MRI radiomics in the prediction of therapeutic response to neoadjuvant therapy for locoregionally advanced rectal cancer: a systematic review.
Angelina Marina Di ReYu SunPurnima SundaresanEric HauJames Wei Tatt TohHarriet GeeMichelle OrAnnette HaworthPublished in: Expert review of anticancer therapy (2021)
Introduction: The standard of care for locoregionally advanced rectal cancer is neoadjuvant therapy (NA CRT) prior to surgery, of which 10-30% experience a complete pathologic response (pCR). There has been interest in using imaging features, also known as radiomics features, to predict pCR and potentially avoid surgery. This systematic review aims to describe the spectrum of MRI studies examining high-performing radiomic features that predict NA CRT response.Areas covered: This article reviews the use of pre-therapy MRI in predicting NA CRT response for patients with locoregionally advanced rectal cancer (T3/T4 and/or N1+). The primary outcome was to identify MRI radiomic studies; secondary outcomes included the power and the frequency of use of radiomic features.Expert opinion: Advanced models incorporating multiple radiomics categories appear to be the most promising. However, there is a need for standardization across studies with regards to; the definition of NA CRT response, imaging protocols, and radiomics features incorporated. Further studies are needed to validate current radiomics models and to fully ascertain the value of MRI radiomics in the response prediction for locoregionally advanced rectal cancer.
Keyphrases
- rectal cancer
- contrast enhanced
- locally advanced
- magnetic resonance imaging
- systematic review
- lymph node metastasis
- computed tomography
- magnetic resonance
- diffusion weighted imaging
- neoadjuvant chemotherapy
- minimally invasive
- high resolution
- randomized controlled trial
- healthcare
- squamous cell carcinoma
- radiation therapy
- case control
- cardiac resynchronization therapy
- coronary artery bypass
- type diabetes
- lymph node
- palliative care
- stem cells
- adipose tissue
- metabolic syndrome
- mass spectrometry
- bone marrow
- health insurance
- coronary artery disease
- atrial fibrillation
- glycemic control
- surgical site infection