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Academic Radiology Jun 2024to develop a deep learning radiomics graph network (DLRN) that integrates deep learning features extracted from gray scale ultrasonography, radiomics features and...
RATIONALE AND OBJECTIVES
to develop a deep learning radiomics graph network (DLRN) that integrates deep learning features extracted from gray scale ultrasonography, radiomics features and clinical features, for distinguishing parotid pleomorphic adenoma (PA) from adenolymphoma (AL) MATERIALS AND METHODS: A total of 287 patients (162 in training cohort, 70 in internal validation cohort and 55 in external validation cohort) from two centers with histologically confirmed PA or AL were enrolled. Deep transfer learning features and radiomics features extracted from gray scale ultrasound images were input to machine learning classifiers including logistic regression (LR), support vector machines (SVM), KNN, RandomForest (RF), ExtraTrees, XGBoost, LightGBM, and MLP to construct deep transfer learning radiomics (DTL) models and Rad models respectively. Deep learning radiomics (DLR) models were constructed by integrating the two features and DLR signatures were generated. Clinical features were further combined with the signatures to develop a DLRN model. The performance of these models was evaluated using receiver operating characteristic (ROC) curve analysis, calibration, decision curve analysis (DCA), and the Hosmer-Lemeshow test.
RESULTS
In the internal validation cohort and external validation cohort, comparing to Clinic (AUC=0.767 and 0.777), Rad (AUC=0.841 and 0.748), DTL (AUC=0.740 and 0.825) and DLR (AUC=0.863 and 0.859), the DLRN model showed greatest discriminatory ability (AUC=0.908 and 0.908) showed optimal discriminatory ability.
CONCLUSION
The DLRN model built based on gray scale ultrasonography significantly improved the diagnostic performance for benign salivary gland tumors. It can provide clinicians with a non-invasive and accurate diagnostic approach, which holds important clinical significance and value. Ensemble of multiple models helped alleviate overfitting on the small dataset compared to using Resnet50 alone.
PubMed: 38871552
DOI: 10.1016/j.acra.2024.05.023 -
The Journal of Craniofacial Surgery Jun 2024Myxoid liposarcoma (MLPS) of the parotid gland is very rare, and only a few cases have been reported worldwide. It can be difficult to diagnose this disease when there...
Myxoid liposarcoma (MLPS) of the parotid gland is very rare, and only a few cases have been reported worldwide. It can be difficult to diagnose this disease when there is only a single lesion in the patient's body. A 56-year-old man was diagnosed with an MLPS in the left calf and was treated with wide resection. Two months after the surgery, a painless mass appeared in the man's left parotid gland area. Both fine-needle aspiration biopsy before surgery and intraoperative frozen sections suggested that the tumor was likely to be a pleomorphic adenoma. Both parotid ultrasound and CT indicated the same result. However, this mass was confirmed to be metastasis of MLPS through immunohistochemistry and multicolor fluorescence in situ hybridization. The authors report a case in which an MLPS metastasized to the parotid gland; this type of lesion is extremely rare and highly worthy of consideration because the authors misdiagnosed it.
PubMed: 38869293
DOI: 10.1097/SCS.0000000000010418 -
SAGE Open Medical Case Reports 2024Primary lymphoepithelial carcinoma of the salivary glands is an exceptional oncological condition that predominantly emerges within the parotid gland. A significant...
Primary lymphoepithelial carcinoma of the salivary glands is an exceptional oncological condition that predominantly emerges within the parotid gland. A significant prevalence of lymphoepithelial carcinoma has been reported in the Inuit population, along with an associated positive serology for Epstein-Barr virus in these endemic regions. In this paper, we present a case of primary lymphoepithelial carcinoma of the parotid gland in a 68-year-old female patient with a history of diabetes and hypertension residing in a non-endemic area. Histology plays a critical role in the definitive diagnosis, and confirming the primary origin of lymphoepithelial carcinoma after ruling out metastasis from undifferentiated nasopharyngeal carcinoma. The mainstay of treatment is a combination of surgical resection and adjuvant radiotherapy. Inoperable forms are typically managed with chemoradiotherapy.
PubMed: 38868663
DOI: 10.1177/2050313X241260210 -
Ear, Nose, & Throat Journal Jun 2024To provide a comprehensive review of nonsurgical approaches for the management of Warthin's tumors (WTs) and evaluate their safety and efficacy as alternatives to... (Review)
Review
To provide a comprehensive review of nonsurgical approaches for the management of Warthin's tumors (WTs) and evaluate their safety and efficacy as alternatives to surgical intervention. A systematic literature search was conducted in PubMed, Web of Science, Cochrane Library, and Embase databases using specific keywords related to WT and nonsurgical treatments. Studies published before 2012, non-English publications, and mixed methodology articles were excluded. The selection process involved title and abstract screening, followed by a thorough assessment of the remaining articles based on inclusion and exclusion criteria. Data regarding study characteristics, participants, interventions, and outcomes were collected. A total of 1582 records were analyzed, and 6 studies met the inclusion criteria. These studies evaluated different nonsurgical interventions for WT management, including microwave ablation, radiofrequency ablation, and ultrasound-guided ethanol sclerotherapy. The findings demonstrated that microwave ablation and radiofrequency ablation led to a significant reduction in tumor size and improved cosmetic appearance. Ultrasound-guided ethanol sclerotherapy also resulted in a notable decrease in tumor size without complications. The included studies supported the safety and efficacy of these nonsurgical options for the treatment of WTs. Nonsurgical approaches, such as microwave ablation, radiofrequency ablation, and ultrasound-guided ethanol sclerotherapy, have emerged as viable alternatives to surgical intervention for the management of WTs. These interventions offer promising outcomes in terms of tumor size reduction and cosmetic improvement. Further research with larger sample sizes and long-term follow-up is warranted to validate these findings and establish standardized protocols for nonsurgical management of WTs.
PubMed: 38864169
DOI: 10.1177/01455613241260969 -
Wounds : a Compendium of Clinical... May 2024Marjolin ulcer (MU) is an aggressive cutaneous malignancy that commonly occurs in those with a chronic wound such as post-burn scar. (Review)
Review
BACKGROUND
Marjolin ulcer (MU) is an aggressive cutaneous malignancy that commonly occurs in those with a chronic wound such as post-burn scar.
CASE REPORT
A 20-year-old male who sustained a flame burn over the scalp at 3 months of age developed a nonhealing ulcer over the burn scar 20 years later, which was treated with adequate surgical margins with adjuvant mold brachytherapy. Two months after completion of that treatment, he developed parotid nodal metastasis with positron emission tomography (PET)-positive bilateral cervical, supraclavicular, right suboccipital, and mesenteric lymph nodes that were treated with concurrent chemoradiation. One month later, the patient developed an ulcerative lesion involving the left parotid region with PET showing infiltration of the parotid gland, but with resolution of other previous sites of uptake. The patient was treated surgically with radical parotidectomy with elective neck dissection and reconstruction with locoregional flap. At 6-month follow-up, the patient developed extensive locoregional recurrence and distant metastasis and was started on oral metronomic therapy. The patient was alive with stable disease at 3-month follow-up after initiation of palliative chemotherapy.
CONCLUSION
Despite timely multimodality therapy, MU may present with a hostile clinical course with a short disease-free interval and early recurrence.
Topics: Humans; Male; Brachytherapy; Burns; Combined Modality Therapy; Neck Dissection; Neoplasm Recurrence, Local; Parotid Neoplasms; Plastic Surgery Procedures; Scalp; Skin Neoplasms; Skin Ulcer; Treatment Outcome; Adult
PubMed: 38861212
DOI: 10.25270/wnds/23138 -
Head and Neck Pathology Jun 2024Salivary gland cystadenoma (SGCA) is a rare benign tumor that predominantly occurs in the parotid gland. SGCAs affecting the minor salivary glands are uncommon and often... (Review)
Review
BACKGROUND
Salivary gland cystadenoma (SGCA) is a rare benign tumor that predominantly occurs in the parotid gland. SGCAs affecting the minor salivary glands are uncommon and often resemble, clinically and histopathologically, other salivary gland lesions.
METHODS
This study aimed to describe a series of four cases of SGCA affecting intraoral sites and performed a literature review of well-reported SGCA published in the English-language literature.
RESULTS
SGCA cases included in this series were diagnosed in the buccal mucosa, lip, and hard palate of female patients aged between 19 and 78 years. All cases underwent excisional biopsy and were histologically characterized by a multicystic growth with variable degrees of capsule formation and were lined by several types of epithelium, including some cell types that are infrequently reported in SGCA. In some cases, a small collection of lymphocytes was observed adjacent to cystic formations. All SGCA were positive for periodic acid-Schiff, and immunohistochemical reactions were positive for CK7 and p63. The follow-up time ranged widely from 3 to 53 months, and to date, no recurrence has been observed.
CONCLUSION
The literature review revealed a total of 33 published studies accounting for 55 SGCA cases.
Topics: Humans; Female; Salivary Gland Neoplasms; Adult; Middle Aged; Cystadenoma; Aged; Young Adult
PubMed: 38853193
DOI: 10.1007/s12105-024-01661-2 -
Technology in Cancer Research &... 2024The purpose of this research was to compare two treatment techniques for oropharyngeal cancers: conventional linac-based static intensity-modulated radiotherapy (sIMRT)... (Comparative Study)
Comparative Study
OBJECTIVE
The purpose of this research was to compare two treatment techniques for oropharyngeal cancers: conventional linac-based static intensity-modulated radiotherapy (sIMRT) and helical tomotherapy (HT). The study examined several parameters, including target coverage, organs at risk, integral dose, and beam on time. Additionally, the study evaluated the doses to the parotid, temporomandibular joint, and pharyngeal constrictor muscles, which are important for swallowing.
METHOD
The present study retrospectively analyzed the data of 13 patients with oropharyngeal cancer who underwent radiotherapy between 2019 and 2021. The treatment plans for each patient were regenerated using both sIMRT and HT treatment planning systems with the sequential boost method. The techniques were evaluated and compared based on dose-volume histogram, homogeneity index, and conformity index parameters. The target coverage and organs at risk were statistically compared for two techniques. Additionally, the doses received by the healthy tissue volume were obtained for integral dose evaluation. The beam on time for each technique was assessed.
RESULTS
When considering planning target volume evaluation, there was no difference in D between the two techniques and sIMRT demonstrated higher D values compared to the HT. The HT technique had better results for all organs at risk, such as the parotid, temporomandibular joint, and pharyngeal constrictor muscle. As for integral dose, it has been shown that the sIMRT technique provides better protection compared to HT. In addition, the beam on time was also longer with the HT technique.
CONCLUSION
Both techniques may provide optimal target coverage for patients with oropharyngeal cancer. HT conferred notable advantages, especially with regard to critical structures implicated in swallowing, such as the parotid, temporomandibular joint, and pharyngeal constrictor muscle, in comparison to sIMRT.
Topics: Humans; Oropharyngeal Neoplasms; Parotid Gland; Radiotherapy Dosage; Organs at Risk; Radiotherapy Planning, Computer-Assisted; Radiotherapy, Intensity-Modulated; Temporomandibular Joint; Male; Retrospective Studies; Pharyngeal Muscles; Female; Aged; Middle Aged
PubMed: 38841792
DOI: 10.1177/15330338241260646 -
Cureus May 2024Epithelial-myoepithelial carcinoma (EMC) is a rare tumor, characterized by two different cell populations and both demonstrate a malignant nature microscopically. It...
Epithelial-myoepithelial carcinoma (EMC) is a rare tumor, characterized by two different cell populations and both demonstrate a malignant nature microscopically. It constitutes less than 2% of all salivary gland malignancies. The World Health Organization (WHO) has classified this disease as a separate pathological category. The diagnosis of this tumor is arrived by biopsy. It shows slow growth and is small in size; it appears in ulcerative form of mucosa in some cases. Gland cells consist of two layers of outer myoepithelium cells and inner epithelial cells. Vimentin staining is positive. It shows calponin, muscle-specific actin, S100, smooth muscle actin, p63, and smooth muscle myosin heavy chain I. Examining different sets of data reveals that tumors exhibiting a solid growth pattern, nuclear atypia, DNA aneuploidy, and increased proliferative activity typically display a more aggressive nature, accompanied by a heightened likelihood of local recurrences and metastases. The clinical and radiological observations frequently resemble those of a benign tumor. Due to the uncommon nature of EMC, there is currently no established standard treatment protocol. It is considered a low-grade tumor where good resection holds better results. Individuals displaying histopathological indicators of aggressive disease should be evaluated for potential adjuvant radiotherapy. We present a case of a patient who had recurrence twice in a period of seven years despite surgical management, chemotherapy, and radiotherapy.
PubMed: 38841034
DOI: 10.7759/cureus.59701 -
Laryngoscope Investigative... Jun 2024The objective of this study is to summarize the clinical characteristics, treatment, and prognosis of parotid tumors in children and adolescents.
OBJECTIVES
The objective of this study is to summarize the clinical characteristics, treatment, and prognosis of parotid tumors in children and adolescents.
METHODS
Fifty-three children and adolescents diagnosed with parotid gland tumors were included. Survival was evaluated using the Kaplan-Meier method. Log-rank test and multivariate analysis were used to analyze the association between clinical factors and recurrence.
RESULTS
Of the 53 patients, 30 cases were benign and 23 cases were malignant. All patients underwent surgery. Patients with malignant tumors with high-risk factors received radiotherapy or chemotherapy. The median follow-up time was 61 months. Of these, 1 patient with benign tumor and 5 patients with malignant tumors recurred. Of the patients with malignant tumors, 2 developed distant metastases and 2 died. The 5-year overall survival (OS) and 5-year locoregional recurrence-free survival (LRFS) rates for benign tumors were 100.0% and 92.9%, respectively, whereas the 5-year OS and 5-year LRFS rates for malignant tumors were 94.4% and 72.5%, respectively. The log-rank univariate test showed that tumor size >3.5 cm ( = .056), distant metastasis ( = .056), and stage III and IV ( = .032) were associated with recurrence. However, multivariate analysis did not show the above factors to be independent prognostic factors for LRFS.
CONCLUSION
Surgery for benign tumors depends on the location and size. Surgery for malignant parotid tumors depends mainly on the stage, grade, pathological type, and recurrence. Prophylactic lymph node dissection is required for high-grade tumors. Radiotherapy or chemotherapy for children needs more research. Both benign and malignant tumors have high survival rates after active treatment.
LEVEL OF EVIDENCE
Level 2.
PubMed: 38835331
DOI: 10.1002/lio2.1275 -
QJM : Monthly Journal of the... Jun 2024
PubMed: 38833690
DOI: 10.1093/qjmed/hcae111