Literature DB >> 19193514

Automatic segmentation and disentangling of chromosomes in Q-band prometaphase images.

Enrico Grisan1, Enea Poletti, Alfredo Ruggeri.   

Abstract

Karyotype analysis is a widespread procedure in cytogenetics to assess the possible presence of genetics defects. The procedure is lengthy and repetitive, so that an automatic analysis would greatly help the cytogeneticist routine work. Still, automatic segmentation and full disentangling of chromosomes are open issues. We propose an automatic procedure to obtain the separated chromosomes, which are then ready for a subsequent classification step. The segmentation is carried out by means of a space-variant thresholding scheme, which proved to be successful even in presence of hyper- or hypofluorescent regions in the image. Then, the tree of choices to resolve touching and overlapping chromosomes is recursively explored, choosing the best combination of cuts and overlaps based on geometric evidence and image information. We show the effectiveness of the proposed method on routine data acquired with different microscope-camera setup at different laboratories: from 162 images of 117 cells totaling 6683 chromosomes, 94% of the chromosomes were correctly segmented, solving 90% of the overlaps and 90% of the touchings. In order to provide the scientific community with a public dataset, the data used in this paper are available for public download.

Mesh:

Year:  2009        PMID: 19193514     DOI: 10.1109/TITB.2009.2014464

Source DB:  PubMed          Journal:  IEEE Trans Inf Technol Biomed        ISSN: 1089-7771


  5 in total

Review 1.  A review of metaphase chromosome image selection techniques for automatic karyotype generation.

Authors:  Tanvi Arora; Renu Dhir
Journal:  Med Biol Eng Comput       Date:  2015-12-16       Impact factor: 2.602

2.  A novel approach for efficient extrication of overlapping chromosomes in automated karyotyping.

Authors:  Mousami V Munot; Jayanta Mukherjee; Madhuri Joshi
Journal:  Med Biol Eng Comput       Date:  2013-12       Impact factor: 2.602

3.  Automated identification of abnormal metaphase chromosome cells for the detection of chronic myeloid leukemia using microscopic images.

Authors:  Xingwei Wang; Bin Zheng; Shibo Li; John J Mulvihill; Xiaodong Chen; Hong Liu
Journal:  J Biomed Opt       Date:  2010 Jul-Aug       Impact factor: 3.170

4.  An Assay System to Evaluate Riboflavin/UV-A Corneal Phototherapy Efficacy in a Porcine Corneal Organ Culture Model.

Authors:  Anna Perazzi; Chiara Gomiero; Livio Corain; Ilaria Iacopetti; Enrico Grisan; Marco Lombardo; Giuseppe Lombardo; Gianni Salvalaio; Roberta Contin; Marco Patruno; Tiziana Martinello; Antonella Peruffo
Journal:  Animals (Basel)       Date:  2020-04-23       Impact factor: 2.752

5.  Feature selection for the automated detection of metaphase chromosomes: performance comparison using a receiver operating characteristic method.

Authors:  Yuchen Qiu; Jie Song; Xianglan Lu; Yuhua Li; Bin Zheng; Shibo Li; Hong Liu
Journal:  Anal Cell Pathol (Amst)       Date:  2014-11-11       Impact factor: 2.916

  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.