TY - JOUR
T1 - Radiomics in Hypopharyngeal Cancer Management
T2 - A State-of-the-Art Review
AU - Chiesa-Estomba, Carlos M.
AU - Mayo-Yanez, Miguel
AU - Guntinas-Lichius, Orlando
AU - Vander-Poorten, Vincent
AU - Takes, Robert P.
AU - de Bree, Remco
AU - Halmos, Gyorgy B.
AU - Saba, Nabil F.
AU - Nuyts, Sandra
AU - Ferlito, Alfio
N1 - Publisher Copyright:
© 2023 by the authors.
PY - 2023/3/6
Y1 - 2023/3/6
N2 - (1) Background: Hypopharyngeal squamous cell carcinomas usually present with locally advanced disease and a correspondingly poor prognosis. Currently, efforts are being made to improve tumor characterization and provide insightful information for outcome prediction. Radiomics is an emerging area of study that involves the conversion of medical images into mineable data; these data are then used to extract quantitative features based on shape, intensity, texture, and other parameters; (2) Methods: A systematic review of the peer-reviewed literature was conducted; (3) Results: A total of 437 manuscripts were identified. Fifteen manuscripts met the inclusion criteria. The main targets described were the evaluation of textural features to determine tumor-programmed death-ligand 1 expression; a surrogate for microvessel density and heterogeneity of perfusion; patient stratification into groups at high and low risk of progression; prediction of early recurrence, 1-year locoregional failure and survival outcome, including progression-free survival and overall survival, in patients with locally advanced HPSCC; thyroid cartilage invasion, early disease progression, recurrence, induction chemotherapy response, treatment response, and prognosis; and (4) Conclusions: our findings suggest that radiomics represents a potentially useful tool in the diagnostic workup as well as during the treatment and follow-up of patients with HPSCC. Large prospective studies are essential to validate this technology in these patients.
AB - (1) Background: Hypopharyngeal squamous cell carcinomas usually present with locally advanced disease and a correspondingly poor prognosis. Currently, efforts are being made to improve tumor characterization and provide insightful information for outcome prediction. Radiomics is an emerging area of study that involves the conversion of medical images into mineable data; these data are then used to extract quantitative features based on shape, intensity, texture, and other parameters; (2) Methods: A systematic review of the peer-reviewed literature was conducted; (3) Results: A total of 437 manuscripts were identified. Fifteen manuscripts met the inclusion criteria. The main targets described were the evaluation of textural features to determine tumor-programmed death-ligand 1 expression; a surrogate for microvessel density and heterogeneity of perfusion; patient stratification into groups at high and low risk of progression; prediction of early recurrence, 1-year locoregional failure and survival outcome, including progression-free survival and overall survival, in patients with locally advanced HPSCC; thyroid cartilage invasion, early disease progression, recurrence, induction chemotherapy response, treatment response, and prognosis; and (4) Conclusions: our findings suggest that radiomics represents a potentially useful tool in the diagnostic workup as well as during the treatment and follow-up of patients with HPSCC. Large prospective studies are essential to validate this technology in these patients.
KW - head
KW - hypopharynx
KW - neck
KW - radiomics
KW - treatment
U2 - 10.3390/biomedicines11030805
DO - 10.3390/biomedicines11030805
M3 - Review article
AN - SCOPUS:85151630709
SN - 2227-9059
VL - 11
JO - Biomedicines
JF - Biomedicines
IS - 3
M1 - 805
ER -