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  1. NTU Theses and Dissertations Repository
  2. 理學院
  3. 物理學系
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/74860
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dc.contributor.advisor陳義裕(Yih-Yuh Chen)
dc.contributor.authorWei-Ching Linen
dc.contributor.author林惟淨zh_TW
dc.date.accessioned2021-06-17T09:09:02Z-
dc.date.available2024-01-31
dc.date.copyright2021-02-22
dc.date.issued2021
dc.date.submitted2021-02-01
dc.identifier.citation[1] K. Ahnert and M. Mulansky. Odeint–solving ordinary differential equations in c++. In AIP Conference Proceedings, volume 1389, pages 1586–1589. American Institute of Physics, 2011.
[2] A. Alharazneh, L. Luk, M. Huth, A. Monfared, P. S. Steyger, A. G. Cheng, and A. J.Ricci. Functional hair cell mechanotransducer channels are required for aminoglycoside ototoxicity. PloS one, 6(7):e22347, 2011.
[3] M. Avent, B. Rogers, A. Cheng, and D. Paterson. Current use of aminoglycosides: indications, pharmacokinetics and monitoring for toxicity. Internal medicine journal, 41(6):441–449, 2011.
[4] J. Bergstra, B. Komer, C. Eliasmith, D. Yamins, and D. D. Cox. Hyperopt: a python library for model selection and hyperparameter optimization. Computational Science Discovery, 8(1):014008, 2015.
[5] N. Berndt, O. Kann, and H.G. Holzhütter. Physiologybased kinetic modeling of neuronal energy metabolism unravels the molecular basis of nad(p)h fluorescence transients. Journal of Cerebral Blood Flow Metabolism, 35(9):1494–1506, 2015.
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[11] D. Desa, M. G. Nichols, and H. J. Smith. Aminoglycosides rapidly inhibit nad(p)h metabolism increasing reactive oxygen species and cochlear cell demise. Journal of biomedical optics, 24(5):051403, 2018.
[12] R. Esterberg, D. W. Hailey, E. W. Rubel, and D. W. Raible. Er–mitochondrial calcium flow underlies vulnerability of mechanosensory hair cells to damage. Journal of Neuroscience, 34(29):9703–9719, 2014.
[13] R. Esterberg, T. Linbo, S. B. Pickett, P. Wu, H. C. Ou, E. W. Rubel, D. W. Raible, et al. Mitochondrial calcium uptake underlies ros generation during aminoglycoside-induced hair cell death. The Journal of clinical investigation, 126(9):3556–3566, 2016.
[14] R. Fettiplace. Hair cell transduction, tuning, and synaptic transmission in the mammalian cochlea. Comprehensive Physiology, 7(4):1197–1227, 2011.
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[18] B. P. Ingalls. Mathematical modeling in systems biology: an introduction. MIT press, 2013.
[19] H. C. JensenSmith, R. Hallworth, and M. G. Nichols. Gentamicin rapidly inhibits mitochondrial metabolism in high-frequency cochlear outer hair cells. PLoS One, 7(6):e38471, 2012.
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[31] P. S. Steyger, S. Peters, J. Rehling, A. Hordichok, and C. Dai. Uptake of gentamicin by bullfrog saccular hair cells in vitro. Journal of the Association for Research in Otolaryngology, 4(4):565–578, 2003.
[32] L. M. Tiede, S. M. RochaSanchez, R. Hallworth, M. G. Nichols, and K. Beisel. Determination of hair cell metabolic state in isolated cochlear preparations by two-photon microscopy. Journal of biomedical optics, 12(2):021004, 2007.
[33] L. M. Tiede, J. A. Vergen, C. Hecht, R. Hallworth, and M. G. Nichols. Using two-photon excited fluorescence intensity and lifetime-based nadh imaging to investigate cochlea metabolism. Biophysical Journal, 96(3):8a, 2009.
[34] S.i. Usami and S.y. Nishio. Nonsyndromic hearing loss and deafness, mitochondrial. GeneReviews®[Internet], 2018.
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[36] K. White, M.J. Kim, D. Ding, C. Han, H.J. Park, Z. Meneses, M. Tanokura, P. Linser, R. Salvi, and S. Someya. G6pd deficiency does not affect the cytosolic glutathione or thioredoxin antioxidant defense in mouse cochlea. Journal of Neuroscience, 37(23):5770–5781, 2017.
[37] K. E. WroblewskaSeniuk, P. Dabrowski, W. Szyfter, and J. Mazela. Universal newborn hearing screening: methods and results, obstacles, and benefits. Pediatric research, 81(3):415–422, 2017.
[38] J. Xie, A. E. Talaska, and J. Schacht. New developments in aminoglycoside therapy and ototoxicity. Hearing research, 281(12):28–37, 2011.
[39] G. Zajic and J. Schacht. Comparison of isolated outer hair cells from five mammalian species. Hearing research, 26(3):249–256, 1987.
[40] L. V. Zholudeva, K. G. Ward, M. G. Nichols, and H. J. Smith. Gentamicin differentially alters cellular metabolism of cochlear hair cells as revealed by nad(p)h fluorescence lifetime imaging. Journal of biomedical optics, 20(5):051032, 2015.
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/74860-
dc.description.abstract本篇論文使用常微分方程數學模型,模擬胺基醣苷類抗生素對耳蝸外聽毛細胞能量代謝的即時影響,並比較高頻與低頻外聽毛細胞能量代謝變化的程度,探討何以高頻的外聽毛細胞對抗生素具有較高的致病性。本篇論文提出的外聽毛細胞代謝模型修改自Poliquin等人發表的腦神經細胞模型,包含糖解作用、檸檬酸循環、氧化磷酸化、活性氧類的生成與清除等主要代謝反應,並由Jensen-Smith等人發表的FVB小鼠耳蝸聽毛細胞實驗數據校正。此數學模型的模擬結果顯示:投藥後70分鐘,高頻外聽毛細胞中的ATP濃度下降程度(35%)遠高於低頻細胞中的下降程度(12%)。此研究結果與抗生素導致之耳毒性的音調拓樸性呈現一致。zh_TW
dc.description.abstractAminoglycosides, though life-saving and efficient antibiotics, are infamous for their ototoxicity by causing irreversible damage to the cochlear sensory cells. This ototoxicity is known for its tonotopically differential vulnerability in the cochlear: high-frequency, basal turn outer hair cells (OHCs) are preferentially affected. Previous experimental findings suggest that different metabolic biases may vary OHCs’ susceptibility, however, the metabolic mechanisms underlying this high-to-low-frequency propensity are still not fully understood. In this study, we performed in silico experiments to simulate metabolic variations induced by gentamicin (the most commonly prescribed aminoglycoside) in basal and apical OHCs separately. We built a kinetic-metabolic model based on a neuronal-model framework including glycolysis, citric acid cycle, oxidative phosphorylation, ROS production and scavenging systems. Original pathways were modified and new pathways were incorporated to depict hair cell metabolism. The proposed model was then calibrated onto existing experimental data in the literature. Our result of the modeling is that after gentamicin administration, basal turn OHCs suffer from a higher degree of ATP depletion, which correlates with their higher vulnerability to gentamicin.en
dc.description.provenanceMade available in DSpace on 2021-06-17T09:09:02Z (GMT). No. of bitstreams: 1
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Previous issue date: 2021
en
dc.description.tableofcontentsAcknowledgements i
摘要iii
Abstract v
Contents vii
List of Figures xi
List of Tables xiii
Denotation xv
Chapter 1 Introduction 1
1.1 Background and Motivation . . . . . . . . . . . . . . . . . . . . . . 1
1.1.1 Aminoglycosides and Tonotopic Ototoxicity . . . . . . . . . . . . . 1
1.1.2 Experimental Difficulties and Dynamic Mathematical Models . . . 4
1.2 Previous Research . . . . . . . . . . . . . . . . . . . . . . . . . . . 5
1.2.1 Mitochondrial Involvement in AG Ototoxicity . . . . . . . . . . . . 5
1.2.2 GM NADH Effect . . . . . . . . . . . . . . . . . . . . . . . . . . . 6
1.2.3 Tonotopic Difference in GM NADH effect . . . . . . . . . . . . . . 7
1.2.4 Difference in NADH Fluorescence Intensities . . . . . . . . . . . . 8
1.3 Specific Goals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12
Chapter 2 Method 15
2.1 Kinetic Functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17
2.2 Pathways and States . . . . . . . . . . . . . . . . . . . . . . . . . . 19
2.2.1 Extracellular Pyruvate . . . . . . . . . . . . . . . . . . . . . . . . . 19
2.2.2 NADP(+)-dependent Isocitrate Dehydrogenase Reaction . . . . . . 19
2.2.3 Ubiquinone: Representative Oxidative Phosphorylation Reactant . . 20
2.3 GM Implementation . . . . . . . . . . . . . . . . . . . . . . . . . . 22
2.4 Parameters Fitting . . . . . . . . . . . . . . . . . . . . . . . . . . . 23
2.5 Computational Methods . . . . . . . . . . . . . . . . . . . . . . . . 24
Chapter 3 Results and Discussion 25
3.1 Simulation Results . . . . . . . . . . . . . . . . . . . . . . . . . . . 25
3.1.1 GM-induced ATP depletion . . . . . . . . . . . . . . . . . . . . . . 25
3.1.2 ATP to ANP-Pool Ratio . . . . . . . . . . . . . . . . . . . . . . . . 27
3.1.3 NADH Oxidation . . . . . . . . . . . . . . . . . . . . . . . . . . . 27
3.1.4 GM-induced SDH activity decrease . . . . . . . . . . . . . . . . . 30
3.2 Validation of the Model . . . . . . . . . . . . . . . . . . . . . . . . 30
3.3 Limitation of the Model . . . . . . . . . . . . . . . . . . . . . . . . 31
3.3.1 Calcium . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32
3.3.2 ROS . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 33
3.3.3 Difference in NADH Fluorescence Intensities . . . . . . . . . . . . 35
Chapter 4 Conclusion and Future Work 37
4.1 Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 37
4.2 Future Work . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 38
References 41
Appendix A — JensenSmith et al’s Experiment [19] 47
A.1 Cochlear Explants . . . . . . . . . . . . . . . . . . . . . . . . . . . 48
A.2 NADH Fluorescence Imaging . . . . . . . . . . . . . . . . . . . . . 48
A.2.1 Image Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . 49
A.2.2 Exact Values of Data . . . . . . . . . . . . . . . . . . . . . . . . . 50
Appendix B — Model Description 53
B.1 Model Mass Balances . . . . . . . . . . . . . . . . . . . . . . . . . 53
B.2 Flux Kinetics Description . . . . . . . . . . . . . . . . . . . . . . . 58
B.3 State Variables and Initial Conditions . . . . . . . . . . . . . . . . . 67
B.4 Constants . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 70
B.5 Model Python Code . . . . . . . . . . . . . . . . . . . . . . . . . . 77
dc.language.isoen
dc.subject耳毒性zh_TW
dc.subject動態數學模型zh_TW
dc.subject胺基醣苷類抗生素zh_TW
dc.subject腺嘌呤核苷三磷酸zh_TW
dc.subject外聽毛細胞zh_TW
dc.subject音調拓樸性zh_TW
dc.subjecttonotopic ototoxicityen
dc.subjectaminoglycosideen
dc.subjectdynamic mathematical modelingen
dc.subjectATPen
dc.subjectouter hair cellen
dc.title抗生素導致細胞代謝變化的音調拓樸性與耳蝸外聽毛細胞致病性的關聯:常微分方程數學模型的模擬探討zh_TW
dc.titleTonotopy in Acute Aminoglycoside-induced Metabolic Changes and Vulnerability of Cochlear Outer Hair Cells: An ODE-based Mathematical Modeling Analysisen
dc.typeThesis
dc.date.schoolyear109-1
dc.description.degree碩士
dc.contributor.oralexamcommittee魏安祺(An-Chi Wei),許益超(Yi-Chao Hsu)
dc.subject.keyword胺基醣苷類抗生素,耳毒性,音調拓樸性,外聽毛細胞,腺嘌呤核苷三磷酸,動態數學模型,zh_TW
dc.subject.keywordaminoglycoside,tonotopic ototoxicity,outer hair cell,ATP,dynamic mathematical modeling,en
dc.relation.page77
dc.identifier.doi10.6342/NTU202100309
dc.rights.note有償授權
dc.date.accepted2021-02-02
dc.contributor.author-college理學院zh_TW
dc.contributor.author-dept物理學研究所zh_TW
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