Literature DB >> 33417869

Computational Stem Cell Biology: Open Questions and Guiding Principles.

Patrick Cahan1, Davide Cacchiarelli2, Sara-Jane Dunn3, Martin Hemberg4, Susana M Chuva de Sousa Lopes5, Samantha A Morris6, Owen J L Rackham7, Antonio Del Sol8, Christine A Wells9.   

Abstract

Computational biology is enabling an explosive growth in our understanding of stem cells and our ability to use them for disease modeling, regenerative medicine, and drug discovery. We discuss four topics that exemplify applications of computation to stem cell biology: cell typing, lineage tracing, trajectory inference, and regulatory networks. We use these examples to articulate principles that have guided computational biology broadly and call for renewed attention to these principles as computation becomes increasingly important in stem cell biology. We also discuss important challenges for this field with the hope that it will inspire more to join this exciting area.
Copyright © 2020 Elsevier Inc. All rights reserved.

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Year:  2021        PMID: 33417869      PMCID: PMC7799393          DOI: 10.1016/j.stem.2020.12.012

Source DB:  PubMed          Journal:  Cell Stem Cell        ISSN: 1875-9777            Impact factor:   24.633


  5 in total

1.  An integrated analysis of human myeloid cells identifies gaps in in vitro models of in vivo biology.

Authors:  Nadia Rajab; Paul W Angel; Yidi Deng; Jennifer Gu; Vanta Jameson; Mariola Kurowska-Stolarska; Simon Milling; Chris M Pacheco; Matt Rutar; Andrew L Laslett; Kim-Anh Lê Cao; Jarny Choi; Christine A Wells
Journal:  Stem Cell Reports       Date:  2021-05-13       Impact factor: 7.765

Review 2.  How a cell decides its own fate: a single-cell view of molecular mechanisms and dynamics of cell-type specification.

Authors:  Maria Mircea; Stefan Semrau
Journal:  Biochem Soc Trans       Date:  2021-12-17       Impact factor: 5.407

3.  Reconstruction of dynamic regulatory networks reveals signaling-induced topology changes associated with germ layer specification.

Authors:  Emily Y Su; Abby Spangler; Qin Bian; Jessica Y Kasamoto; Patrick Cahan
Journal:  Stem Cell Reports       Date:  2022-01-27       Impact factor: 7.294

Review 4.  Computational tools for analyzing single-cell data in pluripotent cell differentiation studies.

Authors:  Jun Ding; Amir Alavi; Mo R Ebrahimkhani; Ziv Bar-Joseph
Journal:  Cell Rep Methods       Date:  2021-10-04

Review 5.  New Insights into Cerebral Vessel Disease Landscapes at Single-Cell Resolution: Pathogenetic and Therapeutic Perspectives.

Authors:  Megi Meneri; Sara Bonato; Delia Gagliardi; Giacomo P Comi; Stefania Corti
Journal:  Biomedicines       Date:  2022-07-13
  5 in total

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