bioRxivBioengineering
Modeling stem cell nucleus mechanics using confocal microscopy
Z. Kennedy, J. K. Newberg, M. Goelzer, S. Judex, C. K. Fitzpatrick, G. Uzer
Abstract
Nuclear mechanics is emerging as a key component of stem cell function and differentiation. While changes in nuclear structure can be visually imaged with confocal microscopy, mechanical characterization of the nucleus and its sub-cellular components require specialized testing equipment. A computational model permitting cell-specific mechanical information directly from confocal and atomic force microscopy of cell nuclei would be of great value. Here, we developed a computational framework for generating finite element models of isolated cell nuclei from multiple confocal microscopy scans and simple atomic force microscopy (AFM) tests. Confocal imaging stacks of isolated mesenchymal stem cells (MSC) were converted into finite element models and siRNA-mediated LaminA/C depletion isolated chromatin and LaminA/C structures. Using AFM-measured experimental stiffness values, a set of conversion factors were determined for both chromatin and LaminA/C to map the voxel intensity of the original images to the element stiffness, allowing the prediction of nuclear stiffness in an additional set of other nuclei. The developed computational framework will identify the contribution of a multitude of sub-nuclear structures and predict global nuclear stiffness of multiple nuclei based on simple nuclear isolation protocols, confocal images and AFM tests.
- organism: human
- assay: imaging
- assay: fluorescence / live-cell microscopy
- research focus: cell type annotation
- research focus: clustering
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Investigation of cell nucleus heterogeneity
Noel Reynolds, Eoin McEvoy, … Patrick McGarry·bioRxiv·Jul 8, 2020
- A multi-structural finite element model to simulate atomic force microscopy nanoindentation of single cells
S. Marcotti, G. C. Reilly, D. Lacroix·bioRxiv·Dec 17, 2019
- Isolated Nuclei Stiffen in Response to Low Intensity Vibration
J. K. Newberg, J. Schimpf, … G. Uzer·bioRxiv·Apr 9, 2020
- Correlating nuclear morphology and external force with combined atomic force microscopy and light sheet imaging separates roles of chromatin and lamin A/C in nuclear mechanics
C. M. Hobson, M. Kern, … R. Superfine·Molecular Biology of the CellPeer-reviewed·Jul 21, 2020
- High-throughput microfluidic micropipette aspiration device to probe time-scale dependent nuclear mechanics in intact cells
P. Davidson, G. Fedorchak, … J. Lammerding·bioRxiv·May 20, 2019
- A Computational Model of Mechanical Stretching of Cultured Cells on a Flexible Membrane
Miles W. Massidda, David Ashirov, … Aaron B. Baker·Scientific ReportsPeer-reviewed·Oct 30, 2026