Heuristics, Algorithms and Machine Learning: Evaluation & Testing in Radiation Therapy
NCT04060706 · Status: RECRUITING · Type: OBSERVATIONAL · Enrollment: 310
Last updated 2021-08-02
Summary
The Hamlet.rt study is a prospective data collection and patient questionnaire study for patients undergoing image-guided radiotherapy with curative intent.
The aim of the study is to use novel machine learning and mathematical techniques to build a model that can predict the risk of significant side effects from radiotherapy treatment for an individual patient: using calculations of normal tissue dose from radiotherapy treatment planning and patient baseline characteristics derived from image and non-image data, continuously updated as the patient is reviewed both during and after treatment.
A secondary goal of the project is to facilitate research in machine learning and medical image processing for radiation therapy through the creation of a discoverable and shared data resource for research use.
Conditions
Interventions
- RADIATION
-
Radical Image-Guided Radiotherapy
Questionnaires administered will monitor the clinical toxicity experienced by each patient up to 5 years post radiotherapy
Sponsors & Collaborators
- collaborator OTHER
-
Microsoft Research
collaborator INDUSTRY -
CCTU- Cancer Theme
lead OTHER
Principal Investigators
-
Raj Dr. Jena · Cambridge University Hospitals NHS Foundation Trust & the University of Cambridge
-
Suzanne Miller · Cambridge University Hospitals NHS Foundation Trust
-
Amy Bates · Cambridge University Hospitals NHS Foundation Trust
Eligibility
- Min Age
- 18 Years
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2019-09-11
- Primary Completion
- 2023-01-01
- Completion
- 2028-01-01
Countries
- United Kingdom
Study Locations
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