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1.
BMC Med Imaging ; 24(1): 25, 2024 Jan 24.
Artigo em Inglês | MEDLINE | ID: mdl-38267881

RESUMO

BACKGROUND: As treatment strategies differ according to endotype, rhinologists must accurately determine the endotype in patients affected by chronic rhinosinusitis with nasal polyps (CRSwNP) for the appropriate management. In this study, we aim to construct a novel deep learning model using paranasal sinus computed tomography (CT) to predict the endotype in patients with CRSwNP. METHODS: We included patients diagnosed with CRSwNP between January 1, 2020, and April 31, 2023. The endotype of patients with CRSwNP in this study was classified as eosinophilic or non-eosinophilic. Sinus CT images (29,993 images) were retrospectively collected, including the axial, coronal, and sagittal planes, and randomly divided into training, validation, and testing sets. A residual network-18 was used to construct the deep learning model based on these images. Loss functions, accuracy functions, confusion matrices, and receiver operating characteristic curves were used to assess the predictive performance of the model. Gradient-weighted class activation mapping was performed to visualize and interpret the operating principles of the model. RESULTS: Among 251 included patients, 86 and 165 had eosinophilic or non-eosinophilic CRSwNP, respectively. The median (interquartile range) patient age was 49 years (37-58 years), and 153 (61.0%) were male. The deep learning model showed good discriminative performance in the training and validation sets, with areas under the curves of 0.993 and 0.966, respectively. To confirm the model generalizability, the receiver operating characteristic curve in the testing set showed good discriminative performance, with an area under the curve of 0.963. The Kappa scores of the confusion matrices in the training, validation, and testing sets were 0.985, 0.928, and 0.922, respectively. Finally, the constructed deep learning model was used to predict the endotype of all patients, resulting in an area under the curve of 0.962. CONCLUSIONS: The deep learning model developed in this study may provide a novel noninvasive method for rhinologists to evaluate endotypes in patients with CRSwNP and help develop precise treatment strategies.


Assuntos
Aprendizado Profundo , Pólipos Nasais , 60523 , Humanos , Masculino , Pessoa de Meia-Idade , Feminino , Pólipos Nasais/complicações , Pólipos Nasais/diagnóstico por imagem , Estudos Retrospectivos , Tomografia Computadorizada por Raios X
3.
Braz J Otorhinolaryngol ; 89(4): 101287, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37442058

RESUMO

OBJECTIVES: For the treatment of chronic rhinosinusitis functional endoscopic sinus surgery is a well-established therapy with high initial success rates. However, a significant proportion of patients have persistent disease requiring revision surgery. To date, studies including data of large patient collectives are missing. In this study, we aimed to identify anatomic factors increasing the need for revision surgery in a large patient collective with chronic rhinosinusitis without nasal polyps. METHODS: Data were collected retrospectively on patients with recurrent or persistent chronic rhinosinusitis without nasal polyps requiring revision surgery. The patients' symptomatology, endoscopic and radiographic findings were analyzed. Preoperatively, patients were evaluated with endoscopic examination of the nose and paranasal sinuses. In all individuals computed tomography of the sinuses was performed. Images were evaluated according to the Lund-Mackay system. Information was also collected intraoperatively. RESULTS: 253 patients were included. The most common anatomic factor was incomplete anterior ethmoidectomy (51%), followed by residual uncinated process (37%), middle turbinate lateralization (25%), incomplete posterior ethmoidectomy (20%), frontal recess scarring (19%), and middle meatal stenosis (9%). Other factors such as persistent sphenoid pathology was less frequent. CONCLUSION: Iatrogenic causes with inadequate resection of obstructing structures seem to be a principal risk factor for recurrent chronic rhinosinusitis and the need for revision sinus surgery. Meticulous attention in the area of the ostiomeatal complex during surgery with ventilation of obstructed anatomy as well as avoidance of scarring and turbinate destabilization may reduce the failure rate after primary endoscopic sinus surgery. LEVEL OF EVIDENCE: 2b.


Assuntos
Seio Frontal , Pólipos Nasais , Seios Paranasais , Rinite , Sinusite , Humanos , Pólipos Nasais/complicações , Pólipos Nasais/diagnóstico por imagem , Pólipos Nasais/cirurgia , Reoperação , Estudos Retrospectivos , Cicatriz/patologia , Cicatriz/cirurgia , Rinite/diagnóstico por imagem , Rinite/cirurgia , Sinusite/diagnóstico por imagem , Sinusite/cirurgia , Seios Paranasais/cirurgia , Endoscopia , Doença Crônica
4.
J Comput Assist Tomogr ; 47(2): 329-336, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-36723408

RESUMO

OBJECTIVES: Patients with eosinophilic chronic rhinosinusitis with nasal polyps (eosCRSwNP) usually have more extensive sinus disease, severe symptoms, and poorer disease control compared with patients with non-eosCRSwNP. Separating these entities will be crucial for patient management. The purpose of this study is to investigate T 1, T 2 , and apparent diffusion coefficient (ADC) values of the nasal polyps in patients with CRSwNP and evaluate the usefulness of these parameters for differentiating these diseases. METHODS: Sinonasal magnetic resonance imaging was performed in 36 patients with eosCRSwNP and 20 patients with non-eosCRSwNP (including T 1 mapping, T 2 mapping, and diffusion-weighted imaging) before surgery. The T 1 , T 2 , and ADC values were calculated and correlated with pathologically assessed inflammatory cells of nasal polyps. RESULTS: Significant higher T 2 value, higher eosinophil count, and lower lymphocyte count of the nasal polyps were observed in eosCRSwNP than those in non-eosCRSwNP. There was no significant difference in T 1 or ADC values between the 2 groups. T 2 value was correlated with eosinophil count and lymphocyte count in CRSwNP. The area under the curve of T 2 value for predicting eosCRSwNP was 0.78 with 89.9% sensitivity and 60.0% specificity. CONCLUSION: T 2 value is a promising imaging biomarker for predicting eosCRSwNP. It can help to distinguish eosCRSwNP from non-eosCRSwNP.


Assuntos
Pólipos Nasais , Rinite , Sinusite , Humanos , Eosinófilos/patologia , Pólipos Nasais/complicações , Pólipos Nasais/diagnóstico por imagem , Rinite/complicações , Rinite/diagnóstico por imagem , Sinusite/complicações , Sinusite/diagnóstico por imagem , Contagem de Leucócitos , Doença Crônica
5.
Rhinology ; 61(2): 132-143, 2023 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-36602548

RESUMO

BACKGROUND: Reliable noninvasive methods are needed to identify endotypes of chronic rhinosinusitis with nasal polyps (CRSwNP) to facilitate personalized therapy. Previous computed tomography (CT) scoring system has limited and inconsistent performance in identifying eosinophilic CRSwNP. We aimed to develop and validate a radiomics-based model to identify eosinophilic CRSwNP. METHODS: Surgical patients with CRSwNP were recruited from Tongji Hospital and randomly divided into training (n = 232) and internal validation cohort (n = 61). Patients from two additional hospitals served as external validation cohort-1 (n = 84) and cohort-2 (n = 54), respectively. Data were collected from October 2013 to May 2021. Eosinophilic CRSwNP was determined by histological criterion. The least absolute shrinkage and selection operator and the logistic regression (LR) algorithm were used to develop a radiomics model. Univariate and multivariate LR were employed to build models based on CT scores, clinical characteristics, and the combination of radiological and clinical characteristics. Model performance was evaluated by assessing discrimination, calibration, and clinical utility. RESULTS: The radiomics model based on 10 radiomic features achieved an area under the curve (AUC) of 0.815 in the training cohort, significantly better than the CT score model based on ethmoid-to-maxillary sinus score ratio with an AUC of 0.655. The combination of radiomic features and blood eosinophil count had a further improved performance, achieving an AUC of 0.903. The performance of these models was confirmed in all validation cohorts with satisfying predictive calibration and clinical application value. CONCLUSIONS: A CT radiomics-based model is promising to identify eosinophilic CRSwNP. This radiomics-based method may provide novel insights in solving other clinical concerns, such as guiding personalized treatment and predicting prognosis in patients with CRSwNP.


Assuntos
Pólipos Nasais , Humanos , Pólipos Nasais/complicações , Pólipos Nasais/diagnóstico por imagem , Doença Crônica , Eosinófilos , Seio Maxilar
6.
Int Forum Allergy Rhinol ; 13(9): 1808-1811, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-36533304

RESUMO

KEY POINTS: Respiratory epithelial adenomatoid hamartoma (REAH) is easily confused with nasal polyps (NP). The typical manifestation of REAH on CT is the enlargement of bilateral olfactory clefts (OCs). The widening of the OCs in the CT scan is a biomarker for diagnosing REAH associated with NP.


Assuntos
Adenoma , Hamartoma , Pólipos Nasais , Humanos , Pólipos Nasais/diagnóstico por imagem , Pólipos Nasais/patologia , Hamartoma/diagnóstico por imagem , Hamartoma/patologia , Tomografia Computadorizada por Raios X , Mucosa Respiratória/diagnóstico por imagem , Mucosa Respiratória/patologia , Diagnóstico Diferencial
7.
Int. j. med. surg. sci. (Print) ; 9(4): 1-6, Dec. 2022. ilus
Artigo em Espanhol | LILACS | ID: biblio-1519449

RESUMO

Pólipo coanal es el término utilizado para una masa de tejido blando, solitaria y benigna que se extiende hacia la unión de la cavidad nasal y la nasofaringe; es decir, la coana. Los pólipos coanales nasales se presentan típicamente en tres formas diferentes: pólipos antrocoanales, esfenocoanales y etmoidocoanales. Sitios atípicos de origen han sido reportados en la literatura; por ejemplo, el tabique nasal y el cornete inferior. El conocimiento de los médicos sobre la existencia de pólipos coanales de sitios inusuales puede ayudar en el diagnóstico de los mismos, considerando crucial descartar previamente otros potenciales diagnósticos para estos casos de presentación atípica. A continuación reportamos el caso de un pólipo inflamatorio de inserción en techo de fosa nasal en un paciente de 65 años diagnosticado y tratado en nuestro servicio, cuyo caso es el primero reportado en la literatura.


Coanal polyp is the term used for a solitary, benign soft tissue mass extending into the junction of the nasal cavity and nasopharynx, i.e., the choana. Nasal coanal polyps typically present in three different forms: antrochoanal, sphenocoanal, and ethmoidocoanal polyps. Atypical sites of origin have been reported in the literature; these include the nasal septum and inferior turbinate. Physicians' awareness of the existence of coanal polyps from unusual sites may help in the diagnosis of coanal polyps considering it crucial to previously rule out other potential diagnoses for these cases of atypical presentation. Here we report the case of an inflammatory polyp of insertion in the roof of the nostril in a 65-year-old patient diagnosed and treated in our department, which is the first case reported in the literature.


Assuntos
Humanos , Masculino , Idoso , Pólipos Nasais/cirurgia , Pólipos Nasais/diagnóstico , Imageamento por Ressonância Magnética , Tomografia Computadorizada por Raios X , Pólipos Nasais/diagnóstico por imagem , Endoscopia , Inflamação , Septo Nasal
8.
Comput Biol Med ; 149: 105976, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-36067631

RESUMO

BACKGROUND: Inverted papilloma (IP) is a common sinus neoplasm with a probability of malignant transformation. Nasal polyps (NP) are the most frequent masses in the sinus. The classification of IP and NP using computed tomography (CT) is highly significant for preoperative recognition, treatment, and clinical examination. Few visible differences exist between IP and NP in CT, making it a challenge for otolaryngologists to distinguish between them. This study intended to classify IP and NP using a neural network and analyze its ability to discriminate the differences. METHODS: IP and NP in CT were classified using a deep convolutional neural network (CNN) with an attention mechanism, which combines a densely connected convolutional network (DenseNet) and squeeze-and-excitation network (SENet). Using SENet's channel attention, the specific channel weights in the feature maps are improved, which can enhance feature discriminativeness. To discuss the interpretability of SE-DenseNet, we analyzed the heatmap of the final convolutional layer. RESULTS: We evaluated the classification performance of SE-DenseNet on a clinical dataset containing 3382 slices for 136 patients. The experimental results and a heatmap show that SE-DenseNet can effectively locate sinonasal lesions in patients and distinguish IP from NP with an average Acc of 88.4% and AUC of 0.87. CONCLUSION: Otolaryngologists can use the proposed model to diagnose IP and NP in CT because of its accuracy and efficiency. Moreover, the visualized heatmaps produced by the convolutional layers show that the method is reliable.


Assuntos
Pólipos Nasais , Neoplasias Nasais , Papiloma Invertido , Neoplasias dos Seios Paranasais , Humanos , Pólipos Nasais/diagnóstico por imagem , Redes Neurais de Computação , Neoplasias Nasais/patologia , Papiloma Invertido/diagnóstico por imagem , Papiloma Invertido/patologia , Neoplasias dos Seios Paranasais/cirurgia
9.
Artigo em Inglês | MEDLINE | ID: mdl-35908813

RESUMO

BACKGROUND: In the clinical assessment of chronic rhinosinusitis with nasal polyps (CRSwNP), evaluation of symptoms, nasoendoscopy findings and sinus computed tomography (CT) scan staging is employed in the management plan. Although prior studies have been done to assess the correlation of the three modalities in CRSwNP, such evaluation in patients with eosinophilic and non-eosinophilic types of CRSwNP requires further investigation. The aim of this study was to correlate the sinus CT scan staging to symptom and endoscopic scores in both types of CRSwNP. MATERIAL AND METHOD: Patients with CRSwNP were classified into 2 types, eosinophilic and non-eosinophilic. Both types were assessed by Sino-Nasal Outcome Test 22 (SNOT-22) symptom score, nasal endoscopy Lund Kennedy grading (LK) score and sinus CT Lund Mackay (LM) staging score. All three modalities were correlated. RESULTS: Forty-four patients were recruited for this study. There was significant correlation between sinus CT and symptom scores in the eosinophilic (r=.51, p=.031) and the non-eosinophilic (r=.76, p<.001) types. There was no significant correlation between symptom and nasoendoscopic scores in the eosinophilic (r=.12, p=.641) and the non-eosinophilic (r=.22, p=.276) types. There was also no significant correlation between sinus CT and nasoendoscopic scores in the eosinophilic (r=.20, p=.418) and the non-eosinophilic (r=.14, p=.508) types. CONCLUSIONS: Sinus CT staging correlates well with the symptom score for both the eosinophilic and the non-eosinophilic types of CRSwNP. The good correlation suggests both modalities are a reliable guide for their evaluation and management planning.


Assuntos
Pólipos Nasais , Seios Paranasais , Rinite , Sinusite , Doença Crônica , Humanos , Pólipos Nasais/complicações , Pólipos Nasais/diagnóstico por imagem , Seios Paranasais/diagnóstico por imagem , Rinite/complicações , Rinite/diagnóstico por imagem , Sinusite/complicações , Sinusite/diagnóstico por imagem , Tomografia Computadorizada por Raios X
10.
Tohoku J Exp Med ; 257(4): 333-336, 2022 Jul 22.
Artigo em Inglês | MEDLINE | ID: mdl-35691915

RESUMO

Fibroepithelial polyps are benign tumors of mesodermal origin. They rarely occur in the nasal cavity, with only four such cases reported in the relevant English literature. The location was the inferior turbinate in three cases and anterior nasal septum in one case. The etiology has been suggested in other organs; however, it is entirely unknown in the nasal cavity. Pathological findings play an essential role in the diagnosis of fibroepithelial polyps. We report the case of a 76-year-old woman with fibroepithelial polyps originating from the posterior part of the nasal septum. The fibroepithelial polyps were white-yellow lobular masses that differed from a common inflammatory polyp. We made the diagnosis by excluding the other possible tumors based on a pathological examination. This is the first report about fibroepithelial polyps arising from the posterior nasal septum. She had no potential risk factors that might trigger fibroepithelial polyps in the nasal cavity. This case is a valuable example when considering the potential causes (e.g., female hormones and mechanical pressure) of nasal fibroepithelial polyps.


Assuntos
Pólipos Nasais , Septo Nasal , Idoso , Feminino , Humanos , Pólipos Nasais/diagnóstico por imagem , Pólipos Nasais/patologia , Septo Nasal/diagnóstico por imagem , Septo Nasal/patologia
11.
Comput Biol Med ; 147: 105725, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35716434

RESUMO

Nasal polyps are edematous polypoid masses covered by smooth, gray, shiny, soft and gelatinous mucosa. They often pose a threat for the patients to result in allergic rhinitis, sinus infections and asthma. The aim of this paper is to design a reliable rhinology assistance system for recognizing the nasal polyps in endoscopic videos. We introduce NP-80, a novel dataset that contains high-quality endoscopy video-frames of 80 participants with and without nasal polyps (NP). We benchmark vanilla machine learning and deep learning-based classifiers on the proposed dataset with respect to robustness and accuracy. We conduct a series of classification experiments and an exhaustive empirical comparison on handcrafted features (texture features -Local Binary Patterns (LBP) and shape features- Histogram of Oriented Gradients (HOG) and Convolutional Neural Network (CNN) features for recognizing nasal polyps automatically. The classification experiments are carried out by K-Nearest Neighbors (KNN), Support Vector Machines (SVM), Random Forest (RF), Decision Tree (DT) and CNN classifiers. The best obtained precision, recall, and accuracy rates are 99%, 98%, and 98.3%, respectively. The classifier methods built with handcrafted features have shown poor recognition performance (best accuracy of %96.3) from the proposed CNN classifier (best accuracy of %98.3). The empirical results of the proposed learning techniques on NP-80 dataset are promising to support clinical decision systems. We make our dataset publicly available to encourage further research on rhinology experiments. The major research objective accomplished in this study is the creation of a high-accuracy deep learning based nasal polyps classification model using easily obtainable portable rhino fiberoscope images to be integrated into an otolaryngologist decision support system. We conclude from the research that using appropriate image processing techniques along with suitable deep learning networks allow researchers to obtain high accuracy recommendations in identifying nasal polyps. Furthermore, the results from the study encourages us to develop deep learning models for various other medical conditions.


Assuntos
Pólipos Nasais , Endoscopia , Humanos , Processamento de Imagem Assistida por Computador/métodos , Pólipos Nasais/diagnóstico por imagem , Redes Neurais de Computação , Máquina de Vetores de Suporte
12.
Eur Ann Otorhinolaryngol Head Neck Dis ; 139(4): 177-183, 2022 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-35232689

RESUMO

OBJECTIVE: The study objective was to assess the functional, endoscopic and tomodensitometric semiology of a cohort of patients with chronic respiratory rhinitis (CRR). The concept of CRR is based on the anatomical, pathophysiological and semiological individualization of the respiratory nose within the sinonasal organ, in which three noses are distinguished by the parallel study of evolution and development in the "evo-devo" theory of the origins of the nose, anterior base of the skull and middle third of the face. MATERIAL AND METHOD: A single-center retrospective study included a cohort of 28 patients (16 men and 12 women, aged 19 to 69years) with CRR. The main objective was to describe symptoms clinically, endoscopically and on CT. The secondary objective was to compare clinical symptomatology and CT data between CRR and a control group of 31 patients with nasal polyposis (NP). The endoscopic semiology of CRR was analyzed consensually on video recordings using a pre-established grid. The DyNaChron self-administered questionnaire was used to compare symptom intensity and deterioration in quality of life. Olfaction was compared using the Sniffin' Sticks test. CT opacities were compared between CRR and NP on Lund-Mackay sinus score and a specific ethmoid opacities score. RESULTS: In CRR, endoscopy found a constant association of inflammatory or edematous signs in the inferior or middle turbinates with signs of hypersecretion. Ethmoid opacities in CRR were discrete and significantly smaller than in NP (P<0.0001), and were mainly located in the medial compartment in contact with the olfactory cleft (P<0.0001). Allergological assessment was positive in 17 of the 28 cases of CRR. Chronic nasal dysfunction was similar in CRR and NP, but olfactory impairment was significantly lower in CRR (P<0.0001). CONCLUSION: The CRR entity clinically resembles atopic central compartment disease. In both entities, endoscopy reveals inflammatory lesions restricted to the nasal cavities without significant ethmoid opacity on CT, an observation which seems to contradict the pathophysiological united airway concept.


Assuntos
Pólipos Nasais , Rinite Alérgica , Rinite , Sinusite , Doença Crônica , Endoscopia , Feminino , Humanos , Masculino , Pólipos Nasais/complicações , Pólipos Nasais/diagnóstico por imagem , Qualidade de Vida , Estudos Retrospectivos , Rinite/complicações , Rinite/diagnóstico por imagem , Rinite Alérgica/complicações , Rinite Alérgica/diagnóstico , Sinusite/complicações , Sinusite/diagnóstico por imagem
13.
Tomography ; 8(1): 77-88, 2022 01 04.
Artigo em Inglês | MEDLINE | ID: mdl-35076618

RESUMO

This study investigated the relationship between sinonasal inflammatory involvement according to the computed tomography (CT) staging system (Lund-Mackay score) with clinical, laboratory, histopathological and prognostic features of chronic rhinosinusitis with nasal polyps (CRSwNP). Seventy-eight patients with CRSwNP who had undergone surgery were enrolled. Total (p = 0.0062), ethmoid (p = 0.0496), sphenoid (p = 0.0335), ostiomeatal complex (OMC) (p = 0.0235) and frontal (p = 0.0164) CT scores were predictive of non-steroidal anti-inflammatory drugs-exacerbated respiratory disease (NERD) in the univariate analysis. Total (p = 0.0022), ethmoid (p = 0.0290), sphenoid (p = 0.0370), frontal (p = 0.0116), maxillary (p = 0.0357) and OMC (p = 0.0058) CT scores were predictve of asthma at the univariate analysis. No significant differences were found between patients with vs. without allergy in terms of total and partial CT scores. High blood eosinophil counts (>0.24 vs. ≤0.24 cells × 109/L) resulted in being associated with total (p = 0.0213), maxillary (p = 0.0227) and ethmoid (p = 0.0491) CT scores in the univariate analysis. Higher ethmoid (p = 0.0006) and total sinonasal (p = 0.0027) CT scores were found to predict histopathologically eosinophil CRSwNPs in the univariate analysis. CT scores did not result as predictive of NSAID-exacerbated respiratory disease, asthma, or blood eosinophil count at the multivariate analysis. Risk of relapse was related to the presence of NERD (p = 0.0207, HR [95% CI] 3.914 [1.232-12.435]), higher preoperative total (HR = 1.098 95%CI: 1.001-1.204, p = 0.0486) and frontal sinus CT scores (HR = 1.555 95%CI: 1.006-1.886, p = 0.0218), but these results were not confirmed by the multivariable analysis. Sinonasal CT scores showed significant differences in this heterogeneous inflammatory condition. Identifying CRSwNP characteristics is necessary to avoid generic treatments with poor outcomes.


Assuntos
Pólipos Nasais , Rinite , Sinusite , Doença Crônica , Eosinófilos , Humanos , Pólipos Nasais/complicações , Pólipos Nasais/diagnóstico por imagem , Rinite/complicações , Rinite/diagnóstico por imagem , Sinusite/complicações , Sinusite/diagnóstico por imagem , Tomografia Computadorizada por Raios X
15.
Braz J Otorhinolaryngol ; 88 Suppl 5: S57-S62, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34844870

RESUMO

OBJECTIVES: To highlight the prevalence of respiratory epithelial adenomatoid hamartomas in the olfactory cleft of patients with nasal polyposis. To demonstrate characteristics indicative of hamartoma on the CT scans of paranasal sinuses during surgery and in histopathological exams. METHODS: Cross-sectional study carried out in Hospital das Clínicas da UFMG and Núcleo de Otorrino BH. We performed 114 nasal endoscopic surgeries for polyposis, between February 2015 and November 2019. We assessed the olfactory cleft width in all preoperative CT scans. Upon seeing an indication of hamartoma on the CT scan, we took a tissue sample from the olfactory cleft during the surgery and sent for histopathological exam. We referred the samples to a pathologist experienced in the anatomopathological diagnosis of respiratory epithelial adenomatoid hamartomas. RESULTS: Of the 114 patients with polyposis, 54 (47.4%) had olfactory cleft enlargement and, 100% of them had tissue with a dense and hardened polypoid aspect, with a slight cerebriform appearance in this region during the surgery. Histology confirmed a respiratory epithelial adenomatoid hamartoma. CONCLUSION: This observation suggests that the presence of hamartomas in polyposis is common, but underdiagnosed. LEVEL OF EVIDENCE: Step 3 (Level 3).


Assuntos
Hamartoma , Pólipos Nasais , Seios Paranasais , Humanos , Prevalência , Estudos Transversais , Pólipos Nasais/diagnóstico por imagem , Pólipos Nasais/epidemiologia , Pólipos Nasais/patologia , Hamartoma/diagnóstico por imagem , Hamartoma/epidemiologia , Hamartoma/patologia , Seios Paranasais/cirurgia , Diagnóstico Diferencial
16.
Microb Genom ; 7(12)2021 12.
Artigo em Inglês | MEDLINE | ID: mdl-34907894

RESUMO

Prophages affect bacterial fitness on multiple levels. These include bacterial infectivity, toxin secretion, virulence regulation, surface modification, immune stimulation and evasion and microbiome competition. Lysogenic conversion arms bacteria with novel accessory functions thereby increasing bacterial fitness, host adaptation and persistence, and antibiotic resistance. These properties allow the bacteria to occupy a niche long term and can contribute to chronic infections and inflammation such as chronic rhinosinusitis (CRS). In this study, we aimed to identify and characterize prophages present in Staphylococcus aureus from patients suffering from CRS in relation to CRS disease phenotype and severity. Prophage regions were identified using PHASTER. Various in silico tools like ResFinder and VF Analyzer were used to detect virulence genes and antibiotic resistance genes respectively. Progressive MAUVE and maximum likelihood were used for multiple sequence alignment and phylogenetics of prophages respectively. Disease severity of CRS patients was measured using computed tomography Lund-Mackay scores. Fifty-eight S. aureus clinical isolates (CIs) were obtained from 28 CRS patients without nasal polyp (CRSsNP) and 30 CRS patients with nasal polyp (CRSwNP). All CIs carried at least one prophage (average=3.6) and prophages contributed up to 7.7 % of the bacterial genome. Phage integrase genes were found in 55/58 (~95 %) S. aureus strains and 97/211 (~46 %) prophages. Prophages belonging to Sa3int integrase group (phiNM3, JS01, phiN315) (39/97, 40%) and Sa2int (phi2958PVL) (14/97, 14%) were the most prevalent prophages and harboured multiple virulence genes such as sak, scn, chp, lukE/D, sea. Intact prophages were more frequently identified in CRSwNP than in CRSsNP (P=0.0021). Intact prophages belonging to the Sa3int group were more frequent in CRSwNP than in CRSsNP (P=0.0008) and intact phiNM3 were exclusively found in CRSwNP patients (P=0.007). Our results expand the knowledge of prophages in S. aureus isolated from CRS patients and their possible role in disease development. These findings provide a platform for future investigations into potential tripartite associations between bacteria-prophage-human immune system, S. aureus evolution and CRS disease pathophysiology.


Assuntos
Pólipos Nasais/microbiologia , Prófagos/genética , Rinite/microbiologia , Sinusite/microbiologia , Staphylococcus aureus/virologia , Composição de Bases , Farmacorresistência Bacteriana , Tamanho do Genoma , Genoma Bacteriano , Humanos , Evasão da Resposta Imune , Pólipos Nasais/diagnóstico por imagem , Filogenia , Rinite/diagnóstico por imagem , Índice de Gravidade de Doença , Sinusite/diagnóstico por imagem , Staphylococcus aureus/classificação , Staphylococcus aureus/genética , Tomografia Computadorizada por Raios X , Fatores de Virulência/genética
17.
Int Forum Allergy Rhinol ; 11(12): 1637-1646, 2021 12.
Artigo em Inglês | MEDLINE | ID: mdl-34148298

RESUMO

BACKGROUND: Discrimination of nasal cavity mass lesions is a challenging work requiring extensive experience. A deep learning-based automated diagnostic system may help clinicians to classify nasal cavity mass lesions. We demonstrated the feasibility of a convolutional neural network (CNN)-based diagnosis system for automatic detection and classification of nasal polyps (NP) and inverted papillomas (IP). METHODS: We developed a CNN-based algorithm using a transfer learning strategy and trained it on nasal endoscopic images. A total of 99 nasal endoscopic images with normal findings, 98 images with NP, and 100 images with IP were analyzed using the developed CNN. Six otolaryngologists participated in clinical visual assessment. Image-based classification performance was measured by calculating the accuracy and area under the receiver operating characteristic curve (AUC). The diagnostic performance was compared between the CNN and clinical visual assessment by human experts. RESULTS: The algorithm achieved an overall accuracy of 0.742 ± 0.058 with the following class accuracies: normal, 0.81± 0.14; IP, 0.57 ± 0.07; and NP, 0.83 ± 0.21. The AUC values for normal, IP, and NP were 0.91 ± 0.06, 0.82 ± 0.09, and 0.84 ± 0.06, respectively. The overall accuracy of the CNN model was comparable with the average performance of human experts (0.742 vs. 0.749; p = 0.11). CONCLUSIONS: The trained CNN model appears to reliably classify NP and IP of the nasal cavity from nasal endoscopic images; it also yields a reliable reference for diagnosing nasal cavity mass lesions during nasal endoscopy. However, further studies with more test data are warranted to improve the diagnostic accuracy of our CNN model.


Assuntos
Aprendizado Profundo , Pólipos Nasais , Papiloma Invertido , Algoritmos , Endoscopia , Estudos de Viabilidade , Humanos , Cavidade Nasal/diagnóstico por imagem , Pólipos Nasais/diagnóstico por imagem , Papiloma Invertido/diagnóstico por imagem
19.
BMJ Case Rep ; 14(5)2021 May 26.
Artigo em Inglês | MEDLINE | ID: mdl-34039552

RESUMO

Sinogenic intracranial and orbital complications are infrequent complications of chronic rhinosinusitis with nasal polyposis (CRSwNP), leading to potentially fatal intracranial and orbital sequelae. The mortality and morbidity associated with these complications remain high despite the widespread use of antibiotics. We report a patient with CRSwNP presenting with acute onset extradural empyema and sixth nerve palsy in whom the diagnosis was delayed, necessitating early surgical intervention. Our case shows that delay in management and underdiagnosis of sinusitis with nasal polyposis can lead to devastating complications. A high index of suspicion, early recognition of the clinical findings and radiological evaluation with contrast-enhanced CT of paranasal sinuses, orbit and brain are essential to rule out fatal complications associated with CRSwNP. Timely endoscopic intervention and the use of antibiotics can lead to good outcomes, even in complicated cases.


Assuntos
Doenças do Nervo Abducente , Abscesso Epidural , Pólipos Nasais , Rinite , Sinusite , Doença Crônica , Abscesso Epidural/diagnóstico , Abscesso Epidural/diagnóstico por imagem , Humanos , Pólipos Nasais/diagnóstico , Pólipos Nasais/diagnóstico por imagem , Rinite/complicações , Rinite/diagnóstico , Sinusite/complicações , Sinusite/diagnóstico por imagem
20.
Acta Otolaryngol ; 141(5): 513-518, 2021 May.
Artigo em Inglês | MEDLINE | ID: mdl-33794734

RESUMO

BACKGROUND: Storz Professional Image Enhancement System (SPIES) endoscopy is an optical method to enhance the visualization of microvasculature on the mucosal surface and characterize epithelial changes. OBJECTIVE: In this study, we aimed to detect sinonasal inverted papilloma (SIP) in the microvasculature and/or mucosa using SPIES endoscopy. MATERIALS AND METHODS: A total of 115 subjects, including 80 patients with SIPs or nasal polyps (NPs) and 35 healthy controls were investigated using white light endoscopy (WLE) and SPIES endoscopy. All lesions were diagnosed by histopathological examination. We used Kappa index (κ) to evaluate the agreement of WLE and SPIES endoscopy with the histopathology. The sensitivity, specificity, positive predictive value, and negative predictive value were independently determined. RESULTS: NPs were histologically confirmed in 44 subjects (55%, 44/80), identified by WLE in 41 subjects (51.3%, 41/80), and identified by SPIES endoscopy in 43 subjects (53.8%, 43/80). SIPs were histologically confirmed in 36 cases (45%, 36/80), defined by WLE in 24 cases (30%, 24/80), and identified by SPIES endoscopy in 33 cases (41.3%, 33/80). Among 36 SIP patients, 33 cases (91.67%, 33/36) had a small lobular sign. The diagnosis of SIP by SPIES endoscopy was in excellent agreement with histopathological diagnosis (κ = 0.873), while the diagnosis of SIP by WLE was in moderate agreement (κ = 0.563). CONCLUSIONS AND SIGNIFICANCE: SPIES endoscopy is a rapid and noninvasive live-imaging technique with a unique contrast to examine sinonasal mucosa, submucosa and microvasculature. Our study suggested SPIES endoscopy could detect SIP, and the small lobular sign could be a sensitive predictor of SIP diagnosis.


Assuntos
Endoscopia/métodos , Aumento da Imagem , Neoplasias Nasais/diagnóstico por imagem , Papiloma Invertido/diagnóstico por imagem , Neoplasias dos Seios Paranasais/diagnóstico por imagem , Adolescente , Adulto , Idoso , Estudos de Casos e Controles , Diagnóstico Diferencial , Endoscopia/instrumentação , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Pólipos Nasais/diagnóstico por imagem , Pólipos Nasais/patologia , Neoplasias Nasais/patologia , Papiloma Invertido/patologia , Neoplasias dos Seios Paranasais/patologia , Projetos Piloto , Sensibilidade e Especificidade
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