Machine learning in genomic medicine: a review of computational problems and data sets

MKK Leung, A Delong, B Alipanahi… - Proceedings of the …, 2015 - ieeexplore.ieee.org
In this paper, we provide an introduction to machine learning tasks that address important
problems in genomic medicine. One of the goals of genomic medicine is to determine how …

RNA sequencing data: hitchhiker's guide to expression analysis

K Van den Berge, KM Hembach… - Annual Review of …, 2019 - annualreviews.org
Gene expression is the fundamental level at which the results of various genetic and
regulatory programs are observable. The measurement of transcriptome-wide gene …

The human splicing code reveals new insights into the genetic determinants of disease

HY Xiong, B Alipanahi, LJ Lee, H Bretschneider… - Science, 2015 - science.org
INTRODUCTION Advancing whole-genome precision medicine requires understanding how
gene expression is altered by genetic variants, especially those that are far outside of …

Deep learning of the tissue-regulated splicing code

MKK Leung, HY Xiong, LJ Lee, BJ Frey - Bioinformatics, 2014 - academic.oup.com
Motivation: Alternative splicing (AS) is a regulated process that directs the generation of
different transcripts from single genes. A computational model that can accurately predict …

An internal promoter underlies the difference in disease severity between N-and C-terminal truncation mutations of Titin in zebrafish

J Zou, D Tran, M Baalbaki, LF Tang, A Poon… - elife, 2015 - elifesciences.org
Truncating mutations in the giant sarcomeric protein Titin result in dilated cardiomyopathy
and skeletal myopathy. The most severely affected dilated cardiomyopathy patients harbor …

Regulation of alternative splicing in Drosophila by 56 RNA binding proteins

AN Brooks, MO Duff, G May, L Yang… - Genome …, 2015 - genome.cshlp.org
Alternative splicing is regulated by RNA binding proteins (RBPs) that recognize pre-mRNA
sequence elements and activate or repress adjacent exons. Here, we used RNA …

Cardiac circRNAs arise mainly from constitutive exons rather than alternatively spliced exons

S Aufiero, MMG van den Hoogenhof, YJ Reckman… - Rna, 2018 - rnajournal.cshlp.org
Circular RNAs (circRNAs) are a relatively new class of RNA molecules, and knowledge
about their biogenesis and function is still in its infancy. It was recently shown that alternative …

Intron-centric estimation of alternative splicing from RNA-seq data

DD Pervouchine, DG Knowles, R Guigo - Bioinformatics, 2013 - academic.oup.com
Motivation: Novel technologies brought in unprecedented amounts of high-throughput
sequencing data along with great challenges in their analysis and interpretation. The …

Methods to study splicing from high-throughput RNA sequencing data

GP Alamancos, E Agirre, E Eyras - Spliceosomal Pre-mRNA Splicing …, 2014 - Springer
The development of novel high-throughput sequencing (HTS) methods for RNA (RNA-Seq)
has provided a very powerful mean to study splicing under multiple conditions at …

Revealing the history and mystery of RNA-seq

A Gondane, HM Itkonen - Current Issues in Molecular Biology, 2023 - mdpi.com
Advances in RNA-sequencing technologies have led to the development of intriguing
experimental setups, a massive accumulation of data, and high demand for tools to analyze …