Machine learning techniques for radiotherapy treatment planning

  • Research type

    Research Study

  • Full title

    Advanced Machine Learning Methodologies for Tumour and Organ Automatic Segmentation for Radiotherapy Treatment Planning (AMLART)

  • IRAS ID

    237070

  • Contact name

    Alexandra Taylor

  • Contact email

    alexandra.taylor@rmh.nhs.uk

  • Sponsor organisation

    Royal Marsden NHS Foundation Trust

  • Duration of Study in the UK

    0 years, 11 months, 31 days

  • Research summary

    Radiotherapy treatment planning currently requires manual contouring of tumour and the normal tissue structures which is time-consuming and often the largest source of error. Advanced machine learning techniques have the potential to speed up the process and improve accuracy. This study will use anonymised radiotherapy imaging taken as routine clinical care from previous treatments for gynaecological and rectal tumours to train and validate autosegmentation of tumour and organs at risk.

  • REC name

    North West - Greater Manchester Central Research Ethics Committee

  • REC reference

    18/NW/0444

  • Date of REC Opinion

    14 Jun 2018

  • REC opinion

    Favourable Opinion