Novel cancer therapies for advanced cutaneous melanoma: The added value of radiomics in the decision making process-A systematic review

Cancer Med. 2020 Mar;9(5):1603-1612. doi: 10.1002/cam4.2709. Epub 2020 Jan 17.

Abstract

Advanced malignant melanoma represents a public health matter due to its rising incidence and aggressiveness. Novel therapies such as immunotherapy are showing promising results with improved progression free and overall survival in melanoma patients. However, novel targeted and immunotherapies could generate atypical patterns of response which are nowadays a big challenge since imaging criteria (ie Recist 1.1) have not been proven to be always reliable to assess response. Radiomics and in particular texture analysis (TA) represent new quantitative methodologies which could reduce the impact of these limitations providing most robust data in support of clinical decision process. The aim of this paper was to review the state of the art of radiomics/TA when it is applied to the imaging of metastatic melanoma patients.

Keywords: cutaneous melanoma; immunotherapy; precision medicine; radiomics; texture analysis.

Publication types

  • Systematic Review

MeSH terms

  • Antineoplastic Combined Chemotherapy Protocols / pharmacology
  • Antineoplastic Combined Chemotherapy Protocols / therapeutic use
  • Clinical Decision-Making
  • Decision Support Techniques
  • Humans
  • Image Processing, Computer-Assisted*
  • Incidence
  • Melanoma / diagnosis
  • Melanoma / drug therapy*
  • Melanoma / genetics
  • Melanoma / secondary
  • Neoplasm Staging
  • Precision Medicine / methods
  • Skin / diagnostic imaging*
  • Skin / pathology
  • Skin Neoplasms / diagnosis
  • Skin Neoplasms / drug therapy*
  • Skin Neoplasms / genetics
  • Skin Neoplasms / pathology