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颜色反卷积。利用极坐标优化三维单位光密度矢量的处理。

Color deconvolution. Optimizing handling of 3D unitary optical density vectors with polar coordinates.

作者信息

Bigras Gilbert

机构信息

Laboratory Medicine, Cross Cancer Institute, University of Alberta, 11560 University Avenue, Edmonton, Alberta T6G 1Z2, Canada.

出版信息

Anal Quant Cytol Histol. 2012 Jun;34(3):149-60.

Abstract

OBJECTIVE

Color deconvolution relies on determination of unitary optical density vectors (OD(3D)) derived from pure constituent stains initially defined as intensity vectors in RGB space. OD(3D) can be defined in polar coordinates (phi, theta, radius); always being equal to one, radius can be ignored. Easier handling of unitary optical density 2D vectors (OD(2D)) is shown.

STUDY DESIGN

OD(2D) pure stains used in anatomical pathology were assessed as centroid values (phi, theta) with a measure of variance: inertia based on arc lengths between centroid value and sampled points. These variables were plotted on a stereographic projection plane. In order to assess pure stains OD(2D), different methods of sampling RGB pixels were tested and compared: (2) direct sampling of nuclei from preparations using (a) composite H&E and (b) hematoxylin only and (2) for any pure stain RGB image, different associated 8-bit masks (saturation, brightness and RGB average) were used for sampling and compared. Behaviors of phi, theta and inertia were obtained by moving threshold in 8-bit mask histograms. Phi and theta stability were tested against variable light intensity during image acquisition and by using 2 different image acquisition systems.

RESULTS

The more saturated RGB pixels are, the more stable phi, theta and inertia values are obtained. Different commercial hematoxylins have distinct OD(2D) characteristics. UltraView DAB stain shows high inertia and is angularly closer to usual counterstains than ultraView Red stain, which also has a lower inertia. Superior accuracy is expected from the latter stain. Phi and theta OD(2D) values are sensitive to light intensity variation, to the used imaging system and to the used objectives. An ImageJ plugin was designed to plot and interactively modify OD(2D) values with instant update of color deconvolution allowing heuristic segmentation.

CONCLUSION

Utilization of polar OD(2D) eases statistical characterization of OD(3D) vectors: conditions of optimal sampling were demonstrated and various factors influencing OD(2D) stability were explored. Stereographic projection plane allows intuitive visualization of OD(3D) vectors as well as heuristic vectorial modification. All findings are not restricted to anatomical pathology but can be applied to bright field microscopy and subtractive color applications in general.

摘要

目的

颜色反卷积依赖于从最初定义为RGB空间强度向量的纯成分染色剂中确定单一光密度向量(OD(3D))。OD(3D)可以用极坐标(φ,θ,半径)定义;由于半径始终等于1,故可忽略不计。本文展示了对单一光密度二维向量(OD(2D))更简便的处理方法。

研究设计

将解剖病理学中使用的OD(2D)纯染色剂评估为质心值(φ,θ),并采用一种方差度量:基于质心值与采样点之间弧长的惯性。这些变量被绘制在立体投影平面上。为了评估纯染色剂的OD(2D),测试并比较了不同的RGB像素采样方法:(2种)从标本中直接采样细胞核,使用(a)复合苏木精和伊红染色以及(b)仅使用苏木精染色;以及(2种)对于任何纯染色剂RGB图像,使用不同的相关8位掩码(饱和度、亮度和RGB平均值)进行采样并比较。通过在8位掩码直方图中移动阈值来获得φ、θ和惯性的行为。针对图像采集期间的可变光强度以及使用2种不同的图像采集系统,测试了φ和θ的稳定性。

结果

RGB像素饱和度越高,获得的φ、θ和惯性值越稳定。不同的商用苏木精具有不同的OD(2D)特征。UltraView DAB染色显示出高惯性,并且在角度上比UltraView Red染色更接近常用的复染剂,后者的惯性也较低。预计后一种染色剂具有更高的准确性。φ和θ的OD(2D)值对光强度变化、所使用的成像系统以及所使用的物镜敏感。设计了一个ImageJ插件来绘制和交互式修改OD(2D)值,并即时更新颜色反卷积,从而实现启发式分割。

结论

利用极坐标OD(2D)简化了OD(3D)向量的统计表征:证明了最佳采样条件,并探索了影响OD(2D)稳定性的各种因素。立体投影平面允许直观地可视化OD(3D)向量以及进行启发式向量修改。所有发现不仅限于解剖病理学,还可普遍应用于明场显微镜和减色应用。

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