TY - JOUR
T1 - Automatic quantification of morphological features for hepatic trabeculae analysis in stained liver specimens
AU - Ishikawa, Masahiro
AU - Murakami, Yuri
AU - Ahi, Sercan Taha
AU - Yamaguchi, Masahiro
AU - Kobayashi, Naoki
AU - Kiyuna, Tomoharu
AU - Yamashita, Yoshiko
AU - Saito, Akira
AU - Abe, Tokiya
AU - Hashiguchi, Akinori
AU - Sakamoto, Michiie
N1 - Publisher Copyright:
© The Authors.
PY - 2016/4/1
Y1 - 2016/4/1
N2 - This paper proposes a digital image analysis method to support quantitative pathology by automatically segmenting the hepatocyte structure and quantifying its morphological features. To structurally analyze histopathological hepatic images, we isolate the trabeculae by extracting the sinusoids, fat droplets, and stromata. We then measure the morphological features of the extracted trabeculae, divide the image into cords, and calculate the feature values of the local cords. We propose a method of calculating the nuclear-cytoplasmic ratio, nuclear density, and number of layers using the local cords. Furthermore, we evaluate the effectiveness of the proposed method using surgical specimens. The proposed method was found to be an effective method for the quantification of the Edmondson grade.
AB - This paper proposes a digital image analysis method to support quantitative pathology by automatically segmenting the hepatocyte structure and quantifying its morphological features. To structurally analyze histopathological hepatic images, we isolate the trabeculae by extracting the sinusoids, fat droplets, and stromata. We then measure the morphological features of the extracted trabeculae, divide the image into cords, and calculate the feature values of the local cords. We propose a method of calculating the nuclear-cytoplasmic ratio, nuclear density, and number of layers using the local cords. Furthermore, we evaluate the effectiveness of the proposed method using surgical specimens. The proposed method was found to be an effective method for the quantification of the Edmondson grade.
KW - hematoxylin and eosin-stained specimens
KW - hepatic trabecula
KW - quantitative pathology
KW - segmentation
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U2 - 10.1117/1.JMI.3.2.027502
DO - 10.1117/1.JMI.3.2.027502
M3 - Article
AN - SCOPUS:84991526837
SN - 2329-4302
VL - 3
JO - Journal of Medical Imaging
JF - Journal of Medical Imaging
IS - 2
M1 - 027502
ER -