CellRank 2: unified fate mapping in multiview single-cell data

P Weiler, M Lange, M Klein, D Pe'er, F Theis - Nature Methods, 2024 - nature.com
Single-cell RNA sequencing allows us to model cellular state dynamics and fate decisions
using expression similarity or RNA velocity to reconstruct state-change trajectories; however …

Unified fate mapping in multiview single-cell data

P Weiler, M Lange, M Klein, D Pe'er, FJ Theis - bioRxiv, 2023 - biorxiv.org
Single-cell RNA sequencing allows us to model cellular state dynamics and fate decisions
using expression similarity or RNA velocity to reconstruct state-change trajectories …

Characterization of cell fate probabilities in single-cell data with Palantir

M Setty, V Kiseliovas, J Levine, A Gayoso… - Nature …, 2019 - nature.com
Single-cell RNA sequencing studies of differentiating systems have raised fundamental
questions regarding the discrete versus continuous nature of both differentiation and cell …

Deciphering cell fate decision by integrated single-cell sequencing analysis

Sagar, D Grün - Annual review of biomedical data science, 2020 - annualreviews.org
Cellular differentiation is a common underlying feature of all multicellular organisms through
which naïve cells progressively become fate restricted and develop into mature cells with …

CellRank for directed single-cell fate mapping

M Lange, V Bergen, M Klein, M Setty, B Reuter… - Nature …, 2022 - nature.com
Computational trajectory inference enables the reconstruction of cell state dynamics from
single-cell RNA sequencing experiments. However, trajectory inference requires that the …

[PDF][PDF] Untangling biological factors influencing trajectory inference from single cell data

M Charrout, MJT Reinders… - NAR genomics and …, 2020 - academic.oup.com
Advances in single-cell RNA sequencing over the past decade has shifted the discussion of
cell identity toward the transcriptional state of the cell. While the incredible resolution …

[HTML][HTML] Single-cell trajectories reconstruction, exploration and mapping of omics data with STREAM

H Chen, L Albergante, JY Hsu, CA Lareau… - Nature …, 2019 - nature.com
Single-cell transcriptomic assays have enabled the de novo reconstruction of lineage
differentiation trajectories, along with the characterization of cellular heterogeneity and state …

Inference of cell state transitions and cell fate plasticity from single-cell with MARGARET

K Pandey, H Zafar - Nucleic Acids Research, 2022 - academic.oup.com
Despite recent advances in inferring cellular dynamics using single-cell RNA-seq data,
existing trajectory inference (TI) methods face difficulty in accurately reconstructing the cell …

Generative modeling of single-cell population time series for inferring cell differentiation landscapes

GHT Yeo, SD Saksena, DK Gifford - BioRxiv, 2020 - biorxiv.org
Existing computational methods that use single-cell RNA-sequencing for cell fate prediction
either summarize observations of cell states and their couplings without modeling the …

Single-cell transcriptional diversity is a hallmark of developmental potential

GS Gulati, SS Sikandar, DJ Wesche, A Manjunath… - Science, 2020 - science.org
Single-cell RNA sequencing (scRNA-seq) is a powerful approach for reconstructing cellular
differentiation trajectories. However, inferring both the state and direction of differentiation is …