3-D Reconstruction of Microtubules From Multi-Angle Total Internal Reflection Fluorescence Microscopy Using Bayesian Framework

被引:26
作者
Yang, Qian [1 ]
Karpikov, Alexander [2 ]
Toomre, Derek [3 ]
Duncan, James S. [2 ]
机构
[1] Yale Univ, Dept Elect Engn, New Haven, CT 06511 USA
[2] Yale Univ, Dept Biomed Engn, New Haven, CT 06520 USA
[3] Yale Univ, Dept Cell Biol, New Haven, CT 06520 USA
关键词
Curvature; microscope calibration; microtubules; penetration depth; reconstruction; TIRF; TIRF MICROSCOPY;
D O I
10.1109/TIP.2011.2114359
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Total internal reflection fluorescence (TIRF) microscopy excites a thin evanescent field which theoretically decays exponentially. Each TIRF image is actually the projection of a 3-D volume and hence cannot alone produce an accurate localization of structures in the z-dimension, however, it provides greatly improved axial resolution for biological samples. Multiple angle-TIRF microscopy allows controlled variation of the incident angle of the illuminating laser beam, thus generating a set of images of different penetration depths with the potential to reconstruct the 3-D volume of the sample. With the ultimate goal to quantify important biological parameters of microtubules, we present a method to reconstruct 3-D position and orientation of microtubules based on multi-angle TIRF data, as well as experimental calibration of the actual decay function of the evanescent field at each angle. We validate our method using computer simulations, by creating a phantom simulating the curvilinear characteristics of microtubules and project the artificially constructed volume into a set of TIRF image for different penetration depth. The reconstructed depth information for the phantom data is shown to be accurate and robust to noise. We apply our method to microtubule TIRF images of PtK2 cells in vivo. By comparing microtubule curvatures of the reconstruction results and several electron microscopy (EM) images of vertically sliced sample of microtubules, we find that the curvature statistics of our reconstruction agree well with the ground truth (EM data). Quantifying the distribution of microtubule curvature reveals an interesting discovery that microtubules can buckle and form local bendings of considerably small radius of curvature which is also visually spotted on the EM images, while microtubule bendings on a larger scale generally have a much larger radius and cannot bear the stress of a large curvature. The presented method has the potential to provide a reliable tool for 3-D reconstruction and tracking of microtubules.
引用
收藏
页码:2248 / 2259
页数:12
相关论文
共 21 条
  • [1] AMOS LA, 1991, J CELL SCI, P95
  • [2] Axelrod D., 1992, TOPICS FLUORESCENEC, V3, P289
  • [3] Anterograde Microtubule Transport Drives Microtubule Bending in LLC-PK1 Epithelial Cells
    Bicek, Andrew D.
    Tuzel, Erkan
    Demtchouk, Aleksey
    Uppalapati, Maruti
    Hancock, William O.
    Kroll, Daniel M.
    Odde, David J.
    [J]. MOLECULAR BIOLOGY OF THE CELL, 2009, 20 (12) : 2943 - 2953
  • [4] Microtubules can bear enhanced compressive loads in living cells because of lateral reinforcement
    Brangwynne, Clifford P.
    MacKintosh, Frederick C.
    Kumar, Sanjay
    Geisse, Nicholas A.
    Talbot, Jennifer
    Mahadevan, L.
    Parker, Kevin K.
    Ingber, Donald E.
    Weitz, David A.
    [J]. JOURNAL OF CELL BIOLOGY, 2006, 173 (05) : 733 - 741
  • [5] Global minimum for active contour models: A minimal path approach
    Cohen, LD
    Kimmel, R
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 24 (01) : 57 - 78
  • [6] Fojo A. T., 2008, ROLE MICROTUBULES CE
  • [7] TIRF microscopy evanescent field calibration using tilted fluorescent microtubules
    Gell, C.
    Berndt, M.
    Enderlein, J.
    Diez, S.
    [J]. JOURNAL OF MICROSCOPY, 2009, 234 (01) : 38 - 46
  • [8] Hadjidemetriou S., MICCAI 2005
  • [9] SNAKES - ACTIVE CONTOUR MODELS
    KASS, M
    WITKIN, A
    TERZOPOULOS, D
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) : 321 - 331
  • [10] Direct measurement of the evanescent field profile produced by objective-based total internal reflection fluorescence
    Mattheyses, AL
    Axelrod, D
    [J]. JOURNAL OF BIOMEDICAL OPTICS, 2006, 11 (01)