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1.
Abdom Radiol (NY) ; 45(2): 342-353, 2020 02.
Article in English | MEDLINE | ID: mdl-31707435

ABSTRACT

Radiomics is a new field in medical imaging with the potential of changing medical practice. Radiomics is characterized by the extraction of several quantitative imaging features which are not visible to the naked eye from conventional imaging modalities, and its correlation with specific relevant clinical endpoints, such as pathology, therapeutic response, and survival. Several studies have evaluated the use of radiomics in patients with hepatocellular carcinoma (HCC) with encouraging results, particularly in the pretreatment prediction of tumor biological characteristics, risk of recurrence, and survival. In spite of this, there are limitations and challenges to be overcome before the implementation of radiomics into clinical routine. In this article, we will review the concepts of radiomics and their current potential applications in patients with HCC. It is important that the multidisciplinary team involved in the treatment of patients with HCC be aware of the basic principles, benefits, and limitations of radiomics in order to achieve a balanced interpretation of the results toward a personalized medicine.


Subject(s)
Carcinoma, Hepatocellular/diagnostic imaging , Image Interpretation, Computer-Assisted/methods , Liver Neoplasms/diagnostic imaging , Biomarkers, Tumor/analysis , Carcinoma, Hepatocellular/pathology , Humans , Liver Neoplasms/pathology
2.
Radiographics ; 39(2): 367-387, 2019.
Article in English | MEDLINE | ID: mdl-30768361

ABSTRACT

Rectal cancer is prone to local recurrence and systemic metastasis. However, owing to improvements in TNM staging and treatment, including a more widespread use of rectal MRI and increased radiologist awareness of the key rectal cancer TNM staging features, the mortality rate of rectal cancer has been declining over the past few decades in adults over 50 years of age. Currently, rectal MRI plays a key role in the pre- and posttreatment evaluation of rectal cancer, assisting the multidisciplinary team in tailoring the most appropriate treatment option. The benefits achieved with rectal MRI are strictly dependent on obtaining good-quality images, which is important for the characterization of the main anatomic structures and their relationship with the tumor. In primary staging, rectal MRI helps the radiologist (a) describe the tumor location and morphology, (b) provide its T and N categories, (c) detect the presence of extramural vascular invasion, and (d) identify its relationship with surrounding structures, including the sphincter complex and involvement of the mesorectal fascia. These features help diagnose locally advanced rectal tumors (categories T3c-d, T4, N1, and N2), for which neoadjuvant chemoradiotherapy (CRT) is indicated. In restaging after neoadjuvant CRT, in addition to reassessing the features noted during primary staging, rectal MRI can help in the assessment of treatment response, especially with the emergence of nonsurgical approaches such as "watch and wait." ©RSNA, 2019.


Subject(s)
Magnetic Resonance Imaging/methods , Neoplasm Staging/methods , Rectal Neoplasms/diagnostic imaging , Rectum/diagnostic imaging , Chemoradiotherapy , Humans , Neoadjuvant Therapy , Neoplasm Recurrence, Local/diagnostic imaging , Rectal Neoplasms/pathology , Rectal Neoplasms/therapy , Rectum/anatomy & histology , Rectum/surgery
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