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1.
medRxiv ; 2024 Sep 12.
Artigo em Inglês | MEDLINE | ID: mdl-39314948

RESUMO

Purpose: This study aims to identify radiomic features extracted from contrast-enhanced CT scans that differentiate osteoradionecrosis (ORN) from normal mandibular bone in patients with head and neck cancer (HNC) treated with radiotherapy (RT). Materials and Methods: Contrast-enhanced CT (CECT) images were collected for 150 patients (80% train, 20% test) with confirmed ORN diagnosis at The University of Texas MD Anderson Cancer Center between 2008 and 2018. Using PyRadiomics, radiomic features were extracted from manually segmented ORN regions and the corresponding automated control regions, the later defined as the contralateral healthy mandible region. A subset of pre-selected features was obtained based on correlation analysis (r > 0.95) and used to train a Random Forest (RF) classifier with Recursive Feature Elimination. Model explainability SHapley Additive exPlanations (SHAP) analysis was performed on the 20 most important features identified by the trained RF classifier. Results: From a total of 1316 radiomic features extracted, 810 features were excluded due to high collinearity. From a set of 506 pre-selected radiomic features, the optimal subset resulting on the best discriminative accuracy of the RF classifier consisted of 67 features. The RF classifier was well calibrated (Log Loss 0.296, ECE 0.125) and achieved an accuracy of 88% and a ROC AUC of 0.96. The SHAP analysis revealed that higher values of Wavelet-LLH First-order Mean and Median were associated with ORN of the jaw (ORNJ). Conversely, higher Exponential GLDM Dependence Entropy and lower Square First-order Kurtosis were more characteristic of normal mandibular tissue. Conclusion: This study successfully developed a CECT-based radiomics model for differentiating ORNJ from healthy mandibular tissue in HNC patients after RT. Future work will focus on the detection of subclinical ORNJ regions to guide earlier interventions.

2.
Oral Oncol ; 157: 106944, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-39024700

RESUMO

OBJECTIVES: We describe the development of 3D-printed stents using our digital workflow and their effects on patients enrolled in the lead-in phase of a multi-center, randomized Phase-II trial. MATERIALS AND METHODS: Digital dental models were created for patients using intraoral scanning. Digital processes were implemented to develop the mouth-opening, tongue-depressing, and tongue-lateralizing stents using stereolithography. Time spent and material 3D-printing costs were measured. Physicians assessed mucositis using the Oral Mucositis Assessment Scale (OMAS) and collected MD Anderson Symptom Inventory (MDASI) reports and adverse events (AEs) from patients at various time points (TPs). OMAS and MDASI results were evaluated using paired t-test analysis. RESULTS: 18 patients enrolled into the lead-in phase across 6 independent clinical sites in the USA. 15 patients received stents (average design and fabrication time, 8 h; average material 3D-printing cost, 11 USD). 10 eligible patients with complete OMAS and MDASI reports across all TPs were assessed. OMAS increased significantly from baseline to week 3 of treatment (mean difference = 0.34; 95 % CI, 0.09-0.60; p = 0.01). MDASI increased significantly from baseline to week 3 of treatment (mean difference = 1.02; 95 % CI, 0.40-1.70; p = 0.005), and week 3 of treatment to end of treatment (mean difference = 1.90; 95 % CI, 0.90-2.92; p = 0.002). AEs (grades 1-3) were reported by patients across TPs. Mucositis and radiation dermatitis were primarily attributed to chemoradiation. CONCLUSIONS: 3D-printed stents were successfully fabricated and well tolerated by patients. As patients enroll in the randomized phase of this trial, data herein will establish a baseline for comparative analysis.


Assuntos
Neoplasias de Cabeça e Pescoço , Impressão Tridimensional , Stents , Fluxo de Trabalho , Humanos , Stents/efeitos adversos , Neoplasias de Cabeça e Pescoço/radioterapia , Masculino , Feminino , Pessoa de Meia-Idade , Idoso , Estomatite/etiologia , Adulto
3.
Support Care Cancer ; 28(12): 1-12, 2020 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-32642950

RESUMO

PURPOSE: Many head and neck cancer patients who receive radiation therapy experience radiation-induced dysgeusia (RID), which has no standard treatment. The only supplement controlled clinical trials have evaluated for the treatment of RID is zinc. However, the results of these and other studies investigating the use of zinc for RID have been inconsistent. To assess the validity of zinc as a treatment for RID, we conducted a systematic literature search and performed a meta-analysis to determine the extent to which zinc affects RID incidence and the degree to which ongoing RID responds to zinc. METHODS: We searched the Ovid MEDLINE, Ovid Embase, PubMed, and Cochrane Library databases to identify studies investigating the use of zinc-based therapy for RID in head and neck cancer patients treated with radiation that were published between January 1, 2003, and November 9, 2017. Using American Society of Clinical Oncology criteria, we selected studies with a high level of evidence for inclusion in the meta-analysis. RESULTS: Of the 32 full-text articles eligible for inclusion, three were included in the final review and meta-analysis. The meta-analysis showed that, compared with placebo, zinc reduces the incidence of RID (risk ratio, 0.72; 95% confidence interval, 0.67-0.92) but does not improve taste acuity more rapidly following radiation therapy (risk ratio, 2.58; 95% confidence interval, 0.97-6.88). CONCLUSION: Our findings indicate that zinc-based therapy reduces the incidence of RID but has a minimal effect on ongoing RID. Our findings also highlight the need for additional evidence-based research on this topic.


Assuntos
Disgeusia/tratamento farmacológico , Neoplasias de Cabeça e Pescoço/radioterapia , Lesões por Radiação/tratamento farmacológico , Zinco/uso terapêutico , Estudos de Casos e Controles , Estudos Transversais , Disgeusia/etiologia , Humanos , Estudos Longitudinais , Estudos Prospectivos , Lesões por Radiação/etiologia , Ensaios Clínicos Controlados Aleatórios como Assunto , Zinco/farmacologia
4.
Oral Surg Oral Med Oral Pathol Oral Radiol ; 126(4): e208-e211, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-29941400

RESUMO

This report describes a case of osteonecrosis of the jaw developing after a routine dental extraction in a patient being treated with dasatinib, a tyrosine kinase inhibitor, for chronic myelogenous leukemia. As the role of tyrosine kinase inhibitors in cancer treatment expands, patterns of debilitating complications involving the osseous structures of the oral cavity have begun to emerge, and many long-term side effects of this promising therapy remain unknown. To limit the occurrence of known complications, health care providers and patients must be aware of the potential for serious complications of dasatinib, and appropriate protocols should be in place before administration of this medication.


Assuntos
Dasatinibe/efeitos adversos , Leucemia Mielogênica Crônica BCR-ABL Positiva/tratamento farmacológico , Doenças Mandibulares/induzido quimicamente , Osteonecrose/induzido quimicamente , Inibidores de Proteínas Quinases/efeitos adversos , Idoso , Antibacterianos/administração & dosagem , Doxiciclina/administração & dosagem , Feminino , Humanos , Doenças Mandibulares/tratamento farmacológico , Doenças Mandibulares/microbiologia , Osteonecrose/tratamento farmacológico , Osteonecrose/microbiologia , Irrigação Terapêutica
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