About the Authors

Samuel P. Ingram

Contributed equally to this work with: Samuel P. Ingram, Nicholas T. Henthorn

Roles Conceptualization, Data curation, Formal analysis, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

samuel.ingram@postgrad.manchester.ac.uk

Affiliations Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom, Christie Medical Physics and Engineering, The Christie NHS Foundation Trust, Manchester, United Kingdom

Nicholas T. Henthorn

Contributed equally to this work with: Samuel P. Ingram, Nicholas T. Henthorn

Roles Conceptualization, Data curation, Formal analysis, Investigation, Software, Validation, Writing – review & editing

Affiliations Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom, The Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom

John W. Warmenhoven

Roles Conceptualization, Investigation, Methodology, Writing – review & editing

Affiliations Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom, The Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom

Norman F. Kirkby

Roles Conceptualization, Investigation, Supervision, Validation

Affiliations Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom, The Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom

Ranald I. Mackay

Roles Conceptualization, Investigation, Supervision

Affiliations Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom, Christie Medical Physics and Engineering, The Christie NHS Foundation Trust, Manchester, United Kingdom

Karen J. Kirkby

Roles Funding acquisition, Project administration, Supervision, Validation

Affiliations Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom, The Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom

Michael J. Merchant

Roles Conceptualization, Investigation, Project administration, Resources, Supervision, Writing – review & editing

Affiliations Division of Cancer Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, United Kingdom, The Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom

Competing Interests

The authors have declared that no competing interests exist.