We study the dynamic growth behaviors of Bacillus subtilis biofilms by using a stochastic delay differential equation similar to the Mackey-Glass equation. We observe a wealth of dynamic behavior from a mathematical perspective. Firstly, the change of the time delay (i.e. the time that the growth state of the periphery to affect the stress of the interior cells needs and the time required for the stress signal coming from the interior to reach the peripheral cells) and the external excitation (i.e. the change in temperature) frequency will influence the size of Bacillus subtilis biofilm and the collective growth of the cell community. We also found the resonance phenomena in mathematics, which is of great help in understanding the behavior of stress levels in the biofilm periphery. Secondly, the direction of the Hopf bifurcation and the stability of the bifurcating periodic solutions are derived by using the normal form theory and the center manifold reduction. Numerical simulations are carried out to ensure theoretical results. Finally, the effects of noise on stress levels in the biofilm periphery are analyzed and reveal more complex dynamics of the system.
机构:
Univ Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Asally, Munehiro
Kittisopikul, Mark
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Univ Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Kittisopikul, Mark
Rue, Pau
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Cataluna, Dept Fis & Engn Nucl, E-08222 Terrassa, Spain
Univ Pompeu Fabra, Dept Expt & Hlth Sci, Barcelona 08003, SpainUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Rue, Pau
Du, Yingjie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Dallas, Dept Mech Engn, Richardson, TX 75080 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Du, Yingjie
Hu, Zhenxing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Dallas, Dept Mech Engn, Richardson, TX 75080 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Hu, Zhenxing
Cagatay, Tolga
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Cagatay, Tolga
Robinson, Andra B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Robinson, Andra B.
Lu, Hongbing
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h-index: 0
机构:
Univ Texas Dallas, Dept Mech Engn, Richardson, TX 75080 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Lu, Hongbing
Garcia-Ojalvo, Jordi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Cataluna, Dept Fis & Engn Nucl, E-08222 Terrassa, Spain
Univ Pompeu Fabra, Dept Expt & Hlth Sci, Barcelona 08003, SpainUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Garcia-Ojalvo, Jordi
Sueel, Guerol M.
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h-index: 0
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Univ Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
机构:
Univ Calif Berkeley, Dept Phys, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Berk, Veysel
Fong, Jiunn C. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Santa Cruz, Dept Microbiol & Environm Toxicol, Santa Cruz, CA 95064 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Fong, Jiunn C. N.
Dempsey, Graham T.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Biophys Program, Cambridge, MA 02138 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Dempsey, Graham T.
Develioglu, Omer N.
论文数: 0引用数: 0
h-index: 0
机构:
Taksim Training & Res Hosp, Dept Otorhinolaryngol, Istanbul, TurkeyUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Develioglu, Omer N.
Zhuang, Xiaowei
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Biophys Program, Cambridge, MA 02138 USA
Harvard Univ, Dept Phys, Dept Chem & Chem Biol, Cambridge, MA 02138 USA
Harvard Univ, Howard Hughes Med Inst, Cambridge, MA 02138 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Zhuang, Xiaowei
Liphardt, Jan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Phys Biosci Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Liphardt, Jan
Yildiz, Fitnat H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Santa Cruz, Dept Microbiol & Environm Toxicol, Santa Cruz, CA 95064 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Yildiz, Fitnat H.
Chu, Steven
论文数: 0引用数: 0
h-index: 0
机构:
US DOE, Washington, DC 20585 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
机构:
Univ Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Asally, Munehiro
Kittisopikul, Mark
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Kittisopikul, Mark
Rue, Pau
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Cataluna, Dept Fis & Engn Nucl, E-08222 Terrassa, Spain
Univ Pompeu Fabra, Dept Expt & Hlth Sci, Barcelona 08003, SpainUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Rue, Pau
Du, Yingjie
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Dallas, Dept Mech Engn, Richardson, TX 75080 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Du, Yingjie
Hu, Zhenxing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Dallas, Dept Mech Engn, Richardson, TX 75080 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Hu, Zhenxing
Cagatay, Tolga
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Cagatay, Tolga
Robinson, Andra B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas SW Med Ctr Dallas, Dept Pharmacol, Dallas, TX 75390 USA
Univ Texas SW Med Ctr Dallas, Green Ctr Syst Biol, Dallas, TX 75390 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Robinson, Andra B.
Lu, Hongbing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Dallas, Dept Mech Engn, Richardson, TX 75080 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Lu, Hongbing
Garcia-Ojalvo, Jordi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Cataluna, Dept Fis & Engn Nucl, E-08222 Terrassa, Spain
Univ Pompeu Fabra, Dept Expt & Hlth Sci, Barcelona 08003, SpainUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
Garcia-Ojalvo, Jordi
Sueel, Guerol M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USAUniv Calif San Diego, Mol Biol Sect, Div Biol Sci, La Jolla, CA 92093 USA
机构:
Univ Calif Berkeley, Dept Phys, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Berk, Veysel
Fong, Jiunn C. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Santa Cruz, Dept Microbiol & Environm Toxicol, Santa Cruz, CA 95064 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Fong, Jiunn C. N.
Dempsey, Graham T.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Biophys Program, Cambridge, MA 02138 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Dempsey, Graham T.
Develioglu, Omer N.
论文数: 0引用数: 0
h-index: 0
机构:
Taksim Training & Res Hosp, Dept Otorhinolaryngol, Istanbul, TurkeyUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Develioglu, Omer N.
Zhuang, Xiaowei
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Biophys Program, Cambridge, MA 02138 USA
Harvard Univ, Dept Phys, Dept Chem & Chem Biol, Cambridge, MA 02138 USA
Harvard Univ, Howard Hughes Med Inst, Cambridge, MA 02138 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Zhuang, Xiaowei
Liphardt, Jan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Phys Biosci Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Liphardt, Jan
Yildiz, Fitnat H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Santa Cruz, Dept Microbiol & Environm Toxicol, Santa Cruz, CA 95064 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
Yildiz, Fitnat H.
Chu, Steven
论文数: 0引用数: 0
h-index: 0
机构:
US DOE, Washington, DC 20585 USAUniv Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA