Abstract
This work proposes physico-mathematical models for cavitation of microbubble clouds under the influence of bubble–bubble interaction during histotripsy. The mathematical models are formulated to non-interacting and interparticle interacting microbubble clouds on histotripsy under considering the effect of variable surface tension. The governing equations of Keller–Miksis (KM) based on Neo-Hookean (NH) and the Quadratic Law Kelvin–Voigt (QLKV) models are transformed into ordinary differential equations using the non-dimension variables methodology, which are then solved analytically by the modified Plesset–Zwick method. The generalized case of variable surface tension is derived and evaluated for both cases of non-interacting and interacting microbubbles during histotripsy. The effects of the viscoelastic medium on the dynamics of a single microbubble dynamic and interactions between microbubbles through the histotripsy are investigated. From the analysis of the results, the behavior of single bubble growth is bigger than in the case of interaction of multi-bubbles under considering the effect of viscoelastic tissue of Young modulus, viscosity, and stiffening factor on histotripsy. Moreover, the study reveals that, when an increase in the number of cavitation microbubbles occurs, a decrease of the behavior of cavitation microbubbles occurs, on the contrary, increasing of the distance between microbubbles leads to increasing in the growth process; these processes for growth are playing a significant role during the process of histotripsy of cancerous tissues.
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Abbreviations
- NH:
-
Neo-Hookean model
- Keller–Miksis:
-
Keller–Miksis
- QLKV:
-
Quadratic Law Kelvin–Voigt
References
E.G. Chiorean, A.L. Coveler, Pancreatic cancer: optimizing treatment options, new, and emerging targeted therapies, drug design. Dev. Ther. 9, 3529–3545 (2015)
O. Kepp, A. Marabelle, L. Zitvogel, G. Kroemer, Oncolysis without viruses-inducing systemic anticancer immune responses with local therapies. Nat. Rev. Clin. Oncol. 17, 1–16 (2019)
A. Hendricks-Wenger, R. Hutchison, E. Vlaisavljevich, I.C. Allen, Immunological effects of histotripsy for cancer therapy. Front. Oncol. 11, 681629 (2021)
W. Sweet, V. Mark, H. Hamlin, Radiofrequency lesions in the central nervous system of man and cat: Including case reports of eight bulbar pain-tract interruptions. J. Neurosurg. 17(2), 213–225 (1960)
I.S. Cooper, Cryogenic surgery of the basal ganglia. JAMA 181(7), 600–604 (1962)
A.D. Maxwell, C.A. Cain, T.L. Hall, J.B. Fowlkes, Z. Xu, Probability of cavitation for single ultrasound pulses applied to tissues and tissue-mimicking materials. Ultrasound Med. Biol. 39(3), 449–465 (2013)
K. Murakami, Y. Yamakawa, J.Y. Zhao, E. Johnsen, Ultrasound-induced nonlinear oscillations of a spherical bubble in a gelatin gel. J. Fluid Mech. 924, A38 (2021)
K.B. Bader, E. Vlaisavljevich, A.D. Maxwell, For whom the bubble grows: physical principles of bubble nucleation and dynamics in histotripsy ultrasound therapy. Ultrasound Med Biol 45, 1056–1080 (2019)
Z. Li, A.Q. Liu, E. Klaseboer, J.B. Zhang, C.D. Ohi, Single cell membrane poration by bubble-induced microjets in a microfluidic chip dagger. Lab Chip. 13, 1144–1150 (2013)
L. Mancia, M. Rodriguez, J. Sukovich, Z. Xu, E. Johnsen, Single–bubble dynamics in histotripsy and high–amplitude ultrasound: modeling and validation. Phys. Med. Biol. 65, 225014 (2020)
E. Yeats, D. Gupta, Z. Xu, T.L. Hall, Effects of phase aberration on transabdominal focusing for a large aperture, low f-number histotripsy transducer. Phys. Med. Biol. 67(15), 155004 (2022)
Z. Xu, V.A. Khokhlova, K.A. Wear, J.-F. Aubry, T.A. Bigelow, Introduction to the special issue on histotripsy: approaches, mechanisms, mardware, and applications. IEEE Trans. Ultrason. Ferroelectr. Freq. Control. 68(9), 2834–2836 (2021)
X. Zhen, L.H. Timothy, E. Vlaisavljevich, T. Lee Jr., Fred, Histotripsy: the first noninvasive, non-ionizing, non-thermal ablation technique based on ultrasound. Int. J. Hyperth. 38(1), 561–575 (2021)
T.U. Rehman, J. Khirallah, E. Demirel, J. Howell, E. Vlaisavljevich, Y.Y. Durmaz, Development of acoustically active nanocones using the host−guest interaction as a new histotripsy agent. ACS Omega 4(2), 4176–4184 (2019)
L. Mancia, E. Vlaisavljevich, Z. Xu, E. Johnsen, Predicting tissue susceptibility to mechanical cavitation damage in therapeutic ultrasound. Ultrasound Med. Biol. 43(7), 1421–1440 (2017)
J. Yang, H.C. Cramer, C. Franck, Extracting non-linear viscoelastic material properties from violently-collapsing cavitation bubbles. Extreme Mech. Lett. 39, 100839 (2020)
L. Mancia, J. Yang, J.-S. Spratt, J. Sukovich, Z. Xu, T. Colonius, C. Franck, E. Johnsen, Acoustic cavitation rheometry. Soft Matter 17, 2931 (2021)
E. Stride, The influence of surface adsorption on microbubble dynamics. Phil. Trans. R. Soc. A 366, 2103–2115 (2008)
M. Sedlar, B. Ji, T. Kratky, T. Rebok, R. Huzlik, Numerical and experimental investigation of three-dimensional cavitating flow around the straight NACA2412 hydrofoil. Ocean Eng. 123, 357 (2016)
Y.N. Zhang, Y.N. Zhang, Z.D. Qian, B. Ji, Y.L. Wu, A review of microscopic interactions between cavitation bubbles and particles in silt-laden flow. Renew. Sustain. Energy Rev. 56, 303 (2016)
X.Y. Wang, Y. Shuai, H.M. Zhang, J.Y. Sun, Y. Yang, Z.L. Huang, B.B. Jiang, Z.W. Liao, J.D. Wang, Y.R. Yang, Bubble breakup in a swirl venturi microbubble generator. Chem. Eng. J. 403, 126397 (2021)
L. Ge, A.M. Zhang, S.P. Wang, Investigation of underwater explosion near composite structures using a combined RKDG–FEM approach. J. Comput. Phys. 404, 109113 (2020)
Y. Fu, X. Hu, Y. Liu, P. Wang, S. Chen, H. Zhou, H. Yu, S. Qu, W. Yang, Impact-induced bubble interactions and coalescence in soft materials. Int. J. Solids Struct. 238, 111387 (2022)
A.N. Pouliopoulos, D.A. Jimenez, A. Frank, A. Robertson, L. Zhang, A.R. Kline-Schoder, V. Bhaskar, M. Harpale, E. Caso, N. Papapanou, R. Anderson, R. Li, E.E. Konofagou, Temporal stability of lipid-shelled microbubbles during acoustically-mediated blood-brain barrier opening. Front. Phys. 8, 137 (2020)
A. Jamaluddin, G. Ball, C. Turangan, T. Leighton, The collapse of single bubbles and approximation of the far-field acoustic emissions for cavitation induced by shock wave lithotripsy. J. Fluid Mech. 677, 305–341 (2011)
K.J. Pahk, P. Gélat, H. Kim, N. Saffari, Bubble dynamics in boiling histotripsy. Ultrasound Med. Biol. 44(12), 2673–2696 (2018)
A.K. Abu-Nab, A.F. Abu-Bakr, Effect of heat transfer on the growing bubble with the nanoparticles/water nanofluids in turbulent flow. Math. Model. Eng. Probl. 8(1), 95–102 (2021)
E. Zilonova, M. Solovchuk, T.W.H. Sheu, Bubble dynamics in viscoelastic soft tissue in high-intensity focal ultrasound thermal therapy. Ultrason. Sonochemistry 40, 900–911 (2018)
K.G. Mohamed, S.A. Mohammadein, Growth of a gas bubble in a perfused tissue in an unsteady pressure field with source or sink. Eur. Biophys. J. 48(6), 539–548 (2019)
A.K. Abu-Nab, M.I. Elgammal, A.F. Abu-Bakr, Bubble growth in generalized-Newtonian fluid at Low-Mach number under influence of magnetic field. J. Thermophys. Heat Trans. 36(3), 485–491 (2022)
A.K. Abu-Nab, M. Omran, A.F. Abu-Bakr, Theoretical analysis of pressure relaxation time in N-dimensional thermally-limited bubble dynamics in Fe3O4/water nanofluids. J. Nanofluids 11(3), 410–417 (2022)
A.M. Morad, E.S. Selima, A.K. Abu-Nab, Bubbles interactions in fluidized granular medium for the van der Waals hydrodynamic regime. Eur. Phys. J. Plus. 136(3), 306 (2021)
A.K. Abu-Nab, A.F. Abu-Bakr, Effect of bubble-bubble interaction in Cu-Al2O3/H2O hybrid nanofluids during multibubble growth process Case Stud. Therm. Eng. 33, 101973 (2022)
A.M. Abourabia, K.M. Hassan, A.M. Morad, Analytical solutions of the magma equations for molten rocks in a granular matrix. Chaos, Solit. Fractals 42(2), 1170–1180 (2009)
A.M. Abourabia, A.M. Morad, Exact traveling wave solutions of the van der Waals normal form for fluidized granular matter. Phys. A: Stat. Mech. Appl. 437, 330–3350 (2015)
J.B. Keller, M. Miksis, Bubble oscillations of large amplitude. J. Acoust. Soc. Am. 68, 628–633 (1980)
A.K. Abu-Nab, K.G. Mohamed, A.F. Abu-Bakr, Microcavitation dynamics in viscoelastic tissue during histotripsy process. J. Phys.: Condensed Matter 34, 304005 (2022)
L. Mancia, E. Vlaisavljevich, N. Yousefi, M. Rodriguez, T.J. Ziemlewicz, F.T. Lee-Jr, D. Henann, C. Franck, Z. Xu, E. Johnsen, Modeling tissue selective cavitation damage. Phys. Med. Biol. 64(22), 225001 (2019)
E. Vlaisavljevich, A. Maxwell, L. Mancia, E. Johnsen, C. Cain, Z. Xu, Visualizing the histotripsy process: bubble cloud-cancer cell interactions in a tissue-mimicking environment Ultrasound Med. Biol. 42(10), 2466 (2016)
S.A. Mohammadein, K.G. Mohamed, Growth of a gas bubble in a supersaturated and slightly compressible liquid at low Mach number. Mass Heat transf. 47, 1621–1628 (2011)
S.A. Mohammadein, K.G. Mohamed, On unsteady surface tension and viscosity effects on bubbles growth. JP J. Heat Mass Transf. 10(2), 127–142 (2014)
S.A. Mohammadein, K.G. Mohamed, Growth of a vapour bubble in a superheated liquid of variable surface tension and viscosity between two-phase flow. Appl. Math. Inf. Sci. 7(6), 2311–2318 (2013)
S.A. Mohammadein, K.G. Mohamed, Growth of a gas bubble in a steady diffusion field in a tissue undergoing decompression. Math. Model. Anal. 21(6), 762–773 (2016)
A.F. Abu-Bakr, A.K. Abu-Nab, Growth of lipid-coated multi-microbubbles in viscoelastic tissues. Eur. Phys. J. Plus. 137, 513 (2022)
M. Plesset, S. Zwick, The growth of vapour bubbles in superheated liquids. J. Appl. Phys. 25, 493–460 (1954)
S.A. Mohammadein, G.A. Shalaby, A.F. Abu-Bakr, A.K. Abu-Nab, Analytical solution of gas bubble dynamics between two-phase flow. Results Phys. 7, 2396–2403 (2017)
M. Khojasteh-Manesh, M. Mahdi, Numerical investigation of the effect of bubble-bubble interaction on the power of propagated pressure waves. J. Appl. Comput. Mech. 5(2), 181–191 (2019)
A. Hoger, B.E. Johnson, Linear elasticity for constrained materials: incompressibility. J. Elast. 38, 69–93 (1995)
X. Yang, C.C. Church, A model for the dynamics of gas bubbles in soft tissues. J. Acoust. Soc. Am. 118(6), 3595–3606 (2005)
J. Yang, Y. Yin, H. C. Cramer, C. Franck, in The Penetration Dynamics of a Violent Cavitation Bubble Through a Hydrogel–Water Interface. Challenges in Mechanics of Time Dependent Materials, Mechanics of Biological Systems and Materials & Micro-and Nanomechanics, vol 2. Conference Proceedings of the Society for Experimental Mechanics Series (2021)
E. Vlaisavljevich, K.W. Lin, A. Maxwell, M.T. Warnez, L. Mancia, R.S. Rahul, A.J. Putnam, B. Brian Fowlkes, E. Johnsen, C. Cain, Z. Xu, Effects of ultrasound frequency and tissue stiffness on the histotripsy intrinsic threshold for cavitation. Ultrasound Med. Biol. 41(6), 1651–1667 (2015)
C. Edsall, E. Ham, H. Holmes, T.L. Hall, E. Vlaisavljevich, Effects of frequency on bubble-cloud behavior and ablation efficiency in intrinsic threshold histotripsy. Phys. Med. Biol. 66(22), 225009 (2021)
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Appendices
Appendix A
Appendix B
Here \({K}_{1}, {K}_{2}, {K}_{3}\) and all parameters are introduced in [37].
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Abu-Bakr, A.F., Mohamed, K.G. & Abu-Nab, A.K. Physico-mathematical models for interacting microbubble clouds during histotripsy. Eur. Phys. J. Spec. Top. 232, 1225–1245 (2023). https://doi.org/10.1140/epjs/s11734-022-00760-x
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DOI: https://doi.org/10.1140/epjs/s11734-022-00760-x