TechnologiesDimensionality reduction and clustering
transcriptomics and epigenomics
Recorded terms: multidimensional scaling; network and medoid clustering analysis; principal component analysis; sparse principal component analysis
2020 · Cell · lab-led
Across cell lines, primary bronchial epithelium, ferrets and patient material, SARS-CoV-2 infection produces a transcriptional response distinguishable from that to other respiratory viruses, combining low type I and type III interferon induction with a moderate interferon-stimulated gene response and strong chemokine and IL-6 expression.
2019 · Proceedings of the National Academy of Sciences · lab-led
Forcing an interferon-stimulated gene program in human induced pluripotent stem cells with a constitutively active IRF7 produces lasting transcriptional change and impaired germ layer differentiation, supporting the proposal that the canonical type I interferon system and pluripotency are difficult to hold simultaneously.
2019 · Cell Reports · collaborative
A library of 107 barcoded influenza A viruses differing only in their NS1 sequence, competed in dog cells, human cells, chicken eggs and mice, resolves NS1-driven fitness as a set of divergent and partly convergent evolutionary trajectories rather than a single ordered adaptation gradient.