Literature DB >> 26971129

Quantitative microscopic evaluation of mucin areas and its percentage in mucinous carcinoma of the breast using tissue histological images.

Monjoy Saha1, Indu Arun2, Bijan Basak2, Sanjit Agarwal2, Rosina Ahmed2, Sanjoy Chatterjee2, Rohit Bhargava3, Chandan Chakraborty4.   

Abstract

Mucinous carcinoma (MC) of the breast is very rare (∼1-7% of all breast cancers), invasive ductal carcinoma. Presence of pools of extracellular mucin is one of the most important histological features for MC. This paper aims at developing a quantitative computer-aided methodology for automated identification of mucin areas and its percentage using tissue histological images. The proposed method includes pre-processing (i.e., colour space transformation and colour normalization), mucin regions segmentation, post-processing, and performance evaluation. The proposed algorithm achieved 97.74% segmentation accuracy in comparison to ground truths. In addition, the percentage of mucin present in the tissue regions is calculated by the mucin index (MI) for grading MC (pure, moderately, minimally mucinous).
Copyright © 2016 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Breast; Computer-aided methodology; Invasive ductal carcinoma; Mucin; Mucin index; Mucinous carcinoma

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Year:  2016        PMID: 26971129     DOI: 10.1016/j.tice.2016.02.005

Source DB:  PubMed          Journal:  Tissue Cell        ISSN: 0040-8166            Impact factor:   2.466


  2 in total

1.  Near-set Based Mucin Segmentation in Histopathology Images for Detecting Mucinous Carcinoma.

Authors:  Soma Banerjee; Monjoy Saha; Indu Arun; Bijan Basak; Sanjit Agarwal; Rosina Ahmed; Sanjoy Chatterjee; Lipi B Mahanta; Chandan Chakraborty
Journal:  J Med Syst       Date:  2017-08-10       Impact factor: 4.460

2.  An Advanced Deep Learning Approach for Ki-67 Stained Hotspot Detection and Proliferation Rate Scoring for Prognostic Evaluation of Breast Cancer.

Authors:  Monjoy Saha; Chandan Chakraborty; Indu Arun; Rosina Ahmed; Sanjoy Chatterjee
Journal:  Sci Rep       Date:  2017-06-12       Impact factor: 4.379

  2 in total

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