4.7 Article

Precision association of lymphatic disease spread with radiation-associated toxicity in oropharyngeal squamous carcinomas

期刊

RADIOTHERAPY AND ONCOLOGY
卷 161, 期 -, 页码 152-158

出版社

ELSEVIER IRELAND LTD
DOI: 10.1016/j.radonc.2021.06.016

关键词

Oropharynx cancer; Precision medicine; Statistical data mining; Medical informatics; Radiation-associated dysphagia; Head and neck cancer

资金

  1. Nederlandse Organisatie voor Wetenschappelijk Onderzoek/Netherlands Research Organization Rubicon Award [452182317]
  2. MD Anderson Institutional Research Grant (IRG)
  3. National Institutes of Health (NIH) Big Data to Knowledge (BD2K) Program of the National Cancer Institute (NCI) Early Stage Development of Technologies in Biomedical Computing, Informatics, and Big Data Science Award [1R01CA2148250]
  4. QuBBD program of the National Cancer Institute [R01CA225190]
  5. National Science Foundation (NSF), Division of Mathematical Sciences, Joint NIH/NSF Initiative on Quantitative Approaches to Biomedical Big Data (QuBBD) Grant [NSF 1557679]
  6. NCI Early Phase Clinical Trials in Imaging and Image-Guided Interventions Program [1R01CA218148]
  7. NIH/NCI Cancer Center Support Grant (CCSG) Pilot Research Program Award from the UT MD Anderson CCSG Radiation Oncology and Cancer Imaging Program [P30CA016672]
  8. National Institute for Dental and Craniofacial Research Establishing Outcome Measures Award [1R01DE025248/R56DE025248]
  9. Academic Industrial Partnership Grant [R01DE028290]
  10. National Institute of Biomedical Imaging and Bioengineering (NIBIB) Research Education Programs for Residents and Clinical Fellows Grant [R25EB025787-01]
  11. NIH/NCI Head and Neck Specialized Programs of Research Excellence (SPORE) Developmental Research Program Award [P50 CA097007]
  12. NSF Division of Civil, Mechanical, and Manufacturing Innovation (CMMI) grant [NSF 1933369]
  13. Sabin Family Foundation
  14. Cancer Center Support Grant [P30CA016672]
  15. MD Anderson Program in Image-guided Cancer Therapy
  16. Elekta AB
  17. U.S. National Institutes of Health (NIH) National Library of Medicine [R01LM012527]
  18. U.S. National Science Foundation (NSF) through five other awards [CNS-1625941, CNS-1828265, CDSE-1854815, IIS-2031095, CBET-1854815]
  19. Discovery Partners Institute in Chicago
  20. Joseph and Bessie Feinberg Foundation

向作者/读者索取更多资源

The study aimed to determine the correlation between patient similarity in terms of head and neck cancer spread through lymph nodes and radiation-associated toxicity. Patients were stratified into groups using a structural geometry approach, which was significantly correlated with dysphagia, feeding tube, and aspiration toxicity.
Purpose: To determine whether patient similarity in terms of head and neck cancer spread through lymph nodes correlates significantly with radiation-associated toxicity. Materials and methods: 582 head and neck cancer patients received radiotherapy for oropharyngeal cancer (OPC) and had non-metastatic affected lymph nodes in the head and neck. Affected lymph nodes were segmented from pretreatment contrast-enhanced tomography scans and categorized according to consensus guidelines. Similar patients were clustered into 4 groups according to a graph-based representation of disease spread through affected lymph nodes. Correlation between dysphagia-associated symptoms and patient groups was calculated. Results: Out of 582 patients, 26% (152) experienced toxicity during a follow up evaluation 6 months after completion of radiotherapy treatment. Patient groups identified by our approach were significantly correlated with dysphagia, feeding tube, and aspiration toxicity (p < .0005). Discussion: Our results suggest that structural geometry-aware characterization of affected lymph nodes can be used to better predict radiation-associated dysphagia at time of diagnosis, and better inform treatment guidelines. Conclusion: Our work successfully stratified a patient cohort into similar groups using a structural geometry, graph-encoding of affected lymph nodes in oropharyngeal cancer patients, that were predictive of late radiation-associated dysphagia and toxicity. CO 2021 Elsevier B.V. All rights reserved. Radiotherapy and Oncology 161 (2021) 152-158

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