Tumor hypoxia is associated with radiation resistance and can be longitudinally monitored by F-fluoromisonidazole (F-FMISO)-PET/CT. Our study aimed at evaluating radiomics dynamics of F-FMISO-hypoxia imaging during chemo-radiotherapy (CRT) as predictors for treatment outcome in head-and-neck squamous cell carcinoma (HNSCC) patients. We prospectively recruited 35 HNSCC patients undergoing definitive CRT and longitudinal F-FMISO-PET/CT scans at weeks 0, 2 and 5 (W0/W2/W5). Patients were classified based on peritherapeutic variations of the hypoxic sub-volume (HSV) size (increasing/stable/decreasing) and location (geographically-static/geographically-dynamic) by a new objective classification parameter (CP) accounting for spatial overlap. Additionally, 130 radiomic features (RF) were extracted from HSV at W0, and their variations during CRT were quantified by relative deviations (∆). Prediction of treatment outcome was considered statistically relevant after being corrected for multiple testing and confirmed for the two F-FMISO-PET/CT time-points and for a validation cohort. HSV decreased in 64% of patients at W2 and in 80% at W5. CP distinguished earlier disease progression (geographically-dynamic) from later disease progression (geographically-static) in both time-points and cohorts. The texture feature low grey-level zone emphasis predicted local recurrence with AUC = 0.82 and AUC = 0.81 in initial cohort ( = 25) and AUC = 0.79 and AUC = 0.80 in validation cohort. Radiomics analysis of F-FMISO-derived hypoxia dynamics was able to predict outcome of HNSCC patients after CRT.
Download full-text PDF |
Source |
---|---|
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8303992 | PMC |
http://dx.doi.org/10.3390/cancers13143449 | DOI Listing |
Nat Commun
December 2024
Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
There is a pressing need to improve risk stratification and treatment selection for HPV-negative head and neck squamous cell carcinoma (HNSCC) due to the adverse side effects of treatment. One of the most important prognostic features is lymph nodes involvement. Previously, we demonstrated that tumor formation in patient-derived xenografts (i.
View Article and Find Full Text PDFActa Otolaryngol
December 2024
Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Background: There is a lack of prognosticators of overall survival (OS) for Oral Squamous Cell Carcinoma (OSCC).
Objectives: We examined collaborative machine learning (cML) in estimating the OS of OSCC patients. The prognostic significance of the clinicopathological parameters was examined.
World J Surg
December 2024
School of Medicine, National Yang-Ming Chiao Tung University, Taipei, Taiwan.
Background: Postoperative survival of esophageal cancer patients has improved with advances in technology and treatment modalities. However, squamous cell carcinoma (SCC) often affects the esophagus together with the head and neck regions, with second primary head and neck cancer (SPHNC) adversely influencing the patients' quality of life. Therefore, patients with esophageal squamous cell carcinoma (ESCC) should be carefully followed up postoperatively.
View Article and Find Full Text PDFSci Rep
December 2024
School of Intelligent Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China.
In recent years, immune checkpoint inhibitors (ICIs) has emerged as a fundamental component of the standard treatment regimen for patients with head and neck squamous cell carcinoma (HNSCC). However, accurately predicting the treatment effectiveness of ICIs for patients at the same TNM stage remains a challenge. In this study, we first combined multi-omics data (mRNA, lncRNA, miRNA, DNA methylation, and somatic mutations) and 10 clustering algorithms, successfully identifying two distinct cancer subtypes (CSs) (CS1 and CS2).
View Article and Find Full Text PDFSci Rep
December 2024
Hunan Key Laboratory of Oncotarget Gene, Hunan Cancer Hospital and the Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha, 410013, Hunan, People's Republic of China.
Despite the progress in conventional treatments for head and neck squamous cell carcinoma (HNSCC), the 5-year survival rate remains below 70%. Enhancing immunotherapy outcomes through personalized treatment strategies, particularly by identifying immune-related biomarkers, is critical. The ASXL family are associated with malignancies, but their relationship with HNSCC has not been elucidated.
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!