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Needle based confocal laser endomicroscopy for real-time granuloma detection 针基共聚焦激光内镜实时肉芽肿检测
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa4005
Tess Kramer, Saskia Van Heumen, Lizzy Wijmans, Christopher Manley, Sandeep Bansal, Dawn Jeannerat, Martijn De Bruin, Peter Bonta, Jouke Annema
Introduction: Needle based confocal laser endomicroscopy (nCLE) allows real-time microscopic imaging at the needle tip. nCLE malignancy criteria are validated and used for bronchoscopic lung nodule detection. To date, nCLE granuloma criteria are not validated. Aim: assess the accuracy, inter-observer agreement (IOA) and intra-observer reliability (IOR) of nCLE granuloma detection Methods: In patients with suspected sarcoidosis, nCLE-imaging of mediastinal lymph nodes was performed during endoscopic ultrasound procedures, followed by needle aspiration. nCLE-videos were compared to final diagnoses  for granuloma criteria identification. Blinded raters, trained in nCLE granuloma criteria, validated nCLE videos of reactive and sarcoid lymph nodes. In patients with granulomatous lung nodules, bronchoscopic nCLE-imaging was performed. Results: Five blinded raters evaluated 26 nCLE-videos of lymph nodes (n=15 sarcoid; n=11 reactive) of 19 patients twice (260 ratings). Granuloma criteria were recognized with 88.7% sensitivity and 87.3% specificity. The IOA (κ=0.63, 95%CI 0.54-0.72) and IOR (κ=0.70 ±0.06) were substantial. In 4 patients with granulomatous lung nodules similar nCLE criteria were observed. Conclusion: nCLE imaging of lymph nodes and nodules is able to visualize granulomas in-vivo. Raters accurately and consistently recognized nCLE-granuloma criteria. nCLE can be used to recognize malignancy and granulomas in peripheral lung nodules
基于针头的共聚焦激光内镜(nCLE)允许在针尖进行实时显微成像。肺癌恶性标准被证实并用于支气管镜下肺结节检测。迄今为止,cle肉芽肿标准尚未得到证实。目的:评估nCLE肉芽肿检测的准确性、观察者间一致性(IOA)和观察者内可靠性(IOR)。方法:在怀疑结节病的患者中,在超声内镜下对纵隔淋巴结进行nCLE成像,然后进行针吸。将ncle视频与最终诊断结果进行比较。用于肉芽肿标准的鉴别。盲法评分者接受过nCLE肉芽肿标准的培训,验证了nCLE反应性和结节性淋巴结的视频。对于肺肉芽肿性结节患者,进行支气管镜下的ncle成像。结果:5名盲法评分者评估了26个淋巴结(n=15个结节;N =11反应)19例患者两次(260次评分)。肉芽肿诊断的敏感性为88.7%,特异性为87.3%。IOA (κ=0.63, 95%CI 0.54 ~ 0.72)和IOR (κ=0.70±0.06)显著。在4例肉芽肿性肺结节中观察到类似的nCLE标准。结论:淋巴结和结节的nCLE显像能够显示体内肉芽肿。评分者准确、一致地识别nCLE-肉芽肿标准。nCLE可用于识别周围肺结节中的恶性肿瘤和肉芽肿
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引用次数: 0
Computed tomography (CT) characteristics of vanishing lung syndrome in patients after severe COVID-19 pneumonia COVID-19重症肺炎患者肺消失综合征的CT特征
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa3531
Yurii Feshchenko, Viktoria Ignatieva, Mykola Lynnyk, Galyna Gumeniuk, Mykola Gumeniuk, Maryna Polianska, Svitlana Opimakh, Nataliia Musienko
Background: The rare but disturbing consequence of the severe COVID-19 pneumonia is progressive degradation of lung tissue as bullous-emphysematous changes or vanishing lung syndrome (VLS). Aim: to investigate the CT characteristics of vanishing lung syndrome in patients (pts) after severe COVID-19 pneumonia. Methods. 67 pts who suffered severe pneumonia during the acute period of COVID-19 and need repeated hospital admission due to respiratory failure in the term 3–6 month after disease start were examined. All pts underwent CT scan. CT scans of pts with VLS were analyzed. Results. VLS was revealed in 16 (12 (75%) men) from 67 pts aged 31 to 68 (52.6±3.3) years. The CT characteristics are shown in Table 1. Table 1. VLS CT scan changes and their frequency (n, %) Conclusion: After severe COVID-19 pneumonia not only GGO, ILST, fibrosis-like changes and lung consolidation, but the VLS occurs. Mainly VLS appears as the multiple bullas, solitary bullas and rare as bullous emphysema with diameter more 30 mm in a half of cases. The threatening complication of VLC is pneumothorax.
背景:严重COVID-19肺炎的罕见但令人不安的后果是肺组织进行性降解,表现为大疱性肺气肿改变或肺消失综合征(VLS)。目的:探讨重症COVID-19肺炎患者肺综合征消失的CT特征。方法:对新冠肺炎急性期重症肺炎患者67例,发病后3 ~ 6个月内因呼吸衰竭需要反复住院的病例进行回顾性分析。所有患者均行CT扫描。分析VLS患者的CT扫描结果。结果。年龄31 ~ 68(52.6±3.3)岁的67例患者中有16例(12例(75%)男性)出现VLS。CT特征见表1。表1。结论:重症COVID-19肺炎后不仅出现GGO、ILST、纤维化样改变和肺实变,而且出现VLS。VLS主要表现为多发、单发大疱,罕见的为直径大于30mm的大疱性肺气肿,占一半。VLC的危险并发症是气胸。
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引用次数: 0
The clinical significance of CT-Thorax in the assessment of difficult to treat Asthma ct胸片在评价难治性哮喘中的临床意义
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa4004
AMER ALMAGHRABI, Ali Bahron, Julie Marsh, Adel Mansur
Background: CT scan of thorax often forms part of the diagnostic algorithm of difficult to treat asthma (DTA). However its diagnostic value and effect on patient management remained largely undetermined. Aim: To assess the diagnostic value of CT-Thorax in the management of DTA. Methods: Unselected patients with DTA presenting to a tertiary severe asthma centre were put through a systematic assessment protocol and undertook high resolution CT-thorax. Radiological diagnoses in addition to demographics and asthma related clinical outcomes were explored using standard statistics. Results: A cohort of 290 patients were included in the study (mean age 51±14.2 years, 62.1% females, Caucasians 74.8%, non-smokers 57.8%, BMI 31.7±7.6 kg, ACQ6 2.9±1.6, %predicted FEV 1 72.8±26, FeNO 51.62±44.8 ppb, blood eosinophils 452±459 cell/µl, severe exacerbations 5.9±4.3 per annum, maintenance oral corticosteroids 30%). The observed CT abnormalities were bronchial wall thickening 76.1%, bronchiectasis 49.4%, ground-glass 34.7%, mucus plugging 28.1%, air-trapping 29.2%, central bronchiectasis 7.2%, emphysema 5.5%, in addition to other less common diagnoses (e.g. eosinophilic pneumonia). We observed no significant difference between the bronchiectasis and non-bronchiectasis groups in terms of annual severe exacerbations (7.1±5.1 vs 6.0±3.9, p=0.1 respectively), lung function, blood eosinophils or FeNO. Conclusions: Radiological abnormalities were prevalent in DTA patients and may have impact on patient management prompting the need to consider CT-thorax as an integral part of DTA diagnostic algorithm. Further results on dynamic CT findings will be provided in the conference.
背景:胸部CT扫描常成为难治性哮喘(DTA)诊断算法的一部分。然而,它的诊断价值和对患者管理的影响在很大程度上仍不确定。目的:探讨ct胸片对DTA的诊断价值。方法:对未选择到三级重症哮喘中心就诊的DTA患者进行系统评估并进行高分辨率ct胸片检查。放射学诊断、人口统计学和哮喘相关的临床结果采用标准统计学进行探讨。结果:研究纳入290例患者(平均年龄51±14.2岁,女性62.1%,白种人74.8%,非吸烟者57.8%,BMI 31.7±7.6 kg, ACQ6 2.9±1.6,%预测FEV 1 72.8±26,FeNO 51.62±44.8 ppb,血嗜酸性粒细胞452±459细胞/µl,严重恶化每年5.9±4.3,维持口服糖皮质激素30%)。CT异常为支气管壁增厚76.1%,支气管扩张49.4%,磨玻璃34.7%,粘液堵塞28.1%,空气潴留29.2%,中枢性支气管扩张7.2%,肺气肿5.5%,此外还有一些少见的诊断(如嗜酸性粒细胞性肺炎)。我们观察到支气管扩张组和非支气管扩张组在年严重加重次数(7.1±5.1 vs 6.0±3.9,p=0.1)、肺功能、血嗜酸性粒细胞或FeNO方面无显著差异。结论:影像学异常在DTA患者中普遍存在,可能对患者的治疗产生影响,因此需要考虑将ct -胸作为DTA诊断算法的一个组成部分。进一步的动态CT结果将在会议上提供。
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引用次数: 0
Dynamic chest radiography evaluation of the effects of tiotropium/olodaterol combination therapy in COPD: EMBODY study protocol 动态胸片评价噻托溴铵/奥替特罗联合治疗COPD的效果:体现研究方案
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa2281
Jun Ikari, Megumi Katsumata, Takuro Imamoto, Yuri Suzuki, Akira Nishiyama, Hajime Yokota, Yoshihito Ozawa, Eiko Suzuki, Naoko Kawata, Seiichiro Sakao, Koichiro Tatsumi, Takuji Suzuki
Rationale: To date, there is limited evidence of the effects of bronchodilators on the respiratory dynamics in chronic obstructive pulmonary disease (COPD). Dynamic chest radiography (DCR) is a novel radiographic modality that provides real-time, objective, and quantifiable kinetic data, including changes in the lung area, diaphragm kinetics, and pulmonary ventilation during respiration, at a lower radiation dose than fluoroscopic or computed tomography imaging. Aim: This study aims to evaluate the effects of bronchodilator therapy on the respiratory kinetics in patients with COPD using DCR. Methods: This is an open-label, prospective, single-center, comparative study. A total of 35 patients with COPD, aged 40-85 years, with a forced expiratory volume in the first second of 30-80% will be enrolled. After a 2-week washout period, patients will receive tiotropium/olodaterol therapy for 6 weeks. Treatment effects will be evaluated based on DCR, pulmonary function tests, and patient-related outcomes obtained before and after treatment. The primary endpoint is the change in lung area during respiration as evaluated by DCR after the treatment. Secondary endpoints include differences in other DCR parameters (diaphragm kinetics, tracheal diameter change, and maximum pixel value change rate), pulmonary function test results, and patient-related outcomes between pre- and post-therapy. All adverse events will be reported. Conclusions: The EMBODY study is the first to evaluate the effects of bronchodilator therapy on the respiratory kinetics in COPD using DCR. The study could provide additional evidence of the potential of DCR for evaluating COPD therapy.
理由:迄今为止,关于支气管扩张剂对慢性阻塞性肺疾病(COPD)患者呼吸动力学影响的证据有限。动态胸部x线摄影(DCR)是一种新型的放射摄影方式,可提供实时、客观和可量化的动力学数据,包括肺面积、膈膜动力学和呼吸过程中的肺通气的变化,辐射剂量低于透视或计算机断层成像。目的:本研究旨在评价支气管扩张剂治疗对慢性阻塞性肺病患者呼吸动力学的影响。方法:这是一项开放标签、前瞻性、单中心、比较研究。共纳入35例COPD患者,年龄40-85岁,第一秒用力呼气量为30-80%。在2周的洗脱期后,患者将接受6周的噻托溴铵/奥替特罗治疗。治疗效果将根据DCR、肺功能测试和治疗前后获得的患者相关结果进行评估。主要终点是治疗后DCR评估呼吸过程中肺面积的变化。次要终点包括治疗前后其他DCR参数(隔膜动力学、气管直径变化和最大像素值变化率)、肺功能测试结果和患者相关结局的差异。所有不良事件均应报告。结论:该研究首次使用DCR评估支气管扩张剂治疗对COPD呼吸动力学的影响。该研究可以为DCR评估COPD治疗的潜力提供额外的证据。
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引用次数: 0
Endoscopic measurement of parenchymal near infrared radiation transmittance correlates with HRCT derived lung tissue density in lung fibrosis patients. 肺纤维化患者肺实质近红外辐射透过率的内镜测量与HRCT衍生的肺组织密度相关。
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa4010
Zuzana Šestáková, Jiri Votruba, Tomas Bruha
Introduction: An accurate diagnosis of interstitial lung disease (ILD) and its severity is crucial for both prognosis and treatment. Aims and objectives: We have attempted to correlate lung tissue density in HU for patients with ILD based on HRCT scans with average absorption of NIR in lung parenchyma measured during bronchoscopy examination. Methods: We have designed the optical probe for measurement of penetrated NIR through the lung tissue. It consists of two fibres contained in one bundle where the indicator fibre is 0.3 cm longer. We have evaluated data form 12 patients with different degree of ILD aged 48-81 years. During bronchoscopy the probe was inserted to the airways via working channel and resulting spectral curve of transmitted NIR in diagnostic window (620-700 nm) was detected. Measured signal was normalised to master signal and based on obtained value and known optical pathlenght, local absorption coefficient was calculated. Average parenchymal density value has been calculated from standard HRCT scans at target lobes. Results: Obtained values for 12 ILD patients showed regression curve with clear linear trend and satisfying correlation R2=0,931 (Figure 1). Conclusions: We proved that our novel method enables to measure lung parenchymal density in real time during bronchoscopic examination and results are in good correlation with CT densitometry.
准确诊断间质性肺疾病(ILD)及其严重程度对预后和治疗都至关重要。目的和目的:我们试图通过HRCT扫描将肺间质性肺病患者的肺组织密度与支气管镜检查时测量的肺实质中近红外的平均吸收联系起来。方法:设计了一种用于肺组织穿透性近红外测量的光学探头。它由两根纤维组成,其中指示纤维长0.3厘米。我们对12例年龄在48-81岁的不同程度ILD患者的资料进行了评估。在支气管镜检查时,探头通过工作通道插入气道,检测诊断窗口(620-700 nm)透射近红外光谱曲线。将测量信号归一化为主信号,根据得到的值和已知光路计算局部吸收系数。通过标准HRCT扫描计算靶叶的平均实质密度值。结果:12例ILD患者的所得值呈现线性趋势清晰的回归曲线,相关R2= 0.931(图1)。结论:我们证明了我们的新方法可以在支气管镜检查时实时测量肺实质密度,结果与CT密度测量结果具有良好的相关性。
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引用次数: 0
Computerized tomography evaluation of pleural effusion before medical thoracoscopy 内科胸腔镜前胸腔积液的计算机断层评价
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa3542
Filip Popović, Marta Koršić, Fran Seiwerth, Sonja Badovinac, Lela Bitar, Marko Jakopović, Miroslav Samaržija
Background: The etiology of exudative pleural effusion (EPE) is challenging in clinical practice, with malignancy often being suspected. Computerized tomography (CT) is reported to have a high sensitivity and specificity for determining etiology, especially in cases of suspected malignant disease and preparation for medical thoracoscopy (MT). Aims: To investigate the role of CT in the detection of malignant pleural disease before a more invasive approach in patients with EPE of undetermined etiology. Methods: Between November 2020 and December 2022, a retrospective review of MT procedures was conducted at the University hospital centre Zagreb. Forty-two patients with EPE of undetermined etiology underwent chest CT scan with contrast. CT report was evaluated for signs of malignancy by an independent radiologist. Results: Patohistological diagnosis of malignancy was determined in 29 (69 %) cases, predominantly: mesothelioma 15 (35,7 %), non-small cell lung cancer 9 (21,4 %), non-Hodgkin lymphoma 3 (7,1 %) and metastatic breast cancer 2 (4,8 %). Non-malignant causes of pleural effusion were 1 case of (2,4 %) amyloidosis and inflammatory pleuritis in 12 (28,6 %) cases. CT with malignant findings was reported in 26 cases with a sensitivity of 68.9 % and specificity of 53.8 %. Of the 16 CT scans without malignant characteristics, 9 (56,3 %) cases were false negative, and 7 (43,7 %) were reported with no signs of malignancy. Conclusion: Although our study shows lower CT sensitivity and specificity for diagnosing pleural diseases than other studies, CT still represents a necessary diagnostic tool in pleural space evaluation and preparation for MT.
背景:渗出性胸腔积液(EPE)的病因在临床实践中具有挑战性,常被怀疑为恶性。据报道,计算机断层扫描(CT)在确定病因方面具有很高的敏感性和特异性,特别是在疑似恶性疾病和准备医学胸腔镜(MT)的情况下。目的:探讨CT在病因不明的EPE患者行更有创入路前检测恶性胸膜疾病的作用。方法:在2020年11月至2022年12月期间,对萨格勒布大学医院中心的MT程序进行回顾性审查。42例病因不明的EPE患者行胸部CT扫描并进行对比。CT报告由独立放射科医生评估恶性肿瘤征象。结果:经病理组织学诊断为恶性肿瘤29例(69%),其中间皮瘤15例(35.7%),非小细胞肺癌9例(21.4%),非霍奇金淋巴瘤3例(7.1%),转移性乳腺癌2例(4.8%)。非恶性原因胸腔积液为淀粉样变1例(2.4%),炎性胸膜炎12例(28.6%)。CT表现为恶性病灶26例,敏感性68.9%,特异性53.8%。在16例无恶性征象的CT扫描中,9例(56.3%)为假阴性,7例(43.7%)无恶性征象。结论:虽然我们的研究显示CT诊断胸膜疾病的敏感性和特异性低于其他研究,但CT仍然是胸膜间隙评估和MT准备的必要诊断工具。
{"title":"Computerized tomography evaluation of pleural effusion before medical thoracoscopy","authors":"Filip Popović, Marta Koršić, Fran Seiwerth, Sonja Badovinac, Lela Bitar, Marko Jakopović, Miroslav Samaržija","doi":"10.1183/13993003.congress-2023.pa3542","DOIUrl":"https://doi.org/10.1183/13993003.congress-2023.pa3542","url":null,"abstract":"<b>Background:</b> The etiology of exudative pleural effusion (EPE) is challenging in clinical practice, with malignancy often being suspected. Computerized tomography (CT) is reported to have a high sensitivity and specificity for determining etiology, especially in cases of suspected malignant disease and preparation for medical thoracoscopy (MT). <b>Aims:</b> To investigate the role of CT in the detection of malignant pleural disease before a more invasive approach in patients with EPE of undetermined etiology. <b>Methods:</b> Between November 2020 and December 2022, a retrospective review of MT procedures was conducted at the University hospital centre Zagreb. Forty-two patients with EPE of undetermined etiology underwent chest CT scan with contrast. CT report was evaluated for signs of malignancy by an independent radiologist. <b>Results:</b> Patohistological diagnosis of malignancy was determined in 29 (69 %) cases, predominantly: mesothelioma 15 (35,7 %), non-small cell lung cancer 9 (21,4 %), non-Hodgkin lymphoma 3 (7,1 %) and metastatic breast cancer 2 (4,8 %). Non-malignant causes of pleural effusion were 1 case of (2,4 %) amyloidosis and inflammatory pleuritis in 12 (28,6 %) cases. CT with malignant findings was reported in 26 cases with a sensitivity of 68.9 % and specificity of 53.8 %. Of the 16 CT scans without malignant characteristics, 9 (56,3 %) cases were false negative, and 7 (43,7 %) were reported with no signs of malignancy. <b>Conclusion:</b> Although our study shows lower CT sensitivity and specificity for diagnosing pleural diseases than other studies, CT still represents a necessary diagnostic tool in pleural space evaluation and preparation for MT.","PeriodicalId":34850,"journal":{"name":"Imaging","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136201472","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimized detection of pulmonary emphysema on CT scans of lung cancer screening participants 肺癌筛查参与者CT扫描肺气肿的优化检测
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa4003
Hailan Liu, Daiwei Han, Marleen Vonder, Marjolein Heuvelmans, Jaeyoun Yi, Zhaoxiang Ye, Harry De Koning, Matthijs Oudkerk
Introduction: Visual CT emphysema scoring has been shown to improve the prediction of lung cancer mortality and COPD death, but optimal Hounsfield unit (HU) threshold for emphysema detection has not been determined for lung cancer screening (LCS) subjects. Objectives: To find the optimal HU threshold for the early detection of emphysema in a low dose CT (LDCT) LCS dataset. Methods: 352 participants were selected from a LCS dataset with LDCT using Definition AS, at inspiration in spiral mode at 120 kVp and 35 mAs. Images were reconstructed with B30f kernel at 2.0/1.0 mm thickness. Emphysema was quantified below a range of HU thresholds from −900 to −1,024 HU, while excluding the vessels and bronchus. One radiologist (reader A) and two trainees (reader B and C) visually scored emphysema according to the Fleischner criteria. Kappa statistics, Spearman analysis and ROC (Receiver operating characteristic) are used to assess the correlation between quantified emphysema under different HU thresholds and visual emphysema. Results: High agreement in the detection of emphysema was found (Kappa: 0.728 – 0.835). The spearman analysis demonstrated that emphysema volume under different thresholds is significantly correlated to the visual classification (P<0,05). ROC showed -1000 HU to be optimal for discrimination between normal and emphysematous lung parenchyma when correlated to visual scoring for all readers, by excluding all influence of noise on voxel quantification. Despite of noise correction, the emphysema voxel counting suffers from this threshold. Conclusions: The optimal threshold for noise cancelation in emphysema quantification was established to be -1000 HU in a LDCT LCS dataset.
导论:视觉CT肺气肿评分已被证明可以提高肺癌死亡率和COPD死亡率的预测,但对于肺癌筛查(LCS)受试者,肺气肿检测的最佳Hounsfield单位(HU)阈值尚未确定。目的:寻找低剂量CT (LDCT) LCS数据集早期发现肺气肿的最佳HU阈值。方法:在120 kVp和35 ma的螺旋模式下,使用Definition AS从具有LDCT 的LCS数据集中选择352名参与者。用2.0/1.0 mm厚度的B30f kernel重建图像。在排除血管和支气管的情况下,肺气肿在- 900至- 1,024 HU阈值范围内量化。一名放射科医生(读者A)和两名实习生(读者B 和 C)根据Fleischner标准对肺气肿进行视觉评分。采用Kappa统计、Spearman分析和roc (Receiver operating characteristic)评估不同HU阈值下量化肺气肿与目视肺气肿的相关性。结果:肺气肿的检测一致性较高(Kappa: 0.728 - 0.835)。spearman分析显示,不同阈值下的肺气肿体积与视觉分类有显著相关性(P<0,05)。ROC显示,当与所有读者的视觉评分相关时,通过排除噪声对体素量化的所有影响,-1000 hu是区分正常和肺气肿性肺实质的最佳值。尽管进行了噪声校正,肺气肿体素计数仍然存在这个阈值。结论:在LDCT LCS数据集中,肺气肿量化噪声消除的最佳阈值为-1000 hu。
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引用次数: 0
Machine learning applied to chest x-rays to support the diagnosis of pulmonary tuberculosis 机器学习应用于胸部x光片,以支持肺结核的诊断
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa2288
Marcelo Fouad Rabahi, Poliana Parreira, Afonso Fonseca, Fabrizzio Soares, Marcus Barreto Conte
In 2019, around 10 million people were diagnosed with tuberculosis worldwide, resulting in 1.2 million deaths (WHO, 2020). Among imaging methods, chest X-ray (CXR) is the choice for the initial assessment of pulmonary tuberculosis (PTB). Recent advancement in the field of artificial intelligence has stimulated studies evaluating the performance of machine learning (ML) for medical diagnosis. This study aimed to validate a new original Brazilian tool, titled xmarTB, applied to CXR images to support the diagnosis of pulmonary tuberculosis (PTB). The model was trained on 3800 normal images, 3800 altered without PTB and 1376 with manifestations of PTB, from the publicly available TBX11K database. The binary classification model could distinguish between normal and abnormal CXR with a sensitivity of 99.42% and specificity of 99.40%. To detect cases of tuberculosis among CXR with alterations, the xmarTB tool obtained a sensitivity of 98.11% and a specificity of 99.74%. Therefore, applying this diagnostic tool to CXR images can accurately and automatically detect abnormal radiographs and differentiate pulmonary tuberculosis from other pulmonary diseases satisfactorily. This tool offers great potential to assist the diagnosis made by the radiologist, offering more certainty and agility, thus increasing the excellence of the professional9s performance. As emphasized by the European Society of Radiology (ESR. Insights Imaging 2022; 13:43), diagnostic ML should not replace radiologists, since beyond the diagnosis there is still the need for patient communication and interaction, human judgment for intervention and treatment, quality control, continued education and policy formulation.
2019年,全球约有1000万人被诊断患有结核病,导致120万人死亡(世卫组织,2020年)。在影像学方法中,胸部x线(CXR)是初步评估肺结核(PTB)的首选。人工智能领域的最新进展刺激了评估机器学习(ML)在医学诊断中的性能的研究。本研究旨在验证一种名为xmarTB的巴西新工具,该工具应用于CXR图像以支持肺结核(PTB)的诊断。该模型使用来自TBX11K数据库的3800张正常图像、3800张无PTB改变图像和1376张有PTB表现的图像进行训练。二元分类模型区分正常与异常CXR的敏感性为99.42%,特异性为99.40%。在CXR中检测结核病例时,xmarTB工具的灵敏度为98.11%,特异性为99.74%。因此,将该诊断工具应用于CXR图像,可以准确、自动地发现异常x线片,令人满意地区分肺结核与其他肺部疾病。该工具为放射科医生的诊断提供了巨大的潜力,提供了更多的确定性和灵活性,从而提高了专业人员的卓越表现。正如欧洲放射学会(ESR)所强调的。Insights Imaging 2022;13:43),诊断机器学习不应该取代放射科医生,因为除了诊断之外,仍然需要患者的沟通和互动,干预和治疗的人为判断,质量控制,继续教育和政策制定。
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引用次数: 0
Computational fluid dynamics analysis of computed tomography images in asthma 哮喘ct图像的计算流体动力学分析
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa2287
So Ri Kim, Nguyen Quoc Hung, Kum Ju Chae, Gong Yong Jin, Sanghun Choi
Spirometric parameters in pulmonary function test (PFT) can provide information on fixed airflow obstruction (FAO) usually associated with difficulty in treatment, an accelerated decline in lung function, and excess morbidity in asthmatic patients. Recently, quantitative computed tomography (QCT) and its post-processing become a useful tools to derive more detailed airway structure, parenchymal function, as well as computational flow features.  In this study, we aimed to demonstrate structural and functional differences between asthma with FAO and asthma without FAO. Two sets of the QCT images of asthmatic patients without FAO (group A, N=40) and with FAO (group B, N=12) were employed. Structural and functional QCT-derived variables of airways were extracted to assess lung function. A one-dimensional (1D) computational fluid dynamics (CFD) model considering airway deformation was applied to compare the pressure distribution and hysteresis curve between the two groups.  For QCT-derived structures, the airway wall in small regions was thicker in group B during inspiration. The 1D CFD-derived pressures showed strong correlations with the PFT-based metrics, while QCT-derived structural variables were not correlated. The computational pressure indicated that the narrowed airways of Group B caused a greater pressure drop and workload during breathing. In conclusion, asthmatics with and without FAO showed different lung functions, airway structures, and pressure distribution in small airways which may improve our understanding of the irreversible airway obstructive mechanism and aid in the development of future therapies for this type of disease.
肺功能试验(PFT)中的肺活量测量参数可以提供固定气流阻塞(FAO)的信息,通常与哮喘患者治疗困难、肺功能加速下降和发病率过高有关。近年来,定量计算机断层扫描(QCT)及其后处理成为获得更详细的气道结构、实质功能和计算流特征的有用工具。在这项研究中,我们的目的是证明哮喘有FAO和哮喘没有FAO之间的结构和功能差异。采用无FAO哮喘患者(A组,N=40)和有FAO哮喘患者(B组,N=12)两组QCT图像。提取气道的结构和功能qct衍生变量来评估肺功能。采用考虑气道变形的一维计算流体力学(CFD)模型比较两组的压力分布和滞回曲线。对于qct衍生结构,B组吸入时小区域气道壁增厚。1D cfd导出的压力与基于pft的指标有很强的相关性,而qct导出的结构变量没有相关性。计算压力表明,B组气道变窄导致呼吸时压降更大,负荷更大。总之,有和没有FAO的哮喘患者在小气道中表现出不同的肺功能、气道结构和压力分布,这可能有助于我们对不可逆气道阻塞机制的理解,并有助于开发未来治疗这类疾病的方法。
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引用次数: 0
CT-based assessment of alveolar collapse using attenuation histograms in inspiration and expiration: Evaluation as a prognostic imaging marker in IPF patients 利用吸气和呼气时衰减直方图对肺泡塌陷进行基于ct的评估:作为IPF患者预后成像标记的评估
Q3 MEDICINE, GENERAL & INTERNAL Pub Date : 2023-09-09 DOI: 10.1183/13993003.congress-2023.pa2278
Sarah Scharm, Cornelia Schaefer-Prokop, Anton Schreuder, Jonathan Ehmig, Jan Fuge, Frank Wacker, Antje Prasse, Hoen-Oh Shin
To determine whether alveolar collapse, defined as an abnormal increase in CT attenuation during expiration, can be detected using paired attenuation histograms in inspiration and expiration and used as a potential predictive marker in IPF patients.   Methods Sixty-six individuals with IPF obtained CT scans during inspiration and expiration. Density histograms were created and analyzed. After each respective 3-year observation period, the patient population was split into two subgroups according to their status (endpoints: death/transplantation vs still under clinical surveillance). An independent t-test was used to compare the CT-derived histogram parameters of attenuation between the two subgroups (ratio of mean attenuation in expiration/inspiration (meanHUratio) and SD, skewness and kurtosis in expiration). Results After the individual observation period of 3 years, 37 patients were still under clinical surveillance while 29 had died or received a transplantation. All baseline characteristics (meanHUratio and SD, skewness and kurtosis of expiratory attenuation histograms) were significantly different between the subgroups (p = 0.004, p = 0.009, p < 0.001 and p < 0.001, respectively).   Conclusion Expiratory attenuation histogram analysis can be used to demonstrate the concept of alveolar collapse as a potential prognostic marker in IPF patients.
为了确定肺泡塌陷(定义为呼气时CT衰减异常增加)是否可以通过吸气和呼气时的配对衰减直方图检测到,并将其作为IPF患者的潜在预测指标。,方法对66例IPF患者进行吸气和呼气CT扫描。创建密度直方图并进行分析。在每个3年的观察期后,根据患者的状态(终点:死亡/移植vs仍在临床监测中)将患者人群分为两个亚组。采用独立t检验比较两亚组间ct直方图衰减参数(呼气/吸气平均衰减比(meanHUratio)和SD、呼气偏度和峰度)。结果经过3年的个体观察期,37例患者仍在临床观察中,29例患者死亡或接受移植。所有基线特征(呼气衰减直方图的平均比值和标准差、偏度和峰度)在亚组之间均有显著差异(p = 0.004, p = 0.009, p <0.001和p <分别为0.001)。,结论呼气衰减直方图分析可以证明肺泡塌陷是IPF患者潜在的预后指标。
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