Abstract
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.
| Original language | English (US) |
|---|---|
| Pages (from-to) | 152-158 |
| Number of pages | 7 |
| Journal | Radiotherapy and Oncology |
| Volume | 161 |
| DOIs | |
| State | Published - Aug 2021 |
Bibliographical note
Publisher Copyright:© 2021 Elsevier B.V.
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
Keywords
- Head and neck cancer
- Medical informatics
- Oropharynx cancer
- Precision medicine
- Radiation-associated dysphagia
- Statistical data mining
- Humans
- Carcinoma, Squamous Cell/radiotherapy
- Lymphatic Metastasis
- Lymph Nodes
- Head and Neck Neoplasms
- Squamous Cell Carcinoma of Head and Neck
- Oropharyngeal Neoplasms/radiotherapy
- Lymphatic Diseases
PubMed: MeSH publication types
- Research Support, U.S. Gov't, Non-P.H.S.
- Journal Article
- Research Support, N.I.H., Extramural
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