Combining in vitro and in silico approaches to model neural tube patterning and isthmic organizer formation

During early embryonic development, the human neural tube is formed and patterned through spatial regionalization of cell identity, driven by gene regulatory responses to morphogen gradients. However, many of the underlying mechanisms remain unclear. Here, we integrate single-cell RNA sequencing data from in vitro emulation of neural tube patterning to develop computational models of rostral-caudal and dorsal-ventral patterning. By embedding these models in a 3D geometry, we reveal how transient morphogen signals induce irreversible patterns consistent with developmental biology and experimental data. Notably, our framework accurately captures the formation and maintenance of the isthmic organizer at the mid-hindbrain boundary, providing a realistic and mechanistic picture of neural tube patterning. This integrated approach bridges in vitro experimentation and computational modeling to uncover fundamental principles of neural development.

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Publication Details

Journal
npj Systems Biology and Applications
Published
2026-08-21
DOI
https://doi.org/10.1038/s41540-026-00813-0
Primary Topic
Single-cell and spatial transcriptomics
Type
article
Field-Weighted Citation Impact
0.00

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article

Combining in vitro and in silico approaches to model neural tube patterning and isthmic organizer formation

Victor Olariu, Agnete Kirkeby, Emil Andersson, Pedro Rifes et al.
npj Systems Biology and Applications
Single-cell and spatial transcriptomics
article

Combining in vitro and in silico approaches to model neural tube patterning and isthmic organizer formation

Victor Olariu, Agnete Kirkeby, Emil Andersson, Pedro Rifes, Alexander Degener, Paulina Ibek, Gaurav Singh Rathore, Fredrik Bertilsson
article en

Abstract

During early embryonic development, the human neural tube is formed and patterned through spatial regionalization of cell identity, driven by gene regulatory responses to morphogen gradients. However, many of the underlying mechanisms remain unclear. Here, we integrate single-cell RNA sequencing data from in vitro emulation of neural tube patterning to develop computational models of rostral-caudal and dorsal-ventral patterning. By embedding these models in a 3D geometry, we reveal how transient morphogen signals induce irreversible patterns consistent with developmental biology and experimental data. Notably, our framework accurately captures the formation and maintenance of the isthmic organizer at the mid-hindbrain boundary, providing a realistic and mechanistic picture of neural tube patterning. This integrated approach bridges in vitro experimentation and computational modeling to uncover fundamental principles of neural development.

npj Systems Biology and ApplicationsVol. 12(1)
University of Copenhagen (DK), Lund University (SE), Wallenberg Wood Science Center (SE)
Innovationsfonden, Crafoordska Stiftelsen, Lunds Universitet, Lundbeckfonden, Knut och Alice Wallenbergs Stiftelse, Science for Life Laboratory, Novo Nordisk Foundation Center for Basic Metabolic Research, H2020 European Research Council
Openalex Percentile: Top 17%
Single-cell and spatial transcriptomics
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