Automated and Robust Quantification of Colocalization in Dual-Color Fluorescence Microscopy: A Nonparametric Statistical Approach

被引:10
作者
Wang, Shulei [1 ,3 ]
Arena, Ellen T. [4 ,5 ]
Eliceiri, Kevin W. [4 ,5 ]
Yuan, Ming [2 ]
机构
[1] Columbia Univ, New York, NY 10027 USA
[2] Columbia Univ, Stat, New York, NY 10027 USA
[3] Univ Wisconsin, Dept Stat, Madison, WI 53706 USA
[4] Univ Wisconsin, Morgridge Inst Res, Madison, WI 53706 USA
[5] Morgridge Inst Res, Madison, WI 53715 USA
关键词
colocalization; fluorescence microscopy; hypothesis testing; nonparametric statistics; scan statistics; CONFOCAL MICROSCOPY; MARKERS; OBJECTS; IMAGES; GUIDE; CELLS; SCAN;
D O I
10.1109/TIP.2017.2763821
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Colocalization is a powerful tool to study the interactions between fluorescently labeled molecules in biological fluorescence microscopy. However, existing techniques for colocalization analysis have not undergone continued development especially in regards to robust statistical support. In this paper, we examine two of the most popular quantification techniques for colocalization and argue that they could be improved upon using ideas from nonparametric statistics and scan statistics. In particular, we propose a new colocalization metric that is robust, easily implementable, and optimal in a rigorous statistical testing framework. Application to several benchmark data sets, as well as biological examples, further demonstrates the usefulness of the proposed technique.
引用
收藏
页码:622 / 636
页数:15
相关论文
共 28 条
  • [1] Replicate-based noise corrected correlation for accurate measurements of colocalization
    Adler, J.
    Pagakis, S. N.
    Parmryd, I.
    [J]. JOURNAL OF MICROSCOPY, 2008, 230 (01) : 121 - 133
  • [2] [Anonymous], 2013, Concentration Inequali-ties: A Nonasymptotic Theory of Independence, DOI DOI 10.1093/ACPROF:OSO/9780199535255.001.0001
  • [3] Arena E. T., 2016, WILEY INTERDISCIPL R, V6, pe260
  • [4] Near-optimal detection of geometric objects by fast multiscale methods
    Arias-Castro, E
    Donoho, DL
    Huo, XM
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2005, 51 (07) : 2402 - 2425
  • [5] Subcellular Localization of HIV-1 gag-pol mRNAs Regulates Sites of Virion Assembly
    Becker, Jordan T.
    Sherer, Nathan M.
    [J]. JOURNAL OF VIROLOGY, 2017, 91 (06)
  • [6] A guided tour into subcellular colocalization analysis in light microscopy
    Bolte, S.
    Cordelieres, F. P.
    [J]. JOURNAL OF MICROSCOPY, 2006, 224 (213-232) : 213 - 232
  • [7] DETECTION WITH THE SCAN AND THE AVERAGE LIKELIHOOD RATIO
    Chan, Hock Peng
    Walther, Guenther
    [J]. STATISTICA SINICA, 2013, 23 (01) : 409 - 428
  • [8] A guide to accurate fluorescence microscopy colocalization measurements
    Comeau, Jonathan W. D.
    Costantino, Santiago
    Wiseman, Paul W.
    [J]. BIOPHYSICAL JOURNAL, 2006, 91 (12) : 4611 - 4622
  • [9] Costes SV, 2004, BIOPHYS J, V86, P3993, DOI [10.1529/biophysj.103.038422, 10.1529/biophysi.103.038422]
  • [10] Dengler B., 2010, THESIS