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1.
Kyobu Geka ; 76(7): 528-532, 2023 Jul.
Artigo em Japonês | MEDLINE | ID: mdl-37475096

RESUMO

Surgery for mediastinal and chest wall tumors requires various approaches, including open and thoracoscopic, depending on the size and localization of the tumor. While robotic surgery for anterior mediastinal tumors has become a standardized approach, the approaches for tumors of the superior, middle, and posterior mediastinum, in particular, have not been generalized. Our institution introduced robotic surgery in 2017 and has performed 785 robot-assisted surgeries until November 2022. In this report, we describe our clinical experience with robotic surgery for mediastinal tumors, which required an atypical approach, as well as a case of hybrid robot-assisted extended surgery combined with an open chest procedure for lung cancer with chest wall invasion.


Assuntos
Neoplasias do Mediastino , Procedimentos Cirúrgicos Robóticos , Robótica , Neoplasias Torácicas , Cirurgia Torácica , Parede Torácica , Humanos , Mediastino/cirurgia , Neoplasias do Mediastino/diagnóstico por imagem , Neoplasias do Mediastino/cirurgia , Neoplasias do Mediastino/patologia , Parede Torácica/diagnóstico por imagem , Parede Torácica/cirurgia , Parede Torácica/patologia , Neoplasias Torácicas/diagnóstico por imagem , Neoplasias Torácicas/cirurgia , Cirurgia Torácica Vídeoassistida
2.
J Cardiothorac Surg ; 18(1): 87, 2023 Mar 20.
Artigo em Inglês | MEDLINE | ID: mdl-36941619

RESUMO

PURPOSE: Noninvasive coronary CT angiography (CCTA) was used to retrospectively analyze the characteristics of coronary artery disease (CAD) in patients with thoracic tumors and the impact of the results on clinical surgery decision-making, thus increasing the understanding of perioperative cardiac risk evaluation. METHOD: A total of 779 patients (age 68.6 ± 6.6 years) with thoracic tumor (lung, esophageal, and mediastinal tumor) scheduled for non-cardiac surgery were retrospectively enrolled. Patients were divided into two groups: accepted or canceled surgery. Clinical data and CCTA results were compared between the two groups, and multivariate logistic regression analysis was performed to determine predictors of the events of cancellations of scheduled surgeries. RESULTS: 634 patients (81.4%) had non-significant CAD and 145 patients (18.6%) had significant CAD. Single­, 2­, and 3­ vessel disease was found in 173 (22.2%), 93 (11.9%) and 50 (6.4%) patients, respectively. 500 (64.2%), 96 (12.3%), 96 (12.3%), 56 (7.2%) and 31 (4.0%) patients were rated as CACS 0, 1-99, 100-399, 400-999 and > 1000, respectively. Cancellations of scheduled procedures continue to increase based on the severity of the stenosis and the number of major coronary artery stenosis. The degree of stenosis and the number of vascular stenosis were independent predictors of cancelling scheduled surgery. CONCLUSIONS: For patients with thoracic tumors scheduled for non-cardiac surgery, the results suggested by CCTA significantly influenced surgery planning and facilitated to reduce perioperative cardiovascular events.


Assuntos
Doença da Artéria Coronariana , Estenose Coronária , Neoplasias Torácicas , Humanos , Pessoa de Meia-Idade , Idoso , Angiografia por Tomografia Computadorizada , Estudos Retrospectivos , Constrição Patológica , Angiografia Coronária/métodos , Doença da Artéria Coronariana/diagnóstico por imagem , Doença da Artéria Coronariana/cirurgia , Valor Preditivo dos Testes , Neoplasias Torácicas/diagnóstico por imagem , Neoplasias Torácicas/cirurgia
3.
Radiother Oncol ; 182: 109575, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-36822356

RESUMO

PURPOSE: Despite the anticipated clinical benefits of intensity-modulated proton therapy (IMPT), plan robustness may be compromised due to its sensitivity to patient treatment uncertainties, especially for tumours with large motion. In this study, we investigated treatment course-wise plan robustness for intra-thoracic tumours with large motion comparing a 4D pre-clinical evaluation method (4DREM) to our clinical 3D/4D dose reconstruction and accumulation methods. MATERIALS AND METHODS: Twenty patients with large target motion (>10 mm) were treated with five times layered rescanned IMPT. The 3D-robust optimised plans were generated on the averaged planning 4DCT. Using multiple 4DCTs, treatment plan robustness was assessed on a weekly and treatment course-wise basis through the 3D robustness evaluation method (3DREM, based on averaged 4DCTs), the 4D robustness evaluation method (4DREM, including the time structure of treatment delivery and 4DCT phases) and 4D dose reconstruction and accumulation (4DREAL, based on fraction-wise information). RESULTS: Baseline target motion for all patients ranged from 11-17 mm. For the offline adapted course-wise dose assessment, adequate target dose coverage was found for all patients. The target volume receiving 95% of the prescription dose was consistent between methods with 16/20 patients showing differences < 1%. 4DREAL showed the highest target coverage (99.8 ± 0.6%, p < 0.001), while no differences were observed between 3DREM and 4DREM (99.3 ± 1.3% and 99.4 ± 1.1%, respectively). CONCLUSION: Our results show that intra-thoracic tumours can be adequately treated with IMPT in free breathing for target motion amplitudes up to 17 mm employing any of the accumulation methods. Anatomical changes, setup and range errors demonstrated a more severe impact on target coverage than motion in these patients treated with fractionated proton radiotherapy.


Assuntos
Neoplasias Pulmonares , Terapia com Prótons , Radioterapia de Intensidade Modulada , Neoplasias Torácicas , Humanos , Neoplasias Pulmonares/diagnóstico por imagem , Neoplasias Pulmonares/radioterapia , Neoplasias Pulmonares/patologia , Prótons , Planejamento da Radioterapia Assistida por Computador/métodos , Tomografia Computadorizada Quadridimensional/métodos , Dosagem Radioterapêutica , Neoplasias Torácicas/diagnóstico por imagem , Neoplasias Torácicas/radioterapia , Terapia com Prótons/métodos , Radioterapia de Intensidade Modulada/métodos
4.
Eur Rev Med Pharmacol Sci ; 27(24): 12012-12020, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-38164863

RESUMO

OBJECTIVE: The aim of this study was to analyze the setup error of the electronics portal image device (EPID) in intensity-modulated radiation therapy (IMRT) for thoracic tumors and the influence on the outward expansion distance of the target area. PATIENTS AND METHODS: A total of 202 patients with chest tumors admitted to our hospital from March 2016 to March 2018 were selected as the observation subjects. All patients were treated with IMRT. The original plan was developed based on the SM90 obtained by the planning target volume (PTV) expansion method, and the new plan was obtained by shifting the isocenter coordinates of the treatment plan according to the positioning error value obtained by EPID. Before the treatment, EPID scans were performed. The electronic radiation field images (ERIs) were registered with the digitally reconstructed radiographic images (DRRs) generated by the treatment planning system using the image registration software, and the setup errors in the X, Y, and Z directions were further measured. The PTV was developed according to ERIs, and the setup error was simulated to obtain the PTV with 95% internal target volume (ITV) reaching the prescribed dose under the condition of a setup error. The outward expansion distance of clinical target volume (CTV) → PTV was calculated. RESULTS: In this experiment, the setup errors in X, Y, and Z directions were (-2.00±1.16) mm, (0.16±1.14) mm, and (-0.55±1.16) mm, respectively. The systematic error in the Z direction was -3.00 mm, and the random error in the X direction was 3.30 mm. The CTV → PTV outward expansion distance was set as 7, 8 and 7 mm in the X direction, Y direction and Z direction, respectively. At this time, under the presence of setup error, the PTV D95 and the ITV V100 in the new plan were (62.23±3.85) Gy and (97.51±1.56) %, respectively, effectively ensuring that 95% ITV of 90% patients reached the prescribed dose. In contrast, the ITV D95 and ITV V100 in the presence of setup error were (56.11±5.26) Gy and (90.15±3.12) %, respectively, at a CTV → PTV outward expansion distance of 5 mm, which could not guarantee that 95% ITV of 90% patients reached the prescribed dose. In the presence of a setup error, the double-lung 5 Gy irradiation of the total heart volume (V5), the double-lung 20 Gy irradiation of the total heart volume (V20), mean lung dose (MLD), mean heart dose (MHD), and D1 cm3 of the new plan increased by 0.89%, 0.29%, 0.13%, 0.06%, and 5 Gy, respectively, compared with the original plan. CONCLUSIONS: In general, the first treatment of radiotherapy in thoracic tumors mostly has a certain degree of setup error, which is most evident in the X direction. When the CTV → PTV outward expansion distance is set at 7, 8, and 7 mm in the X direction, Y direction, and Z direction, respectively, it can effectively ensure that 95% ITV reach the prescribed dose in 90% of patients in the presence of a setup error. EPID helps to achieve the desired effect of radiotherapy, improves the efficacy of radiotherapy, and reduces the side effects caused by radiotherapy errors.


Assuntos
Radioterapia de Intensidade Modulada , Neoplasias Torácicas , Humanos , Radioterapia de Intensidade Modulada/métodos , Planejamento da Radioterapia Assistida por Computador/métodos , Dosagem Radioterapêutica , Neoplasias Torácicas/diagnóstico por imagem , Neoplasias Torácicas/radioterapia , Eletrônica
5.
Pediatr Surg Int ; 38(10): 1427-1434, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-35867126

RESUMO

PURPOSE: Resection of pediatric posterior thoracic tumors (PTTs) can be complicated by Artery of Adamkiewicz (AKA) injury. Post-op spinal ischemia occurs in approx. 3.2% of patients, typically due to iatrogenic vascular injury. Pre-op angiography (PSA) may help to avoid this complication. Herein, we aim to evaluate outcomes after initiation of routine PSA prior to PTT resection. METHODS: A single-institution retrospective review identified 25 children (< 18 years) treated for PTTs from 2009 to 2021. PTTs included: posterior mediastinum, paraspinal thorax and posterior chest wall tumors. PSA patients were compared to those without pre-operative angiography (NA). Demographics, perioperative and long-term outcomes and event-free survival (EFS) were assessed. RESULTS: Prior to 2012, eleven patients were treated without PSA. However, the last developed post-operative paraplegia secondary to spinal ischemia. Since this event, PSA has become routine for all PTTs (n = 14) identifying six AKAs and nine accessory spinal arteries. Resection was performed in ten (90.1%) NA patients and eight (57.1%) PSA patients. Based on PSA findings, resection was not offered to six patients and planned partial resection was performed in three patients. Five PSA patients required radiation therapy for local control vs two NA patients. There were no differences in recurrence or overall EFS. CONCLUSION: PSA aids in identifying patients with high-risk thoracic vascular anatomy and may prevent risk of post-operative paraplegia associated with PTT resection.


Assuntos
Angiografia , Neoplasias Torácicas , Criança , Humanos , Isquemia , Paraplegia/etiologia , Paraplegia/prevenção & controle , Estudos Retrospectivos , Neoplasias Torácicas/diagnóstico por imagem , Neoplasias Torácicas/cirurgia
8.
Clin Res Hepatol Gastroenterol ; 46(5): 101912, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-35341993

RESUMO

BACKGROUND: The high sensitivity of PET-CT can identify hypermetabolic mediastinal adenopathies during cancer management, but specificity is low and a biopsy is sometimes required to eliminate benign adenopathies. METHODS: This prospective diagnostic accuracy study included patients with hypermetabolic mediastinal lymphadenopathies revealed on PET-CT during either the initial management of a cancer, treatment evaluation, or monitoring. All patients underwent EUS-FNA. Diagnoses of malignancy based on cytological analysis following EUS-FNA were compared with clinical and radiological follow-up information. The treatment strategy decided before the results of the EUS-FNA pathology reports (Multidisciplinary Team Meeting [MTM-1]) was recorded and compared to the treatment strategy decided once pathological data from EUS-FNA were available (MTM-2). MAIN FINDINGS: Between 2013 and 2018, 75 patients were included with 47 eligible and evaluable patients. Sensitivity, specificity, and positive and negative predictive values of EUS-FNA were 93%, 100%, 100% and 90%, respectively. The concordance value between the therapeutic strategies determined for MTM-1 and MTM-2 was 44.7%. There were no significant differences in the intensity of fixation on PET-CT between malignant and benign lesions. CONCLUSION: The diagnostic accuracy of the minimally invasive EUS-FNA procedure is sufficiently robust to avoid the need for diagnostic surgery. The combination of PET-CT and EUS-FNA may alter the therapeutic strategy that would be considered after PET-CT alone. REGISTRATION: NCT01892501.


Assuntos
Aspiração por Agulha Fina Guiada por Ultrassom Endoscópico , Linfadenopatia , Tomografia por Emissão de Pósitrons combinada à Tomografia Computadorizada , Neoplasias Torácicas , Humanos , Linfadenopatia/diagnóstico por imagem , Estudos Prospectivos , Sensibilidade e Especificidade , Neoplasias Torácicas/diagnóstico por imagem
10.
Pediatr. aten. prim ; 24(93)ene. - mar. 2022. ilus
Artigo em Espanhol | IBECS | ID: ibc-210322

RESUMO

Los linfangiomas son neoplasias benignas que se diagnostican principalmente en la infancia. Suelen localizarse en la cabeza, el cuello y la axila, siendo infrecuente su aparición en la pared torácica. La primera prueba que debe realizarse es la ecografía de la lesión. Una vez establecido el diagnóstico, existen varios abordajes terapéuticos: expectante, escleroterapia y resección quirúrgica. Se presenta el caso de una niña de 6 años que consulta por una tumoración torácica durante la pandemia por COVID-19, efectuándose el diagnóstico de linfangioma quístico torácico gracias a la atención telemática y la teleconsulta con atención hospitalaria (AU)


Lymphangiomas are benign tumors diagnosed mainly in childhood. They are usually located in the head, neck and armpit, rarely appearing on the chest wall. The first diagnostic test to be done is an ultrasound of the lesion. Once the diagnosis has been established, there are several therapeutic approaches: expectant, sclerotherapy and surgical resection. We present the case of a 6-year-old girl who consulted for a chest tumor during the COVID-19 pandemic, making the diagnosis of thoracic cystic lymphangioma thanks to telematic care and teleconsultation with hospital care. (AU)


Assuntos
Humanos , Feminino , Criança , Linfangioma Cístico/diagnóstico por imagem , Neoplasias Torácicas/diagnóstico por imagem , Consulta Remota , Infecções por Coronavirus , Pandemias , Linfangioma Cístico/cirurgia , Neoplasias Torácicas/cirurgia , Tratamento Conservador
11.
Cancer Radiother ; 26(1-2): 50-58, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34953689

RESUMO

We present the update of the recommendations of the French society of oncological radiotherapy on respiratory motion management for external radiotherapy treatment. Since twenty years and the report 62 of ICRU, motion management during the course of radiotherapy treatment has become an increasingly significant concern, particularly with the development of hypofractionated treatments under stereotactic conditions, using reduced safety margins. This article related orders of motion amplitudes for different organs as well as the definition of the margins in radiotherapy. An updated review of the various movement management strategies is presented as well as main technological solutions enabling them to be implemented: when acquiring anatomical data, during planning and when carrying out treatment. Finally, the management of these moving targets, such as it can be carried out in radiotherapy departments, will be detailed for a few concrete examples of localizations (abdominal, thoracic and hepatic).


Assuntos
Neoplasias Abdominais/radioterapia , Suspensão da Respiração , Movimentos dos Órgãos , Respiração , Espirometria/métodos , Neoplasias Torácicas/radioterapia , Neoplasias Abdominais/diagnóstico por imagem , Expiração , França , Humanos , Inalação , Imageamento por Ressonância Magnética , Movimentos dos Órgãos/fisiologia , Aceleradores de Partículas , Radioterapia (Especialidade) , Planejamento da Radioterapia Assistida por Computador , Sociedades Médicas , Neoplasias Torácicas/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos
13.
Interact Cardiovasc Thorac Surg ; 34(3): 500-501, 2022 02 21.
Artigo em Inglês | MEDLINE | ID: mdl-34648617

RESUMO

Lipomas are benign soft tissue tumours that can occur anywhere on the body and are rarely encountered on the chest. The pathophysiology between soft tissue trauma and lipoma development is not fully understood, and various theories have been presented. We present the case of a violinist with a 40-year occupational history who presented with swelling of the left upper chest wall. The microscopic sample of the resected lipoma showed inflammatory cells with fat necrosis, which are features thought to be involved in the development of a lipoma following soft tissue trauma.


Assuntos
Lipoma , Neoplasias Torácicas , Parede Torácica , Edema , Humanos , Lipoma/diagnóstico por imagem , Lipoma/etiologia , Lipoma/cirurgia , Neoplasias Torácicas/diagnóstico por imagem , Neoplasias Torácicas/etiologia , Neoplasias Torácicas/cirurgia , Parede Torácica/diagnóstico por imagem , Parede Torácica/patologia , Parede Torácica/cirurgia
15.
Dis Markers ; 2021: 3265561, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34966464

RESUMO

In order to investigate the effectiveness and accuracy of magnetic resonance imaging (MRI) in the diagnosis of benign and malignant thoracic tumors, the research retrospectively selected 80 patients with thoracic tumors admitted from May 2019 to May 2020 as the study subject and all patients were underwent MRI detection. Using pathological diagnostic results as the gold standard, the research analyzed the detection of benign and malignant thoracic tumors by MRI, as well as the diagnostic sensitivity and specificity. After pathological diagnosis, there were 35 malignant tumors and 45 benign tumors. 41 cases of malignant tumors and 39 cases of benign tumors were diagnosed by MRI, with a diagnostic sensitivity of 80.00%, a diagnostic specificity of 71.11%, and a diagnostic compliance rate of 75.00%. In the MRI diagnosis of tumors in different parts of the chest, the diagnostic sensitivity for lung tumors, mediastinal tumors, chest wall tumors, and esophageal tumors was 83.33%, 71.43%, 83.33%, 75.00%, and 87.50%, respectively, and the specificity was 66.67%, 77.78%, 57.14%, 50.00%, and 91.67% according to and breast tumors, respectively. And the accuracy was 73.33%, 75.00%, 69.23, 62.50%, and 90.00%, respectively, with the highest diagnostic sensitivity, specificity, and accuracy for breast tumors. MRI has a good effect on the diagnosis of benign and malignant thoracic tumors and has a high diagnostic value, which is helpful to identify the location, nature, source, and lesion scope of the tumor. It is safe and worthy of promotion.


Assuntos
Diagnóstico Diferencial , Imageamento por Ressonância Magnética , Neoplasias Torácicas/patologia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Sensibilidade e Especificidade , Neoplasias Torácicas/classificação , Neoplasias Torácicas/diagnóstico por imagem
16.
Tomography ; 7(4): 688-696, 2021 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-34842836

RESUMO

RATIONALE AND OBJECTIVES: The aim of our retrospective study was to assess the safety and feasibility of cryoablation in high-risk patients with complex chest neoplastic lesions. MATERIALS AND METHODS: Twenty patients with complex chest malignancies, both primary and secondary, located in the mediastinum, lung, and chest wall, underwent percutaneous CT-guided cryoablation treatments. Procedural success as well as complications were evaluated. RESULTS: A total of 24 neoplastic lesions were treated (mean diameter: 27 mm; range: 7-54 mm). Technical success was obtained in all patients, without major complications or intraprocedural death. A pneumothorax not requiring a drainage tube placement was registered in 50% of patients, while 3/24 patients had a grade 3 pneumothorax requiring a chest tube placement. CONCLUSION: Percutaneous CT-guided cryoablation seems a safe and feasible treatment for complex thoracic lesions.


Assuntos
Criocirurgia , Pneumotórax , Neoplasias Torácicas , Criocirurgia/efeitos adversos , Humanos , Pneumotórax/diagnóstico por imagem , Pneumotórax/etiologia , Estudos Retrospectivos , Neoplasias Torácicas/diagnóstico por imagem , Neoplasias Torácicas/cirurgia , Tomografia Computadorizada por Raios X
17.
Strahlenther Onkol ; 197(11): 1021-1031, 2021 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-34476528

RESUMO

PURPOSE: The accuracy of target delineation for node-positive thoracic tumors is dependent on both four-dimensional computed tomography (4D-CT) and contrast-enhanced three-dimensional (3D)-CT images; these scans enable the motion visualization of tumors and delineate the nodal areas. Combining the two techniques would be more effective; however, currently, there is no standard protocol for the contrast media injection parameters for contrast-enhanced 4D-CT (CE-4D-CT) scans because of its long scan durations and complexity. Thus, we aimed to perform quantitative and qualitative assessments of the image quality of single contrast-enhanced 4D-CT scans to simplify this process and improve the accuracy of target delineation in order to replace the standard clinical modality involved in administering radiotherapy for thoracic tumors. METHODS: Ninety consecutive patients with thoracic tumors were randomly and parallelly assigned to one of nine subgroups subjected to CE-4D-CT scans with the administration of contrast agent volume equal to the patient's weight but different flow rate and scan delay time (protocol A1: flow rate of 2.0 ml/s, delay time of 15 s; A2: 2.0 ml/s, 20 s; A3: 2.0 ml/s, 25 s; B1: 2.5 ml/s, 15 s; B2: 2.5 ml/s, 20 s; B3: 2.5 ml/s, 25 s; C1: 3.0 ml/s, 15 s; C2: 3.0 ml/s, 20 s; C3: 3.0 ml/s, 25 s). The Hounsfield unit (HU) values of the thoracic aorta, pulmonary artery stem, pulmonary veins, carotid artery, and jugular vein were acquired for each protocol. Both quantitative and qualitative image analysis and delineation acceptability were assessed. RESULTS: The results revealed significant differences among the nine protocols. Enhancement of the vascular structures in mediastinal and perihilar regions was more effective with protocol A1 or A2; however, when interested in the region of superior mediastinum and supraclavicular fossa, protocol C2 or C3 is recommended. CONCLUSION: Qualitatively acceptable enhancement on contrast-enhanced 4D-CT images of thoracic tumors can be obtained by varying the flow rate and delay time when minimal contrast agent is used.


Assuntos
Meios de Contraste , Neoplasias Torácicas , Artérias Carótidas , Tomografia Computadorizada Quadridimensional/métodos , Humanos , Ensaios Clínicos Controlados Aleatórios como Assunto , Neoplasias Torácicas/diagnóstico por imagem , Neoplasias Torácicas/radioterapia , Tórax
18.
J Radiat Res ; 62(5): 910-917, 2021 Sep 13.
Artigo em Inglês | MEDLINE | ID: mdl-34350955

RESUMO

This article analyzes the accuracy of needle track and dose of a 3-dimensional printing template (3DPT) in the treatment of thoracic tumor with radioactive I-125 seed implantation (RISI). A total of 28 patients were included. The technical process included: (i) preoperative CT positioning, (ii) preoperative planning design, (iii) 3DPT design and printing, (iv) 3DPT alignment, (v) puncture and seed implantation. The errors of needle position and dosimetric parameters were analyzed. A total of 318 needles were used. The mean errors in needle depth, needle insertion point, needle tip and needle angle were 0.52 ± 0.48 cm, 3.4 ± 1.7 mm, 4.4 ± 2.9 mm and 2.8 ± 1.7°, respectively. The differences between actual needle insertion angle and needle depth and those designed in the preoperative were statistically significant (p < 0.05). The mean values of all the errors of the chest wall cases were smaller than those of the lungs, and the differences were statistically significant (p < 0.05). There was no significant difference between the D90 calculated in the postoperative plan and those designed in the preoperative and intraoperative plans (p > 0.05). Some dosimetric parameters of preoperative plans such as V100, V200, CI and HI were not consistent with that of preoperative plans, and the difference was statistically significant (p < 0.05). However, there were no statistical difference in the dosimetric parameters between the postoperative plans and intraoperative plans (p > 0.05). We conclude that for thoracic tumors, even under the guidance of 3DPT, there will be errors. The plan should be optimized in real time during the operation.


Assuntos
Braquiterapia/métodos , Radioisótopos do Iodo/uso terapêutico , Impressão Tridimensional , Radiografia Intervencionista/métodos , Neoplasias Torácicas/radioterapia , Tomografia Computadorizada por Raios X , Adulto , Idoso , Braquiterapia/instrumentação , Feminino , Humanos , Radioisótopos do Iodo/administração & dosagem , Masculino , Pessoa de Meia-Idade , Agulhas , Planejamento da Radioterapia Assistida por Computador , Neoplasias Torácicas/diagnóstico por imagem , Adulto Jovem
20.
Lancet Digit Health ; 3(8): e496-e506, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-34219054

RESUMO

BACKGROUND: Chest x-rays are widely used in clinical practice; however, interpretation can be hindered by human error and a lack of experienced thoracic radiologists. Deep learning has the potential to improve the accuracy of chest x-ray interpretation. We therefore aimed to assess the accuracy of radiologists with and without the assistance of a deep-learning model. METHODS: In this retrospective study, a deep-learning model was trained on 821 681 images (284 649 patients) from five data sets from Australia, Europe, and the USA. 2568 enriched chest x-ray cases from adult patients (≥16 years) who had at least one frontal chest x-ray were included in the test dataset; cases were representative of inpatient, outpatient, and emergency settings. 20 radiologists reviewed cases with and without the assistance of the deep-learning model with a 3-month washout period. We assessed the change in accuracy of chest x-ray interpretation across 127 clinical findings when the deep-learning model was used as a decision support by calculating area under the receiver operating characteristic curve (AUC) for each radiologist with and without the deep-learning model. We also compared AUCs for the model alone with those of unassisted radiologists. If the lower bound of the adjusted 95% CI of the difference in AUC between the model and the unassisted radiologists was more than -0·05, the model was considered to be non-inferior for that finding. If the lower bound exceeded 0, the model was considered to be superior. FINDINGS: Unassisted radiologists had a macroaveraged AUC of 0·713 (95% CI 0·645-0·785) across the 127 clinical findings, compared with 0·808 (0·763-0·839) when assisted by the model. The deep-learning model statistically significantly improved the classification accuracy of radiologists for 102 (80%) of 127 clinical findings, was statistically non-inferior for 19 (15%) findings, and no findings showed a decrease in accuracy when radiologists used the deep-learning model. Unassisted radiologists had a macroaveraged mean AUC of 0·713 (0·645-0·785) across all findings, compared with 0·957 (0·954-0·959) for the model alone. Model classification alone was significantly more accurate than unassisted radiologists for 117 (94%) of 124 clinical findings predicted by the model and was non-inferior to unassisted radiologists for all other clinical findings. INTERPRETATION: This study shows the potential of a comprehensive deep-learning model to improve chest x-ray interpretation across a large breadth of clinical practice. FUNDING: Annalise.ai.


Assuntos
Aprendizado Profundo , Programas de Rastreamento/métodos , Modelos Biológicos , Interpretação de Imagem Radiográfica Assistida por Computador , Radiografia Torácica , Raios X , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Área Sob a Curva , Inteligência Artificial , Feminino , Humanos , Infecções/diagnóstico , Infecções/diagnóstico por imagem , Masculino , Pessoa de Meia-Idade , Curva ROC , Radiologistas , Estudos Retrospectivos , Traumatismos Torácicos/diagnóstico , Traumatismos Torácicos/diagnóstico por imagem , Neoplasias Torácicas/diagnóstico , Neoplasias Torácicas/diagnóstico por imagem , Adulto Jovem
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