Pub Date : 2025-07-10eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2025.0041-en
Laura Bosi Gil, Carlos Eduardo Nedel, Juliana Gonçalves Silveira, Ana Paula Vfb Sperb, Mariane Cibelle Barreto da Silva Barros, Bárbara Limberger Nedel
Infantile hemangioma (IH) is a common benign vascular neoplasm with a characteristic pattern of progression: at birth, it is not fully developed; in the first days or weeks of life, it grows; and its growth peaks at around one year of age, after which there is spontaneous regression. Although most IHs are superficial and therefore obvious on physical examination, they can also affect deeper planes or other organs, in which case they are best assessed with imaging examinations. Methods such as ultrasound and magnetic resonance imaging can help differentiate IHs from vascular malformations, other benign tumors, and malignant tumors. The aim of this pictorial essay is to demonstrate the various presentations of IHs through illustrative cases, with an emphasis on imaging findings.
{"title":"Imaging of infantile hemangiomas: a pictorial essay.","authors":"Laura Bosi Gil, Carlos Eduardo Nedel, Juliana Gonçalves Silveira, Ana Paula Vfb Sperb, Mariane Cibelle Barreto da Silva Barros, Bárbara Limberger Nedel","doi":"10.1590/0100-3984.2025.0041-en","DOIUrl":"10.1590/0100-3984.2025.0041-en","url":null,"abstract":"<p><p>Infantile hemangioma (IH) is a common benign vascular neoplasm with a characteristic pattern of progression: at birth, it is not fully developed; in the first days or weeks of life, it grows; and its growth peaks at around one year of age, after which there is spontaneous regression. Although most IHs are superficial and therefore obvious on physical examination, they can also affect deeper planes or other organs, in which case they are best assessed with imaging examinations. Methods such as ultrasound and magnetic resonance imaging can help differentiate IHs from vascular malformations, other benign tumors, and malignant tumors. The aim of this pictorial essay is to demonstrate the various presentations of IHs through illustrative cases, with an emphasis on imaging findings.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20250041"},"PeriodicalIF":0.0,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12251563/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144626996","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-07-07eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0118
Luca Giuliani, Nicholas Landini, Giorgio Maria Masci, Silvia Palladino, Valeria Panebianco, Giammarco Raponi, Alice Di Rocco, Giuseppe Gentile, Carlo Catalano
Objective: To investigate computed tomography (CT) features of pneumonia that does not respond to empirical therapy in patients with hematologic diseases.
Materials and methods: This was a retrospective analysis of all patients with hematologic disease who were diagnosed with pneumonia between 2017 and 2023, did not respond to empirical therapy for the infection, and underwent bronchoalveolar lavage and CT within a week of each other. The distribution and CT pattern of pulmonary abnormalities were assessed, as was the presence of lymphadenopathy, pleural effusion, and pericardial effusion.
Results: Forty-nine patients (30 males; mean age, 61 years) were included. We identified Gram-negative bacteria in 45 patients, Gram-positive bacteria in 13, and fungi in three. Pulmonary abnormalities were bilateral in 73% of the patients in the sample, and there was no difference in prevalence between the upper and lower lung fields in 53%. Common alterations were consolidation, in 73% of the patients, bronchial wall thickening, in 71%, bronchiectasis, in 55%, and nodules, in 53%; extrapulmonary findings were less common, being identified in ≤ 27%. Pulmonary findings were typically bilateral and without a predominance between the upper and lower lung fields (p < 0.05). Common associations were between consolidation and bronchiectasis, between nodules and bronchial wall thickening, and between bronchiectasis and bronchial wall thickening (p < 0.05 for all).
Conclusion: The CT manifestations of pneumonia in patients with hematologic diseases not responding to empirical therapy can resemble those of lobular pneumonia with airway inflammation. For that reason, as well as because multiple pathogens can be present in the same patient, examination of bronchoalveolar lavage fluid can be necessary.
{"title":"Computed tomography findings of pneumonia resistant to empirical therapy in patients with hematologic diseases.","authors":"Luca Giuliani, Nicholas Landini, Giorgio Maria Masci, Silvia Palladino, Valeria Panebianco, Giammarco Raponi, Alice Di Rocco, Giuseppe Gentile, Carlo Catalano","doi":"10.1590/0100-3984.2024.0118","DOIUrl":"10.1590/0100-3984.2024.0118","url":null,"abstract":"<p><strong>Objective: </strong>To investigate computed tomography (CT) features of pneumonia that does not respond to empirical therapy in patients with hematologic diseases.</p><p><strong>Materials and methods: </strong>This was a retrospective analysis of all patients with hematologic disease who were diagnosed with pneumonia between 2017 and 2023, did not respond to empirical therapy for the infection, and underwent bronchoalveolar lavage and CT within a week of each other. The distribution and CT pattern of pulmonary abnormalities were assessed, as was the presence of lymphadenopathy, pleural effusion, and pericardial effusion.</p><p><strong>Results: </strong>Forty-nine patients (30 males; mean age, 61 years) were included. We identified Gram-negative bacteria in 45 patients, Gram-positive bacteria in 13, and fungi in three. Pulmonary abnormalities were bilateral in 73% of the patients in the sample, and there was no difference in prevalence between the upper and lower lung fields in 53%. Common alterations were consolidation, in 73% of the patients, bronchial wall thickening, in 71%, bronchiectasis, in 55%, and nodules, in 53%; extrapulmonary findings were less common, being identified in ≤ 27%. Pulmonary findings were typically bilateral and without a predominance between the upper and lower lung fields (<i>p</i> < 0.05). Common associations were between consolidation and bronchiectasis, between nodules and bronchial wall thickening, and between bronchiectasis and bronchial wall thickening (<i>p</i> < 0.05 for all).</p><p><strong>Conclusion: </strong>The CT manifestations of pneumonia in patients with hematologic diseases not responding to empirical therapy can resemble those of lobular pneumonia with airway inflammation. For that reason, as well as because multiple pathogens can be present in the same patient, examination of bronchoalveolar lavage fluid can be necessary.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240118"},"PeriodicalIF":0.0,"publicationDate":"2025-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12233151/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144584675","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-06-16eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0132-en
Rogério Augusto Pinto-Silva, Marcell de Barros Duarte Pereira, Milton Domingos Panzi Neto, Otton Lourenço de Lima Reis, Raquel Sadala Mendes, Gessilane Martins da Silva, David Campos Wanderley, Stanley de Almeida Araújo
Objective: To present the results of a series of outpatient renal biopsies performed with a tangential approach, as well as to conduct an analysis focusing on patient safety and the frequency with which sufficient material was obtained.
Materials and methods: This retrospective observational study examined the pathology results and evolution of 244 patients referred for ultrasound-guided renal biopsy at a single center. In each biopsy, the needle was advanced in the cortex just below the renal capsule. The pathologist examined the fragments, counting the viable glomeruli obtained; additional punctures were performed if necessary, as long as Doppler ultrasound showed no bleeding. The patients remained at rest at the clinic, being discharged after a follow-up ultrasound evaluation and contacted one week later to investigate late adverse events.
Results: Ten patients were excluded from the analysis, leaving a sample of 234 patients. The material obtained for diagnosis was considered sufficient in 95.73% of the procedures, partially adequate in 3.42%, and not very representative in 0.85%. Two patients (0.85%) had bleeding greater than 50 cm3 and were referred to the hospital emergency department. Both of those patients had a favorable evolution: one required only a period at rest, and the other required a blood transfusion, being discharged 48 h after the procedure.
Conclusion: The tangential approach to renal biopsy, with its high rates of safety and efficacy, representing a reliable diagnostic tool for renal and systemic diseases, should be the method of choice for obtaining adequate pathological specimens.
{"title":"Optimizing renal biopsy: efficacy and safety of the ultrasound-guided tangential approach.","authors":"Rogério Augusto Pinto-Silva, Marcell de Barros Duarte Pereira, Milton Domingos Panzi Neto, Otton Lourenço de Lima Reis, Raquel Sadala Mendes, Gessilane Martins da Silva, David Campos Wanderley, Stanley de Almeida Araújo","doi":"10.1590/0100-3984.2024.0132-en","DOIUrl":"10.1590/0100-3984.2024.0132-en","url":null,"abstract":"<p><strong>Objective: </strong>To present the results of a series of outpatient renal biopsies performed with a tangential approach, as well as to conduct an analysis focusing on patient safety and the frequency with which sufficient material was obtained.</p><p><strong>Materials and methods: </strong>This retrospective observational study examined the pathology results and evolution of 244 patients referred for ultrasound-guided renal biopsy at a single center. In each biopsy, the needle was advanced in the cortex just below the renal capsule. The pathologist examined the fragments, counting the viable glomeruli obtained; additional punctures were performed if necessary, as long as Doppler ultrasound showed no bleeding. The patients remained at rest at the clinic, being discharged after a follow-up ultrasound evaluation and contacted one week later to investigate late adverse events.</p><p><strong>Results: </strong>Ten patients were excluded from the analysis, leaving a sample of 234 patients. The material obtained for diagnosis was considered sufficient in 95.73% of the procedures, partially adequate in 3.42%, and not very representative in 0.85%. Two patients (0.85%) had bleeding greater than 50 cm<sup>3</sup> and were referred to the hospital emergency department. Both of those patients had a favorable evolution: one required only a period at rest, and the other required a blood transfusion, being discharged 48 h after the procedure.</p><p><strong>Conclusion: </strong>The tangential approach to renal biopsy, with its high rates of safety and efficacy, representing a reliable diagnostic tool for renal and systemic diseases, should be the method of choice for obtaining adequate pathological specimens.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240132"},"PeriodicalIF":0.0,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12194060/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144497953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-06-02eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0128-en
Margrit Elis Müller, Lara Carolina Peixoto Quiche, Lucas Daniel Pereira Lopes, Adham do Amaral E Castro, Eduardo Kaiser Ururahy Nunes Fonseca
The sternum and the sternoclavicular joints can exhibit a wide range of anatomical variations and serve as sites for numerous diseases, many of which are diagnosed solely through imaging studies. Recognizing these variations and differentiating them from pathological conditions is essential for radiologists, because accurate identification helps prevent misdiagnoses and treatment delays. This study provides a comprehensive review of the sternal anatomy, addressing anatomical variations, as well as mechanical, inflammatory, and traumatic pathologies, discussing their radiographic characteristics across different imaging modalities. Thus, it provides an overview of the key radiological findings.
{"title":"The sternum in detail: a review of the anatomy and pathologies of the sternum.","authors":"Margrit Elis Müller, Lara Carolina Peixoto Quiche, Lucas Daniel Pereira Lopes, Adham do Amaral E Castro, Eduardo Kaiser Ururahy Nunes Fonseca","doi":"10.1590/0100-3984.2024.0128-en","DOIUrl":"10.1590/0100-3984.2024.0128-en","url":null,"abstract":"<p><p>The sternum and the sternoclavicular joints can exhibit a wide range of anatomical variations and serve as sites for numerous diseases, many of which are diagnosed solely through imaging studies. Recognizing these variations and differentiating them from pathological conditions is essential for radiologists, because accurate identification helps prevent misdiagnoses and treatment delays. This study provides a comprehensive review of the sternal anatomy, addressing anatomical variations, as well as mechanical, inflammatory, and traumatic pathologies, discussing their radiographic characteristics across different imaging modalities. Thus, it provides an overview of the key radiological findings.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240128"},"PeriodicalIF":0.0,"publicationDate":"2025-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12160079/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144286425","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-06-02eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0108
Marielle Malucelli Mallmann, Fernando Linhares Pereira, Maria Cristina Chammas, Márcio Luís Duarte, Ana Maria Andrade, Emilton Lima Júnior, Odery Ramos Júnior
This study aimed to systematically review the highest-quality evidence regarding the cutoff value in kPa for the diagnostic accuracy of ultrasound-based liver elastography in comparison with reference standards, including magnetic resonance imaging (MRI), computed tomography, and liver biopsy. In addition, we assessed the presence of hepatocellular carcinoma (HCC) and its associated implications in clinical and diagnostic contexts. We conducted a search using Medical Subject Headings across PubMed, Embase, Cochrane Library, Web of Science, Scopus, and Lilacs for articles published up to June 6, 2024. Of 1,131 studies identified, 33 were eligible and 8 met the quality criteria, as evaluated with the "RTI Item Bank" and "QUADAS-2" tools, following the PICO strategy. The mean elasticity of the liver parenchyma among patients with confirmed HCC was 18.77 kPa (95% CI: 16.28-21.27), making ultrasound liver elastography useful as a predictor of the diagnosis by gold-standard methods such as MRI. Ultrasound elastography is a low-cost, accessible, and noninvasive diagnostic tool capable of estimating liver elasticity in patients with HCC. However, due to the heterogeneity of the articles included in this review, further prospective studies are needed in order to confirm and standardize a cutoff stiffness value for early HCC screening, which could improve patient outcomes, particularly in resource-limited settings.
本研究旨在与参考标准(包括磁共振成像(MRI)、计算机断层扫描和肝活检)进行比较,系统地回顾有关kPa截断值对超声肝弹性成像诊断准确性的最高质量证据。此外,我们评估了肝细胞癌(HCC)的存在及其在临床和诊断方面的相关意义。我们使用PubMed、Embase、Cochrane图书馆、Web of Science、Scopus和Lilacs上的医学主题词进行了检索,检索截止到2024年6月6日发表的文章。在确定的1131项研究中,33项符合条件,8项符合质量标准,根据PICO策略,使用“RTI Item Bank”和“QUADAS-2”工具进行评估。确诊HCC患者肝实质的平均弹性为18.77 kPa (95% CI: 16.28-21.27),这使得超声肝弹性成像可作为金标准方法(如MRI)诊断的预测指标。超声弹性成像是一种低成本、易获得、无创的诊断工具,能够评估HCC患者的肝脏弹性。然而,由于本综述中纳入的文章的异质性,需要进一步的前瞻性研究来确认和标准化早期HCC筛查的临界值,这可以改善患者的预后,特别是在资源有限的情况下。
{"title":"Liver stiffness assessed by elastography for the evaluation of hepatocellular carcinoma risk in patients with fibrosis: a systematic review and meta-analysis.","authors":"Marielle Malucelli Mallmann, Fernando Linhares Pereira, Maria Cristina Chammas, Márcio Luís Duarte, Ana Maria Andrade, Emilton Lima Júnior, Odery Ramos Júnior","doi":"10.1590/0100-3984.2024.0108","DOIUrl":"10.1590/0100-3984.2024.0108","url":null,"abstract":"<p><p>This study aimed to systematically review the highest-quality evidence regarding the cutoff value in kPa for the diagnostic accuracy of ultrasound-based liver elastography in comparison with reference standards, including magnetic resonance imaging (MRI), computed tomography, and liver biopsy. In addition, we assessed the presence of hepatocellular carcinoma (HCC) and its associated implications in clinical and diagnostic contexts. We conducted a search using Medical Subject Headings across PubMed, Embase, Cochrane Library, Web of Science, Scopus, and Lilacs for articles published up to June 6, 2024. Of 1,131 studies identified, 33 were eligible and 8 met the quality criteria, as evaluated with the \"RTI Item Bank\" and \"QUADAS-2\" tools, following the PICO strategy. The mean elasticity of the liver parenchyma among patients with confirmed HCC was 18.77 kPa (95% CI: 16.28-21.27), making ultrasound liver elastography useful as a predictor of the diagnosis by gold-standard methods such as MRI. Ultrasound elastography is a low-cost, accessible, and noninvasive diagnostic tool capable of estimating liver elasticity in patients with HCC. However, due to the heterogeneity of the articles included in this review, further prospective studies are needed in order to confirm and standardize a cutoff stiffness value for early HCC screening, which could improve patient outcomes, particularly in resource-limited settings.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240108"},"PeriodicalIF":0.0,"publicationDate":"2025-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12157276/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144275838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-05-21eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0096-en
Luís Ronan Marquez Ferreira de Souza, Cinthia Callegari Barbisan, Cecília Vidal de Souza Torres, Isadora Balderama Canedo
Müllerian anomalies represent a spectrum of congenital malformations of the female reproductive tract. Over the decades, various classifications have been developed to categorize these anomalies. Based on a classification proposed by Kaufmann and Jarcho in 1946, the classification devised by the American Fertility Society in 1988 was considered simple and practical; although it faced criticism for its subjectivity and limitations in classifying complex anomalies, it was widely adopted. In 2013, the European Society of Human Reproduction and Embryology and the European Society for Gynaecological Endoscopy introduced a more detailed classification, which, albeit more complex and with a risk of overdiagnosis, also included cervical and vaginal anomalies. In 2021, the American Society for Reproductive Medicine updated the classification with the aim of simplifying and improving diagnostic accuracy, expanding the categories, and defining more objective criteria. This new classification seeks to facilitate communication among professionals and enhance clinical management, emphasizing the importance of continuous updates to improve reproductive outcomes and the quality of life for patients affected by these anomalies. This article aims to discuss the strengths and limitations of each of these classifications, offering a critical analysis of their impact on the diagnosis and treatment of müllerian anomalies. It also seeks to highlight aspects that may be refined in future revisions to achieve greater diagnostic precision and clinical applicability.
{"title":"Critical comparison of American and European classifications of müllerian anomalies: pros and cons.","authors":"Luís Ronan Marquez Ferreira de Souza, Cinthia Callegari Barbisan, Cecília Vidal de Souza Torres, Isadora Balderama Canedo","doi":"10.1590/0100-3984.2024.0096-en","DOIUrl":"10.1590/0100-3984.2024.0096-en","url":null,"abstract":"<p><p>Müllerian anomalies represent a spectrum of congenital malformations of the female reproductive tract. Over the decades, various classifications have been developed to categorize these anomalies. Based on a classification proposed by Kaufmann and Jarcho in 1946, the classification devised by the American Fertility Society in 1988 was considered simple and practical; although it faced criticism for its subjectivity and limitations in classifying complex anomalies, it was widely adopted. In 2013, the European Society of Human Reproduction and Embryology and the European Society for Gynaecological Endoscopy introduced a more detailed classification, which, albeit more complex and with a risk of overdiagnosis, also included cervical and vaginal anomalies. In 2021, the American Society for Reproductive Medicine updated the classification with the aim of simplifying and improving diagnostic accuracy, expanding the categories, and defining more objective criteria. This new classification seeks to facilitate communication among professionals and enhance clinical management, emphasizing the importance of continuous updates to improve reproductive outcomes and the quality of life for patients affected by these anomalies. This article aims to discuss the strengths and limitations of each of these classifications, offering a critical analysis of their impact on the diagnosis and treatment of müllerian anomalies. It also seeks to highlight aspects that may be refined in future revisions to achieve greater diagnostic precision and clinical applicability.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240096"},"PeriodicalIF":0.0,"publicationDate":"2025-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12139404/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144234956","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-05-20eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0093
Marcos Antonio Dias Lima, Carlos Frederico Motta Vasconcelos, Roberto Macoto Ichinose, Antonio Mauricio Ferreira Leite Miranda de Sá
Objective: To develop a deep learning system to classify non-small cell lung cancer (NSCLC) by histologic subtype-adenocarcinoma or squamous cell carcinoma (SCC)-from computed tomography (CT) images in which the tumor regions were segmented, comparing our results with those of similar studies conducted in other countries and evaluating the accuracy of automated classification by using data from the Instituto Nacional de Câncer, Brazil.
Materials and methods: To develop the classification system, we employed a 2D U-Net neural network for semantic segmentation, with data augmentation and preprocessing steps. It was pretrained on 28,506 CT images from The Cancer Image Archive, a private database, and validated on 2,015 of those images. To develop the classification algorithm, we used a VGG16-based network, modified for better performance, with 3,080 images of adenocarcinoma and SCC from the Instituto Nacional de Câncer database.
Results: The algorithm achieved an accuracy of 84.5% for detecting adenocarcinoma and 89.6% for detecting SCC, with sensitivities of 91.7% and 90.4%, respectively, which are considered satisfactory when compared with the values obtained in similar studies.
Conclusion: The system developed appears to provide accurate automated detection, as well as tumor segmentation and classification of NSCLC subtypes of a local population using deep learning networks trained using public image data sets. This method could assist oncological radiologists by improving the efficiency of preliminary diagnoses.
目的:开发一个深度学习系统,根据肿瘤区域被分割的计算机断层扫描(CT)图像的组织学亚型(腺癌或鳞状细胞癌(SCC))对非小细胞肺癌(NSCLC)进行分类,将我们的结果与其他国家进行的类似研究结果进行比较,并使用巴西国立癌症研究所(Instituto Nacional de ncer)的数据评估自动分类的准确性。材料和方法:为了开发分类系统,我们采用二维U-Net神经网络进行语义分割,并进行数据增强和预处理步骤。它在来自癌症图像档案(一个私人数据库)的28506张CT图像上进行了预训练,并在其中的2015张图像上进行了验证。为了开发分类算法,我们使用了一个基于vgg16的网络,并对其进行了改进以获得更好的性能,该网络使用了来自Instituto national de cnc数据库的3080张腺癌和SCC图像。结果:该算法对腺癌的检测准确率为84.5%,对SCC的检测准确率为89.6%,灵敏度分别为91.7%和90.4%,与同类研究的结果相比,这是令人满意的。结论:开发的系统似乎可以提供准确的自动检测,以及使用使用公共图像数据集训练的深度学习网络对当地人群的NSCLC亚型进行肿瘤分割和分类。该方法可以帮助肿瘤放射科医师提高初步诊断的效率。
{"title":"Classification of non-small cell lung cancer by histologic subtype using deep learning in public and private data sets of computed tomography images.","authors":"Marcos Antonio Dias Lima, Carlos Frederico Motta Vasconcelos, Roberto Macoto Ichinose, Antonio Mauricio Ferreira Leite Miranda de Sá","doi":"10.1590/0100-3984.2024.0093","DOIUrl":"10.1590/0100-3984.2024.0093","url":null,"abstract":"<p><strong>Objective: </strong>To develop a deep learning system to classify non-small cell lung cancer (NSCLC) by histologic subtype-adenocarcinoma or squamous cell carcinoma (SCC)-from computed tomography (CT) images in which the tumor regions were segmented, comparing our results with those of similar studies conducted in other countries and evaluating the accuracy of automated classification by using data from the Instituto Nacional de Câncer, Brazil.</p><p><strong>Materials and methods: </strong>To develop the classification system, we employed a 2D U-Net neural network for semantic segmentation, with data augmentation and preprocessing steps. It was pretrained on 28,506 CT images from The Cancer Image Archive, a private database, and validated on 2,015 of those images. To develop the classification algorithm, we used a VGG16-based network, modified for better performance, with 3,080 images of adenocarcinoma and SCC from the Instituto Nacional de Câncer database.</p><p><strong>Results: </strong>The algorithm achieved an accuracy of 84.5% for detecting adenocarcinoma and 89.6% for detecting SCC, with sensitivities of 91.7% and 90.4%, respectively, which are considered satisfactory when compared with the values obtained in similar studies.</p><p><strong>Conclusion: </strong>The system developed appears to provide accurate automated detection, as well as tumor segmentation and classification of NSCLC subtypes of a local population using deep learning networks trained using public image data sets. This method could assist oncological radiologists by improving the efficiency of preliminary diagnoses.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240093"},"PeriodicalIF":0.0,"publicationDate":"2025-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12142743/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144249290","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-05-08eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0065-en
Thiago Bernardo Carvalho de Almeida, João Otávio de Souza Carvalho, Lucas Tonhá de Castro, Eduardo Misao Nishimura, Lucas Bernardo Carvalho de Almeida, Luciano Pascarelli
Objective: To evaluate the false-negative rate in the diagnosis of superior labrum anterior to posterior (SLAP) lesions on unenhanced 1.5-T magnetic resonance imaging (MRI).
Materials and methods: This was a retrospective analysis of the medical records of 24 patients who regularly engaged in physical activity and underwent surgery for reconstruction of the rotator cuff or for glenohumeral instability, comparing the result of the MRI examination with the intraoperative findings.
Results: Eighteen patients (75%) were male and six (25%) were female. False-negative results for SLAP lesions were observed in 83% of the MRI examinations.
Conclusion: For SLAP-type lesions, MRI has low diagnostic sensitivity. Arthroscopy appears to be the most efficient tool for the diagnosis of such lesions.
{"title":"Analysis of the incidence of false-negative results for SLAP lesions on magnetic resonance imaging.","authors":"Thiago Bernardo Carvalho de Almeida, João Otávio de Souza Carvalho, Lucas Tonhá de Castro, Eduardo Misao Nishimura, Lucas Bernardo Carvalho de Almeida, Luciano Pascarelli","doi":"10.1590/0100-3984.2024.0065-en","DOIUrl":"10.1590/0100-3984.2024.0065-en","url":null,"abstract":"<p><strong>Objective: </strong>To evaluate the false-negative rate in the diagnosis of superior labrum anterior to posterior (SLAP) lesions on unenhanced 1.5-T magnetic resonance imaging (MRI).</p><p><strong>Materials and methods: </strong>This was a retrospective analysis of the medical records of 24 patients who regularly engaged in physical activity and underwent surgery for reconstruction of the rotator cuff or for glenohumeral instability, comparing the result of the MRI examination with the intraoperative findings.</p><p><strong>Results: </strong>Eighteen patients (75%) were male and six (25%) were female. False-negative results for SLAP lesions were observed in 83% of the MRI examinations.</p><p><strong>Conclusion: </strong>For SLAP-type lesions, MRI has low diagnostic sensitivity. Arthroscopy appears to be the most efficient tool for the diagnosis of such lesions.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240065"},"PeriodicalIF":0.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12091166/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144111685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-05-01eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0104
Eduardo Thadeu de Oliveira Correia, Jad Badreddine, Rasim Boyacioglu, Madison E Kretzler, Mark A Griswold, David Sheyn, Chris A Flask, Yong Chen, Adonis Hijaz, Leonardo Kayat Bittencourt
Objective: To investigate the feasibility of performing magnetic resonance fingerprinting (MRF) of the bladder and quantify the T1 and T2 relaxation times of the bladder wall in healthy female volunteers, before and after voiding.
Materials and methods: Volunteers without lower urinary tract symptoms underwent pelvic MRF. Five axial MRF slices of the bladder were obtained before and after voiding. Regions of interest were annotated on MRF T1 maps: one on the anterior bladder wall, and one on a lateral wall. Annotations made on T1 maps were subsequently copied to coregistered T2 maps. Student's t-tests for paired samples were employed to compare the T1 and T2 values obtained before voiding with those obtained after voiding.
Results: Eight volunteers were included. The mean preand post-void T1 relaxation times were 1,575 ± 93 ms and 1,476 ± 138 ms, respectively. The mean preand post-void T2 relaxation times were 55 ± 21 ms and 53 ± 8 ms, respectively. The mean T1 relaxation times were 6% lower after voiding than before (p = 0.035).
Conclusion: The use of MRF to quantify T1 and T2 relaxation times in the bladder appears to be feasible. Our results can serve as a reference for studies investigating T1 and T2 relaxation times in patients with malignant or nonmalignant bladder disorders.
{"title":"Quantitative assessment of bladder tissue properties using magnetic resonance fingerprinting: a pilot feasibility study in healthy volunteers.","authors":"Eduardo Thadeu de Oliveira Correia, Jad Badreddine, Rasim Boyacioglu, Madison E Kretzler, Mark A Griswold, David Sheyn, Chris A Flask, Yong Chen, Adonis Hijaz, Leonardo Kayat Bittencourt","doi":"10.1590/0100-3984.2024.0104","DOIUrl":"10.1590/0100-3984.2024.0104","url":null,"abstract":"<p><strong>Objective: </strong>To investigate the feasibility of performing magnetic resonance fingerprinting (MRF) of the bladder and quantify the T1 and T2 relaxation times of the bladder wall in healthy female volunteers, before and after voiding.</p><p><strong>Materials and methods: </strong>Volunteers without lower urinary tract symptoms underwent pelvic MRF. Five axial MRF slices of the bladder were obtained before and after voiding. Regions of interest were annotated on MRF T1 maps: one on the anterior bladder wall, and one on a lateral wall. Annotations made on T1 maps were subsequently copied to coregistered T2 maps. Student's t-tests for paired samples were employed to compare the T1 and T2 values obtained before voiding with those obtained after voiding.</p><p><strong>Results: </strong>Eight volunteers were included. The mean preand post-void T1 relaxation times were 1,575 ± 93 ms and 1,476 ± 138 ms, respectively. The mean preand post-void T2 relaxation times were 55 ± 21 ms and 53 ± 8 ms, respectively. The mean T1 relaxation times were 6% lower after voiding than before (<i>p</i> = 0.035).</p><p><strong>Conclusion: </strong>The use of MRF to quantify T1 and T2 relaxation times in the bladder appears to be feasible. Our results can serve as a reference for studies investigating T1 and T2 relaxation times in patients with malignant or nonmalignant bladder disorders.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240104"},"PeriodicalIF":0.0,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12087349/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144102520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-05-01eCollection Date: 2025-01-01DOI: 10.1590/0100-3984.2024.0107
Anna Luisa Silva Campos, Kezia de Souza Pinheiro, Matheus Leite Rassele, Marcos Rosa-Júnior
This study involved a retrospective analysis of nine cases of neurocryptococcosis (eight from our institution and one from another institution) seen between May 2014 and May 2022, together with a systematic review of the literature indexed in the PubMed, Embase, and Lilacs databases. Clinical and radiological features of those cases were further refined via an additional comprehensive literature review. The following search string was employed: cryptococcosis AND central nervous system AND (magnetic resonance imaging OR X-ray computed tomography). The search was limited to articles published between July 1978 and May 2022. Two authors, working independently, searched for and selected studies that met the inclusion criteria, and another author reviewed conflicts in a blinded manner. We used Rayyan.ai software to organize the studies, and the review was structured in accordance with the 2020 Preferred Reporting Items for Systematic reviews and Meta-Analyses guidelines. Understanding the prevalence of different patterns of neurocryptococcosis is crucial for improving diagnosis and supporting decision-making in clinical practice. Our review of the literature demonstrated that imaging examinations are a valuable resource for early diagnosis, as well as for assessment of the initial extent and pattern of the disease.
{"title":"The spectrum of radiological findings in neurocryptococcosis: case series and systematic review.","authors":"Anna Luisa Silva Campos, Kezia de Souza Pinheiro, Matheus Leite Rassele, Marcos Rosa-Júnior","doi":"10.1590/0100-3984.2024.0107","DOIUrl":"10.1590/0100-3984.2024.0107","url":null,"abstract":"<p><p>This study involved a retrospective analysis of nine cases of neurocryptococcosis (eight from our institution and one from another institution) seen between May 2014 and May 2022, together with a systematic review of the literature indexed in the PubMed, Embase, and Lilacs databases. Clinical and radiological features of those cases were further refined via an additional comprehensive literature review. The following search string was employed: cryptococcosis AND central nervous system AND (magnetic resonance imaging OR X-ray computed tomography). The search was limited to articles published between July 1978 and May 2022. Two authors, working independently, searched for and selected studies that met the inclusion criteria, and another author reviewed conflicts in a blinded manner. We used Rayyan.ai software to organize the studies, and the review was structured in accordance with the 2020 Preferred Reporting Items for Systematic reviews and Meta-Analyses guidelines. Understanding the prevalence of different patterns of neurocryptococcosis is crucial for improving diagnosis and supporting decision-making in clinical practice. Our review of the literature demonstrated that imaging examinations are a valuable resource for early diagnosis, as well as for assessment of the initial extent and pattern of the disease.</p>","PeriodicalId":20842,"journal":{"name":"Radiologia Brasileira","volume":"58 ","pages":"e20240107"},"PeriodicalIF":0.0,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12087350/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144102524","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}