MRI-derived radiomics: methodology and clinical applications in the field of pelvic oncology.
Algorithms
Colorectal Neoplasms
/ diagnostic imaging
Female
Humans
Image Processing, Computer-Assisted
/ methods
Magnetic Resonance Imaging
/ methods
Male
Neoplasm Grading
Pelvic Neoplasms
/ diagnostic imaging
Precision Medicine
Prostatic Neoplasms
/ diagnostic imaging
Radiation Oncology
/ methods
Reproducibility of Results
Tumor Burden
Uterine Cervical Neoplasms
/ diagnostic imaging
Journal
The British journal of radiology
ISSN: 1748-880X
Titre abrégé: Br J Radiol
Pays: England
ID NLM: 0373125
Informations de publication
Date de publication:
Dec 2019
Dec 2019
Historique:
pubmed:
21
9
2019
medline:
28
11
2019
entrez:
21
9
2019
Statut:
ppublish
Résumé
Personalized medicine aims at offering optimized treatment options and improved survival for cancer patients based on individual variability. The success of precision medicine depends on robust biomarkers. Recently, the requirement for improved non-biologic biomarkers that reflect tumor biology has emerged and there has been a growing interest in the automatic extraction of quantitative features from medical images, denoted as radiomics. Radiomics as a methodological approach can be applied to any image and most studies have focused on PET, CT, ultrasound, and MRI. Here, we aim to present an overview of the radiomics workflow as well as the major challenges with special emphasis on the use of multiparametric MRI datasets. We then reviewed recent studies on radiomics in the field of pelvic oncology including prostate, cervical, and colorectal cancer.
Identifiants
pubmed: 31538516
doi: 10.1259/bjr.20190105
pmc: PMC6913356
doi:
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
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