease
- tissue classification
- epidemiological data
- proteomic analysis
- genotype
- RNA expression
- indirect effect
- multi-omics
- dementia
- multiomics integration
- data integration
- phenomics
- network topology analysis
- challenges
- transcriptome
- enrichment analysis
- regulatory genomics
- scalability
- heterogeneous data
- systemic lupus erythematosus
- database
- microtubule-associated protein tau
- disease variants
- genomics
- joint modeling
- distance correlation
- annotation
- phenotype
- direct effect
- curse of dimensionality
- gene–environment interactions
- logic forest
- machine learning
- KEGG pathways
- multivariate causal mediation
- amyloid-beta
- bioinformatics pipelines
- support vector machine
- pharmacogenomics
- candidate genes
- tissue-specific expressed genes
- cognitive impairment
- causal inference
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English