Directed differentiation
Trajectory guidance from a pluripotent or progenitor state toward a defined lineage endpoint, usually with waypoint constraints.
Trajectory guidance from a pluripotent or progenitor state toward a defined lineage endpoint, usually with waypoint constraints.
Methods addressing this modality
Crespo I et al. · 2013 · BMC systems biology
BACKGROUND: Cellular differentiation and reprogramming are processes that are carefully orchestrated by the activation and repression of specific sets of genes.
Mochizuki A et al. · 2013 · Journal of theoretical biology
Modern biology provides many networks describing regulations between many species of molecules.
Cahan et al. · 2014 · Cell
Canonical Level 1 method. Reconstructs cell-type-specific GRNs from expression data and prioritizes regulators whose perturbation is expected to restore the target network.
Lang AH et al. · 2014 · PLoS computational biology
A common metaphor for describing development is a rugged "epigenetic landscape" where cell fates are represented as attracting valleys resulting from a complex regulatory network.
Zañudo JG et al. · 2015 · PLoS computational biology
Identifying control strategies for biological networks is paramount for practical applications that involve reprogramming a cell's fate, such as disease therapeutics and stem cell reprogramming.
Okawa S et al. · 2016 · Stem cell reports
Identification of cell-fate determinants for directing stem cell differentiation remains a challenge.
Zañudo JGT et al. · 2017 · Proceedings of the National Academy of Sciences of the United States of America
What can we learn about controlling a system solely from its underlying network structure? Here we adapt a recently developed framework for control of networks governed by a broad class of nonlinear dynamics that…
Hartmann A et al. · 2018 · Scientific reports
Cellular differentiation is a complex process where a less specialized cell evolves into a more specialized cell.
Danter WR · 2019 · Orphanet journal of rare diseases
BACKGROUND: Conversion of human somatic cells into induced pluripotent stem cells (iPSCs) is often an inefficient, time consuming and expensive process.
Choo SM et al. · 2020 · Frontiers in physiology
The molecular regulatory network (MRN) within a cell determines cellular states and transitions between them.
Marazzi L et al. · 2020 · Bioinformatics (Oxford, England)
SUMMARY: OCSANA+ is a Cytoscape app for identifying nodes to drive the system toward a desired long-term behavior, prioritizing combinations of interventions in large-scale complex networks, and estimating the effects…
Ribeiro MM et al. · 2020 · Stem cells translational medicine
Generation of desired cell types by cell conversion remains a challenge.
Jung S et al. · 2021 · Nature communications
Human cell conversion technology has become an important tool for devising new cell transplantation therapies, generating disease models and testing gene therapies.
Marazzi L et al. · 2022 · NPJ systems biology and applications
The search for effective therapeutic targets in fields like regenerative medicine and cancer research has generated interest in cell fate reprogramming.
Tran A et al. · 2022 · NAR genomics and bioinformatics
Cell reprogramming offers a potential treatment to many diseases, by regenerating specialized somatic cells.
Kamimoto K et al. · 2023 · Nature
Cell identity is governed by the complex regulation of gene expression, represented as gene-regulatory networks1.
Han L et al. · 2023 · Communications biology
Cellular transitions hold great promise in translational medicine research.
Smits JGA et al. · 2023 · F1000Research
The recent development of single-cell techniques is essential to unravel complex biological systems.
Zheng M et al. · 2023 · Stem cell reports
Cellular conversion can be induced by perturbing a handful of key transcription factors (TFs).
Kim N et al. · 2024 · Briefings in bioinformatics
The tendency for cell fate to be robust to most perturbations, yet sensitive to certain perturbations raises intriguing questions about the existence of a key path within the underlying molecular network that…
Chevalier S et al. · 2025 · NPJ systems biology and applications
Boolean networks provide robust, explainable, and predictive models of cellular dynamics, especially for cellular differentiation and fate decision processes.
Appleton E et al. · 2025 · Cell reports
The creation of induced pluripotent stem cells (iPSCs) has enabled scientists to explore the function, mechanisms, and differentiation processes of many types of cells.
DeMeo B et al. · 2025 · Science (New York, N.Y.)
Phenotypic drug screening remains constrained by the vastness of chemical space and the technical challenges of scaling experimental workflows.
Martini P et al. · 2025 · Genome biology
Many methods exist that infer cell differentiation trajectories from single-cell RNA sequencing data, but only few determine which mechanisms drive the inferred differentiation dynamics.
Li C et al. · 2025 · Genome research
Reprogramming cell state transitions provides the potential for cell engineering and regenerative therapy.