Coordinate based co-localization

Co-localization is used to measure spatial overlap between two (or more) different fluorescent labels, each having a separate emission wavelength. Traditional co-localization analysis of conventional, dual-color fluorescence microscopy images suffers from a limited spatial resolution and chromatic errors [2]. Coordinate based co-localization (CBC) of dual-color super-resolution images provides much better approach as it allows to determine co-localization on a molecular level, it overcomes the dynamic range of a camera, and it is not sensitive to cross talks [1].

Calculation of the CBC value around a given molecule A_{i}, according to [1], starts by determining two distributions of distances

\displaystyle D_{A_{i},A}\left(r\right) \displaystyle= \displaystyle\frac{N_{A_{i},A}\left(r\right)}{N_{A_{i},A}\left(R_{\mathrm{max}%
}\right)}\frac{R_{\mathrm{max}}^{2}}{r^{2}}\,,
\displaystyle D_{A_{i},B}\left(r\right) \displaystyle= \displaystyle\frac{N_{A_{i},B}\left(r\right)}{N_{A_{i},B}\left(R_{\mathrm{max}%
}\right)}\frac{R_{\mathrm{max}}^{2}}{r^{2}}\,.

Here N_{A_{i},A}\left(r\right), resp. N_{A_{i},B}\left(r\right), is the number of localized molecules in channel A, resp. B, within the distance r=0,\ldots,R_{\mathrm{max}} around A_{i}. These distributions are corrected for the area given by r and normalized by the number of localizations within the largest observed distance R_{\mathrm{max}}.

Having these two distributions of distances, Sperman’s rank correlation coefficient S_{A_{i}}=\left\langle D_{A_{i},A}\,,\,D_{A_{i},B}\right\rangle is calculated. The co-localization value is determined for every single molecule according to

C_{A_{i}}=S_{A_{i}}\exp\left(-\frac{E_{A_{i},B}}{R_{\mathrm{max}}}\right)\,,

where E_{A_{i},B} is a distance from localization A_{i} to the nearest neighbor localization in channel B.

In ThunderSTORM, the input data for channels A and B are provided as a table of results and a ground-truth table, respectively. Computed values with the co-localization coefficient C_{A_{i}}, with the distance to the nearest neighbor E_{A_{i},B}, and with the number of neighbors N_{A_{i},B}\left(r\right) within the radius r=0,\ldots,R_{\mathrm{max}}, are displayed in the table of results as new columns.

References

  • [1] S. Malkusch, U. Endesfelder, J. Mondry, M. Gelléri, P. Verveer and Heilemann(2012-01) Coordinate-based colocalization analysis of single-molecule localization microscopy data, Histochemistry and Cell Biology 137 (1), pp. 1–10. Note: Springer-Verlag External Links: Document. Cited by: Coordinate based co-localization, Coordinate based co-localization.
  • [2] O. Ronneberger, D. Baddeley, F. Scheipl, P.J. Verveer, H. Burkhardt, C. Cremer, L. Fahrmeir, T. Cremer and B. Joffe(2008-05) Spatial quantitative analysis of fluorescently labeled nuclear structures: problems, methods, pitfalls, Chromosome Research 16 (3), pp. 523–562. Note: Springer Netherlands External Links: Document. Cited by: Coordinate based co-localization.