Journal article
Semblance of heterogeneity in collective cell migration
- Abstract:
- Cell population heterogeneity is increasingly a focus of inquiry in biological research. For example, cell migration studies have investigated the heterogeneity of invasiveness and taxis in development, wound healing, and cancer. However, relatively little effort has been devoted to explore when heterogeneity is mechanistically relevant and how to reliably measure it. Statistical methods from the animal movement literature offer the potential to analyse heterogeneity in collections of cell tracking data. A popular measure of heterogeneity, which we use here as an example, is the distribution of delays in directional cross-correlation. Employing a suitably generic, yet minimal, model of collective cell movement in three dimensions, we show how using such measures to quantify heterogeneity in tracking data can result in the inference of heterogeneity where there is none. Our study highlights a potential pitfall in the statistical analysis of cell population heterogeneity, and we argue this can be mitigated by the appropriate choice of null models.
- Publication status:
- Published
- Peer review status:
- Peer reviewed
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- Files:
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(Preview, Accepted manuscript, pdf, 3.2MB, Terms of use)
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- Publisher copy:
- 10.1016/j.cels.2017.06.006
Authors
- Publisher:
- Cell Press
- Journal:
- Cell Systems More from this journal
- Volume:
- 5
- Issue:
- 2
- Pages:
- 119-127.e1
- Publication date:
- 2017-07-26
- Acceptance date:
- 2017-06-09
- DOI:
- EISSN:
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2405-4712
- ISSN:
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2405-4720
- Pubs id:
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pubs:700141
- UUID:
-
uuid:3e6503db-3f45-434a-90dd-707c5889ba25
- Local pid:
-
pubs:700141
- Source identifiers:
-
700141
- Deposit date:
-
2017-06-11
Terms of use
- Copyright holder:
- Elsevier Inc
- Copyright date:
- 2017
- Notes:
- Copyright © 2017 Elsevier Inc. This is the accepted manuscript version of the article. The final version is available online from Elsevier at: https://doi.org/10.1016/j.cels.2017.06.006
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