arXiv Open Access 2025

Likelihood-Based Heterogeneity Inference Reveals Non-Stationary Effects in Biohybrid Cell-Cargo Transport

Jan Albrecht Lara S. Dautzenberg Manfred Opper Carsten Beta Robert Großmann
Lihat Sumber

Abstrak

Variability of motility behavior in populations of microbiological agents is a ubiquitous phenomenon even in the case of genetically identical cells. Accordingly, passive objects introduced into such biological systems and driven by them will also exhibit heterogeneous motion patterns. Here, we study a biohybrid system of passive beads driven by active ameboid cells and use a likelihood approach to estimate the heterogeneity of the bead dynamics from their discretely sampled trajectories. We showcase how this approach can deal with information-scarce situations and provides natural uncertainty bounds for heterogeneity estimates. Using these advantages we particularly uncover that the heterogeneity in the system is time-dependent.

Penulis (5)

J

Jan Albrecht

L

Lara S. Dautzenberg

M

Manfred Opper

C

Carsten Beta

R

Robert Großmann

Format Sitasi

Albrecht, J., Dautzenberg, L.S., Opper, M., Beta, C., Großmann, R. (2025). Likelihood-Based Heterogeneity Inference Reveals Non-Stationary Effects in Biohybrid Cell-Cargo Transport. https://arxiv.org/abs/2508.12976

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2025
Bahasa
en
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arXiv
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Open Access ✓