Genetics

Latest AI and machine learning research in genetics for healthcare professionals.

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KnowEnG: a knowledge engine for genomics.

We describe here the vision, motivations, and research plans of the National Institutes of Health Center for Excellence in Big Data Computing at the University of Illinois, Urbana-Champaign. The Center is organized around the construction of "Knowledge Engine for Genomics" (KnowEnG), an E-science framework for genomics where biomedical scientists will have access to powerful methods of data mining...

Jul 23 2015 26205246

Discrimination of driver and passenger mutations in epidermal growth factor receptor in cancer.

Cancer is one of the most life-threatening diseases and mutations in several genes are the vital cause in tumorigenesis. Protein kinases play essential roles in cancer progression and specifically, epidermal growth factor receptor (EGFR) is an important target for cancer therapy. In this work, we have developed a method to classify single amino acid polymorphisms (SAPs) in EGFR into disease-causin...

Jul 20 2015 26264175
IMG-ABC: A Knowledge Base To Fuel Discovery of Biosynthetic Gene Clusters and Novel Secondary Metabolites.

UNLABELLED: In the discovery of secondary metabolites, analysis of sequence data is a promising exploration path that remains largely underutilized du...

Jul 14 2015 26173699
Binding Activity Prediction of Cyclin-Dependent Inhibitors.

The Cyclin-Dependent Kinases (CDKs) are the core components coordinating eukaryotic cell division cycle. Generally the crystal structure of CDKs provi...

Jul 10 2015 26079845
Machine learning approach for pooled DNA sample calibration.

BACKGROUND: Despite ongoing reduction in genotyping costs, genomic studies involving large numbers of species with low economic value (such as Black T...

Jul 9 2015 26156142
Genome Modeling System: A Knowledge Management Platform for Genomics.

In this work, we present the Genome Modeling System (GMS), an analysis information management system capable of executing automated genome analysis pi...

Jul 9 2015 26158448
Genomics and Machine Learning for Taxonomy Consensus: The Mycobacterium tuberculosis Complex Paradigm.

Infra-species taxonomy is a prerequisite to compare features such as virulence in different pathogen lineages. Mycobacterium tuberculosis complex taxo...

Jul 8 2015 26154264
CYP19A1 Genetic Polymorphisms rs4646 and Osteoporosis in Patients Treated with Aromatase Inhibitor-Based Adjuvant Therapy.

OBJECTIVE: Third-generation aromatase inhibitors (AI) are potent suppressors of aromatase activity. The aim of this study was to measure the incidence...

Jul 7 2015 27026757
Application of comparative biology in GO functional annotation: the mouse model.

The Gene Ontology (GO) is an important component of modern biological knowledge representation with great utility for computational analysis of genomi...

Jul 4 2015 26141960
Prediction of hydrogen and carbon chemical shifts from RNA using database mining and support vector regression.

The Biological Magnetic Resonance Data Bank (BMRB) contains NMR chemical shift depositions for over 200 RNAs and RNA-containing complexes. We have ana...

Jul 4 2015 26141454
A k-mer-based barcode DNA classification methodology based on spectral representation and a neural gas network.

OBJECTIVES: In this paper, an alignment-free method for DNA barcode classification that is based on both a spectral representation and a neural gas ne...

Jul 4 2015 26170017
Computational assignment of cell-cycle stage from single-cell transcriptome data.

The transcriptome of single cells can reveal important information about cellular states and heterogeneity within populations of cells. Recently, sing...

Jul 2 2015 26142758
An efficiency analysis of high-order combinations of gene-gene interactions using multifactor-dimensionality reduction.

BACKGROUND: Multifactor dimensionality reduction (MDR) is widely used to analyze interactions of genes to determine the complex relationship between d...

Jul 1 2015 26126977
Artificial neural networks reveal efficiency in genetic value prediction.

The objective of this study was to evaluate the efficiency of artificial neural networks (ANNs) for predicting genetic value in experiments carried ou...

Jun 18 2015 26125887
Combined application of mixture experimental design and artificial neural networks in the solid dispersion development.

This study for the first time demonstrates combined application of mixture experimental design and artificial neural networks (ANNs) in the solid disp...

Jun 11 2015 26065534
Using Gene Ontology to describe the role of the neurexin-neuroligin-SHANK complex in human, mouse and rat and its relevance to autism.

BACKGROUND: People with an autistic spectrum disorder (ASD) display a variety of characteristic behavioral traits, including impaired social interacti...

Jun 6 2015 26047810
A knowledge base for Vitis vinifera functional analysis.

BACKGROUND: Vitis vinifera (Grapevine) is the most important fruit species in the modern world. Wine and table grapes sales contribute significantly t...

Jun 1 2015 26050794
Impact of relationships between test and training animals and among training animals on reliability of genomic prediction.

One of the factors affecting the reliability of genomic prediction is the relationship among the animals of interest. This study investigated the reli...

May 23 2015 26010512
Identification of genomic features in the classification of loss- and gain-of-function mutation.

BACKGROUND: Alterations of a genome can lead to changes in protein functions. Through these genetic mutations, a protein can lose its native function ...

May 20 2015 26043747
Scalable 96-well Plate Based iPSC Culture and Production Using a Robotic Liquid Handling System.

Continued advancement in pluripotent stem cell culture is closing the gap between bench and bedside for using these cells in regenerative medicine, dr...

May 14 2015 26068617
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