Metabolic profiling of murine radiation-induced lung injury with Raman spectroscopy and comparative machine learning

Author:

Wiebe Mitchell1ORCID,Milligan Kirsty1ORCID,Brewer Joan1,Fuentes Alejandra M.1ORCID,Ali-Adeeb Ramie2,Brolo Alexandre G.2ORCID,Lum Julian J.34,Andrews Jeffrey L.1,Haston Christina1,Jirasek Andrew1

Affiliation:

1. Department of Computer Science, Mathematics, Physics, and Statistics, The University of British Columbia Okanagan Campus, Kelowna, Canada

2. Department of Chemistry, The University of Victoria, Victoria, Canada

3. Department of Biochemistry and Microbiology, University of Victoria, Victoria, Canada

4. Trev and Joyce Deeley Research Centre, BC Cancer, Victoria, Canada

Abstract

A cohort of control/irradiated mice were metabolically profiled, via Raman spectrocopy, for associations with radiation-induced lung injury (RILI). Machine learning methods revealed disease-associated metabolites.

Funder

Natural Sciences and Engineering Research Council of Canada

Canadian Institutes of Health Research

Publisher

Royal Society of Chemistry (RSC)

Reference57 articles.

1. Radiotherapy treatment for lung cancer: Current status and future directions

2. Radiation-Induced Lung Injury (RILI)

3. L. B.Marks , X.Yu , Z.Vujaskovic , W.Small Jr. , R.Folz and M. S.Anscher , Seminars in radiation oncology , 2003 , pp. 333–345

4. Radiation-Induced Lung Injury

5. C. P.Wild , B. W.Stewart and C.Wild , World cancer report 2014 , World Health Organization Geneva , Switzerland , 2014

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