Revealing gene function with statistical inference at single-cell resolution
C Trapnell - Nature Reviews Genetics, 2024 - nature.com
Single-cell and spatial molecular profiling assays have shown large gains in sensitivity,
resolution and throughput. Applying these technologies to specimens from human and …
resolution and throughput. Applying these technologies to specimens from human and …
Building and analyzing metacells in single-cell genomics data
M Bilous, L Hérault, AAG Gabriel… - Molecular Systems …, 2024 - embopress.org
The advent of high-throughput single-cell genomics technologies has fundamentally
transformed biological sciences. Currently, millions of cells from complex biological tissues …
transformed biological sciences. Currently, millions of cells from complex biological tissues …
Prevalence of and gene regulatory constraints on transcriptional adaptation in single cells
Background Cells and tissues have a remarkable ability to adapt to genetic perturbations via
a variety of molecular mechanisms. Nonsense-induced transcriptional compensation, a form …
a variety of molecular mechanisms. Nonsense-induced transcriptional compensation, a form …
PerturBench: Benchmarking Machine Learning Models for Cellular Perturbation Analysis
We present a comprehensive framework for predicting the effects of perturbations in single
cells, designed to standardize benchmarking in this rapidly evolving field. Our framework …
cells, designed to standardize benchmarking in this rapidly evolving field. Our framework …
[HTML][HTML] A heterogeneous pharmaco-transcriptomic landscape induced by targeting a single oncogenic kinase
Over-activation of the epidermal growth factor receptor (EGFR) is a hallmark of glioblastoma.
However, EGFR-targeted therapies have led to minimal clinical response. While delivery of …
However, EGFR-targeted therapies have led to minimal clinical response. While delivery of …
Discovering mechanisms of human genetic variation and controlling cell states at scale
Population-scale sequencing efforts have catalogued substantial genetic variation in
humans such that variant discovery dramatically outpaces interpretation. We discuss how …
humans such that variant discovery dramatically outpaces interpretation. We discuss how …