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1.
J Thorac Imaging ; 37(2): 67-79, 2022 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-35191861

RESUMO

Lymphoma is the most common hematologic malignancy comprising a diverse group of neoplasms arising from multiple blood cell lineages. Any structure of the thorax may be involved at any stage of disease. Imaging has a central role in the initial staging, response assessment, and surveillance of lymphoma, and updated standardized assessment criteria are available to assist with imaging interpretation and reporting. Radiologists should be aware of the modern approaches to lymphoma treatment, the role of imaging in posttherapeutic surveillance, and manifestations of therapy-related complications.


Assuntos
Linfoma , Diagnóstico por Imagem , Progressão da Doença , Humanos , Linfoma/diagnóstico por imagem , Linfoma/patologia , Linfoma/terapia , Estadiamento de Neoplasias , Tórax
3.
PLoS One ; 13(10): e0204155, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-30286097

RESUMO

BACKGROUND: Deep learning (DL) based solutions have been proposed for interpretation of several imaging modalities including radiography, CT, and MR. For chest radiographs, DL algorithms have found success in the evaluation of abnormalities such as lung nodules, pulmonary tuberculosis, cystic fibrosis, pneumoconiosis, and location of peripherally inserted central catheters. Chest radiography represents the most commonly performed radiological test for a multitude of non-emergent and emergent clinical indications. This study aims to assess accuracy of deep learning (DL) algorithm for detection of abnormalities on routine frontal chest radiographs (CXR), and assessment of stability or change in findings over serial radiographs. METHODS AND FINDINGS: We processed 874 de-identified frontal CXR from 724 adult patients (> 18 years) with DL (Qure AI). Scores and prediction statistics from DL were generated and recorded for the presence of pulmonary opacities, pleural effusions, hilar prominence, and enlarged cardiac silhouette. To establish a standard of reference (SOR), two thoracic radiologists assessed all CXR for these abnormalities. Four other radiologists (test radiologists), unaware of SOR and DL findings, independently assessed the presence of radiographic abnormalities. A total 724 radiographs were assessed for detection of findings. A subset of 150 radiographs with follow up examinations was used to asses change over time. Data were analyzed with receiver operating characteristics analyses and post-hoc power analysis. RESULTS: About 42% (305/ 724) CXR had no findings according to SOR; single and multiple abnormalities were seen in 23% (168/724) and 35% (251/724) of CXR. There was no statistical difference between DL and SOR for all abnormalities (p = 0.2-0.8). The area under the curve (AUC) for DL and test radiologists ranged between 0.837-0.929 and 0.693-0.923, respectively. DL had lowest AUC (0.758) for assessing changes in pulmonary opacities over follow up CXR. Presence of chest wall implanted devices negatively affected the accuracy of DL algorithm for evaluation of pulmonary and hilar abnormalities. CONCLUSIONS: DL algorithm can aid in interpretation of CXR findings and their stability over follow up CXR. However, in its present version, it is unlikely to replace radiologists due to its limited specificity for categorizing specific findings.


Assuntos
Pulmão/diagnóstico por imagem , Intensificação de Imagem Radiográfica/normas , Radiografia Torácica/normas , Adulto , Idoso , Algoritmos , Área Sob a Curva , Aprendizado Profundo , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Variações Dependentes do Observador , Curva ROC , Intensificação de Imagem Radiográfica/métodos , Radiografia Torácica/métodos , Padrões de Referência , Estudos Retrospectivos
6.
Radiographics ; 35(7): 1893-908, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26495797

RESUMO

On the basis of the National Lung Screening Trial data released in 2011, the U.S. Preventive Services Task Force made lung cancer screening (LCS) with low-dose computed tomography (CT) a public health recommendation in 2013. The Centers for Medicare and Medicaid Services (CMS) currently reimburse LCS for asymptomatic individuals aged 55-77 years who have a tobacco smoking history of at least 30 pack-years and who are either currently smoking or had quit less than 15 years earlier. Commercial insurers reimburse the cost of LCS for individuals aged 55-80 years with the same smoking history. Effective care for the millions of Americans who qualify for LCS requires an organized step-wise approach. The 10-pillar model reflects the elements required to support a successful LCS program: eligibility, education, examination ordering, image acquisition, image review, communication, referral network, quality improvement, reimbursement, and research frontiers. Examination ordering can be coupled with decision support to ensure that only eligible individuals undergo LCS. Communication of results revolves around the Lung Imaging Reporting and Data System (Lung-RADS) from the American College of Radiology. Lung-RADS is a structured decision-oriented reporting system designed to minimize the rate of false-positive screening examination results. With nodule size and morphology as discriminators, Lung-RADS links nodule management pathways to the variety of nodules present on LCS CT studies. Tracking of patient outcomes is facilitated by a CMS-approved national registry maintained by the American College of Radiology. Online supplemental material is available for this article.


Assuntos
Detecção Precoce de Câncer/métodos , Neoplasias Pulmonares/diagnóstico por imagem , Idoso , Idoso de 80 Anos ou mais , Tomada de Decisões , Sistemas de Apoio a Decisões Clínicas , Detecção Precoce de Câncer/economia , Feminino , Previsões , Pessoal de Saúde/educação , Humanos , Reembolso de Seguro de Saúde , Neoplasias Pulmonares/diagnóstico , Neoplasias Pulmonares/epidemiologia , Masculino , Registros Médicos , Pessoa de Meia-Idade , Educação de Pacientes como Assunto , Guias de Prática Clínica como Assunto , Prescrições , Avaliação de Programas e Projetos de Saúde , Melhoria de Qualidade , Radiologia/organização & administração , Encaminhamento e Consulta , Sistema de Registros , Pesquisa , Fumar/efeitos adversos , Fumar/epidemiologia , Sociedades Médicas , Tomografia Computadorizada por Raios X/métodos , Estados Unidos
7.
AJR Am J Roentgenol ; 205(4): 774-9, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26397325

RESUMO

OBJECTIVE: The purpose of this study was to evaluate the diagnostic yield and accuracy of CT-guided percutaneous biopsy of anterior mediastinal masses and assess prebiopsy characteristics that may help to select patients with the highest diagnostic yield. MATERIALS AND METHODS: Retrospective review of all CT-guided percutaneous biopsies of the anterior mediastinum conducted at our institution from January 2003 through December 2012 was performed to collect data regarding patient demographics, imaging characteristics of biopsied masses, presence of complications, and subsequent surgical intervention or medical treatment (or both). Cytology, core biopsy pathology, and surgical pathology results were recorded. A per-patient analysis was performed using two-tailed t test, Fisher's exact test, and Pearson chi-square test. RESULTS: The study cohort included 52 patients (32 men, 20 women; mean age, 49 years) with mean diameter of mediastinal mass of 6.9 cm. Diagnostic yield of CT-guided percutaneous biopsy was 77% (40/52), highest for thymic neoplasms (100% [11/11]). Non-diagnostic results were seen in 12 of 52 patients (23%), primarily in patients with lymphoma (75% [9/12]). Fine-needle aspiration yielded the correct diagnosis in 31 of 52 patients (60%), and core biopsy had a diagnostic rate of 77% (36/47). None of the core biopsies were discordant with surgical pathology. There was no statistically significant difference between the diagnostic and the nondiagnostic groups in patient age, lesion size, and presence of necrosis. The complication rate was 3.8% (2/52), all small self-resolving pneumothoraces. CONCLUSION: CT-guided percutaneous biopsy is a safe diagnostic procedure with high diagnostic yield (77%) for anterior mediastinal lesions, highest for thymic neoplasms (100%), and can potentially obviate more invasive procedures.


Assuntos
Biópsia Guiada por Imagem , Neoplasias Pulmonares/diagnóstico , Neoplasias do Mediastino/diagnóstico , Neoplasias do Timo/diagnóstico , Tomografia Computadorizada por Raios X , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Linfoma/diagnóstico , Masculino , Pessoa de Meia-Idade , Neoplasias Embrionárias de Células Germinativas/diagnóstico , Valor Preditivo dos Testes , Estudos Retrospectivos , Adulto Jovem
11.
AJR Am J Roentgenol ; 196(4): 929-34, 2011 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-21427347

RESUMO

OBJECTIVE: The purpose of this study was to assess the risks and complications of CT-guided needle biopsy of lung nodules in patients with a single lung after pneumonectomy. MATERIALS AND METHODS: A database search for the records of patients who had undergone lung biopsy over a 9-year period revealed that 1771 patients had done so. Fourteen (0.7%) of these patients (11 men, three women; mean age, 63 years; range, 42.4-79.6 years) had undergone pneumonectomy and been referred for biopsy of the contralateral lung. The images and medical records of these patients were reviewed in detail. RESULTS: Lung biopsy was technically successful in 86% (12/14) of cases. All procedures were fine-needle aspiration, and a core biopsy specimen also was obtained in one case. Fifty percent (6/12) of the procedures were performed with local anesthesia alone and 50% with a combination of local anesthesia and conscious sedation. The pneumothorax rate was 25% (3/12). All pneumothoraces were small and asymptomatic, and none required a chest drain. There were no cases of hemoptysis. No other immediate or delayed complications were encountered. Malignancy was found in 83% (10/12) of cases. In one of the other two cases (8%) the result was false-negative, and in the other, the nodules resolved without chemotherapy and were presumed to be inflammatory. CONCLUSION: Percutaneous lung biopsy performed on the single lung in patients who have undergone pneumonectomy is feasible and successful. Lung biopsy in these circumstances should be performed by an experienced radiologist with thoracic surgical backup.


Assuntos
Biópsia/métodos , Neoplasias Pulmonares/patologia , Neoplasias Pulmonares/cirurgia , Pneumonectomia , Tomografia Computadorizada por Raios X , Adulto , Idoso , Biópsia/efeitos adversos , Feminino , Humanos , Neoplasias Pulmonares/diagnóstico por imagem , Masculino , Pessoa de Meia-Idade , Pneumonectomia/efeitos adversos , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Resultado do Tratamento
16.
Eur J Nucl Med Mol Imaging ; 33(6): 692-6, 2006 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-16514531

RESUMO

PURPOSE: The purpose of this study was to determine the accuracy of detection of small pulmonary nodules on quiet breathing attenuation correction CT (CTAC) and FDG-PET when performing integrated PET/CT, as compared with a diagnostic inspiratory CT scan acquired in the same imaging session. METHODS: PET/CT scans of 107 patients with a history of carcinoma (54 male and 53 female, mean age 57.3 years) were analyzed. All patients received an integrated PET/CT scan including a CTAC acquired during quiet respiration and a contrast-enhanced CT acquired during inspiration in the same session. Breathing CTAC scans were reviewed by two thoracic radiologists for the presence of pulmonary nodules. FDG-PET scans were reviewed to determine accuracy of nodule detection. Diagnostic CT was used as the gold standard to confirm or refute the presence of nodules. RESULTS: On the CTAC scans 200 nodules were detected, of which 183 were true positive (TP) and 17, false positive. There were 109 false negatives (FN). Overall, 51 (48%) patients had a false interpretation, including 19 in whom CT was interpreted as normal for lung nodules. The average size of the nodules missed was 3.8+/-2 mm (range 2-12 mm). None of the nodules missed on the CTAC scans were detected by PET. In the right lung there were 20 TP, 42 true negative (TN), 11 FP, and 34 FN interpretations with a sensitivity in nodule detection of 37% (CI 24-51%) and a specificity of 79% (CI 66-89%). In the left lungs there were 16 TP, 65 TN, 3 FP, and 23 FN interpretations, with a sensitivity of 41% (CI 26-58%) and a specificity of 96% (CI 88-99%). CONCLUSION: The detection of small pulmonary nodules by breathing CTAC and FDG-PET is relatively poor. Therefore an additional diagnostic thoracic CT scan obtained during suspended inspiration is recommended for thorough evaluation of those patients in whom detection of pulmonary metastases is necessary for management.


Assuntos
Fluordesoxiglucose F18 , Neoplasias Pulmonares/diagnóstico , Tomografia por Emissão de Pósitrons/métodos , Nódulo Pulmonar Solitário/diagnóstico , Tomografia Computadorizada por Raios X/métodos , Adolescente , Adulto , Criança , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Compostos Radiofarmacêuticos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Técnica de Subtração , Integração de Sistemas
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