Skip navigation

DSpace

機構典藏 DSpace 系統致力於保存各式數位資料(如:文字、圖片、PDF)並使其易於取用。

點此認識 DSpace
DSpace logo
English
中文
  • 瀏覽論文
    • 校院系所
    • 出版年
    • 作者
    • 標題
    • 關鍵字
    • 指導教授
  • 搜尋 TDR
  • 授權 Q&A
    • 我的頁面
    • 接受 E-mail 通知
    • 編輯個人資料
  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/123456789/101610
完整後設資料紀錄
DC 欄位值語言
dc.contributor.advisor朱士維zh_TW
dc.contributor.advisorShi-Wei Chuen
dc.contributor.author蔡尚方zh_TW
dc.contributor.authorShang-Fang Tsaien
dc.date.accessioned2026-02-11T16:45:12Z-
dc.date.available2026-02-12-
dc.date.copyright2026-02-11-
dc.date.issued2026-
dc.date.submitted2026-02-05-
dc.identifier.citation1. A. Sonn-Segev, et al., Quantifying the heterogeneity of macromolecular machines by mass photometry. Nature Communications, 2020. 11(1): p. 1772.
2. Y.-F. Huang, et al., Coherent Brightfield Microscopy Provides the Spatiotemporal Resolution To Study Early Stage Viral Infection in Live Cells. ACS Nano, 2017. 11(3): p. 2575–2585.
3. Ž. Janićijević, and L. Baraban, Integration Strategies and Formats in Field-Effect Transistor Chemo- and Biosensors: A Critical Review. ACS Sensors, 2025. 10(4): p. 2431–2452.
4. J. Kratochvíl, et al., Best practice mass photometry: a guide to optimal single-molecule mass measurement. Nature Protocols, 2025.
5. D. Cole, et al., Label-Free Single-Molecule Imaging with Numerical-Aperture-Shaped Interferometric Scattering Microscopy. ACS Photonics, 2017. 4(2): p. 211–216.
6. A. Sotelo-López, et al. Sizing Single Gold Nanoparticles with Bright-Field Microscopy. Photonics, 2025. 12, 314 DOI: 10.3390/photonics12040314.
7. J. Park, et al., Artificial intelligence-enabled quantitative phase imaging methods for life sciences. Nature Methods, 2023. 20(11): p. 1645–1660.
8. T.L. Nguyen, et al., Quantitative Phase Imaging: Recent Advances and Expanding Potential in Biomedicine. ACS Nano, 2022. 16(8): p. 11516–11544.
9. S.-F. Tsai, and C.-L. Hsieh, Ultrasensitive bright-field microscope enables label-free single-protein detection. Optics Letters, 2025. 50(24): p. 7520–7523.
10. C.-Y. Cheng, Y.-H. Liao, and C.-L. Hsieh, High-speed imaging and tracking of very small single nanoparticles by contrast enhanced microscopy. Nanoscale, 2019. 11(2): p. 568–577.
11. Y.-T. Hsiao, et al., Molecularly Specific and Functional Live Cell Imaging by Label-Free Interference Microscopy. ACS Photonics, 2022. 9(7): p. 2237–2245.
12. S. Feng, and H.G. Winful, Physical origin of the Gouy phase shift. Optics Letters, 2001. 26(8): p. 485–487.
13. Particles Small Compared with the Wavelength, in Absorption and Scattering of Light by Small Particles. 1998. p. 130–157.
14. H.M. Dastjerdi, et al., Optimized analysis for sensitive detection and analysis of single proteins via interferometric scattering microscopy. Journal of Physics D: Applied Physics, 2022. 55(5): p. 054002.
15. G. Young, et al., Quantitative mass imaging of single biological macromolecules. Science, 2018. 360(6387): p. 423–427.
16. J.C. Thiele, E. Pfitzner, and P. Kukura, Single-protein optical holography. Nature Photonics, 2024. 18(4): p. 388–395.
17. Y.-H. Lin, W.-L. Chang, and C.-L. Hsieh, Shot-noise limited localization of single 20 nm gold particles with nanometer spatial precision within microseconds. Optics Express, 2014. 22(8): p. 9159–9170.
18. C. Prin, et al., Isoelectric restriction of human immunoglobulin isotypes. Biochimica et Biophysica Acta (BBA) - General Subjects, 1995. 1243(2): p. 287–289.
19. N. Ui, Electrophoretic mobility and isoelectric point of hog thyroglobulin. Biochimica et Biophysica Acta (BBA) - Protein Structure, 1972. 257(2): p. 350–364.
20. A. Mazur, I. Litt, and E. Shorr, CHEMICAL PROPERTIES OF FERRITIN AND THEIR RELATION TO ITS VASODEPRESSOR ACTIVITY. Journal of Biological Chemistry, 1950. 187(2): p. 473–484.
21. A.W.P.Vermeer, and W. Norde, The Thermal Stability of Immunoglobulin: Unfolding and Aggregation of a Multi-Domain Protein. Biophysical Journal, 2000. 78(1): p. 394–404.
22. S. Ferraris, et al., Surface reactivity and silanization ability of borosilicate and Mg-Sr-based bioactive glasses. Applied Surface Science, 2019. 475: p. 43–55.
23. W.M. Huang, et al., Improved section adhesion for immunocytochemistry using high molecular weight polymers of l-lysine as a slide coating. Histochemistry, 1983. 77(2): p. 275–279.
24. A. Khademhosseini, et al., Layer-by-layer deposition of hyaluronic acid and poly-l-lysine for patterned cell co-cultures. Biomaterials, 2004. 25(17): p. 3583–3592.
25. J. Ortega Arroyo, D. Cole, and P. Kukura, Interferometric scattering microscopy and its combination with single-molecule fluorescence imaging. Nature Protocols, 2016. 11(4): p. 617–633.
26. A.D. Kashkanova, et al., Precision single-particle localization using radial variance transform. Optics Express, 2021. 29(7): p. 11070–11083.
27. A. Fineberg, T. Surrey, and P. Kukura, Quantifying the Monomer–Dimer Equilibrium of Tubulin with Mass Photometry. Journal of Molecular Biology, 2020. 432(23): p. 6168–6172.
28. M. Dahmardeh, et al., Self-supervised machine learning pushes the sensitivity limit in label-free detection of single proteins below 10 kDa. Nature Methods, 2023. 20(3): p. 442–447.
29. K. Iqbal, et al., Deep learning-based event classification of mass photometry data for optimal mass measurement at the single-molecule level. bioRxiv, 2025: p. 2025.06.21.660868.
30. B. Kalas, et al., Bloch surface waves biosensing in the ultraviolet wavelength range – Bragg structure design for investigating protein adsorption by in situ Kretschmann-Raether ellipsometry. Applied Surface Science, 2021. 536: p. 147869.
31. D. Fu, et al., Ultraviolet refractometry using field-based light scattering spectroscopy. Optics Express, 2009. 17(21): p. 18878–18886.
-
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/101610-
dc.description.abstract能夠解析奈米尺度生物物件的無標記光學顯微技術,對於在不受螢光標記干擾的情況下研究分子層級的生物過程至關重要。近年來,干涉散射顯微術(interferometric scattering microscopy, iSCAT)的發展,使得研究人員得以利用奈米粒子本身的折射率對比,直接偵測尺寸極小的物件。為了達到高靈敏度,傳統的 iSCAT 系統多採用共路徑反射式幾何架構,使奈米粒子所產生的微弱散射場與基板反射所形成的參考場產生干涉。反射式 iSCAT 已展現極高的偵測能力,甚至可達到單一蛋白質的無標記偵測;然而,在細胞或複雜生物樣本中的應用,常受到強烈背景反射(特別是來自細胞膜)的限制,導致胞內奈米結構的訊號被掩蓋。
在本論文中,我們採用相干明場顯微術(Coherent Brightfield Microscopy, COBRI)——一種以穿透式架構實作的 iSCAT 形式,並進一步將其靈敏度提升至可進行無標記單一蛋白質偵測的層級。透過調控雷射照明的空間相干性,並結合主動回授控制以提升光學系統的機械穩定性,我們大幅抑制了相干雜訊,成功獲得來自奈米尺度散射體的穩定干涉訊號。此外,藉由對後焦平面(back focal plane)進行瞳函數工程設計,進一步增強干涉對比度,最佳化對弱散射奈米物件的偵測能力。配合進階影像處理與分析方法,我們得以解析對應於單一蛋白質在基板界面結合的動態事件。
透過此方法,本研究達成的靈敏度下限相當於散射截面低至 10⁻⁶ nm²。此一靈敏度使我們能夠偵測多種單一蛋白質,包括 免疫球蛋白 G(IgG)、去鐵蛋白(apoferritin)、甲狀腺球蛋白(thyroglobulin)以及 免疫球蛋白 M(IgM),其分子量範圍涵蓋 150 至 915 kDa。更重要的是,量測到的干涉對比度與分子量呈現線性關係,使得在穿透式幾何架構下可進行定量分子質量分析,其準確度約為 2%。本研究所展示的超高靈敏度穿透式 iSCAT 顯微技術,拓展了無標記干涉成像在生物相關環境中的應用範疇,並為在複雜系統中進行單分子交互作用與動態行為的定量研究開啟了新的可能性。
zh_TW
dc.description.abstractLabel-free optical microscopy techniques capable of resolving nanoscale biological objects are essential for studying molecular processes without perturbation from fluorescent labels. Recent advances in interferometric scattering (iSCAT) microscopy have enabled direct detection of nanoscopic objects through their intrinsic refractive-index contrast. To achieve high detection sensitivity, conventional iSCAT implementations typically rely on a common-path reflection geometry, in which the weak scattering signal from a nanoparticle interferes with a reference field reflected from the substrate. While reflection-mode iSCAT has demonstrated exceptional sensitivity—including label-free detection of single proteins—its application to cellular and complex biological samples is hindered by strong background reflections, particularly from cell membranes, which obscure signals from intracellular structures.
In this thesis, we employ coherent brightfield (COBRI) microscopy, an iSCAT modality implemented in a transmission configuration, and extend its sensitivity to the regime of label-free single-protein detection. By tailoring the spatial coherence of the laser illumination and enhancing the mechanical stability of the optical system through active feedback control, coherent noise is substantially suppressed and stable interferometric signals from nanoscale scatterers are achieved. Furthermore, interference contrast is enhanced via back-focal-plane pupil function engineering, optimizing the detection of weakly scattering nano-objects. Advanced image processing and analysis methods are applied to resolve dynamic events corresponding to individual protein binding at the substrate interface.
Using this approach, we achieve a sensitivity limit corresponding to scattering cross-sections as low as 10⁻⁶ nm². This sensitivity enables the detection of individual proteins including immunoglobulin G (IgG), apoferritin, thyroglobulin, and immunoglobulin M (IgM), spanning molecular masses from 150 to 915 kDa. Importantly, the measured interferometric contrast scales linearly with molecular mass, allowing quantitative mass analysis in a transmission geometry with an accuracy of approximately 2%. The demonstrated ultrasensitive transmission-mode iSCAT microscopy expands the applicability of label-free interferometric imaging to biologically relevant environments and opens new opportunities for quantitative studies of single-molecule interactions and dynamics in complex systems.
en
dc.description.provenanceSubmitted by admin ntu (admin@lib.ntu.edu.tw) on 2026-02-11T16:45:12Z
No. of bitstreams: 0
en
dc.description.provenanceMade available in DSpace on 2026-02-11T16:45:12Z (GMT). No. of bitstreams: 0en
dc.description.tableofcontents誌謝 i
中文摘要 ii
ABSTRACT iv
CONTENTS vi
LIST OF FIGURES viii
LIST OF TABLES x
Chapter 1 Introduction 1
1.1 Label-free single protein detection 1
1.1.1 Motivation 1
1.2 Transmission optical microscope 3
1.3 Coherent brightfield microscopy (COBRI) 4
1.3.1 Fundamentals, contrast enhancement 4
1.3.2 Rayleigh scattering 7
1.4 Shot noise 9
1.5 Thesis structure 11
Chapter 2 Method 13
2.1 Coverslip & Sample Preparation 13
2.1.1 Coverslip cleaning 13
2.1.2 PLL coating 14
2.1.3 Preparation of sample chamber 14
2.1.4 Sample storage and dilution 15
2.2 Experimental Setup 17
2.2.1 Coherent bright-field microscopy 17
2.2.2 Autofocus system 19
2.3 Autofocusing z-axis feedback system 20
2.4 Image Processing Workflow 24
2.4.1 Differential Rolling Average (DRA) 24
2.4.2 Particles’ Detection 28
2.4.3 Determination of Particle Contrast (V-shape Fitting) 29
Chapter 3 System noise 33
Chapter 4 Sensitivity calibration 41
4.1 10 nm Au particles measurement 41
4.2 Sensitivity limitation 43
Chapter 5 Mass photometry 46
5.1 Single-protein measurements and reproducibility 46
5.2 Mass-dependent contrast calibration and validation 49
Chapter 6 Discussion 53
6.1 Five landing scenarios and machine learning to filter out bad landings 53
6.2 Bovine Serum Albumin(BSA) measurement 57
6.3 Advantages of Transmission Microscopy for Three-Dimensional Samples 59
6.4 Choice of Illumination Wavelength in Mass Photometry 60
Chapter 7 Conclusions 62
Supplementary Videos 64
Reference 64
-
dc.language.isoen-
dc.subject同調式明場顯微鏡-
dc.subject干涉散射式顯微鏡-
dc.subject無標記單蛋白偵測-
dc.subject透射式質量光度法-
dc.subject散射-
dc.subjectCoherent brightfield microscopy (COBRI)-
dc.subjectInterferometric scattering microscopy (iSCAT)-
dc.subjectLabel-free single-protein detection-
dc.subjectTransmission mass photometry-
dc.subjectScattering-
dc.title超靈敏明場顯微鏡可實現無標記單一蛋白質偵測zh_TW
dc.titleUltrasensitive bright-field microscope enables label-free single protein detectionen
dc.typeThesis-
dc.date.schoolyear114-1-
dc.description.degree碩士-
dc.contributor.coadvisor謝佳龍zh_TW
dc.contributor.coadvisorChia-Lung Hsiehen
dc.contributor.oralexamcommittee李弘文;駱遠zh_TW
dc.contributor.oralexamcommitteeHung-Wen Li;Yuan Luoen
dc.subject.keyword同調式明場顯微鏡,干涉散射式顯微鏡無標記單蛋白偵測透射式質量光度法散射zh_TW
dc.subject.keywordCoherent brightfield microscopy (COBRI),Interferometric scattering microscopy (iSCAT)Label-free single-protein detectionTransmission mass photometryScatteringen
dc.relation.page67-
dc.identifier.doi10.6342/NTU202600447-
dc.rights.note同意授權(限校園內公開)-
dc.date.accepted2026-02-08-
dc.contributor.author-college理學院-
dc.contributor.author-dept物理學系-
dc.date.embargo-lift2026-02-12-
顯示於系所單位:物理學系

文件中的檔案:
檔案 大小格式 
ntu-114-1.pdf
授權僅限NTU校內IP使用(校園外請利用VPN校外連線服務)
3.36 MBAdobe PDF
顯示文件簡單紀錄


系統中的文件,除了特別指名其著作權條款之外,均受到著作權保護,並且保留所有的權利。

社群連結
聯絡資訊
10617臺北市大安區羅斯福路四段1號
No.1 Sec.4, Roosevelt Rd., Taipei, Taiwan, R.O.C. 106
Tel: (02)33662353
Email: ntuetds@ntu.edu.tw
意見箱
相關連結
館藏目錄
國內圖書館整合查詢 MetaCat
臺大學術典藏 NTU Scholars
臺大圖書館數位典藏館
本站聲明
© NTU Library All Rights Reserved