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Machine learning in genomic medicine: a review of computational problems and data sets
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 …
problems in genomic medicine. One of the goals of genomic medicine is to determine how …
Identifying and mitigating bias in next-generation sequencing methods for chromatin biology
Next-generation sequencing (NGS) technologies have been used in diverse ways to
investigate various aspects of chromatin biology by identifying genomic loci that are bound …
investigate various aspects of chromatin biology by identifying genomic loci that are bound …
Gene co-expression analysis for functional classification and gene–disease predictions
Gene co-expression networks can be used to associate genes of unknown function with
biological processes, to prioritize candidate disease genes or to discern transcriptional …
biological processes, to prioritize candidate disease genes or to discern transcriptional …
Highly expressed loci are vulnerable to misleading ChIP localization of multiple unrelated proteins
Chromatin immunoprecipitation (ChIP) is the gold-standard technique for localizing nuclear
proteins in the genome. We used ChIP, in combination with deep sequencing (Seq), to study …
proteins in the genome. We used ChIP, in combination with deep sequencing (Seq), to study …
The role of histone acetylation in memory formation and cognitive impairments
Long-term memory formation requires transcription and protein synthesis. Over the past few
decades, a great amount of knowledge has been gained regarding the molecular players …
decades, a great amount of knowledge has been gained regarding the molecular players …
Measuring the reproducibility and quality of Hi-C data
Background Hi-C is currently the most widely used assay to investigate the 3D organization
of the genome and to study its role in gene regulation, DNA replication, and disease …
of the genome and to study its role in gene regulation, DNA replication, and disease …
Impact of artifact removal on ChIP quality metrics in ChIP-seq and ChIP-exo data
With the advent of ChIP-seq multiplexing technologies and the subsequent increase in ChIP-
seq throughput, the development of working standards for the quality assessment of ChIP …
seq throughput, the development of working standards for the quality assessment of ChIP …
Epigenetic regulation of gene expression in cancer: techniques, resources and analysis
Cancer is a complex disease, driven by aberrant activity in numerous signaling pathways in
even individual malignant cells. Epigenetic changes are critical mediators of these functional …
even individual malignant cells. Epigenetic changes are critical mediators of these functional …
Systematic evaluation of factors influencing ChIP-seq fidelity
We evaluated how variations in sequencing depth and other parameters influence
interpretation of chromatin immunoprecipitation–sequencing (ChIP-seq) experiments. Using …
interpretation of chromatin immunoprecipitation–sequencing (ChIP-seq) experiments. Using …
Motif discovery and transcription factor binding sites before and after the next-generation sequencing era
Motif discovery has been one of the most widely studied problems in bioinformatics ever
since genomic and protein sequences have been available. In particular, its application to …
since genomic and protein sequences have been available. In particular, its application to …