Motion of driven and active particles in polymer networks
Motion of driven and active particles in polymer networks
Disciplines
Physics, Astronomy (100%)
Keywords
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Polymer Network Simulation,
Microswimmers,
Transport And Diffusion,
Colloids,
MPCD simulation
Understanding how small particles (such as proteins, bacteria, viruses and drugs) move through fluids in the human body is of great importance for biomedical applications: this applies both to preventing bacteria to reach human organs as well as drug delivery. Migrating through the body, these particles have to overcome physical barriers such as mucus layers which line many organs in the human body and consist of large biopolymers called mucins which form a dense network in a water background, similar as spaghetti but at much smaller scales. So far most of the experimental and theoretical studies focused on a random motion of particles, which get stuck in the network in case they are too large. One possibility to overcome such particle trapping is the use of magnetic fields which can ensure particle transport of magnetically functionalized drugs to specific target sites. Another promising approch are so-called active colloids which can perform autonomous motion, similar as biological microorganisms such as bacteria. Still, no clear overall understanding exists about the relevant physical forces how driven and active particles can be transported through biopolymer networks. In our project we perform computer simulations to uncover the physical mechanisms how otherwise trapped particles can be transported through polymer networks when they are magnetically driven or made active. We use a state-of-the-art simulation approach, called multiparticle collision dynamics, which is able to simulate faithfully the flows around the tagged particle; these simulations also include thermal noise, which is of great importance on the nano-scale. With this method at hand we will find out the microscopic details how the presence of driven or active particles influence the local propereties of the polymer network which is currently not possible with experimental techniques. In turn, we can see how the polymer network configuration around the particles may help or hinder their motion. We expect that there exists a critical driving or active force which is necessary to enable particles to migrate. We also suspect that the dynamics of the polymer cross-links, which connect individual polymers, play a central role in this scenario, in particular, when these links are allowed to form and to break-up dynamically, as this is the case for many real polymer networks. In the last part of the project we simulate the motion of particles in an externally imposed fluid flow to model fluid flows in the human body. We expect that the presence of such an external force will support and enhance the transport of particles which is possible to find out with our detailed numerical simulations. In this project we will closely collaborate with experimentalists in order to test our predictions in real applications.
The fundamental question how microorganisms such as bacteria, sperm cells or other "active particles" are able to move surprisingly efficient in complex environments in the human body such as in biofluids (blood, mucus,) is still poorly understood. The Lise Meitner project M 2458 investigated the physical locomotion mechanisms of such active particles and of externally driven (gravity, fluid flow) particles in polymer networks and microchannels. All in all, the results of the project helps to better understand how microorganisms move in the human body and in external fluid flows. Many of the obtained results have been published in different important scientific journals, including well-known interdisciplinary journals such as Nature Communications, Science Advances, or PNAS. Different numerical methods have been used to simulate fluid flows at the micron scale including Brownian fluctuations, such as the MPCD ("multi-particle collision dynamics") method in combination with molecular dynamics (MD) or Brownian dynamics (BD) simulations. On the one side the project focused on computer simulations unraveling fundamental locomotory behavior of active and externally driven particles in complex media and fluid flows. On the other side we investigated the dynamics of bacteria and driven particles together with international experimental collaborators. All in all our investigations revealed a multitude of interesting, significant, and partly surprising results. For example, it could be demonstrated that the specific locomotory swimming gait and the corresponding self-generated fluid flows of spherical microswimmers strongly determines their ability and efficiency to move through polymer networks. This is particularly interesting since in the absence of a polymer matrix the used model microswimmers show a swimming speed independent of the specific swimming mechanism. Furthermore, together with experimentalists from ESPCI Paris we could demonstrate the physical principles which enable bacteria to swim upstream in microchannels. We could also demonstrate how so-called chirality - or handedness - of bacterial flagella determine bacterial dynamics and how left-right symmetry of their trajectories can be broken. This is also of clinical relevance, related to the fact that bacteria are able to infect patients through upstream swimming in catheters. Our fundamental physical and hydrodynamic understanding of these phenomena enabled us to propose an idea how to mechanically design and pattern surfaces of catheters in order to prevent bacterial infections. Finally we showed via modern machine learning techniques using neural networks and reinforcement learning, how microswimmers can make decisions in a viscous environment and using sensory input on their swimming gaits in order to efficiently move towards nutrient sources.
- Technische Universität Wien - 100%
- Anke Lindner, Sorbonne Université - France
- Dirk Aarts, The University of Oxford
Research Output
- 268 Citations
- 16 Publications
- 1 Disseminations
- 4 Scientific Awards
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2021
Title Microswimmers learning chemotaxis with genetic algorithms DOI 10.48550/arxiv.2101.12258 Type Preprint Author Hartl B -
2021
Title Microswimmers learning chemotaxis with genetic algorithms DOI 10.1073/pnas.2019683118 Type Journal Article Author Hartl B Journal Proceedings of the National Academy of Sciences Link Publication -
2022
Title Asymmetric bistability of chiral particle orientation in viscous shear flows DOI 10.48550/arxiv.2211.09213 Type Preprint Author Zöttl A -
2019
Title Dynamics of individual Brownian rods in a microchannel flow DOI 10.48550/arxiv.1905.05020 Type Preprint Author Zöttl A -
2019
Title Oscillatory surface rheotaxis of swimming E. coli bacteria DOI 10.1038/s41467-019-11360-0 Type Journal Article Author Mathijssen A Journal Nature Communications Pages 3434 Link Publication -
2020
Title Simulation of microswimmer hydrodynamics with multiparticle collision dynamics**This project acknowledges funding from the Austrian Science Fund (FWF) through a Lise-Meitner Fellowship (Grant No. M 2458-N36). DOI 10.1088/1674-1056/ab943f Type Journal Article Author Zöttl A Journal Chinese Physics B Pages 074701 Link Publication -
2020
Title Mesoscale modelling of polymer aggregate digestion DOI 10.1016/j.crfs.2020.03.006 Type Journal Article Author Novev J Journal Current Research in Food Science Pages 122-133 Link Publication -
2019
Title Two Different Missense C1S Mutations, Associated to Periodontal Ehlers-Danlos Syndrome, Lead to Identical Molecular Outcomes DOI 10.3389/fimmu.2019.02962 Type Journal Article Author Bally I Journal Frontiers in Immunology Pages 2962 Link Publication -
2019
Title Dynamics of individual Brownian rods in a microchannel flow DOI 10.1039/c9sm00903e Type Journal Article Author Zöttl A Journal Soft Matter Pages 5810-5814 Link Publication -
2020
Title Chirality-induced bacterial rheotaxis in bulk shear flows DOI 10.48550/arxiv.2003.04012 Type Preprint Author Jing G -
2020
Title Chirality-induced bacterial rheotaxis in bulk shear flows DOI 10.1126/sciadv.abb2012 Type Journal Article Author Jing G Journal Science Advances Link Publication -
2020
Title Simulation of microswimmer hydrodynamics with multiparticle collision dynamics DOI 10.48550/arxiv.2009.00969 Type Preprint Author Zöttl A -
2023
Title Dynamics of squirmers in explicitly modeled polymeric fluids DOI 10.1209/0295-5075/acdf18 Type Journal Article Author Zöttl A Journal Europhysics Letters -
2023
Title Asymmetric bistability of chiral particle orientation in viscous shear flows. DOI 10.1073/pnas.2310939120 Type Journal Article Author Tesser F Journal Proceedings of the National Academy of Sciences of the United States of America -
2019
Title Frequency-dependent higher-order Stokes singularities near a planar elastic boundary: Implications for the hydrodynamics of an active microswimmer near an elastic interface DOI 10.1103/physreve.100.032610 Type Journal Article Author Daddi-Moussa-Ider A Journal Physical Review E Pages 032610 Link Publication -
2023
Title Dynamics of squirmers in explicitly modeled polymeric fluids DOI 10.48550/arxiv.2306.09720 Type Other Author Zöttl A Link Publication
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2020
Title ICTAM 2020 conference Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2020
Title CECAM workshop nonequilbrium physics Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2020
Title DPG Spring Meeting bpcppdysoe21 Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2019
Title Workshop on Food Science Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International