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Analysis of spatial distribution of marker expression in cells using boundary distance plots

Publication ,  Journal Article
Choudhury, KR; Zheng, L; Mackrill, JJ
Published in: Annals of Applied Statistics
September 1, 2010

Boundary distance (BD) plotting is a technique for making orientation invariant comparisons of the spatial distribution of biochemical markers within and across cells/nuclei. Marker expression is aggregated over points with the same distance from the boundary. We present a suite of tools for improved data analysis and statistical inference using BD plotting. BD is computed using the Euclidean distance transform after presmoothing and oversampling of nuclear boundaries. Marker distribution profiles are averaged using smoothing with linearly decreasing bandwidth. Average expression curves are scaled and registered by x-axis dilation to compensate for uneven lighting and errors in nuclear boundary marking. Penalized discriminant analysis is used to characterize the quality of separation between average marker distributions. An adaptive piecewise linear model is used to compare expression gradients in intra, peri and extra nuclear zones. The techniques are illustrated by the following: (a) a two sample problem involving a pair of voltage gated calcium channels (Cav1.2 and AB70) marked in different cells; (b) a paired sample problem of calcium channels (Y1F4 and RyR1) marked in the same cell. © Institute ol Mathematical Statistics, 2010.

Duke Scholars

Published In

Annals of Applied Statistics

DOI

EISSN

1941-7330

ISSN

1932-6157

Publication Date

September 1, 2010

Volume

4

Issue

3

Start / End Page

1365 / 1382

Related Subject Headings

  • Statistics & Probability
  • 1403 Econometrics
  • 0104 Statistics
 

Citation

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Choudhury, K. R., Zheng, L., & Mackrill, J. J. (2010). Analysis of spatial distribution of marker expression in cells using boundary distance plots. Annals of Applied Statistics, 4(3), 1365–1382. https://doi.org/10.1214/10-AOAS340
Choudhury, K. R., L. Zheng, and J. J. Mackrill. “Analysis of spatial distribution of marker expression in cells using boundary distance plots.” Annals of Applied Statistics 4, no. 3 (September 1, 2010): 1365–82. https://doi.org/10.1214/10-AOAS340.
Choudhury KR, Zheng L, Mackrill JJ. Analysis of spatial distribution of marker expression in cells using boundary distance plots. Annals of Applied Statistics. 2010 Sep 1;4(3):1365–82.
Choudhury, K. R., et al. “Analysis of spatial distribution of marker expression in cells using boundary distance plots.” Annals of Applied Statistics, vol. 4, no. 3, Sept. 2010, pp. 1365–82. Scopus, doi:10.1214/10-AOAS340.
Choudhury KR, Zheng L, Mackrill JJ. Analysis of spatial distribution of marker expression in cells using boundary distance plots. Annals of Applied Statistics. 2010 Sep 1;4(3):1365–1382.

Published In

Annals of Applied Statistics

DOI

EISSN

1941-7330

ISSN

1932-6157

Publication Date

September 1, 2010

Volume

4

Issue

3

Start / End Page

1365 / 1382

Related Subject Headings

  • Statistics & Probability
  • 1403 Econometrics
  • 0104 Statistics