1
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Heuberger L, Messmer D, dos Santos EC, Scherrer D, Lörtscher E, Schoenenberger C, Palivan CG. Microfluidic Giant Polymer Vesicles Equipped with Biopores for High-Throughput Screening of Bacteria. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2307103. [PMID: 38158637 PMCID: PMC10953582 DOI: 10.1002/advs.202307103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Indexed: 01/03/2024]
Abstract
Understanding the mechanisms of antibiotic resistance is critical for the development of new therapeutics. Traditional methods for testing bacteria are often limited in their efficiency and reusability. Single bacterial cells can be studied at high throughput using double emulsions, although the lack of control over the oil shell permeability and limited access to the droplet interior present serious drawbacks. Here, a straightforward strategy for studying bacteria-encapsulating double emulsion-templated giant unilamellar vesicles (GUVs) is introduced. This microfluidic approach serves to simultaneously load bacteria inside synthetic GUVs and to permeabilize their membrane with the pore-forming peptide melittin. This enables antibiotic delivery or the influx of fresh medium into the GUV lumen for highly parallel cultivation and antimicrobial efficacy testing. Polymer-based GUVs proved to be efficient culture and analysis microvessels, as microfluidics allow easy selection and encapsulation of bacteria and rapid modification of culture conditions for antibiotic development. Further, a method for in situ profiling of biofilms within GUVs for high-throughput screening is demonstrated. Conceivably, synthetic GUVs equipped with biopores can serve as a foundation for the high-throughput screening of bacterial colony interactions during biofilm formation and for investigating the effect of antibiotics on biofilms.
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Affiliation(s)
- Lukas Heuberger
- Department of ChemistryUniversity of BaselMattenstrasse 22Basel4002Switzerland
| | - Daniel Messmer
- Department of ChemistryUniversity of BaselMattenstrasse 22Basel4002Switzerland
| | - Elena C. dos Santos
- Department of ChemistryUniversity of BaselMattenstrasse 22Basel4002Switzerland
| | - Dominik Scherrer
- IBM Research Europe–ZürichSäumerstrasse 4Rüschlikon8803Switzerland
| | - Emanuel Lörtscher
- IBM Research Europe–ZürichSäumerstrasse 4Rüschlikon8803Switzerland
- NCCR‐Molecular Systems EngineeringMattenstrasse 24a, BPR 1095Basel4058Switzerland
| | | | - Cornelia G. Palivan
- Department of ChemistryUniversity of BaselMattenstrasse 22Basel4002Switzerland
- NCCR‐Molecular Systems EngineeringMattenstrasse 24a, BPR 1095Basel4058Switzerland
- Swiss Nanoscience Institute (SNI)University of BaselKlingelbergstrasse 82Basel4056Switzerland
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2
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Li J, Wu J, Wang J, Wang X. Phenotypic variations induced emergence of orientation order and morphology in Bacillus subtilis biofilm growth. Biochem Biophys Res Commun 2023; 686:149198. [PMID: 37931362 DOI: 10.1016/j.bbrc.2023.149198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 10/16/2023] [Accepted: 10/30/2023] [Indexed: 11/08/2023]
Abstract
During the Bacillus subtilis biofilm growth on the solid MSgg substrate, the biofilm exhibits highly ordered structures such as matrix-producing-cell chains and Van Gogh bundles due to bacterial orientation order. These structures make the biofilm have strong mobility and environmental adaptability, thus making bacteria easier to survive and thrive in biofilms comparing to planktonic bacteria. We tested the behaviors of different phenotypes as well as their impacts on bacterial clusters: motile cells arrange disorderly, the biofilm made up of motile cells tends to be circular and isotropic; matrix-producing cells form cellular chains that guide motile cells along the chain to form a locally nematic phase, the morphology of the biofilm made up of both motile cells and matrix-producing cells is rendered irregular. Combining the results of a coarse-grained and individual-based model, we can control the biofilm growth through regulating environmental friction, bacterial growth rate and adhesion between cells.
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Affiliation(s)
- Jin Li
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Jin Wu
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Jiankun Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China; School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA.
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3
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Wu J, Li X, Kong R, Wang J, Wang X. Analysis of biofilm expansion rate of Bacillus subtilis (MTC871) on agar substrates with different stiffness. Can J Microbiol 2023; 69:479-487. [PMID: 37379574 DOI: 10.1139/cjm-2022-0259] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/30/2023]
Abstract
The surface morphology of mature biofilms is heterogeneous and can be divided into concentric rings wrinkles (I), labyrinthine networks wrinkles (II), radial ridges wrinkles (III), and branches wrinkles (IV), according to surface wrinkle structure and distribution characteristics. Due to the wrinkle structures, channels are formed between the biofilm and substrate and transport nutrients, water, metabolic products, etc. We find that expansion rate variations of biofilms growing on substrates with high and low agar concentrations (1.5, 2.0, 2.5 wt.%) are not in the same phase. In the first 3 days' growth, the interaction stress between biofilm and each agar substrate increases, which makes the biofilm expansion rate decreases before wrinkle pattern IV (branches) comes up. After 3 days, in the later growth stage after wrinkle pattern IV appears, the biofilm has larger expansion rate growing on 2.0 wt.% agar concentration, which has the larger wrinkle distance in wrinkle pattern IV reducing energy consumption. Our study shows that the stiff substrate does not always inhibit the biofilm expansion, although it does in the earlier stage; after that, mature biofilms acquire larger expansion rate by adjusting the growth mode through the wrinkle evolution even in nutrient extremely depletion.
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Affiliation(s)
- Jin Wu
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Xianyong Li
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Rui Kong
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Jiankun Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA
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4
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Li X, Kong R, Wang J, Wu J, Wang X. Matrix Producing Cells Induce the Morphological Difference in the Bacillus subtilis Biofilm. Indian J Microbiol 2023; 63:197-207. [PMID: 37325022 PMCID: PMC10267082 DOI: 10.1007/s12088-023-01073-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Accepted: 02/24/2023] [Indexed: 03/09/2023] Open
Abstract
There is a 'coffee ring' in the Bacillus subtilis biofilm center, and the colony biofilm morphologies are distinct inside and outside the 'coffee ring'. In this paper, we study this morphological difference and explain the reasons of the 'coffee ring' formation and further the causes to the morphological variation. We developed a quantitative method to characterize the surface morphology, the outer area is thicker than the inner area of the 'coffee ring', and the thickness amplitude in outer area is larger than inner area of the 'coffee ring'. We adopt a logistic growth model to obtain how the environmental resistance influence the colony biofilm thickness. Dead cells provide gaps for stress release and make folds formation in colony biofilm. we developed a technique for optical imaging and matching cells with the BRISK algorithm to capture the distribution and movement of motile cells and matrix producing cells in the colony biofilm. Matrix producing cells are mainly distribute in the outside of the 'coffee ring', and the extracellular matrix (ECM) prevents the motile cells moving outward from center. Motile cells mainly locate inside the ring, a small amount of dead motile cells outside the 'coffee ring' give rise to radial folds formation. There are no ECM blocking cell movements inside the ring, which result in uniform folds formation. The distribution of ECM and different phenotypes lead to the formation of the 'coffee ring', which is verified by using eps and flagellar mutants.
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Affiliation(s)
- Xianyong Li
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083 China
| | - Rui Kong
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083 China
| | - Jiankun Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083 China
| | - Jin Wu
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083 China
| | - Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083 China
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138 USA
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5
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Wang J, Wu J, Li J, Kong R, Li X, Wang X. Simulation of various biofilm fractal morphologies by agent-based model. Colloids Surf B Biointerfaces 2023; 227:113352. [PMID: 37196464 DOI: 10.1016/j.colsurfb.2023.113352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 05/05/2023] [Accepted: 05/12/2023] [Indexed: 05/19/2023]
Abstract
Biofilms are clusters of bacteria wrapped in extracellular matrix and polymers. The study of biofilm morphological transformation has been around for a long time and has attracted widespread attention. In this paper, we present a model for biofilm growth based on the interaction force, in which bacteria are treated as tiny particles and locations of particles are updated by calculating the repulsive forces among particles. We adapt a continuity equation to indicate nutrient concentration variation in the substrate. Based on the above, we study the morphological transformation of biofilms. We find that nutrient concentration and nutrient diffusion rate dominate different biofilm morphological transition processes, in which biofilms would grow into fractal morphology under the conditions of low nutrient concentration and nutrient diffusivity. At the same time, we expand our model by introducing a second particle to mimic extracellular polymeric substances (EPS) in biofilms. We find that the interaction between different particles can lead to phase separation patterns between cells and EPSs, and the adhesion effect of EPS can attenuate this phenomenon. In contrast to single particle system models, branches are inhibited due to EPS filling in dual particle system models, and this invalidation is boosted by the enhancement of the depletion effect.
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Affiliation(s)
- Jiankun Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Jin Wu
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Jin Li
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Rui Kong
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Xianyong Li
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China; School of Engineering and Applied Sciences, Harvard University, 02138 Cambridge, MA, USA.
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6
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Wang X, Blumenfeld R, Feng XQ, Weitz DA. 'Phase transitions' in bacteria - From structural transitions in free living bacteria to phenotypic transitions in bacteria within biofilms. Phys Life Rev 2022; 43:98-138. [PMID: 36252408 DOI: 10.1016/j.plrev.2022.09.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 09/30/2022] [Indexed: 12/05/2022]
Abstract
Phase transitions are common in inanimate systems and have been studied extensively in natural sciences. Less explored are the rich transitions that take place at the micro- and nano-scales in biological systems. In conventional phase transitions, large-scale properties of the media change discontinuously in response to continuous changes in external conditions. Such changes play a significant role in the dynamic behaviours of organisms. In this review, we focus on some transitions in both free-living and biofilms of bacteria. Particular attention is paid to the transitions in the flagellar motors and filaments of free-living bacteria, in cellular gene expression during the biofilm growth, in the biofilm morphology transitions during biofilm expansion, and in the cell motion pattern transitions during the biofilm formation. We analyse the dynamic characteristics and biophysical mechanisms of these phase transition phenomena and point out the parallels between these transitions and conventional phase transitions. We also discuss the applications of some theoretical and numerical methods, established for conventional phase transitions in inanimate systems, in bacterial biofilms.
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Affiliation(s)
- Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China; John A. Paulson School of Engineering and Applied Sciences, Harvard University, 9 Oxford St, Cambridge, MA, 02138, USA.
| | - Raphael Blumenfeld
- Gonville & Caius College, University of Cambridge, Trinity St., Cambridge CB2 1TA, UK
| | - Xi-Qiao Feng
- Institute of Biomechanics and Medical Engineering, Department of Engineering Mechanics, Tsinghua University, Beijing 100084, China
| | - David A Weitz
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, 9 Oxford St, Cambridge, MA, 02138, USA; Department of Physics, Harvard University, 9 Oxford St, Cambridge, MA, 02138, USA
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7
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Calibrating spatiotemporal models of microbial communities to microscopy data: A review. PLoS Comput Biol 2022; 18:e1010533. [PMID: 36227846 PMCID: PMC9560168 DOI: 10.1371/journal.pcbi.1010533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Spatiotemporal models that account for heterogeneity within microbial communities rely on single-cell data for calibration and validation. Such data, commonly collected via microscopy and flow cytometry, have been made more accessible by recent advances in microfluidics platforms and data processing pipelines. However, validating models against such data poses significant challenges. Validation practices vary widely between modelling studies; systematic and rigorous methods have not been widely adopted. Similar challenges are faced by the (macrobial) ecology community, in which systematic calibration approaches are often employed to improve quantitative predictions from computational models. Here, we review single-cell observation techniques that are being applied to study microbial communities and the calibration strategies that are being employed for accompanying spatiotemporal models. To facilitate future calibration efforts, we have compiled a list of summary statistics relevant for quantifying spatiotemporal patterns in microbial communities. Finally, we highlight some recently developed techniques that hold promise for improved model calibration, including algorithmic guidance of summary statistic selection and machine learning approaches for efficient model simulation.
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8
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Wang J, Li X, Kong R, Wu J, Wang X. Fractal morphology facilitates Bacillus subtilis biofilm growth. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2022; 29:56168-56177. [PMID: 35325386 DOI: 10.1007/s11356-022-19817-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 03/15/2022] [Indexed: 06/14/2023]
Abstract
In the late stage of Bacillus subtilis biofilm growth, to adapt the extremely nutrient-lacking environment, the biofilm edge grows into a complex branching structure, which allows the biofilm to expand outward at a faster speed, comparing to the expansion speed of the biofilm edge without branching structure. The fractal analysis shows that the fractal dimension (Fd) decreases along the radius in the biofilm branching structure, as shown in Figs. 1d and 3a. The variation of Fd along the radius is not monotonic, which is because of the texture evolution induced by the bacterial clusters' movement. By using the wide field stereomicroscope and image analysis, we find that the ridges in the mature branching structure are composed of inactive substances, and most of the bacterial clusters move through the valleys. Further analysis shows that bacterial clusters move to the area with the high Succolarity (Suc) value.
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Affiliation(s)
- Jiankun Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Xianyong Li
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Rui Kong
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Jin Wu
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China.
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA.
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9
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Porter M, Davidson FA, MacPhee CE, Stanley-Wall NR. Systematic microscopical analysis reveals obligate synergy between extracellular matrix components during Bacillus subtilis colony biofilm development. Biofilm 2022; 4:100082. [PMID: 36148433 PMCID: PMC9486643 DOI: 10.1016/j.bioflm.2022.100082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 08/11/2022] [Accepted: 08/11/2022] [Indexed: 12/03/2022] Open
Abstract
Single-species bacterial colony biofilms often present recurring morphologies that are thought to be of benefit to the population of cells within and are known to be dependent on the self-produced extracellular matrix. However, much remains unknown in terms of the developmental process at the single cell level. Here, we design and implement systematic time-lapse imaging and quantitative analyses of the growth of Bacillus subtilis colony biofilms. We follow the development from the initial deposition of founding cells through to the formation of large-scale complex structures. Using the model biofilm strain NCIB 3610, we examine the movement dynamics of the growing biomass and compare them with those displayed by a suite of otherwise isogenic matrix-mutant strains. Correspondingly, we assess the impact of an incomplete matrix on biofilm morphologies and sessile growth rate. Our results indicate that radial expansion of colony biofilms results from the division of bacteria at the biofilm periphery rather than being driven by swelling due to fluid intake. Moreover, we show that lack of exopolysaccharide production has a negative impact on cell division rate, and the extracellular matrix components act synergistically to give the biomass the structural strength to produce aerial protrusions and agar substrate-deforming ability.
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10
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Microrobot collectives with reconfigurable morphologies, behaviors, and functions. Nat Commun 2022; 13:2239. [PMID: 35473915 PMCID: PMC9043221 DOI: 10.1038/s41467-022-29882-5] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Accepted: 03/31/2022] [Indexed: 12/14/2022] Open
Abstract
Mobile microrobots, which can navigate, sense, and interact with their environment, could potentially revolutionize biomedicine and environmental remediation. Many self-organizing microrobotic collectives have been developed to overcome inherent limits in actuation, sensing, and manipulation of individual microrobots; however, reconfigurable collectives with robust transitions between behaviors are rare. Such systems that perform multiple functions are advantageous to operate in complex environments. Here, we present a versatile microrobotic collective system capable of on-demand reconfiguration to adapt to and utilize their environments to perform various functions at the air-water interface. Our system exhibits diverse modes ranging from isotropic to anisotrpic behaviors and transitions between a globally driven and a novel self-propelling behavior. We show the transition between different modes in experiments and simulations, and demonstrate various functions, using the reconfigurability of our system to navigate, explore, and interact with the environment. Such versatile microrobot collectives with globally driven and self-propelled behaviors have great potential in future medical and environmental applications.
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11
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Tam AKY, Harding B, Green JEF, Balasuriya S, Binder BJ. Thin-film lubrication model for biofilm expansion under strong adhesion. Phys Rev E 2022; 105:014408. [PMID: 35193209 DOI: 10.1103/physreve.105.014408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Accepted: 11/26/2021] [Indexed: 06/14/2023]
Abstract
Understanding microbial biofilm growth is important to public health because biofilms are a leading cause of persistent clinical infections. In this paper, we develop a thin-film model for microbial biofilm growth on a solid substratum to which it adheres strongly. We model biofilms as two-phase viscous fluid mixtures of living cells and extracellular fluid. The model explicitly tracks the movement, depletion, and uptake of nutrients and incorporates cell proliferation via a nutrient-dependent source term. Notably, our thin-film reduction is two dimensional and includes the vertical dependence of cell volume fraction. Numerical solutions show that this vertical dependence is weak for biologically feasible parameters, reinforcing results from previous models in which this dependence was neglected. We exploit this weak dependence by writing and solving a simplified one-dimensional model that is computationally more efficient than the full model. We use both the one- and two-dimensional models to predict how model parameters affect expansion speed and biofilm thickness. This analysis reveals that expansion speed depends on cell proliferation, nutrient availability, cell-cell adhesion on the upper surface, and slip on the biofilm-substratum interface. Our numerical solutions provide a means to qualitatively distinguish between the extensional flow and lubrication regimes, and quantitative predictions that can be tested in future experiments.
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Affiliation(s)
- Alexander K Y Tam
- School of Mathematical Sciences, Queensland University of Technology, Brisbane Queensland 4000, Australia
- School of Mathematics and Physics, The University of Queensland, St. Lucia Queensland 4072, Australia
- School of Mathematical Sciences, The University of Adelaide, Adelaide SA 5005, Australia
| | - Brendan Harding
- School of Mathematical Sciences, The University of Adelaide, Adelaide SA 5005, Australia
- School of Mathematics and Statistics, Victoria University of Wellington, Wellington 6140, New Zealand
| | - J Edward F Green
- School of Mathematical Sciences, The University of Adelaide, Adelaide SA 5005, Australia
| | - Sanjeeva Balasuriya
- School of Mathematical Sciences, The University of Adelaide, Adelaide SA 5005, Australia
| | - Benjamin J Binder
- School of Mathematical Sciences, The University of Adelaide, Adelaide SA 5005, Australia
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12
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Dong F, Liu S, Zhang D, Zhang J, Wang X, Zhao H. Osmotic Pressure Induced by Extracellular Matrix Drives Bacillus Subtilis Biofilms’ Self-healing. Comput Biol Chem 2022; 97:107632. [DOI: 10.1016/j.compbiolchem.2022.107632] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 01/08/2022] [Accepted: 01/13/2022] [Indexed: 01/01/2023]
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13
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Ziege R, Tsirigoni AM, Large B, Serra DO, Blank KG, Hengge R, Fratzl P, Bidan CM. Adaptation of Escherichia coli Biofilm Growth, Morphology, and Mechanical Properties to Substrate Water Content. ACS Biomater Sci Eng 2021; 7:5315-5325. [PMID: 34672512 PMCID: PMC8579398 DOI: 10.1021/acsbiomaterials.1c00927] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
![]()
Biofilms are complex
living materials that form as bacteria become
embedded in a matrix of self-produced protein and polysaccharide fibers.
In addition to their traditional association with chronic infections
or clogging of pipelines, biofilms currently gain interest as a potential
source of functional material. On nutritive hydrogels, micron-sized Escherichia coli cells can build centimeter-large biofilms.
During this process, bacterial proliferation, matrix production, and
water uptake introduce mechanical stresses in the biofilm that are
released through the formation of macroscopic delaminated buckles
in the third dimension. To clarify how substrate water content could
be used to tune biofilm material properties, we quantified E. coli biofilm growth, delamination dynamics, and rigidity
as a function of water content of the nutritive substrates. Time-lapse
microscopy and computational image analysis revealed that softer substrates
with high water content promote biofilm spreading kinetics, while
stiffer substrates with low water content promote biofilm delamination.
The delaminated buckles observed on biofilm cross sections appeared
more bent on substrates with high water content, while they tended
to be more vertical on substrates with low water content. Both wet
and dry biomass, accumulated over 4 days of culture, were larger in
biofilms cultured on substrates with high water content, despite extra
porosity within the matrix layer. Finally, microindentation analysis
revealed that substrates with low water content supported the formation
of stiffer biofilms. This study shows that E. coli biofilms respond to substrate water content, which might be used
for tuning their material properties in view of further applications.
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Affiliation(s)
- Ricardo Ziege
- Max Planck Institute of Colloids and Interfaces, 14476 Potsdam, Germany
| | | | - Bastien Large
- Max Planck Institute of Colloids and Interfaces, 14476 Potsdam, Germany
| | - Diego O Serra
- Institut für Biologie/Mikrobiologie, Humboldt-Universität zu Berlin, 10115 Berlin, Germany.,Institute of Molecular and Cell Biology, 2000 Rosario, Argentina
| | - Kerstin G Blank
- Max Planck Institute of Colloids and Interfaces, 14476 Potsdam, Germany
| | - Regine Hengge
- Institut für Biologie/Mikrobiologie, Humboldt-Universität zu Berlin, 10115 Berlin, Germany
| | - Peter Fratzl
- Max Planck Institute of Colloids and Interfaces, 14476 Potsdam, Germany
| | - Cécile M Bidan
- Max Planck Institute of Colloids and Interfaces, 14476 Potsdam, Germany
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14
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Wang X, Dong F, Liu J, Tan Y, Hu S, Zhao H. The self-healing of Bacillus subtilis biofilms. Arch Microbiol 2021; 203:5635-5645. [PMID: 34467433 DOI: 10.1007/s00203-021-02542-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 08/13/2021] [Accepted: 08/18/2021] [Indexed: 10/20/2022]
Abstract
Self-healing is an intrinsic ability that exists widely in every multicellular biological organism. Our recent experiments have shown that bacterial biofilms also have the ability to self-heal after man-make cuts, but the mechanism of biofilm self-healing have not been studied. We find that the healing process of cuts on the biofilm depends on cut geometries like its location or direction, the biofilm itself like the biofilm age, the growing substrate properties like its hardness, and also the environments such as the competitive growth of multiple biofilms. What is more, the healing rate along the cut is heterogeneous, and the maximum healing rate can reach 260 μm/h, which is three times the undestroyed biofilm expansion rate. The cut does not change the rounded shape growth of biofilms. Further study of phenotypic evolution shows that the cut delays bacterial differentiation; motile cells perceive the cut and move to the cut area, while the cut only heals when there are enough matrix-producing cells in the cut area. Our work suggests new ideas for developing self-healing materials.
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Affiliation(s)
- Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, 30 Xueyuan Road, Haidian District, Beijing, 100083, China. .,School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA.
| | - Fulin Dong
- School of Mechanical Engineering, University of Science and Technology Beijing, 30 Xueyuan Road, Haidian District, Beijing, 100083, China
| | - Jiali Liu
- School of Mechanical Engineering, University of Science and Technology Beijing, 30 Xueyuan Road, Haidian District, Beijing, 100083, China
| | - Yifan Tan
- School of Mechanical Engineering, University of Science and Technology Beijing, 30 Xueyuan Road, Haidian District, Beijing, 100083, China
| | - Shuaishuai Hu
- School of Mechanical Engineering, University of Science and Technology Beijing, 30 Xueyuan Road, Haidian District, Beijing, 100083, China
| | - Hui Zhao
- State Key Laboratory of Computer Science, Institute of Software, University of Chinese Academy of Sciences, Beijing, 100190, China
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15
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Azimzade Y, Saberi AA. Geometrically regulating evolutionary dynamics in biofilms. Phys Rev E 2021; 103:L050401. [PMID: 34134254 DOI: 10.1103/physreve.103.l050401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 04/21/2021] [Indexed: 11/07/2022]
Abstract
The theoretical understanding of evolutionary dynamics in spatially structured populations often relies on nonspatial models. Biofilms are among such populations where a more accurate understanding is of theoretical interest and can reveal new solutions to existing challenges. Here, we studied how the geometry of the environment affects the evolutionary dynamics of expanding populations, using the Eden model. Our results show that fluctuations of subpopulations during range expansion in two- and three-dimensional environments are not Brownian. Furthermore, we found that the substrate's geometry interferes with the evolutionary dynamics of populations that grow upon it. Inspired by these findings, we propose a periodically wedged pattern on surfaces prone to develop biofilms. On such patterned surfaces, natural selection becomes less effective and beneficial mutants would have a harder time establishing. Additionally, this modification accelerates genetic drift and leads to less diverse biofilms. Both interventions are highly desired for biofilms.
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Affiliation(s)
- Youness Azimzade
- Department of Physics, University of Tehran, Tehran 14395-547, Iran
| | - Abbas Ali Saberi
- Department of Physics, University of Tehran, Tehran 14395-547, Iran.,Institut für Theoretische Physik, Universitat zu Köln, Zülpicher Strasse 77, 50937 Köln, Germany
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16
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Genetic Network Architecture and Environmental Cues Drive Spatial Organization of Phenotypic Division of Labor in Streptomyces coelicolor. mBio 2021; 12:mBio.00794-21. [PMID: 34006658 PMCID: PMC8262882 DOI: 10.1128/mbio.00794-21] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
A number of bacteria are known to differentiate into cells with distinct phenotypic traits during processes such as biofilm formation or the development of reproductive structures. These cell types, by virtue of their specialized functions, embody a division of labor. However, how bacteria build spatial patterns of differentiated cells is not well understood. Here, we examine the factors that drive spatial patterns in divisions of labor in colonies of Streptomyces coelicolor, a multicellular bacterium capable of synthesizing an array of antibiotics and forming complex reproductive structures (e.g., aerial hyphae and spores). Using fluorescent reporters, we demonstrate that the pathways for antibiotic biosynthesis and aerial hypha formation are activated in distinct waves of gene expression that radiate outwards in S. coelicolor colonies. We also show that the spatiotemporal separation of these cell types depends on a key activator in the developmental pathway, AdpA. Importantly, when we manipulated local gradients by growing competing microbes nearby, or through physical disruption, expression in these pathways could be decoupled and/or disordered, respectively. Finally, the normal spatial organization of these cell types was partially restored with the addition of a siderophore, a public good made by these organisms, to the growth medium. Together, these results indicate that spatial divisions of labor in S. coelicolor colonies are determined by a combination of physiological gradients and regulatory network architecture, key factors that also drive patterns of cellular differentiation in multicellular eukaryotic organisms.
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17
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Wang X, Zhang D, Dong F, Liu S, Zhang J, Zhao H. Cell differentiation and motion determine the Bacillus subtilis biofilm morphological evolution under the competitive growth. J Basic Microbiol 2021; 61:396-405. [PMID: 33682160 DOI: 10.1002/jobm.202000635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2020] [Revised: 12/23/2020] [Accepted: 01/12/2021] [Indexed: 11/06/2022]
Abstract
The growth discrepancy of Bacillus subtilis biofilms along different directions under the competitive growth drive the formation of anisotropic biofilm morphology directly. Two biofilms growing from two inoculating positions with different distances exhibit promoting or inhibiting growth behavior. Here we develop an optical imaging technology to observe the cell differentiation and the growth dynamics when the biofilm grows. It shows that the spatiotemporal distribution of different phenotypes affects the biofilm morphological evolution. We develop a program to calculate the velocity of cell motion within the biofilm, which is based on the feature point matching approach. We find the cell differentiation ununiformity in the neighboring region and its opposite region leads to the cell velocity difference in the competitive environment, the different cell motion further influences the biofilm morphology evolution. When biofilms grow with a long inoculating distance, there is always a gap between the them; when biofilms grow with a short inoculating distance, two biofilms gradually merge into a whole. Our work establishes a relationship between microscopic cells and macroscopic biofilm morphological which enables us to study the competitive growth process of biofilms from multiple perspectives.
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Affiliation(s)
- Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, China.,School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
| | - Duohuai Zhang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, China
| | - Fulin Dong
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, China
| | - Song Liu
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, China
| | - Jinchang Zhang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, China
| | - Hui Zhao
- University of Chinese Academy of Sciences, State Key Laboratory of Computer Science, Institute of Software, China
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18
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WANG XIAOLING, TAN YIFAN, LIU JIALI, HU SHUAISHUAI, ZHAO HUI. THE EVOLVING WRINKLE PATTERN OF THE BACILLUS SUBTILIS BIOFILM PROVIDING MORE LIVING SPACE FOR CELLS. J MECH MED BIOL 2020. [DOI: 10.1142/s0219519420500487] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The biofilm wrinkle evolution is the growth mechanism by which bacteria regulate their physiological state in response to the environmental change. We use the parameter of surface complexity to describe different wrinkle patterns. The surface complexity is defined that the biofilm surface area contact with the air is divided by the projected area of the biofilm. We find that the biofilm surface complexity variation is positively proportional to the number of spores. Although each wrinkle pattern has various wrinkle thickness and width, surface complexities of some patterns are almost same, which guarantees cells have enough living space. Through the observation of the growth of the damaged biofilm, we further find that the biofilm expansion along the circumferential direction is faster than that along radial direction, which means that the internal stress along the circumferential direction contributes the wrinkle formation. Our work provides a new perspective to study biofilm morphologies, and relates the morphology evolution with phenotypes in the Bacillus subtilis biofilm.
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Affiliation(s)
- XIAOLING WANG
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
- School of Engineering and Applied Sciences, Harvard University Cambridge, MA 02138, USA
| | - YIFAN TAN
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - JIALI LIU
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - SHUAISHUAI HU
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - HUI ZHAO
- State Key Laboratory of Computer Science, Institute of Software, Chinese Academy of Sciences, Beijing 100190, P. R. China
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19
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Wang X, Kong Y, Zhao H, Yan X. Dependence of the
Bacillus subtilis
biofilm expansion rate on phenotypes and the morphology under different growing conditions. Dev Growth Differ 2019; 61:431-443. [DOI: 10.1111/dgd.12627] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2019] [Revised: 08/16/2019] [Accepted: 08/20/2019] [Indexed: 11/29/2022]
Affiliation(s)
- Xiaoling Wang
- School of Mechanical Engineering University of Science and Technology Beijing Beijing China
- School of Engineering and Applied Sciences Harvard University Cambridge MA USA
| | - Yuhao Kong
- School of Mechanical Engineering University of Science and Technology Beijing Beijing China
| | - Hui Zhao
- State Key Laboratory of Computer Science Institute of Software Chinese Academy of Sciences Beijing China
- University of Chinese Academy of Sciences Huairou China
| | - Xiaoqiang Yan
- School of Mechanical Engineering University of Science and Technology Beijing Beijing China
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20
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WANG XIAOLING, WANG ZHAOCAN, SHEN XING, KONG YUHAO, ZHAO HUI, YAN XIAOQIANG. STUDYING THE INTERNAL STRESS HETEROGENEITY OF THE GROWING BIOFILM BY THE MICROPILLAR DEFORMATION OF THE GROWING SUBSTRATE. J MECH MED BIOL 2019. [DOI: 10.1142/s0219519419500702] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The bacterial biofilm is a microbial community in which bacteria are embedded in the extracellular matrix and can also be used as a solid composite. It was found that internal stresses are generated during pellicle growth, which exists between the air and the liquid. But we do not know if there is the internal stress in the biofilm, which exists between the air and the solid, and how does the internal stress evolve and distribute in the growing biofilm. So, in this paper, we make the growing substrate into the micropillar array to grow biofilms, each micropillar has the deformation due to the growing heterogeneity of the biofilm around the micropillar, and we can get the internal stress by measuring each micropillar’s deformation. First, we find that the direction of the internal stress is approximately along the biofilm expansion at the early time, colonies are formed in the biofilm at the later time, which cause the internal stress locally along the expansion of the colony. Second, the internal stress is proportional to the biofilm thickness. Finally, we find that the matrix producing cells contribute more the internal stress, and the internal stress evolving is closely related to the secretion of the extracellular matrix. Form our work, we obtain the distribution of the internal stress direction, we also can use the biofilm thickness, which is easy to measure, express the internal stress approximately, by doing so, we can further study other phenomena of biofilms, such as self-healing and mechanical resistance.
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Affiliation(s)
- XIAOLING WANG
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
- School of Engineering and Applied Sciences, Harvard University, 02138 Cambridge MA, USA
| | - ZHAOCAN WANG
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - XING SHEN
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - YUHAO KONG
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - HUI ZHAO
- State Key Laboratory of Computer Science, Institute of Software, University of Chinese Academy of Sciences, Beijing 100083, P. R. China
| | - XIAOQIANG YAN
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
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21
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Wang X, Shen X, Wang Z, Kong Y. Viscoelasticity variation in a biofilm-mediated Bacillus subtilis suspension induced by adding polyethylene glycol. EUROPEAN BIOPHYSICS JOURNAL: EBJ 2019; 48:599-608. [PMID: 31280338 DOI: 10.1007/s00249-019-01385-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/01/2019] [Revised: 04/27/2019] [Accepted: 07/01/2019] [Indexed: 11/24/2022]
Abstract
Recent experiments show that synthetic polymers can influence the degree of microbial aggregation and the rheological properties of bacterial suspensions, the study of which can help us control biofilm formation. In this article, we add polyethylene glycol (PEG) with various molecular weights and concentrations into two types Bacillus subtilis cell cultures, Luria Broth (LB) and Minimal Salts glutamate glycerol (MSgg), respectively. We first observe cell clusters in cell suspensions with various concentrations of PEG, and measure cluster size in both static and dynamic fluid environments. We find that cells gather together into big clusters and most of the cells are arranged longitudinally; and the large cell clusters are divided into smaller aggregates under fluid shear. We then use a rheometer to measure the viscoelastic properties of various cell cultures, to represent the degree of aggregation of the bacterial suspensions. We find the storage modulus, the loss modulus and the viscosity of bacterial suspensions not only depend on the cell aggregation but also depend on the directionality of cellular motion.
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Affiliation(s)
- Xiaoling Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China. .,School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA.
| | - Xing Shen
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Zhaocan Wang
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
| | - Yuhao Kong
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, 100083, China
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22
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Lee LM, Rosenberg G, Rubinstein SM. A Sequence of Developmental Events Occurs Underneath Growing Bacillus subtilis Pellicles. Front Microbiol 2019; 10:842. [PMID: 31105657 PMCID: PMC6499031 DOI: 10.3389/fmicb.2019.00842] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Accepted: 04/02/2019] [Indexed: 01/18/2023] Open
Abstract
Biofilms are structured communities of bacteria that exhibit complex spatio-temporal dynamics. In liquid media, Bacillus subtilis produces an opaque floating biofilm, or a pellicle. Biofilms are generally associated with an interface, but the ability of Bacillus subtilis to swim means the bacteria are additionally able to reside within the liquid phase. However, due to imaging complications associated with the opacity of pellicles, the extent to which bacteria coexist within the liquid bulk as well as their behavior in the liquid is not well studied. We therefore develop a high-throughput imaging system to image underneath developing pellicles. Here we report a well-defined sequence of developmental events that occurs underneath a growing pellicle. Comparison with bacteria deficient in swimming and chemotaxis suggest that these properties enable collective bacterial swimming within the liquid phase which facilitate faster surface colonization. Furthermore, comparison to bacteria deficient in exopolymeric substances (EPS) suggest that the lack of a surface pellicle prevents further developmental steps from occurring within the liquid phase. Our results reveal a sequence of developmental events during pellicle growth, encompassing adhesion, conversion, growth, maturity, and detachment on the interface, which are synchronized with the bacteria in the liquid bulk increasing in density until the formation of a mature surface pellicle, after which the density of bacteria in the liquid drops.
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Affiliation(s)
- Lisa M Lee
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, United States.,Kavli Institute for Bionano Science and Technology, Cambridge, MA, United States
| | - Gili Rosenberg
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
| | - Shmuel M Rubinstein
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, United States.,Kavli Institute for Bionano Science and Technology, Cambridge, MA, United States
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23
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Srinivasan S, Kaplan CN, Mahadevan L. A multiphase theory for spreading microbial swarms and films. eLife 2019; 8:42697. [PMID: 31038122 PMCID: PMC6491038 DOI: 10.7554/elife.42697] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Accepted: 03/14/2019] [Indexed: 11/30/2022] Open
Abstract
Bacterial swarming and biofilm formation are collective multicellular phenomena through which diverse microbial species colonize and spread over water-permeable tissue. During both modes of surface translocation, fluid uptake and transport play a key role in shaping the overall morphology and spreading dynamics. Here we develop a generalized two-phase thin-film model that couples bacterial growth, extracellular matrix swelling, fluid flow, and nutrient transport to describe the expansion of both highly motile bacterial swarms, and sessile bacterial biofilms. We show that swarm expansion corresponds to steady-state solutions in a nutrient-rich, capillarity dominated regime. In contrast, biofilm colony growth is described by transient solutions associated with a nutrient-limited, extracellular polymer stress driven limit. We apply our unified framework to explain a range of recent experimental observations of steady and unsteady expansion of microbial swarms and biofilms. Our results demonstrate how the physics of flow and transport in slender geometries serve to constrain biological organization in microbial communities. Bacteria can grow and thrive in many different environments. Although we usually think of bacteria as single-celled organisms, they are not always solitary; they can also form groups containing large numbers of individuals. These aggregates work together as one super-colony, allowing the bacteria to feed and protect themselves more efficiently than they could as isolated cells. These colonies move and grow in characteristic patterns as they respond to their environment. They can form swarms, like insects, or biofilms, which are thin, flat structures containing both cells and a film-like substance that the cells secrete. Availability of food and water influences the way colonies spread; however, since movement and growth are accompanied by mechanical forces, physical constraints are also important. These include the ability of the bacteria to change the water balance and their local mechanical environment, and the forces they create as they grow and move. Previous research has used a variety of experimental and theoretical approaches to explain the dynamics of bacterial swarms and biofilms as separate phenomena. However, while they do differ biologically, they also share many physical characteristics. Srinivasan et al. wanted to exploit these similarities, and use them to predict the growth and shape of biofilms and bacterial swarms under different conditions. To do this, a unified mathematical model for the growth of both swarms and biofilms was created. The model accounted for various factors, such as the transport of nutrients into the colony, the movement of water between the colony and the surface on which it grew, and mechanical changes in the environment (e.g. swelling/softening). The theoretical results were then compared with results from experimental measurements of different bacterial aggregates grown on a soft, hydrated gel. For both swarms and biofilms, the model correctly predicted how fast the colony expanded overall, as well as the shape and location of actively growing regions. Biofilms and other bacterial aggregates can cause diseases and increase inflammation in tissues, and also hinder industrial processes by damage to submerged surfaces, such as ships and waterpipes. The results described here may open up new approaches to restrict the spreading of bacterial aggregates by focusing on their physical constraints.
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Affiliation(s)
- Siddarth Srinivasan
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, United States
| | - C Nadir Kaplan
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, United States.,Kavli Institute for Bionano Science and Technology, Harvard University, Cambridge, United States
| | - L Mahadevan
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, United States.,Kavli Institute for Bionano Science and Technology, Harvard University, Cambridge, United States.,Department of Physics, Harvard University, Cambridge, United States.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, United States
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24
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Srinivasan S, Vladescu ID, Koehler SA, Wang X, Mani M, Rubinstein SM. Matrix Production and Sporulation in Bacillus subtilis Biofilms Localize to Propagating Wave Fronts. Biophys J 2019; 114:1490-1498. [PMID: 29590605 DOI: 10.1016/j.bpj.2018.02.002] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Revised: 01/31/2018] [Accepted: 02/02/2018] [Indexed: 12/31/2022] Open
Abstract
Bacterial biofilms are surface-attached microbial communities encased in self-produced extracellular polymeric substances. Here we demonstrate that during the development of Bacillus subtilis biofilms, matrix production is localized to an annular front propagating at the periphery and sporulation to a second front at a fixed distance at the interior. We show that within these fronts, cells switch off matrix production and transition to sporulation after a set time delay of ∼100 min. Correlation analyses of fluctuations in fluorescence reporter activity reveal that the fronts emerge from a pair of gene-expression waves of matrix production and sporulation. The localized expression waves travel across cells that are immobilized in the biofilm matrix in contrast to active cell migration or horizontal colony spreading. Our results suggest that front propagation arises via a local developmental program occurring at the level of individual bacterial cells, likely driven by nutrient depletion and metabolic by-product accumulation. A single-length scale and timescale couples the spatiotemporal propagation of both fronts throughout development. As a result, gene expression patterns within the advancing fronts collapse to self-similar expression profiles. Our findings highlight the key role of the localized cellular developmental program associated with the propagating front in describing biofilm growth.
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Affiliation(s)
- Siddarth Srinivasan
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts.
| | - Ioana D Vladescu
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts
| | - Stephan A Koehler
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts
| | - Xiaoling Wang
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts; School of Mechanical Engineering, University of Science and Technology Beijing, Beijing, China
| | - Madhav Mani
- Department of Engineering Sciences and Applied Mathematics, Northwestern University, Evanston, Illinois
| | - Shmuel M Rubinstein
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts; School of Engineering and Applied Sciences and Kavli Institute for Bionano Science and Technology, Harvard University, Cambridge, Massachusetts.
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25
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WANG XIAOLING, ZHAO KAI, ZHAO HUI. FINITE ELEMENT SIMULATION OF BIOFILM VISCOELASTIC BEHAVIOR UNDER VARIOUS LOADINGS. J MECH MED BIOL 2018. [DOI: 10.1142/s0219519418500562] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Experiments showed that biofilms exhibit viscoelasticity under both displacement and stress loadings, irrespective of pellicles at liquid–air interface or biofilms at solid–liquid interface. However, the general theoretical models are lacking inuniformly and quantitatively describing biofilms’ viscoelastic behavior under various loading conditions. We use the linear viscoelastic theory — Generalized Maxwell model to describe the viscoelastic mechanical properties of biofilms, and study the responses of biofilms under different loadings, including various strain/stress loading rates and cyclic loadings, by finite element method. The results can capture the typical viscoelastic characteristics of biofilms, such as creep, hysteresis, energy dissipation and loading rate-dependent behavior. Our work provides a simple viscoelastic model not only for bacterial biofilms but also for other biological materials.
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Affiliation(s)
- XIAOLING WANG
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
- School of Engineering and Applied Sciences, Harvard University, 02138 Cambridge MA, USA
| | - KAI ZHAO
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China
| | - HUI ZHAO
- Beijing Advanced Innovation Center for Imaging Technology, Capital Normal University, No. 105, North Road of West 3rd Ring Road, Haidian District, Beijing 100048, China
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26
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Seminara A, Fritz J, Brenner MP, Pringle A. A universal growth limit for circular lichens. J R Soc Interface 2018; 15:20180063. [PMID: 29875282 PMCID: PMC6030627 DOI: 10.1098/rsif.2018.0063] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Accepted: 05/15/2018] [Indexed: 11/15/2022] Open
Abstract
Lichens fix carbon dioxide from the air to build biomass. Crustose and foliose lichens grow as nearly flat, circular disks. Smaller individuals grow slowly, but with small, steady increases in radial growth rate over time. Larger individuals grow more quickly and with a roughly constant radial velocity maintained over the lifetime of the lichen. We translate the coffee drop effect to model lichen growth and demonstrate that growth patterns follow directly from the diffusion of carbon dioxide in the air around a lichen. When a lichen is small, carbon dioxide is fixed across its surface, and the entire thallus contributes to radial growth, but when a lichen is larger carbon dioxide is disproportionately fixed at the edges of an individual, which are the primary drivers of growth. Tests of the model against data suggest it provides an accurate, robust, and universal framework for understanding the growth dynamics of both large and small lichens in nature.
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Affiliation(s)
- Agnese Seminara
- CNRS, Université Côte d'Azur, Institut de Physique de Nice, UMR7010, Parc Valrose 06108, Nice, France
| | - Joerg Fritz
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
| | - Michael P Brenner
- School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
| | - Anne Pringle
- Department of Botany, University of Wisconsin-Madison, Madison, WI, USA
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
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27
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Zhang C, Li B, Tang JY, Wang XL, Qin Z, Feng XQ. Experimental and theoretical studies on the morphogenesis of bacterial biofilms. SOFT MATTER 2017; 13:7389-7397. [PMID: 28951912 DOI: 10.1039/c7sm01593c] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Biofilm morphogenesis not only reflects the physiological state of bacteria but also serves as a strategy to sustain bacterial survival. In this paper, we take the Bacillus subtilis colony as a model system to explore the morphomechanics of growing biofilms confined in a defined geometry. We find that the growth-induced stresses may drive the occurrence of both surface wrinkling and interface delamination in the biofilm, leading to the formation of a labyrinthine network on its surface. The wrinkles are perpendicular to the boundary of the constraint region. The variation in the surface undulations is attributed to the spatial stress field, which is isotropic in the inner regime but anisotropic in the vicinity of the boundary. Our experiments show that the directional surface wrinkles can confer biofilms with anisotropic wetting properties. This study not only highlights the role of mechanics in sculpturing organisms within the morphogenetic context but also suggests a promising route toward desired surfaces at the interface between synthetic biology and materials sciences.
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Affiliation(s)
- Cheng Zhang
- Center for Nano and Micro Mechanics, Tsinghua University, Beijing, 100084, China.
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28
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Trinschek S, John K, Lecuyer S, Thiele U. Continuous versus Arrested Spreading of Biofilms at Solid-Gas Interfaces: The Role of Surface Forces. PHYSICAL REVIEW LETTERS 2017; 119:078003. [PMID: 28949685 DOI: 10.1103/physrevlett.119.078003] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2016] [Indexed: 06/07/2023]
Abstract
We introduce and analyze a model for osmotically spreading bacterial colonies at solid-air interfaces that includes wetting phenomena, i.e., surface forces. The model is based on a hydrodynamic description for liquid suspensions which is supplemented by bioactive processes. We show that surface forces determine whether a biofilm can expand laterally over a substrate and provide experimental evidence for the existence of a transition between continuous and arrested spreading for Bacillus subtilis biofilms. In the case of arrested spreading, the lateral expansion of the biofilm is confined, albeit the colony is biologically active. However, a small reduction in the surface tension of the biofilm is sufficient to induce spreading. The incorporation of surface forces into our hydrodynamic model allows us to capture this transition in biofilm spreading behavior.
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Affiliation(s)
- Sarah Trinschek
- Institut für Theoretische Physik, Westfälische Wilhelms-Universität Münster, Wilhelm-Klemm-Strasse 9, 48149 Münster, Germany
- Université Grenoble Alpes, LIPHY, F-38000 Grenoble, France
- CNRS, LIPHY, F-38000 Grenoble, France
| | - Karin John
- Université Grenoble Alpes, LIPHY, F-38000 Grenoble, France
- CNRS, LIPHY, F-38000 Grenoble, France
| | - Sigolène Lecuyer
- Université Grenoble Alpes, LIPHY, F-38000 Grenoble, France
- CNRS, LIPHY, F-38000 Grenoble, France
| | - Uwe Thiele
- Institut für Theoretische Physik, Westfälische Wilhelms-Universität Münster, Wilhelm-Klemm-Strasse 9, 48149 Münster, Germany
- Center of Nonlinear Science (CeNoS), Westfälische Wilhelms-Universität Münster, Corrensstrasse 2, 48149 Münster, Germany
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29
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Morphologies and phenotypes in Bacillus subtilis biofilms. J Microbiol 2017; 55:619-627. [DOI: 10.1007/s12275-017-7041-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2017] [Revised: 05/29/2017] [Accepted: 06/02/2017] [Indexed: 10/19/2022]
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30
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Pandin C, Le Coq D, Canette A, Aymerich S, Briandet R. Should the biofilm mode of life be taken into consideration for microbial biocontrol agents? Microb Biotechnol 2017; 10:719-734. [PMID: 28205337 PMCID: PMC5481536 DOI: 10.1111/1751-7915.12693] [Citation(s) in RCA: 73] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2016] [Revised: 01/19/2017] [Accepted: 01/20/2017] [Indexed: 11/26/2022] Open
Abstract
Almost one‐third of crop yields are lost every year due to microbial alterations and diseases. The main control strategy to limit these losses is the use of an array of chemicals active against spoilage and unwanted pathogenic microorganisms. Their massive use has led to extensive environmental pollution, human poisoning and a variety of diseases. An emerging alternative to this chemical approach is the use of microbial biocontrol agents. Biopesticides have been used with success in several fields, but a better understanding of their mode of action is necessary to better control their activity and increase their use. Very few studies have considered that biofilms are the preferred mode of life of microorganisms in the target agricultural biotopes. Increasing evidence shows that the spatial organization of microbial communities on crop surfaces may drive important bioprotection mechanisms. The aim of this review is to summarize the evidence of biofilm formation by biocontrol agents on crops and discuss how this surface‐associated mode of life may influence their biology and interactions with other microorganisms and the host and, finally, their overall beneficial activity.
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Affiliation(s)
- Caroline Pandin
- Micalis Institute, INRA, AgroParisTech, Université Paris-Saclay, 78350, Jouy-en-Josas, France
| | - Dominique Le Coq
- Micalis Institute, INRA, AgroParisTech, Université Paris-Saclay, 78350, Jouy-en-Josas, France.,Micalis Institute, INRA, AgroParisTech, CNRS, Université Paris-Saclay, 78350, Jouy-en-Josas, France
| | - Alexis Canette
- Micalis Institute, INRA, AgroParisTech, Université Paris-Saclay, 78350, Jouy-en-Josas, France
| | - Stéphane Aymerich
- Micalis Institute, INRA, AgroParisTech, Université Paris-Saclay, 78350, Jouy-en-Josas, France
| | - Romain Briandet
- Micalis Institute, INRA, AgroParisTech, Université Paris-Saclay, 78350, Jouy-en-Josas, France
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31
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Hölscher T, Dragoš A, Gallegos-Monterrosa R, Martin M, Mhatre E, Richter A, Kovács ÁT. Monitoring Spatial Segregation in Surface Colonizing Microbial Populations. J Vis Exp 2016. [PMID: 27842347 PMCID: PMC5226080 DOI: 10.3791/54752] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Microbes provide an intriguing system to study social interaction among individuals within a population. The short generation times and relatively simple genetic modification procedures of microbes facilitate the development of the sociomicrobiology field. To assess the fitness of certain microbial species, selected strains or their genetically modified derivatives within one population, can be fluorescently labelled and tracked using microscopy adapted with appropriate fluorescence filters. Expanding colonies of diverse microbial species on agar media can be used to monitor the spatial distribution of cells producing distinctive fluorescent proteins. Here, we present a detailed protocol for the use of green- and red-fluorescent protein producing bacterial strains to follow spatial arrangement during surface colonization, including flagellum-driven community movement (swarming), exopolysaccharide- and hydrophobin-dependent growth mediated spreading (sliding), and complex colony biofilm formation. Non-domesticated isolates of the Gram-positive bacterium, Bacillus subtilis can be utilized to scrutinize certain surface spreading traits and their effect on two-dimensional distribution on the agar-solidified medium. By altering the number of cells used to initiate colony biofilms, the assortment levels can be varied on a continuous scale. Time-lapse fluorescent microscopy can be used to witness the interaction between different phenotypes and genotypes at a certain assortment level and to determine the relative success of either.
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Affiliation(s)
- Theresa Hölscher
- Terrestrial Biofilms Group, Institute of Microbiology, Friedrich Schiller University, Jena
| | - Anna Dragoš
- Terrestrial Biofilms Group, Institute of Microbiology, Friedrich Schiller University, Jena
| | | | - Marivic Martin
- Terrestrial Biofilms Group, Institute of Microbiology, Friedrich Schiller University, Jena
| | - Eisha Mhatre
- Terrestrial Biofilms Group, Institute of Microbiology, Friedrich Schiller University, Jena
| | - Anne Richter
- Terrestrial Biofilms Group, Institute of Microbiology, Friedrich Schiller University, Jena
| | - Ákos T Kovács
- Terrestrial Biofilms Group, Institute of Microbiology, Friedrich Schiller University, Jena;
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32
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Håti AG, Arnfinnsdottir NB, Østevold C, Sletmoen M, Etienne G, Amstad E, Stokke BT. Microarrays for the study of compartmentalized microorganisms in alginate microbeads and (W/O/W) double emulsions. RSC Adv 2016. [DOI: 10.1039/c6ra23945e] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Here, we present two array platforms for small (50–100 μm) cell-containing 3D compartments prepared by droplet-based microfluidics.
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Affiliation(s)
- Armend G. Håti
- Biophysics and Medical Technology
- Dept. of Physics
- NTNU
- Norwegian University of Science and Technology
- NO-7491 Trondheim
| | - Nina Bjørk Arnfinnsdottir
- Biophysics and Medical Technology
- Dept. of Physics
- NTNU
- Norwegian University of Science and Technology
- NO-7491 Trondheim
| | - Camilla Østevold
- Biophysics and Medical Technology
- Dept. of Physics
- NTNU
- Norwegian University of Science and Technology
- NO-7491 Trondheim
| | - Marit Sletmoen
- Dept. of Biotechnology
- NTNU
- Norwegian University of Science and Technology
- NO-7491 Trondheim
- Norway
| | - Gianluca Etienne
- Soft Materials Laboratory (SMaL)
- Institute of Materials
- École Polytechnique Fédérale de Lausanne
- 1015 Lausanne
- Switzerland
| | - Esther Amstad
- Soft Materials Laboratory (SMaL)
- Institute of Materials
- École Polytechnique Fédérale de Lausanne
- 1015 Lausanne
- Switzerland
| | - Bjørn T. Stokke
- Biophysics and Medical Technology
- Dept. of Physics
- NTNU
- Norwegian University of Science and Technology
- NO-7491 Trondheim
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