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Precision association of lymphatic disease spread with radiation-associated toxicity in oropharyngeal squamous carcinomas.
Wentzel, Andrew; Luciani, Timothy; van Dijk, Lisanne V; Taku, Nicolette; Elgohari, Baher; Mohamed, Abdallah S R; Canahuate, Guadalupe; Fuller, Clifton D; Vock, David M; Elisabeta Marai, G.
Afiliación
  • Wentzel A; Department of Computer Science, The University of Illinois at Chicago, Chicago, USA. Electronic address: awentze2@uic.edu.
  • Luciani T; Department of Computer Science, The University of Illinois at Chicago, Chicago, USA.
  • van Dijk LV; Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA.
  • Taku N; Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA.
  • Elgohari B; Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA; Department of Clinical Oncology and Nuclear Medicine, Mansoura University, Mansoura, Egypt.
  • Mohamed ASR; Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA.
  • Canahuate G; Department of Electrical and Computer Engineering, University of Iowa, Iowa City, USA.
  • Fuller CD; Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, USA.
  • Vock DM; Division of Biostatistics, University of Minnesota, Minneapolis, USA.
  • Elisabeta Marai G; Department of Computer Science, The University of Illinois at Chicago, Chicago, USA. Electronic address: gmarai@uic.edu.
Radiother Oncol ; 161: 152-158, 2021 08.
Article en En | MEDLINE | ID: mdl-34126138
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.
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Texto completo: 1 Colección: 01-internacional Asunto principal: Carcinoma de Células Escamosas / Neoplasias Orofaríngeas / Neoplasias de Cabeza y Cuello / Enfermedades Linfáticas Tipo de estudio: Guideline / Qualitative_research / Risk_factors_studies Límite: Humans Idioma: En Revista: Radiother Oncol Año: 2021 Tipo del documento: Article

Texto completo: 1 Colección: 01-internacional Asunto principal: Carcinoma de Células Escamosas / Neoplasias Orofaríngeas / Neoplasias de Cabeza y Cuello / Enfermedades Linfáticas Tipo de estudio: Guideline / Qualitative_research / Risk_factors_studies Límite: Humans Idioma: En Revista: Radiother Oncol Año: 2021 Tipo del documento: Article