Reversed graph embedding resolves complex single-cell trajectories

X Qiu, Q Mao, Y Tang, L Wang, R Chawla, HA Pliner… - Nature …, 2017 - nature.com
Single-cell trajectories can unveil how gene regulation governs cell fate decisions. However,
learning the structure of complex trajectories with multiple branches remains a challenging …

[HTML][HTML] Map** transcriptomic vector fields of single cells

X Qiu, Y Zhang, JD Martin-Rufino, C Weng… - Cell, 2022 - cell.com
Summary Single-cell (sc) RNA-seq, together with RNA velocity and metabolic labeling,
reveals cellular states and transitions at unprecedented resolution. Fully exploiting these …

A predictive computational framework for direct reprogramming between human cell types

OJL Rackham, J Firas, H Fang, ME Oates, ML Holmes… - Nature …, 2016 - nature.com
Transdifferentiation, the process of converting from one cell type to another without going
through a pluripotent state, has great promise for regenerative medicine. The identification of …

Inferring causal gene regulatory networks from coupled single-cell expression dynamics using scribe

X Qiu, A Rahimzamani, L Wang, B Ren, Q Mao… - Cell systems, 2020 - cell.com
Here, we present Scribe (https://github. com/aristoteleo/Scribe-py), a toolkit for detecting and
visualizing causal regulatory interactions between genes and explore the potential for single …

Modeling the epigenetic attractors landscape: toward a post-genomic mechanistic understanding of development

J Davila-Velderrain, JC Martinez-Garcia… - Frontiers in …, 2015 - frontiersin.org
Robust temporal and spatial patterns of cell types emerge in the course of normal
development in multicellular organisms. The onset of degenerative diseases may result from …

[HTML][HTML] Noise distorts the epigenetic landscape and shapes cell-fate decisions

MA Coomer, L Ham, MPH Stumpf - Cell Systems, 2022 - cell.com
The Waddington epigenetic landscape has become an iconic representation of the cellular
differentiation process. Recent single-cell transcriptomic data provide new opportunities for …

scNODE : generative model for temporal single cell transcriptomic data prediction

J Zhang, E Larschan, J Bigness, R Singh - Bioinformatics, 2024 - academic.oup.com
Measurement of single-cell gene expression at different timepoints enables the study of cell
development. However, due to the resource constraints and technical challenges associated …

Learning population-level diffusions with generative RNNs

T Hashimoto, D Gifford… - … Conference on Machine …, 2016 - proceedings.mlr.press
We estimate stochastic processes that govern the dynamics of evolving populations such as
cell differentiation. The problem is challenging since longitudinal trajectory measurements of …

Classification of transient behaviours in a time-dependent toggle switch model

B Verd, A Crombach, J Jaeger - BMC systems biology, 2014 - Springer
Background Waddington's epigenetic landscape is an intuitive metaphor for the
developmental and evolutionary potential of biological regulatory processes. It emphasises …

Towards inferring causal gene regulatory networks from single cell expression measurements

X Qiu, A Rahimzamani, L Wang, Q Mao, T Durham… - BioRxiv, 2018 - biorxiv.org
Single-cell transcriptome sequencing now routinely samples thousands of cells, potentially
providing enough data to reconstruct causal gene regulatory networks from observational …