Abstract
In this work, a free boundary problem is presented for the attachment process in the initial phase of multispecies biofilm formation. The free boundary is represented by the biofilm thickness and it is assumed to be initially zero. The growth of attached species is governed by nonlinear hyperbolic PDEs. The free boundary evolution is governed by a first-order differential equation depending on the attachment, detachment, biomass velocity and substrates. The quasi-static diffusion of substrates is modelled by a system of semi-linear elliptic PDEs. The qualitative analysis of solutions leads to prove existence, uniqueness and some properties of solutions. We highlight that the free boundary velocity is greater than the characteristic velocity during the first instants of biofilm formation and the free boundary is a space-like line. It is proved that the attachment function depends linearly on the concentrations of all the attaching species. The first phase of biofilm growth is shown to be completely determined by environmental conditions and characterized by a specific mathematical inequality. The opposite inequality describes the further phase where the bulk liquid stops to directly affect the biofilm life. The mentioned inequalities could be assumed as rigorous definitions of non-mature and mature biofilms, respectively.
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Giaouris, E., Heir, E., Hébraud, M., Chorianopoulos, N., Langsrud, S., Møretrø, T., Habimana, O., Desvaux, M., Renier, S., Nychas, G.-J.: Attachment and biofilm formation by foodborne bacteria in meat processing environments: causes, implications, role of bacterial interactions and control by alternative novel methods. Meat Sci. 97, 298–309 (2014)
Donlan, R.M., Costerton, J.W.: Biofilms: survival mechanisms of clinically relevant microorganisms. Clin. Microbiol. Rev. 15, 167–193 (2002)
Mattei, M.R., Frunzo, L., D’Acunto, B., Pechaud, Y., Pirozzi, F., Esposito, G.: Continuum and discrete approach in modeling biofilm development and structure: a review. J. Math. Biol. 76, 945–1003 (2018)
Marine, J., Myers, C.P., Picquet, G., Zaidel, L., Wu, D., Uhrich, K.E.: Reduction of bacterial attachment on hydroxyapatite surfaces: using hydrophobicity and chemical functionality to enhance surface retention and prevent attachment. Colloids Surf. B Biointerfaces 167, 531–537 (2018)
Donlan, R.M.: Biofilms: microbial life on surfaces. Emerg. Infect. Dis. 8, 881–890 (2002)
Characklis, W.G., Cooksey, K.E.: Biofilms and microbial fouling. Adv. Appl. Microbiol. 29, 93–138 (1983)
Geng J., Henry N.: Short time-scale bacterial adhesion dynamics. In: Linke D., Goldman A. (eds) Bacterial Adhesion. Advances in Experimental Medicine and Biology, vol 715. Springer, Dordrecht, pp. 315–331 (2011)
Epstein, A.K., Hong, D., Kim, P., Aizenberg, J.: Biofilm attachment reduction on bioinspired, dynamic, micro-wrinkling surfaces. N. J. Phys. 15, 095018 (2013)
Mahyudin, N.A., Mat Daud, N.I.H., Ab Rashid, N.-K.M., Muhialdin, B.J., Saari, N., Noordin, W.N., Norhana, Wan: Bacterial attachment and biofilm formation on stainless steel surface and their in vitro inhibition by marine fungal extracts. J. Food Saf. 38, e12456 (2018)
Batstone, D.J., Picioreanu, C., Van Loosdrecht, M.C.M.: Multidimensional modelling to investigate interspecies hydrogen transfer in anaerobic biofilms. Water Res. 40, 3099–3108 (2006)
Wallace, H.A., Li, L., Davidson, F.A.: The effect of cell death on the stability of a growing biofilm. Math. Modell. Nat. Phenom. 11, 33–48 (2016)
Zhang, T., Cogan, N.G., Wang, Q.: Phase field models for biofilms. I. Theory and one-dimensional simulations. SIAM J. Appl. Math. 69, 641–669 (2008)
Ward, J.P., King, J.R., Koerber, A.J., Croft, J.M., Sockett, R.E., Williams, P.: Early development and quorum sensing in bacterial biofilms. J. Math. Biol. 47, 23–55 (2003)
Emerenini, B.O., Hense, B.A., Kuttler, C., Eberl, H.J.: A mathematical model of quorum sensing induced biofilm detachment. PLoS One 10, e0132385 (2015)
Coclite, G.M., Coclite, M.M., Mishra, S.: On a model for the evolution of morphogens in a growing tissue. SIAM J. Math. Anal. 48, 1575–1615 (2016)
Coclite, G.M., Coclite, M.M.: On a model for the evolution of morphogens in a growing tissue II: \(\theta =\log (2)\) case. Zeitschrift für angewandte Mathematik und Physik 68, 92–112 (2017)
Coclite, G.M., Coclite, M.M.: On a model for the evolution of morphogens in growing tissue III: \(\theta <\log (2)\). J. Differ. Equ. 263, 1079–1124 (2017)
Klapper, I., Szomolay, B.: An exclusion principle and the importance of mobility for a class of biofilm models. Bull. Math. Biol. 73, 2213–2230 (2011)
Palmer, J., Flint, S., Brooks, J.: Bacterial cell attachment, the beginning of a biofilm. J. Ind. Microbiol. Biotechnol. 34, 577–588 (2007)
D’Acunto, B., Frunzo, L.: Free boundary problem for an initial cell layer in multispecies biofilm formation. Appl. Math. Lett. 25, 20–26 (2012)
Coclite, G.M., Garavello, M.: Vanishing viscosity for mixed systems with moving boundaries. J. Funct. Anal. 264, 1664–1710 (2013)
Wanner, O., Gujer, W.: A multispecies biofilm model. Biotechnol. Bioeng. 28, 314–328 (1986)
Abbas, F., Sudarsan, R., Eberl, H.J.: Longtime behavior of one-dimensional biofilm models with shear dependent detachment rates. Math. Biosci. Eng. 9, 215–239 (2012)
Mašić, A., Eberl, H.J.: A modeling and simulation study of the role of suspended microbial populations in nitrification in a biofilm reactor. Bull. Math. Biol. 76, 27–58 (2014)
Pavel, N.H.: Differential Equations. Flow-Invariance and Applications. Pitman Res, Notes Math (1984)
Tricomi, F.G.: Integral Equations. Courier corporation, North Chelmsford (1985)
D’Acunto, B., Frunzo, L., Klapper, I., Mattei, M.R.: Modeling multispecies biofilms including new bacterial species invasion. Math. Biosci. 259, 20–26 (2015)
Acknowledgements
This study has been performed under the auspices of the G.N.F.M. of Indam. The authors acknowledge the Progetto Giovani G.N.F.M. 2017 Analisi di sistemi biologici complessi and the project VOLAC—Valorization of OLive oil wastes for sustainable production of biocide-free Antibiofilm Compounds of Cariplo Foundation (Grant Number 2017-0977) for financial support.
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D’Acunto, B., Frunzo, L., Luongo, V. et al. Free boundary approach for the attachment in the initial phase of multispecies biofilm growth. Z. Angew. Math. Phys. 70, 91 (2019). https://doi.org/10.1007/s00033-019-1134-y
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DOI: https://doi.org/10.1007/s00033-019-1134-y
Keywords
- Biofilm
- Attachment modelling
- Free boundary value problem
- Nonlinear hyperbolic partial differential equations
- Method of characteristics