Genetics

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

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DeepBSA: A deep-learning algorithm improves bulked segregant analysis for dissecting complex traits.

Bulked segregant analysis (BSA) is a rapid, cost-effective method for mapping mutations and quantita...

Aug 2022 35996754
A survey on gene expression data analysis using deep learning methods for cancer diagnosis.

Gene Expression Data is the biological data to extract meaningful hidden information from the gene d...

Aug 2022 35988771
Path planning for autonomous mobile robots using multi-objective evolutionary particle swarm optimization.

In this article, a new path planning algorithm is proposed. The algorithm is developed on the basis ...

Aug 2022 35984778
Experimental exploration of a ribozyme neutral network using evolutionary algorithm and deep learning.

A neutral network connects all genotypes with equivalent phenotypes in a fitness landscape and plays...

Aug 2022 35977956
A Deep Learning Approach to Capture the Essence of Candida albicans Morphologies.

We present deep learning-based approaches for exploring the complex array of morphologies exhibited ...

Aug 2022 35972285
Model-free prediction test with application to genomics data.

Testing the significance of predictors in a regression model is one of the most important topics in ...

Aug 2022 35969737
Deep learning predicts DNA methylation regulatory variants in the human brain and elucidates the genetics of psychiatric disorders.

There is growing evidence for the role of DNA methylation (DNAm) quantitative trait loci (mQTLs) in ...

Aug 2022 35969790
Biomarker identification by reversing the learning mechanism of an autoencoder and recursive feature elimination.

RNA-Seq has made significant contributions to various fields, particularly in cancer research. Recen...

Aug 2022 35616228
iDRBP-ECHF: Identifying DNA- and RNA-binding proteins based on extensible cubic hybrid framework.

Proteins interact with nucleic acids to regulate the life activities of organisms. Therefore, how to...

Aug 2022 36044786
Identification of Human Cell Cycle Phase Markers Based on Single-Cell RNA-Seq Data by Using Machine Learning Methods.

The cell cycle is composed of a series of ordered, highly regulated processes through which a cell g...

Aug 2022 36004205
De novo spatiotemporal modelling of cell-type signatures in the developmental human heart using graph convolutional neural networks.

With the emergence of high throughput single cell techniques, the understanding of the molecular and...

Aug 2022 35960757
Nested epistasis enhancer networks for robust genome regulation.

Mammalian genomes have multiple enhancers spanning an ultralong distance (>megabases) to modulate im...

Aug 2022 35951677
Identifying the tumor location-associated candidate genes in development of new drugs for colorectal cancer using machine-learning-based approach.

Numerous studies have been conducted to elucidate the relation of tumor proximity to cancer prognosi...

Aug 2022 35948841
Measuring internal inequality in capsule networks for supervised anomaly detection.

In this paper we explore the use of income inequality metrics such as Gini or Palma coefficients as ...

Aug 2022 35945420
DeepIDA: Predicting Isoform-Disease Associations by Data Fusion and Deep Neural Networks.

Alternative splicing produces different isoforms from the same gene locus, it is an important mechan...

Aug 2022 33571094
DeepBarcoding: Deep Learning for Species Classification Using DNA Barcoding.

DNA barcodes with short sequence fragments are used for species identification. Because of advances ...

Aug 2022 33600318
DeepIII: Predicting Isoform-Isoform Interactions by Deep Neural Networks and Data Fusion.

Alternative splicing enables a gene translating into different isoforms and into the corresponding p...

Aug 2022 33764878
IDRBP-PPCT: Identifying Nucleic Acid-Binding Proteins Based on Position-Specific Score Matrix and Position-Specific Frequency Matrix Cross Transformation.

DNA-binding proteins (DBPs) and RNA-binding proteins (RBPs) are two important nucleic acid-binding p...

Aug 2022 33780341
ZayyuNet - A Unified Deep Learning Model for the Identification of Epigenetic Modifications Using Raw Genomic Sequences.

Epigenetic modifications have a vital role in gene expression and are linked to cellular processes s...

Aug 2022 34038365
Predicting RBP Binding Sites of RNA With High-Order Encoding Features and CNN-BLSTM Hybrid Model.

RNA binding protein (RBP) is extensively involved in various cellular regulatory processes through t...

Aug 2022 34038367
Latent Representation of the Human Pan-Celltype Epigenome Through a Deep Recurrent Neural Network.

The availability of thousands of assays of epigenetic activity necessitates compressed representatio...

Aug 2022 34043510
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