Barmpoutis, P;
Kayhanian, H;
Waddingham, W;
Alexander, DC;
Jansen, M;
(2021)
Three-dimensional tumour microenvironment reconstruction and tumour-immune interactions' analysis.
In:
2021 Digital Image Computing: Techniques and Applications (DICTA).
IEEE: Gold Coast, Australia.
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Three-dimensional tumour microenvironment reconstruction and tumour-immune interactions analysis_CR.pdf - Accepted Version Download (2MB) | Preview |
Abstract
Tumours arise within complex 3D microenvironments, but the routine 2D analysis of tumours often underestimates the spatial heterogeneity. In this paper, we present a methodology to reconstruct and analyse 3D tumour models from routine clinical samples allowing 3D interactions to be analysed at cellular resolution. Our workflow involves cutting thin serial sections of tumours followed by labelling of cells using markers of interest. Serial sections are then scanned, and digital multiplexed data are created for computational reconstruction. Following spectral unmixing, a registration method of the consecutive images based on a pre-alignment, a parametric and a non-parametric image registration step is applied. For the segmentation of the cells, an ellipsoidal model is proposed and for the 3D reconstruction, a cubic interpolation method is used. The proposed 3D models allow us to identify specific interaction patterns that emerge as tumours develop, adapt and evolve within their host microenvironment. We applied our technique to map tumour-immune interactions of colorectal cancer and preliminary results suggest that 3D models better represent the tumor-immune cells interaction revealing mechanisms within the tumour microenvironment and its heterogeneity.
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