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Dedicated software to harmonize the follow-up of oncological patients 协调肿瘤患者随访的专用软件
Pub Date : 2024-09-24 DOI: 10.1016/j.redii.2024.100051
Mathias Illy , Axel Bartoli , Julien Mancini , Florence Duffaud , Vincent Vidal , Farouk Tradi

Objective

To test and evaluate a sofware dedicated to the follow-up of oncological CT scans for potential use in the Radiology department.

Materials and methods

In this retrospective study, 37 oncological patients with baseline and follow-up CT scans were reinterpreted using a dedicated software. Baseline CT scans were chosen from the imaging reports available in our PACS (picture archiving and communicatin systems). Follow-up interpretations were independently assessed with the software. We evaluated the target lesion sums and the tumor response based on RECIST 1.1 (Response Evaluation Criteria in Solid Tumors).

Results

There was no significant difference in the target lesion sums and the tumor response assessments between the PACS data and the imaging software. There was no over or underestimation of the disease with the software. There was a sigificant deviation (progression versus stability) in three cases. For two patients, this difference was related to the evaluation of the response of non-target lesions. The difference in the third patient was due to comparison with a previous CT scan than to the baseline exam. There was a miscalculation in 13 % of the reports and in 28 % of the cases the examination was compared to the previous CT scan. Finally, the tumor response was not detailed in 43 % of the follow-up reports.

Conclusion

The use of dedicated oncology monitoring software could help in reducing intepretation time and in limiting human errors.
材料和方法在这项回顾性研究中,使用专用软件对 37 名肿瘤患者的基线和随访 CT 扫描进行了重新解读。基线 CT 扫描是从我们的 PACS(图片存档和通信系统)中的成像报告中选择的。随访解读由软件独立评估。我们根据 RECIST 1.1(实体瘤反应评估标准)对靶病灶总和和肿瘤反应进行了评估。结果 PACS 数据和成像软件在靶病灶总和和肿瘤反应评估方面没有显著差异。软件没有高估或低估病情。有三个病例存在明显偏差(进展与稳定)。其中两名患者的差异与非目标病变的反应评估有关。第三位患者的差异是由于与之前的 CT 扫描对比而非基线检查造成的。有 13% 的报告存在计算错误,28% 的病例是将检查结果与之前的 CT 扫描结果进行比较。最后,43% 的随访报告没有详细说明肿瘤反应。
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引用次数: 0
Glenoid morphology variation between patients with hypermobile shoulder joints and controls: Identification of hyperlaxity-related morphologic bone changes 肩关节活动过度患者与对照组之间的盂状关节形态变化:识别与过度松弛相关的骨形态变化
Pub Date : 2024-08-23 DOI: 10.1016/j.redii.2024.100052
Sirine Hamitouche , Fatma Boubaker , Gabriela Hossu , François Sirveaux , Romain Gillet , Alain Blum , Pedro Augusto Gondim Teixeira

Objective

Our study aims to quantitatively determine the concavity of the glenoid articular surface in patients with hypermobile shoulders compared to those without.

Method

We examined medical records of shoulder CTs from 2017 to 2022, selecting 50 patients with clinical signs of joint hypermobility for our case group and 54 for our control group. Two blinded readers independently assessed the glenoid morphology, calculating the glenoid concavity angle (GCA) and evaluating the articular surface shape as concave, flat, or convex. They also recorded the presence and severity of glenoid dysplasia. We compared these assessments between groups.

Results

The mean GCA was significantly lower in the hypermobile group (2.3 ± 3.7° and 2.3 ± 3.8°) versus controls (6.6 ± 3.3° and 5.3 ± 3.8°) (P < 0.05). Interobserver reproducibility was high (ICC=0.76). A stark difference in glenoid morphology was noted between groups (P < 0.001), with a majority of hypermobile patients having a flat or convex glenoid. GCAs decreased with increasing shoulder laxity and dysplasia. GCA showed 77–81 % sensitivity and 55–82 % specificity for detecting shoulder hyperlaxity with a 4° cutoff.

Conclusion

There is a significant association between GCA and shoulder hyperlaxity, demonstrating diagnostic efficacy and substantial interobserver agreement.

Clinical Relevance

GCA values lower than 4° warrant further clinical investigation for shoulder hyperlaxity and associated conditions, which is crucial for patient treatment planning.

目的我们的研究旨在定量测定肩关节活动过度患者与非肩关节活动过度患者的盂关节面凹陷程度。方法我们检查了2017年至2022年的肩关节CT病历,选择50例有关节活动过度临床表现的患者为病例组,54例为对照组。两名盲人阅读者独立评估盂形态,计算盂凹角(GCA)并将关节面形状评估为凹、平或凸。他们还记录了髋臼发育不良的存在和严重程度。结果活动过度组的平均 GCA(2.3 ± 3.7°和 2.3 ± 3.8°)明显低于对照组(6.6 ± 3.3°和 5.3 ± 3.8°)(P <0.05)。观察者之间的重复性很高(ICC=0.76)。各组之间的盂形体形态差异明显(P <0.001),大多数活动过度患者的盂形体为扁平或凸形。随着肩关节松弛和发育不良程度的增加,GCAs 也随之降低。结论GCA与肩关节过度松弛之间存在显著关联,显示出诊断效果和观察者之间的高度一致。临床意义GCA值低于4°时,临床上应进一步检查肩关节过度松弛及相关疾病,这对患者的治疗计划至关重要。
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引用次数: 0
Efficacity of CT-guided intra-articular cervical facet steroid injection for cervical radiculopathy CT 引导下颈椎关节内注射类固醇治疗颈椎病的疗效
Pub Date : 2024-06-11 DOI: 10.1016/j.redii.2024.100050
Clément Ravenel , Charlotte Martin-Peltier , Maxime Lacroix , Fadila Mihoubi-Bouvier , Christelle Nguyen , Romain Touzé , Jean-Luc Drapé

Background

Traditionally, transforaminal steroid injection is performed in the management of cervical radiculopathy in medical failure treatment but carried a true risk of catastrophic complication. Another approach currently used is to perform intra-articular facet steroid injection to reach the epidural space.

Purpose

The aim of this study was to describe the evolution of symptoms following intra-articular facet steroid injection in cervical radiculopathy.

Material and methods

We conducted a retrospective study. We assessed all patients who had a CT-guided intra-articular facet steroid injection in our center (xx, xx, xx) from December 2015 to February 2021. Cervical MR pretherapeutic images were analyzed and classified according to cervical pain etiology: uncodiscarthrosis, disk herniation or congestive cervical posterior osteo-arthritis. All patients had clinical initial evaluation and then follow-up at 1 and 6 months. Pain severity was rated on a visual analog scale and expressed as a percentage of improvement.

Results

Ninety-three patients were included. There were 56 patients with uncodiscarthrosis, 29 with a disk herniation and 8 with a cervical posterior congestive osteoarthritis. A significant improvement of the visual analog scale percentage was found for all patient at 1 and 6 months (p < 0.01). Visual analog scale percentage improvement was about 50 % for all etiologies. For all patients, no severe complications were reported.

Conclusion

Intra-articular facet steroid injection may be considered for the treatment of cervical radiculopathy when other medical treatments have failed.

背景传统上,经椎间孔注射类固醇是在医疗失败的颈椎病治疗中进行的,但确实存在发生灾难性并发症的风险。目前使用的另一种方法是进行关节面内侧类固醇注射,以到达硬膜外腔。我们对 2015 年 12 月至 2021 年 2 月期间在本中心(xx、xx、xx)进行 CT 引导下关节内注射类固醇的所有患者进行了评估。对治疗前的颈椎 MR 图像进行分析,并根据颈椎疼痛病因进行分类:非椎间盘突出症、椎间盘突出症或充血性颈椎后路骨关节炎。所有患者都进行了临床初步评估,然后在 1 个月和 6 个月时进行随访。疼痛严重程度用视觉模拟量表评分,并以改善百分比表示。其中,56 名患者患有非椎间盘突出症,29 名患者患有椎间盘突出症,8 名患者患有颈椎后方充血性骨关节炎。所有患者的视觉模拟量表百分比在 1 个月和 6 个月后均有明显改善(p < 0.01)。在所有病因中,视觉模拟量表的改善率约为 50%。结论当其他药物治疗无效时,可考虑采用关节面注射类固醇来治疗颈椎病。
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引用次数: 0
Evaluation of a new beads reflux control microcatheter in drug-eluting bead transarterial chemoembolization 评估药物洗脱珠经动脉化疗栓塞术中的新型珠子回流控制微导管
Pub Date : 2024-04-26 DOI: 10.1016/j.redii.2024.100048
Youssef Zaarour , Haytham Derbel , Charles Tran , Laetitia Saccentia , Benjamin Longère , Maxime Blain , Giuliana Amaddeo , Alain Luciani , Hicham Kobeiter , Vania Tacher

Rationale and objectives

A new microcatheter was recently developed claiming to reduce beads reflux in drug-eluting bead transarterial chemoembolization (DEB-TACE). The aim of this study was to compare the reflux control microcatheter ability versus a standard microcatheter for TACE treatment in patients with hepatocellular carcinoma.

Material and methods

Patients were prospectively included between November 2017 and February 2022. They received a DEB-TACE treatment with charged radiopaque beads using standard microcatheters or the SeQure reflux control microcatheter (Guerbet, France) and were assigned respectively to a control and a test group. Beads distribution mismatch was evaluated between the targeted territory on treatment planning CBCT and beads’ spontaneous opacities on the post-intervention CBCT and the 1-month CT scanner.

Results

Twenty-three patients (21 men, median age 64 years [12.5 years]) with 37 hepatocellular carcinoma nodules were treated. The control group consisted of 13 patients – 19 nodules, while the test group included ten patients - 18 nodules. Non target embolization (NTE) was found in 20 % (2/10) of patients in the test group and 85 % (11/13) in the control group. NTE involved only an adjacent segment in the test group while it affected the adjacent biliary sector or even the contralateral liver lobe in the control group. No complication linked to NTE was found in the test group, while it led to one case of ischemic cholangitis and another case of biloma in the control group.

Conclusion

The reflux control microcatheter may be efficient in reducing NTE and thus eventual adverse events in comparison to standard of care end-hole microcatheters.

理论依据和目的 最近开发的一种新型微导管声称可以减少药物洗脱珠经动脉化疗栓塞术(DEB-TACE)中的微珠回流。本研究旨在比较回流控制微导管与标准微导管在肝细胞癌患者 TACE 治疗中的能力。他们使用标准微导管或 SeQure 回流控制微导管(法国加柏公司)接受了带电不透射线微珠的 DEB-TACE 治疗,并分别被分配到对照组和试验组。结果23 名患者(21 名男性,中位年龄 64 岁 [12.5 岁])的 37 个肝细胞癌结节接受了治疗。对照组包括 13 名患者--19 个结节,试验组包括 10 名患者--18 个结节。试验组有 20% 的患者(2/10)发现了非目标栓塞(NTE),对照组有 85% 的患者(11/13)发现了非目标栓塞(NTE)。试验组的非目标栓塞只涉及邻近部分,而对照组的非目标栓塞则影响到邻近的胆道部分甚至对侧肝叶。试验组未发现与 NTE 相关的并发症,而对照组则导致一例缺血性胆管炎和另一例胆脂瘤。
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引用次数: 0
Chest tube placement incidence when using gelatin sponge torpedoes after pulmonary radiofrequency ablation 肺射频消融术后使用明胶海绵鱼雷时的胸管置入率
Pub Date : 2024-04-25 DOI: 10.1016/j.redii.2024.100047
Pauline Graveleau , Éric Frampas , Christophe Perret , Stéphanie Volpi , François-Xavier Blanc , Thomas Goronflot , Renan Liberge

Purpose

To assess the efficacy of the gelatin torpedoes embolization technique after lung neoplastic lesions percutaneous radiofrequency ablation (PRFA) to reduce chest tube placement rate and hospital length of stay, and the safety of this embolization technique.

Materials and methods

A total of 114 PRFA of lung neoplastic lesions performed in two centers between January 2017 and December 2022 were retrospectively reviewed. Two groups were compared, with 42 PRFA with gelatin torpedoes embolization technique (gelatin group) and 72 procedures without (control group). Procedures were performed by one of seven interventional radiologists using LeVeen CoAccess™ probe. Multivariate analyses were performed to identify risk factors for chest tube placement and hospital length of stay.

Results

There was a significantly lower chest tube placement rate in the gelatin group compared to the control group (3 [7.1 %] vs. 27 [37.5 %], p < 0,001). Multivariate analysis showed a significant association between chest tube placement and gelatin torpedoes embolization technique (OR: 0.09; 95 % CI: 0.02–0.32; p = 0.0006). No significant difference was found in hospital length of stay between the two groups. Multivariate analysis did not show a significant relationship between hospital length of stay and gelatin torpedoes embolization technique. No embolic complication occurred in the gelatin group.

Conclusion

Gelatin torpedoes embolization technique after PRFA of lung neoplastic lesions resulted in significantly reduced chest tube placement rate in our patient population. No significant reduction in hospital length of stay was observed. No major complication occurred in the gelatin group.

目的评估肺部肿瘤病变经皮射频消融术(PRFA)后使用明胶鱼雷栓塞技术减少胸管置入率和住院时间的有效性,以及这种栓塞技术的安全性。两组患者进行了比较,42 例 PRFA 采用了明胶鱼雷栓塞技术(明胶组),72 例未采用明胶鱼雷栓塞技术(对照组)。手术由七位介入放射科医生之一使用 LeVeen CoAccess™ 探头进行。结果明胶组的胸管置入率明显低于对照组(3 [7.1 %] vs. 27 [37.5 %],p < 0,001)。多变量分析显示,胸管置入与明胶鱼雷栓塞技术之间存在显著关联(OR:0.09;95 % CI:0.02-0.32;P = 0.0006)。两组患者的住院时间无明显差异。多变量分析显示,住院时间与明胶鱼雷栓塞技术之间没有明显关系。结论在对肺部肿瘤病灶进行 PRFA 后采用明胶鱼雷栓塞技术可显著降低患者的胸管置入率。住院时间没有明显缩短。明胶组未发生重大并发症。
{"title":"Chest tube placement incidence when using gelatin sponge torpedoes after pulmonary radiofrequency ablation","authors":"Pauline Graveleau ,&nbsp;Éric Frampas ,&nbsp;Christophe Perret ,&nbsp;Stéphanie Volpi ,&nbsp;François-Xavier Blanc ,&nbsp;Thomas Goronflot ,&nbsp;Renan Liberge","doi":"10.1016/j.redii.2024.100047","DOIUrl":"https://doi.org/10.1016/j.redii.2024.100047","url":null,"abstract":"<div><h3>Purpose</h3><p>To assess the efficacy of the gelatin torpedoes embolization technique after lung neoplastic lesions percutaneous radiofrequency ablation (PRFA) to reduce chest tube placement rate and hospital length of stay, and the safety of this embolization technique.</p></div><div><h3>Materials and methods</h3><p>A total of 114 PRFA of lung neoplastic lesions performed in two centers between January 2017 and December 2022 were retrospectively reviewed. Two groups were compared, with 42 PRFA with gelatin torpedoes embolization technique (gelatin group) and 72 procedures without (control group). Procedures were performed by one of seven interventional radiologists using LeVeen CoAccess™ probe. Multivariate analyses were performed to identify risk factors for chest tube placement and hospital length of stay.</p></div><div><h3>Results</h3><p>There was a significantly lower chest tube placement rate in the gelatin group compared to the control group (3 [7.1 %] vs. 27 [37.5 %], <em>p</em> &lt; 0,001). Multivariate analysis showed a significant association between chest tube placement and gelatin torpedoes embolization technique (OR: 0.09; 95 % CI: 0.02–0.32; <em>p</em> = 0.0006). No significant difference was found in hospital length of stay between the two groups. Multivariate analysis did not show a significant relationship between hospital length of stay and gelatin torpedoes embolization technique. No embolic complication occurred in the gelatin group.</p></div><div><h3>Conclusion</h3><p>Gelatin torpedoes embolization technique after PRFA of lung neoplastic lesions resulted in significantly reduced chest tube placement rate in our patient population. No significant reduction in hospital length of stay was observed. No major complication occurred in the gelatin group.</p></div>","PeriodicalId":74676,"journal":{"name":"Research in diagnostic and interventional imaging","volume":"10 ","pages":"Article 100047"},"PeriodicalIF":0.0,"publicationDate":"2024-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772652524000085/pdfft?md5=725b1046861ea7f764a7a3b33aab91c1&pid=1-s2.0-S2772652524000085-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140644325","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}
引用次数: 0
Dose optimization in newborn abdominal radiography: Assessing the added value of additional filtration on radiation dose and image quality using an anthropomorphic phantom 新生儿腹部放射摄影的剂量优化:使用拟人模型评估额外过滤对辐射剂量和图像质量的附加值
Pub Date : 2024-04-24 DOI: 10.1016/j.redii.2024.100045
Annie-Lyne Petit , Rabih Alwan , Julien Behr , Paul Calame , Marion Lenoir , Hubert Ducou le Pointe , Éric Delabrousse

Background

Abdominal radiographs remain useful in newborns. Given the high radiation sensitivity of this population, it is necessary to optimize acquisition techniques to minimize radiation exposure.

Objective

Evaluate the effects of three additional filtrations on radiation dose and image quality in abdominal X-rays of newborns using an anthropomorphic phantom.

Material and method

Abdominal radiographs of an anthropomorphic newborn phantom were performed using acquisition parameters ranging from 55 to 70 kV and from 0.4 to 2.5 mAs, without and with three different additional filtrations: 0.1 mm copper (Cu) + 1 mm aluminum (Al), 0.2 mm copper + 1 mm aluminum, and 2 mm aluminum. For each X-ray the dose area product (DAP) was measured, the signal-to-noise ratio (SNR) was calculated, and image quality (IQ) was evaluated by two blinded radiologists using the absolute visual grading analysis (VGA) method.

Results

Adding an additional filtration resulted in a significant reduction in DAP, with a decrease of 42% using 2 mm Al filtration, 65% with 0.1 mm Cu + 1 mm Al filtration, and 78% with 0.2 mm Cu + 1 mm Al filtration (p < 0.01). The addition of 2 mm aluminum filtration does not significantly decrease the SNR (p = 0.31), CNR (p = 0.52) or the IQ (p = 0.12 and 0.401 for reader 1 and 2, respectively). However, adding copper-containing filtration leads to a significant decrease in, SNR, CNR and IQ.

Conclusion

Adding a 2 mm Al additional filtration for abdominal radiographs in newborns can significantly reduce the radiation dose without causing a significant decrease in image quality.

背景腹部 X 光片对新生儿仍然有用。材料和方法使用 55 至 70 kV 和 0.4 至 2.5 mAs 的采集参数对拟人化新生儿模型进行腹部 X 射线照相,不使用和使用三种不同的附加滤光片:0.1 毫米铜 (Cu) + 1 毫米铝 (Al)、0.2 毫米铜 + 1 毫米铝和 2 毫米铝。由两名盲人放射科医生使用绝对视觉分级分析 (VGA) 法对每张 X 光片的剂量面积乘积 (DAP) 进行测量,计算信噪比 (SNR) 和图像质量 (IQ) 进行评估。结果 增加额外过滤可显著降低 DAP,2 毫米铝过滤降低 42%,0.1 毫米铜 + 1 毫米铝过滤降低 65%,0.2 毫米铜 + 1 毫米铝过滤降低 78%(p < 0.01)。添加 2 毫米铝过滤不会明显降低信噪比(p = 0.31)、中分辨率(p = 0.52)或智商(读者 1 和读者 2 分别为 p = 0.12 和 0.401)。结论 在新生儿腹部 X 光片上增加 2 毫米的铝滤片可显著降低辐射剂量,而不会导致图像质量明显下降。
{"title":"Dose optimization in newborn abdominal radiography: Assessing the added value of additional filtration on radiation dose and image quality using an anthropomorphic phantom","authors":"Annie-Lyne Petit ,&nbsp;Rabih Alwan ,&nbsp;Julien Behr ,&nbsp;Paul Calame ,&nbsp;Marion Lenoir ,&nbsp;Hubert Ducou le Pointe ,&nbsp;Éric Delabrousse","doi":"10.1016/j.redii.2024.100045","DOIUrl":"https://doi.org/10.1016/j.redii.2024.100045","url":null,"abstract":"<div><h3>Background</h3><p>Abdominal radiographs remain useful in newborns. Given the high radiation sensitivity of this population, it is necessary to optimize acquisition techniques to minimize radiation exposure.</p></div><div><h3>Objective</h3><p>Evaluate the effects of three additional filtrations on radiation dose and image quality in abdominal X-rays of newborns using an anthropomorphic phantom.</p></div><div><h3>Material and method</h3><p>Abdominal radiographs of an anthropomorphic newborn phantom were performed using acquisition parameters ranging from 55 to 70 kV and from 0.4 to 2.5 mAs, without and with three different additional filtrations: 0.1 mm copper (Cu) + 1 mm aluminum (Al), 0.2 mm copper + 1 mm aluminum, and 2 mm aluminum. For each X-ray the dose area product (DAP) was measured, the signal-to-noise ratio (SNR) was calculated, and image quality (IQ) was evaluated by two blinded radiologists using the absolute visual grading analysis (VGA) method.</p></div><div><h3>Results</h3><p>Adding an additional filtration resulted in a significant reduction in DAP, with a decrease of 42% using 2 mm Al filtration, 65% with 0.1 mm Cu + 1 mm Al filtration, and 78% with 0.2 mm Cu + 1 mm Al filtration (<em>p</em> &lt; 0.01). The addition of 2 mm aluminum filtration does not significantly decrease the SNR (<em>p</em> = 0.31), CNR (<em>p</em> = 0.52) or the IQ (<em>p</em> = 0.12 and 0.401 for reader 1 and 2, respectively). However, adding copper-containing filtration leads to a significant decrease in, SNR, CNR and IQ.</p></div><div><h3>Conclusion</h3><p>Adding a 2 mm Al additional filtration for abdominal radiographs in newborns can significantly reduce the radiation dose without causing a significant decrease in image quality.</p></div>","PeriodicalId":74676,"journal":{"name":"Research in diagnostic and interventional imaging","volume":"10 ","pages":"Article 100045"},"PeriodicalIF":0.0,"publicationDate":"2024-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772652524000061/pdfft?md5=74dae0f6a82cde59ddb22e12c46456d8&pid=1-s2.0-S2772652524000061-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140640922","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}
引用次数: 0
Assessment of a multivariable model using MRI-radiomics, age and sex for the classification of hepatocellular adenoma subtypes 利用核磁共振成像放射组学、年龄和性别评估肝细胞腺瘤亚型分类的多变量模型
Pub Date : 2024-04-05 DOI: 10.1016/j.redii.2024.100046
Guillaume Declaux , Baudouin Denis de Senneville , Hervé Trillaud , Paulette Bioulac-Sage , Charles Balabaud , Jean-Frédéric Blanc , Laurent Facq , Nora Frulio

Objectives

Non-invasive subtyping of hepatocellular adenomas (HCA) remains challenging for several subtypes, thus carrying different levels of risks and management. The goal of this study is to devise a multivariable diagnostic model based on basic clinical features (age and sex) combined with MRI-radiomics and to evaluate its diagnostic performance.

Methods

This single-center retrospective case-control study included all consecutive patients with HCA identified within the pathological database from our institution from January 2003 to April 2018 with MRI examination (T2, T1-no injection/injection-arterial-portal); volumes of interest were manually delineated in adenomas and 38 textural features were extracted (LIFEx, v5.10). Qualitative (i.e., visual on MRI) and automatic (computer-assisted) analysis were compared. The prognostic scores of a multivariable diagnostic model based on basic clinical features (age and sex) combined with MRI-radiomics (tumor volume and texture features) were assessed using a cross-validated Random Forest algorithm.

Results

Via visual MR-analysis, HCA subgroups could be classified with balanced accuracies of 80.8 % (I-HCA or ß-I-HCA, the two being indistinguishable), 81.8 % (H-HCA) and 74.4 % (sh-HCA or ß-HCA also indistinguishable). Using a model including age, sex, volume and texture variables, HCA subgroups were predicted (multivariate classification) with an averaged balanced accuracy of 58.6 %, best=73.8 % (sh-HCA) and 71.9 % (ß-HCA). I-HCA and ß-I-HCA could be also distinguished (binary classification) with a balanced accuracy of 73 %.

Conclusion

Multiple HCA subtyping could be improved using machine-learning algorithms including two clinical features, i.e., age and sex, combined with MRI-radiomics. Future HCA studies enrolling more patients will further test the validity of the model.

目的肝细胞腺瘤(HCA)的非侵袭性亚型分型对于几种亚型来说仍然具有挑战性,因此会带来不同程度的风险和管理。本研究的目的是根据基本临床特征(年龄和性别)结合 MRI 放射线组学设计一个多变量诊断模型,并评估其诊断性能。方法这项单中心回顾性病例对照研究纳入了我院 2003 年 1 月至 2018 年 4 月病理数据库中所有通过 MRI 检查(T2、T1-无注射/注射-动脉-门静脉)确定的连续 HCA 患者;人工划定腺瘤中感兴趣的体积,并提取 38 个纹理特征(LIFEx,v5.10)。对定性分析(即核磁共振成像上的肉眼观察)和自动分析(计算机辅助)进行了比较。使用交叉验证的随机森林算法评估了基于基本临床特征(年龄和性别)与 MRI 放射组学(肿瘤体积和纹理特征)的多变量诊断模型的预后评分。结果通过可视化 MR 分析,HCA 亚组的均衡准确率分别为 80.8%(I-HCA 或 ß-I-HCA,两者无法区分)、81.8%(H-HCA)和 74.4%(sh-HCA 或 ß-HCA 也无法区分)。使用包括年龄、性别、体积和质地变量在内的模型预测 HCA 亚组(多变量分类)的平均均衡准确率为 58.6%,最佳=73.8%(sh-HCA)和 71.9%(ß-HCA)。结论使用机器学习算法(包括两个临床特征,即年龄和性别)并结合核磁共振成像放射组学,可以改善多重 HCA 亚型的诊断。未来对更多患者进行的 HCA 研究将进一步检验该模型的有效性。
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引用次数: 0
Combination of intrahepatic TARE and extrahepatic TACE to treat HCC patients with extrahepatic artery supply: A case series 肝内 TARE 和肝外 TACE 联合治疗肝外动脉供血的 HCC 患者:病例系列
Pub Date : 2024-03-01 DOI: 10.1016/j.redii.2024.100042
Lorenzo Carlo Pescatori , Athena Galletto Pregliasco , Haytham Derbel , Laetitia Saccenti , Mario Ghosn , Maxime Blain , Julia Chalayea , Alain Luciani , Sebastien Mulé , Giuliana Amaddeo , Hicham Kobeiter , Vania Tacher

Purpose

The aim of this study was to report the safety and tumor response rate of combined transarterial radioembolization (TARE) through the intrahepatic arteries and transarterial chemoembolization (TACE) through the extrahepatic feeding arteries (EHFA) in patients with hepatocellular carcinoma (HCC).

Methods

Patients with HCC, who had both intrahepatic and extrahepatic arterial supply visible on preinterventional multiphase CT and were treated between 2016 and 2021 with a combination of TACE and TARE on the same nodule, were retrospectively included. Epidemiological, clinical, biological, and radiological characteristics were recorded. Safety and tumor response were assessed at 6 months.

Results

Nine patients (8 men, median age 62 years [IQR: 54–72 years]) were included. Seven patients had previous treatments on the target nodule (TARE: 5; TACE: 2). The median longest axis (LA) of the lesion was 70 mm (IQR: 60–79 mm). Three patients had portal vein invasion (VP3). The EHFA originated from the right diaphragmatic artery (n = 6), the right adrenal artery (n = 2), and the left gastric artery (n = 1). The LA of the tumor portion treated with TACE was 47 mm (range: 35–64 mm). The ratio between the LA of the entire lesion and the LA treated with TACE was 1.44 (range: 1.27–1.7). One major complication occurred: acute on chronic liver failure. Median follow-up was 23 months (range: 16–29 months). Seven patients underwent further treatment: on the same lesion (n = 2), on newly appeared nodules (n = 2), and systemic treatment (n = 3). At 6-month follow-up, seven patients showed a local objective response. Time-to-progression was 13 (3.5–19) months.

Conclusion

The combination of TARE and extrahepatic TACE for HCC with both intrahepatic and extrahepatic arterial supplies seems feasible and safe. Further studies are needed to validate the effectiveness of these preliminary results.

目的 本研究旨在报告肝细胞癌(HCC)患者接受肝内动脉经动脉放射栓塞术(TARE)和肝外供血动脉经动脉化疗栓塞术(TACE)联合治疗的安全性和肿瘤反应率。方法回顾性纳入在介入前多相 CT 上可见肝内和肝外动脉供血,并在 2016 年至 2021 年期间对同一结节进行 TACE 和 TARE 联合治疗的 HCC 患者。记录了流行病学、临床、生物学和放射学特征。结果共纳入 9 名患者(8 名男性,中位年龄 62 岁 [IQR:54-72 岁])。七名患者曾接受过靶结节治疗(TARE:5;TACE:2)。病灶的中位最长轴(LA)为 70 毫米(IQR:60-79 毫米)。三名患者有门静脉侵犯(VP3)。EHFA 起源于右侧膈动脉(6 例)、右侧肾上腺动脉(2 例)和左侧胃动脉(1 例)。接受TACE治疗的肿瘤部分的LA为47毫米(范围:35-64毫米)。整个病灶的LA与TACE治疗的LA之比为1.44(范围:1.27-1.7)。出现了一种主要并发症:急性和慢性肝功能衰竭。中位随访时间为 23 个月(范围:16-29 个月)。七名患者接受了进一步治疗:同一病灶(2 例)、新出现的结节(2 例)和全身治疗(3 例)。在 6 个月的随访中,7 名患者出现了局部客观反应。结论对于肝内和肝外动脉供血的 HCC,联合使用 TARE 和肝外 TACE 似乎是可行且安全的。需要进一步研究来验证这些初步结果的有效性。
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引用次数: 0
Development of a deep learning model for the automated detection of green pixels indicative of gout on dual energy CT scan 开发用于自动检测双能量 CT 扫描中痛风绿色像素的深度学习模型
Pub Date : 2024-03-01 DOI: 10.1016/j.redii.2024.100044
Shahriar Faghani , Rhodes G. Nicholas , Soham Patel , Francis I. Baffour , Mana Moassefi , Pouria Rouzrokh , Bardia Khosravi , Garret M. Powell , Shuai Leng , Katrina N. Glazebrook , Bradley J. Erickson , Christin A. Tiegs-Heiden

Background

Dual-energy CT (DECT) is a non-invasive way to determine the presence of monosodium urate (MSU) crystals in the workup of gout. Color-coding distinguishes MSU from calcium following material decomposition and post-processing. Most software labels MSU as green and calcium as blue. There are limitations in the current image processing methods of segmenting green-encoded pixels. Additionally, identifying green foci is tedious, and automated detection would improve workflow. This study aimed to determine the optimal deep learning (DL) algorithm for segmenting green-encoded pixels of MSU crystals on DECTs.

Methods

DECT images of positive and negative gout cases were retrospectively collected. The dataset was split into train (N = 28) and held-out test (N = 30) sets. To perform cross-validation, the train set was split into seven folds. The images were presented to two musculoskeletal radiologists, who independently identified green-encoded voxels. Two 3D Unet-based DL models, Segresnet and SwinUNETR, were trained, and the Dice similarity coefficient (DSC), sensitivity, and specificity were reported as the segmentation metrics.

Results

Segresnet showed superior performance, achieving a DSC of 0.9999 for the background pixels, 0.7868 for the green pixels, and an average DSC of 0.8934 for both types of pixels, respectively. According to the post-processed results, the Segresnet reached voxel-level sensitivity and specificity of 98.72 % and 99.98 %, respectively.

Conclusion

In this study, we compared two DL-based segmentation approaches for detecting MSU deposits in a DECT dataset. The Segresnet resulted in superior performance metrics. The developed algorithm provides a potential fast, consistent, highly sensitive and specific computer-aided diagnosis tool. Ultimately, such an algorithm could be used by radiologists to streamline DECT workflow and improve accuracy in the detection of gout.

背景双能 CT(DECT)是在痛风检查中确定是否存在单钠尿酸盐(MSU)结晶的一种无创方法。在材料分解和后处理之后,颜色编码可将 MSU 与钙区分开来。大多数软件将 MSU 标为绿色,将钙标为蓝色。目前的图像处理方法在分割绿色编码像素方面存在局限性。此外,识别绿色病灶非常繁琐,自动检测可改善工作流程。本研究旨在确定在 DECTs 上分割 MSU 晶体绿色编码像素的最佳深度学习(DL)算法。数据集分为训练集(N = 28)和保持测试集(N = 30)。为了进行交叉验证,训练集被分成了七个褶皱。将图像展示给两名肌肉骨骼放射科医生,由他们独立识别绿色编码体素。结果Segresnet表现优异,背景像素的DSC为0.9999,绿色像素的DSC为0.7868,两类像素的平均DSC为0.8934。根据后处理结果,Segresnet 的体素级灵敏度和特异度分别达到了 98.72 % 和 99.98 %。Segresnet 的性能指标更优越。所开发的算法提供了一种潜在的快速、一致、高灵敏度和特异性的计算机辅助诊断工具。最终,放射科医生可以利用这种算法简化 DECT 工作流程,提高痛风检测的准确性。
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引用次数: 0
Impact of inspiration level on lung nodule volumetry 吸气水平对肺结节体积测量的影响
Pub Date : 2024-03-01 DOI: 10.1016/j.redii.2024.100043
Arnaud Halter, Aïssam Labani, Catherine Roy, Mickaël Ohana
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引用次数: 0
期刊
Research in diagnostic and interventional imaging
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