Obtaining genetics insights from deep learning via explainable artificial intelligence
Artificial intelligence (AI) models based on deep learning now represent the state of the art
for making functional predictions in genomics research. However, the underlying basis on …
for making functional predictions in genomics research. However, the underlying basis on …
[HTML][HTML] The human transcription factors
Transcription factors (TFs) recognize specific DNA sequences to control chromatin and
transcription, forming a complex system that guides expression of the genome. Despite keen …
transcription, forming a complex system that guides expression of the genome. Despite keen …
Wilds: A benchmark of in-the-wild distribution shifts
Distribution shifts—where the training distribution differs from the test distribution—can
substantially degrade the accuracy of machine learning (ML) systems deployed in the wild …
substantially degrade the accuracy of machine learning (ML) systems deployed in the wild …
Determination and inference of eukaryotic transcription factor sequence specificity
Transcription factor (TF) DNA sequence preferences direct their regulatory activity, but are
currently known for only∼ 1% of eukaryotic TFs. Broadly sampling DNA-binding domain …
currently known for only∼ 1% of eukaryotic TFs. Broadly sampling DNA-binding domain …
Transcriptional enhancers: from properties to genome-wide predictions
Cellular development, morphology and function are governed by precise patterns of gene
expression. These are established by the coordinated action of genomic regulatory …
expression. These are established by the coordinated action of genomic regulatory …
Transcription factor–DNA binding: beyond binding site motifs
S Inukai, KH Kock, ML Bulyk - Current opinion in genetics & development, 2017 - Elsevier
Sequence-specific transcription factors (TFs) regulate gene expression by binding to cis-
regulatory elements in promoter and enhancer DNA. While studies of TF–DNA binding have …
regulatory elements in promoter and enhancer DNA. While studies of TF–DNA binding have …
The role of enhancers in cancer
Enhancer elements function as the logic gates of the genetic regulatory circuitry. One of their
most important functions is the integration of extracellular signals with intracellular cell fate …
most important functions is the integration of extracellular signals with intracellular cell fate …
The genetics of transcription factor DNA binding variation
Most complex trait-associated variants are located in non-coding regulatory regions of the
genome, where they have been shown to disrupt transcription factor (TF)-DNA binding …
genome, where they have been shown to disrupt transcription factor (TF)-DNA binding …
Absence of a simple code: how transcription factors read the genome
Transcription factors (TFs) influence cell fate by interpreting the regulatory DNA within a
genome. TFs recognize DNA in a specific manner; the mechanisms underlying this …
genome. TFs recognize DNA in a specific manner; the mechanisms underlying this …
Cis-regulatory elements: molecular mechanisms and evolutionary processes underlying divergence
PJ Wittkopp, G Kalay - Nature Reviews Genetics, 2012 - nature.com
Cis-regulatory sequences, such as enhancers and promoters, control development and
physiology by regulating gene expression. Mutations that affect the function of these …
physiology by regulating gene expression. Mutations that affect the function of these …