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 …
[PDF][PDF] Deciphering the multi-scale, quantitative cis-regulatory code
S Kim, J Wysocka - Molecular cell, 2023 - cell.com
Uncovering the cis-regulatory code that governs when and how much each gene is
transcribed in a given genome and cellular state remains a central goal of biology. Here, we …
transcribed in a given genome and cellular state remains a central goal of biology. Here, we …
Compatibility rules of human enhancer and promoter sequences
Gene regulation in the human genome is controlled by distal enhancers that activate specific
nearby promoters. A proposed model for this specificity is that promoters have sequence …
nearby promoters. A proposed model for this specificity is that promoters have sequence …
Current challenges in understanding the role of enhancers in disease
Enhancers play a central role in the spatiotemporal control of gene expression and tend to
work in a cell-type-specific manner. In addition, they are suggested to be major contributors …
work in a cell-type-specific manner. In addition, they are suggested to be major contributors …
Cell-type-directed design of synthetic enhancers
II Taskiran, KI Spanier, H Dickmänken, N Kempynck… - Nature, 2024 - nature.com
Transcriptional enhancers act as docking stations for combinations of transcription factors
and thereby regulate spatiotemporal activation of their target genes. It has been a long …
and thereby regulate spatiotemporal activation of their target genes. It has been a long …
[PDF][PDF] Systematic analysis of intrinsic enhancer-promoter compatibility in the mouse genome
Gene expression is in part controlled by cis-regulatory elements (CREs) such as enhancers
and repressive elements. Anecdotal evidence has indicated that a CRE and a promoter …
and repressive elements. Anecdotal evidence has indicated that a CRE and a promoter …
Hold out the genome: a roadmap to solving the cis-regulatory code
CG de Boer, J Taipale - Nature, 2024 - nature.com
Gene expression is regulated by transcription factors that work together to read cis-
regulatory DNA sequences. The 'cis-regulatory code'—how cells interpret DNA sequences …
regulatory DNA sequences. The 'cis-regulatory code'—how cells interpret DNA sequences …
DeepVelo: Single-cell transcriptomic deep velocity field learning with neural ordinary differential equations
Recent advances in single-cell sequencing technologies have provided unprecedented
opportunities to measure the gene expression profile and RNA velocity of individual cells …
opportunities to measure the gene expression profile and RNA velocity of individual cells …
Regulatory activity is the default DNA state in eukaryotes
I Luthra, C Jensen, XE Chen, AL Salaudeen… - Nature Structural & …, 2024 - nature.com
Genomes encode for genes and non-coding DNA, both capable of transcriptional activity.
However, unlike canonical genes, many transcripts from non-coding DNA have limited …
However, unlike canonical genes, many transcripts from non-coding DNA have limited …
Multiplex profiling of developmental cis-regulatory elements with quantitative single-cell expression reporters
The inability to scalably and precisely measure the activity of developmental cis-regulatory
elements (CREs) in multicellular systems is a bottleneck in genomics. Here we develop a …
elements (CREs) in multicellular systems is a bottleneck in genomics. Here we develop a …