2013
DOI: 10.1098/rsfs.2013.0015
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Three-dimensional vasculature reconstruction of tumour microenvironment via local clustering and classification

Abstract: The vasculature inside breast cancers is one important component of the tumour microenvironment. The investigation of its spatial morphology, distribution and interactions with cancer cells, including cancer stem cells, is essential for elucidating mechanisms of tumour development and treatment response. Using confocal microscopy and fluorescent markers, we have acquired three-dimensional images of vasculature within mammary tumours and normal mammary gland of mouse models. However, it is difficult to segment … Show more

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Cited by 7 publications
(6 citation statements)
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“…Therefore, Wnt1-induced tumor formation may be due to the ability of Wnt signaling to transform mammary stem cells (Li, et al 2003; Zeng and Nusse 2010). Wnt-responsive cells are also enriched in TICs of mouse mammary tumors (Zhang et al 2010), which are located close to distorted blood vessels (Vadakkan, et al 2014; Zhu, et al 2013), supporting a role for WNT signaling in breast TICs. Accordingly, a WNT inhibitor decreases the TIC frequency of a RAS -transformed mesenchymal subpopulation of human MECs (Scheel, et al 2011).…”
Section: Pathways That Regulate Breast Tics and Confer Resistancementioning
confidence: 89%
“…Therefore, Wnt1-induced tumor formation may be due to the ability of Wnt signaling to transform mammary stem cells (Li, et al 2003; Zeng and Nusse 2010). Wnt-responsive cells are also enriched in TICs of mouse mammary tumors (Zhang et al 2010), which are located close to distorted blood vessels (Vadakkan, et al 2014; Zhu, et al 2013), supporting a role for WNT signaling in breast TICs. Accordingly, a WNT inhibitor decreases the TIC frequency of a RAS -transformed mesenchymal subpopulation of human MECs (Scheel, et al 2011).…”
Section: Pathways That Regulate Breast Tics and Confer Resistancementioning
confidence: 89%
“…Furthermore, owing to the high permeability of the tumor vasculature, anti-angiogenic therapy can reduce CTCs to engraft and the original tumor to transfer (33). The tumor microenvironment and tumor angiogenesis have been demonstrated to serve significant roles in a number of types of solid tumor, including prostate, breast and ovarian cancers (34)(35)(36)(37).…”
Section: Discussionmentioning
confidence: 99%
“…In their work both shape and textural features are extracted from each supervoxel and are used to train an SVM classifier, which is then used in a CRF framework. The work of Zhu et al [25], [26] has applied supervoxels to the segmentation of 3-dimensional vasculature. In this work they consider a semi-supervised graph transduction approach using Gaussian affinities.…”
Section: Related Workmentioning
confidence: 99%