Stain-free identification of tissue pathology using a generative adversarial network to infer nanomechanical signatures

Author:

Neary-Zajiczek Lydia12ORCID,Essmann Clara2ORCID,Rau Anita1ORCID,Bano Sophia1ORCID,Clancy Neil13ORCID,Jansen Marnix4ORCID,Heptinstall Lauren5,Miranda Elena6ORCID,Gander Amir7ORCID,Pawar Vijay2ORCID,Fernandez-Reyes Delmiro2ORCID,Shaw Michael128ORCID,Davidson Brian1ORCID,Stoyanov Danail1ORCID

Affiliation:

1. Wellcome/EPSRC Centre for Surgical and Interventional Sciences, London, W1W 7TS, UK

2. Department of Computer Science, University College London, London, WC1E 6BT, UK

3. Department of Medical Physics and Biomedical Engineering, University College London, London, WC1E 6BT, UK

4. Department of Pathology, UCL Cancer Institute, University College London, London, WC1E 6BT, UK

5. Department of Cellular Pathology, Royal Free Hospital, London, NW3 2QG, UK

6. Biobank and Pathology Translational Technology Platform, UCL Cancer Institute, University College London, London, WC1E 6BT, UK

7. Department of Surgical Biotechnology, University College London, London, WC1E 6BT, UK

8. National Physical Laboratory, Teddington, TW11 0LW, UK

Abstract

Sample-wide elastic modulus is inferred from unstained images of frozen liver tissue sections. Distribution parameters can predict tissue pathology for use as an intraoperative diagnostic tool.

Funder

Engineering and Physical Sciences Research Council

Wellcome

European Commission

Publisher

Royal Society of Chemistry (RSC)

Subject

General Engineering,General Materials Science,General Chemistry,Atomic and Molecular Physics, and Optics,Bioengineering

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