Deep learning model developed by multiparametric MRI in differential diagnosis of parotid gland tumors.

PURPOSE: To create a new artificial intelligence approach based on deep learning (DL) from multiparametric MRI in the differential diagnosis of common parotid tumors. METHODS: Parotid tumors were classified using the InceptionResNetV2 DL model and majority voting approach with MRI images of 123 patients. The study was conducted in three stages. At stage I, the classification of the control, pleomorphic adenoma, Warthin tumor and malignant tumor (MT) groups was examined, and two approaches in which MRI sequences were given in combined and non-combined forms were established. At stage II, the classification of the benign tumor, MT and control groups was made. At stage III, patients with a tumor in the parotid gland and those with a healthy parotid gland were classified. RESULTS: A stage I, the accuracy value for classification in the non-combined and combined approaches was 86.43% and 92.86%, respectively. This value at stage II and stage III was found respectively as 92.14% and 99.29%. CONCLUSIONS: The approach presented in this study classifies parotid tumors automatically and with high accuracy using DL models.

The effects of residual parotid volume on symptom-specific quality of life and complications in patients undergoing parotid surgery.

PURPOSE: To measure postoperative residual parotid volumes in parotidectomy patients and to measure the effect of residual parotid volumes on the symptom-specific quality of life (SSQOL) and complications. METHODS: Between January 2010 and December 2016, 148 parotid gland surgeries were performed, and 74 patients were included in the study. Bilateral parotid gland volumes were measured by Magnetic Resonance Imaging (MRI). Parotidectomy Outcome Inventory-8 and aesthetic scale questionnaire were applied to the patients. The volumetric averages obtained were compared with the questions in the SSQOL scale, the aesthetic scale data, and complications. RESULTS: In the volumetric examination performed with MRI, the mean residual volumes of the operated parotid glands were 9.5 cm3, while the non-operated side was 28.8 cm3. The width of the surgery and the residual parotid tissue volume was inversely correlated. There was a statistically significant difference between the residual parotid gland volume and the pain related to the surgical area, depression in the surgical site, Frey's syndrome, incision scar, and numbness. As the residual parotid gland volumes decreased, the patients' cosmetic problems related to the surgical field increased significantly, and their SSQOL decreased. CONCLUSION: Postoperative residual parotid tissue volume could be an objective parameter to measure patients' SSQOL and complications. After parotidectomy, the maximum amount of disease-free tissue of the parotid gland should be left in place to increase patients' quality of life and minimize complications.

Endoscopic Transoral Resection of Tongue Base Ancient Schwannoma.

Schwannoma is a benign slow growing nerve sheath tumor that is typically encapsulated and composed of well-differentiated schwann cells. Schwannomas may take origin from different nerves such as cranial, spinal nerves, and the sympathetic chain. Approximately 25% to 45% of all occur in the head and neck only 1% of them are located in the oral cavity. However, it is quite rare to for schwannomas to form on the tongue base. Ancient schwannoma is the rarest, and also extremely rare in oropharynx. A 32-year-old female patient was admitted to our clinic with complaints of hoarseness, difficulty in swallowing, throat pain, snoring, and dyspnea. In examination, a smooth surfaced circumscribed mass, which originated from the tongue base was observed. In the magnetic resonance imaging, a 4.5 × 3 cm sized tongue base mass which narrowed the upper airway was detected. An endoscopic transoral excisional biopsy was performed. The histopathological diagnosis was determined as ancient schwannoma. The use of the endoscopic transoral approach can be suitable to protect the important anatomical structures, functions, and reduce the complications and esthetic concerns for the resection of tongue base schwannomas.

Endoscopic Transoral Resection of Parapharyngeal Osteoma: A Case Report.

Osteoma is a benign, mesenchymal, slow-growing, osteogenic tumor commonly occurring in the craniofacial bones and is characterized by the proliferation of compact or cancellous bone. Solitary osteomas can be classified as peripheral (parosteal, periosteal, or exophytic) when arising from the periosteum or central (endosteal) when arising from soft tissue. Peripheral osteoma occurs most frequently in the paranasal sinuses. Other locations include the orbital wall, temporal bone, pterygoid processes, external ear canal, and, rarely, the mandible. Osteomas in the oromandibular region often appear in the jaw in the canine fossa, hard palate, and maxillary sinus and in the lower jaw in the inner mandible and outer circumference and lingual side of the molar region. At radiologic imaging, a peripheral osteoma of the mandible appears as a well-circumscribed, round to oval, mushroom-like radiopaque mass with distinct borders. Computed tomography is the best imaging modality for determining the location and actual extension of the lesion. Parapharyngeal space tumors are rare tumors of the head and neck region. Benign tumors of the parapharyngeal space are more common than malignant tumors. A foreign body sensation in the pharynx, difficulty with deglutition, and hoarseness are symptoms generally related to the position of the tumor. Upper airway obstruction, painful throat, unilateral tinnitus, trismus, dysarthria, glossopharyngeal neuralgia, and cranial nerve palsies are other reported symptoms. This report presents the case of a huge osteoma of the left mandibular condyle extending to the parapharyngeal space.

Pediatric Sudden Sensorineural Hearing Loss.

Sudden sensorineural hearing loss is defined as sudden unilateral or bilateral sensorineural hearing loss with at least 30 dB decrease in threshold in 3 contiguous test frequencies occurring over 72 hours or less. It is rare among children. The mechanism of the process and prognosis of the disorder remains unclear. The current incidence of sudden sensorineural hearing loss among pediatric population is unknown. The authors carried out a retrospective chart analysis of patients under 15 years of age from 2004 to 2015, who consulted to the Otolaryngology Head and Neck Surgery Department of Inonu University Medical Faculty. Age, sex, number of affected ear and side, audiometric evaluations, medical follow-up, treatment method, duration of treatment recovery, associated complaints; tinnitus and/or vertigo, presence of mumps disease were recorded for each patient. A 4-frequency pure-tone average (500, 1000, 2000, and 4000 Hz) was calculated for each ear. Complete recovery, defined as some hearing level compared with the nonaffected ear, was observed in 3 patients (21.4 %) and there was no partial hearing recovery. The hearing loss of 11 patient remained unchanged after prednisolone treatment. Two of the 11 patients had bilaterally total sensorineural hearing loss and evaluated as appropriate for cochlear implantation. Sex of patient and laterality of hearing loss were not correlated with hearing recovery. Sensorineural hearing loss among pediatrics has been the issue of otolaryngologists. The incidence, etiology, and treatment methods should be more studied.

Congenital muscular torticollis in older children: treatment with Z-plasty technique.

Congenital muscular torticollis (CMT) is a common congenital disorder of the musculoskeletal system in neonates and infants. The aim of this study was to evaluate the results of inferior Z-plasty in older children with CMT. They had mean age of 10 years (range, 5-14 years) and were followed up for 1 to 6 years. Postoperative protocol included a neck exercise program composed of active and passive movements in all cases and immobilization with a cervical collar in only 4 patients. This study concluded that surgical management of older children with CMT using Z-lengthening gives excellent clinical and functional results. The procedure is much more effective than other techniques and relatively complication-free and safe. Postoperative cervical collar and a well-planed physiotherapy protocol go a long way toward ensuring good to excellent results. Early diagnosis and treatment are necessary for good results.

[Giant desmoid tumor in the neck]. / Boyunda dev desmoid tümör.

Desmoid tumor is a benign tumor which originates from musculoaponeurotic system, can reach greater sizes with local invasion among facial plans, and cause severe deformities, morbidity and even mortality by compression of adjacent structures. These tumors are rarely seen in the head and neck region. The treatment of advanced desmoid tumors of head and neck region is surgery and radiotherapy. In this paper, we present -to the best of our knowledge- the greatest desmoid tumor case of the head and neck region in the literature.

Variable data structures and customized deep learning surrogates for computationally efficient and reliable characterization of buried objects.

In this study, in order to characterize the buried object via deep-learning-based surrogate modeling approach, 3-D full-wave electromagnetic simulations of a GPR model have been used. The task is to independently predict characteristic parameters of a buried object of diverse radii allocated at different positions (depth and lateral position) in various dispersive subsurface media. This study has analyzed variable data structures (raw B-scans, extracted features, consecutive A-scans) with respect to computational cost and accuracy of surrogates. The usage of raw B-scan data and the applications for processing steps on B-scan profiles in the context of object characterization incur high computational cost so it can be a challenging issue. The proposed surrogate model referred to as the deep regression network (DRN) is utilized for time frequency spectrogram (TFS) of consecutive A-scans. DRN is developed with the main aim being computationally efficient (about 13 times acceleration) compared to conventional network models using B-scan images (2D data). DRN with TFS is favorably benchmarked to the state-of-the-art regression techniques. The experimental results obtained for the proposed model and second-best model, CNN-1D show mean absolute and relative error rates of 3.6 mm, 11.8 mm and 4.7%, 11.6% respectively. For the sake of supplementary verification under realistic scenarios, it is also applied for scenarios involving noisy data. Furthermore, the proposed surrogate modeling approach is validated using measurement data, which is indicative of suitability of the approach to handle physical measurements as data sources.

Acquired capillary hemangioma with features of tufted angioma in the external auditory canal.

Tufted angiomas may occur in the head and neck region, but the external auditory canal is a previously undefined localization. There are only 19 cases of hemangiomas reported in this unique localization. However, this case is the first capillary hemangioma of the tufted variant being reported with a recurrence after 7 years after surgical excision in a 47-year-old male patient.

Follicular dendritic cell sarcoma associated with hyaline-vascular Castleman's disease.

Follicular dendritic cell sarcoma (FDCS) of the head and neck region, associated with Castleman's disease (CD), is an extremely rare entity. To the best of our knowledge, we report the first case demonstrating the transformation of the former into the latter as documented in the same lymph node disection material. A 45-year-old female presented to our hospital with right sided neck swelling. Radiologic imaging showed a well defined 3.5 x 3.5 cm mass of soft tissue at the right side of the neck with multiple bilateral cervical lymph nodes. Excision of the right neck mass with lymph node disection was performed. Microscopic examination and immunohistochemical findings showed features of follicular dendritic cell sarcoma. The associated lymph nodes exhibited changes consistent with hyaline-vascular type CD, follicular dendritic cell hyperplasia and foci of overgrowth in which FDCS possibly evolved. This report confirms the evolving of FDCS in the setting of follicular dendritic cell hyperplasia occurring in Castleman's disease.

Well-differentiated neuroendocrine tumor: a rare tumor of the larynx.

Neuroendocrine tumors of the larynx are rarely seen neoplasms. Atypical carcinoid tumor is the most common type of the neuroendocrine tumors of the larynx, whereas the typical carcinoid tumor is the most infrequent type. Preferable treatment in typical carcinoid tumor is particularly conservative surgery without neck dissection. Radio-chemotherapy is ineffective. In this report, we present a 61-year-old female case of typical carcinoid tumor of the larynx with histological findings and applied treatment modality.

Multiple Swaps Tested: Rehearsal for Triple and Five-Liver Paired Exchanges.

Despite several advances in living donor liver transplant (LDLT), many potential living liver donors cannot donate their organs to their relatives because of blood group incompatibility and unsuitable anatomy. Liver paired exchange (LPE) can be used to overcome incompatibilities between living donor-recipient pairs. In this study, we report the early and late results of 3 and 5 LDLTs performed simultaneously to initiate the more complex LPE program. By demonstrating that our center is capable of performing up to 5 LDLTs, we have taken an essential step for establishing a complex LPE program.

Buried object characterization by data-driven surrogates and regression-enabled hyperbolic signature extraction.

This work addresses artificial-intelligence-based buried object characterization using FDTD-based electromagnetic simulation toolbox of a Ground Penetrating Radar (GPR) to generate B-scan data. In data collection, FDTD-based simulation tool, gprMax is used. The task is to estimate geophysical parameters of a cylindrical shape object of various radii, buried at different positions in the dry soil medium simultaneously and independently of each other. The proposed methodology capitalizes on a fast and accurate data-driven surrogate model developed for object characterization in terms of its vertical and lateral position, and the size. The surrogate is constructed in a computationally efficient manner as compared to methodologies using 2D B-scan image. This is achieved by operating at the level of hyperbolic signatures extracted from the B-scan data through linear regression, which effectively reduces the dimensionality and the size of data. The proposed methodology relies on reducing of 2D B-scan image to 1D data including variation of reflected electric fields' amplitudes with respect to the scanning aperture. The input of the surrogate model is the extracted hyperbolic signature obtained through linear regression executed on the background subtracted B-scan profiles. The hyperbolic signatures encode information about the geophysical parameters of the buried object, including depth, lateral position, and radius, all of which can be extracted using proposed methodology. Parametric estimation of the object radius and the estimation of the location parameters simultaneously is a challenging problem. Applying the application of processing steps on B-scan profiles incurs high computational costs, which is a limitation of the current methodologies. The metamodel itself is rendered using a novel deep-learning-based modified multilayer perceptron (M2LP) framework. The presented object characterization technique is favourably benchmarked against the state-of-the-art regression techniques, including Multilayer Perceptron (MLP), Support Vector Regression Machine (SVRM), and Convolutional Neural Network (CNN). The verification results demonstrate the average mean absolute error of 10 mm, and the average relative error of 8 percent, both corroborating the relevance of the proposed M2LP framework. In addition, the presented methodology provides a well-structured relation between the geophysical parameters of object and the extracted hyperbolic signatures. For the sake of supplementary verification under realistic scenarios, it is also applied for scenarios involving noisy data. The environmental and internal noise of the GPR system and their effect is analyzed as well. Furthermore, the proposed surrogate modeling approach is validated using measurement data, which is indicative of suitability of the approach to handle physical measurements as data sources.

Cutaneous myiasis in a malignant wound of the head and neck region.

Myiasis is a parasitic infestation of vital tissue of humans or other mammals by dipterous larvae. Human myiasis is a rare clinic condition but more frequently seen in tropical and subtropical areas, in patients who have poor hygiene, have bad housing conditions, are with mental retardation, or have advanced age. We report a case of myiasis in a malignant wound (squamous cell carcinoma) in the head and neck region because a few literature reports were seen in this localization. The patient's treatment was antisepsis, larval removal, and general care preventions, whereas standard treatment options or guidelines are not available.

Posterior plica synechia: rare complication of adenotonsillectomy.

Tonsillectomy is one of the most common operations performed by otolaryngologists. Fever, otalgia, dehydration, sore throat, and hemorrhage are common complications. In this clinical report, a 7-year-old boy was presented with a synechia between the posterior plicae together with recurrence of adenoid hypertrophy after adenotonsillectomy 1 year previously. The synechia and adenoid were resected, and the patient was discharged from the hospital after 2 days. The complication in this case was most likely caused by traumatic injury of the posterior plicae during the previous tonsillectomy. This complication is, however, very rare.

Metastatic renal cell carcinoma to the condyle of the mandible.

A 59-year-old woman who had left nephrectomy because of renal cell carcinoma (RCC) 3 years ago referred with trismus and a mass on her left temporomandibular joint. Computed tomography scan revealed an expanding lytic lesion on the left condyle of the mandible. Incisional biopsy was carried out. Histopathologic diagnosis was metastatic clear cell variant of RCC. Metastasis of RCC to the condyle of the mandible has not been reported yet. In this study, we presented a case of RCC metastasis to the condyle of the mandible.

Radiomics and deep learning approach to the differential diagnosis of parotid gland tumors.

PURPOSE OF REVIEW: Advances in computer technology and growing expectations from computer-aided systems have led to the evolution of artificial intelligence into subsets, such as deep learning and radiomics, and the use of these systems is revolutionizing modern radiological diagnosis. In this review, artificial intelligence applications developed with radiomics and deep learning methods in the differential diagnosis of parotid gland tumors (PGTs) will be overviewed. RECENT FINDINGS: The development of artificial intelligence models has opened new scenarios owing to the possibility of assessing features of medical images that usually are not evaluated by physicians. Radiomics and deep learning models come to the forefront in computer-aided diagnosis of medical images, even though their applications in the differential diagnosis of PGTs have been limited because of the scarcity of data sets related to these rare neoplasms. Nevertheless, recent studies have shown that artificial intelligence tools can classify common PGTs with reasonable accuracy. SUMMARY: All studies aimed at the differential diagnosis of benign vs. malignant PGTs or the identification of the commonest PGT subtypes were identified, and five studies were found that focused on deep learning-based differential diagnosis of PGTs. Data sets were created in three of these studies with MRI and in two with computed tomography (CT). Additional seven studies were related to radiomics. Of these, four were on MRI-based radiomics, two on CT-based radiomics, and one compared MRI and CT-based radiomics in the same patients.

Experimental otoacoustic emission and auditory brainstem response changes by stellate ganglion blockage in rat.

INTRODUCTION: To investigate the effect of stellate ganglion (SG) block on hearing in rats. MATERIALS AND METHODS: Sixteen male adult rats were randomly divided into 2 equal groups. Both groups underwent preblock auditory brainstem responses (ABRs) in response to tone bursts at 4, 6, and 8 kHz and otoacoustic emissions in response to distortion products as a function of f2 frequency at 1, 2, 4, and 6 kHz. Local anesthetic (0.2 mL of 2% prilokain) was administered to the left SG of the study group by posterior cervical percutaneous approach for cervical sympathetic blockage. In the control group, 0.2 mL of physiological saline was injected to the left SG. Postblock hearing evaluations were made after 15 minutes of injections. RESULTS: Both Dp-gram and I/O function records suggested that whereas hearing thresholds were not affected in lower frequencies after SG blockage, it tended to increase at higher frequencies. In ABR records, waves I and II showed marked latency shift across all frequencies. The interpeak latency of waves I and II was shortened after blockage. Saline injection did not show any significant ABR or distortion-product otoacoustic emission threshold shift across frequencies at 60, 70, 80, and 90 dB sound pressure level. CONCLUSION: Our data demonstrate that SG block improved the hearing parameters in rats with normal cochlear blood flow. To recommend SG blockage as a treatment option in the vascular pathologies of cochlea, further investigation should assess the efficiency of ganglion blockage in hearing parameters of rats with impaired cochlear blood flow.

Second primary cancer occurrence on forehead flap after reconstruction of nasal carcinoma.

We reported a case of basal cell carcinoma on the flap which was initially treated with excision of squamous cell carcinoma and forehead flap reconstruction of nasal dorsum. After 8 years of reconstruction, basal cell carcinoma was developed on the flap surface. This may be due to a recurrence, or a second primary tumor, or an activation of a dormant tumor with perturbing factors like surgery. In this report, our purpose was to discuss the possible etiopathogenesis, most appropriate diagnostic procedures, and treatment protocol for a carcinoma of the flap which has been used to reconstruct the previous cutaneous cancer.

[Treatment algorithm for patients with puberphonia]. / Puberfoni hastalarinda tedavi semasi.

OBJECTIVES: We evaluated the results of treatment for puberphonia and aimed to develop a treatment algorithm for patients with puberphonia. PATIENTS AND METHODS: Sixteen male patients (mean age 21.5 years; range 16 to 34 years) with puberphonia underwent voice therapy (3-10 sessions). Perceptual and acoustic analyses of vocal quality were performed in 12 patients. Perceptual analysis included the Voice Handicap Index (VHI) and videolaryngostroboscopy (VLS) and acoustic evaluations included F0 (fundamental frequency), jitter, shimmer, and NNE (normalized noise energy). RESULTS: Following voice therapy, all scores of the VHI showed significant improvements (p=0.001). There was a significant improvement in vibratory pattern and mucosal wave of vocal cords in VLS evaluation (p=0.004 and p=0.002, respectively). Among acoustic parameters, only the mean F0 showed a significant change from 246 Hz to 134 Hz after treatment (p=0.001). Stabilization of F0 could not be achieved in two patients, one of whom underwent type III thyroplasty. CONCLUSION: The main difficulties encountered in the treatment of puberphonia include stabilization of the attained F0 and widening the frequency range. Implementation of the treatment algorithm through a step-by-step approach provides an objective way of assessing the disease and its management.