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Application of deep learning and radiomics in the prediction of hematoma expansion in intracerebral hemorrhage: a fully automated hybrid approach. 深度学习和放射组学在预测脑出血血肿扩大中的应用:一种全自动混合方法。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2024-04-24 DOI: 10.4274/dir.2024.222088
Mengtian Lu, Yaqi Wang, Jiaqiang Tian, Haifeng Feng
PURPOSESpontaneous intracerebral hemorrhage (ICH) is the most severe form of stroke. The timely assessment of early hematoma enlargement and its proper treatment are of great significance in curbing the deterioration and improving the prognosis of patients with ICH. This study aimed to develop an automated hybrid approach to predict hematoma expansion in ICH.METHODSThe transfer learning method was applied to build a hybrid model based on a convolutional neural network (CNN) to predict the expansion of hematoma. The model integrated (1) a CNN for automated hematoma segmentation and (2) a CNN-based classifier for hematoma expansion prediction that incorporated both 2-dimensional images and the radiomics features of the 3-dimensional hematoma shape.RESULTSThe radiomics feature module had the highest area under the receiver operating characteristic curve (AUC) of 0.58, a precision of 0, a recall of 0, and an average precision (AP) of 0.26. The ResNet50 and Inception_v3 modules had AUCs of 0.79 and 0.93, a precision of 0.56 and 0.86, a recall of 0.42 and 0.75, and an AP of 0.51 and 0.85, respectively. Radiomic with Inception_v3 and Radiomic with ResNet50 had AUCs of 0.95 and 0.81, a precision of 0.90 and 0.57, a recall of 0.79 and 0.17, and an AP of 0.87 and 0.69, respectively.CONCLUSIONA model using deep learning and radiomics was successfully developed. This model can reliably predict the hematoma expansion of ICH with a fully automated process based on non-contrast computed tomography imaging. Furthermore, the radiomics fusion with the Inception_v3 model had the highest accuracy.
目的自发性脑内出血(ICH)是中风中最严重的一种。及时评估早期血肿扩大并进行适当治疗,对遏制 ICH 患者病情恶化和改善预后具有重要意义。本研究旨在开发一种预测 ICH 中血肿扩大的自动化混合方法。该模型整合了:(1)用于自动血肿分割的 CNN;(2)基于 CNN 的血肿扩张预测分类器,该分类器同时整合了二维图像和三维血肿形状的放射组学特征。ResNet50 和 Inception_v3 模块的 AUC 分别为 0.79 和 0.93,精确度分别为 0.56 和 0.86,召回率分别为 0.42 和 0.75,平均精确度分别为 0.51 和 0.85。使用 Inception_v3 的 Radiomic 和使用 ResNet50 的 Radiomic 的 AUC 分别为 0.95 和 0.81,精确度分别为 0.90 和 0.57,召回率分别为 0.79 和 0.17,AP 分别为 0.87 和 0.69。该模型基于非对比度计算机断层扫描成像,以全自动流程可靠地预测了 ICH 的血肿扩大情况。此外,放射组学与 Inception_v3 模型的融合具有最高的准确性。
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引用次数: 0
Diagnostic value of qualitative and quantitative enhancement parameters on contrast-enhanced mammography. 对比增强乳腺 X 射线摄影中定性和定量增强参数的诊断价值。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2024-04-15 DOI: 10.4274/dir.2024.232472
Musa Kul, Selçuk Akkaya, Sibel Kul
PURPOSETo determine whether qualitative and quantitative enhancement parameters obtained from contrast-enhanced mammography (CEM) can be used in predicting malignancy.METHODSAfter review board approval, consecutive 136 suspicious lesions with definite diagnosis were retrospectively analyzed on CEM. Acquisition was routinely started with craniocaudal view and ended with mediolateral oblique view of the affected breast. Lesion conspicuity (low, moderate, high), internal enhancement pattern (homogeneous, heterogeneous, rim), contrast-to-noise ratio (CNR), percentage of signal difference (PSD) and relative enhancement from early to late view were analyzed. PSD and relative enhancements were used to determine patterns of descending, steady or ascending enhancements. Receiver operating characteristic analysis, Cohen's kappa statistics and Spearman correlation tests were used.RESULTSThere were 29 benign and 107 malignant lesions. 64% of the malignant lesions exhibited high conspicuity compared to 14% of the benign lesions (P < 0.001). CNR values were higher in malignant lesions compared to benign ones (P ≤ 0.004). CNR from early view yielded 82% sensitivity, 72% specificity and PSD yielded 79% sensitivity, 65% specificity. Descending pattern and rim enhancement observed in 44% and 21% of breast cancers, respectively, and both provided 96% positive predictive value for malignancy.CONCLUSIONDiagnostic accuracy of quantitative parameters was higher than that of qualitative parameters. High CNR, rim enhancement, and descending pattern were features commonly seen in malignant lesions, while low CNR, homogeneous enhancement, and ascending pattern were commonly seen in benign lesions.
目的确定造影剂增强乳腺 X 线摄影(CEM)获得的定性和定量增强参数是否可用于预测恶性肿瘤。方法经审查委员会批准后,对连续 136 例有明确诊断的可疑病变进行 CEM 回顾性分析。采集时常规从患侧乳房的头颅后方切面开始,以内侧斜切面结束。分析了病变的清晰度(低、中、高)、内部增强模式(均质、异质、边缘)、对比度与噪声比(CNR)、信号差百分比(PSD)以及从早期视图到晚期视图的相对增强情况。PSD 和相对增强用于确定下降型、稳定型或上升型增强模式。结果29个良性病变和107个恶性病变。64%的恶性病变表现出高度的明显性,而良性病变仅为 14%(P < 0.001)。恶性病变的 CNR 值高于良性病变(P ≤ 0.004)。早期视图的 CNR 敏感性为 82%,特异性为 72%,而 PSD 的敏感性为 79%,特异性为 65%。在44%和21%的乳腺癌中分别观察到了下降模式和边缘增强,两者对恶性肿瘤的阳性预测值均为96%。高CNR、边缘强化和下降模式是恶性病变的常见特征,而低CNR、均匀强化和上升模式则常见于良性病变。
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引用次数: 0
Post-contrast abdominal magnetic resonance imaging of critically ill patients using compressed sensing free-breathing golden radial angle imaging. 使用压缩传感自由呼吸黄金径向角成像对重症患者进行对比后腹部磁共振成像。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2024-04-05 DOI: 10.4274/dir.2024.232646
Anup S. Shetty, M. Hoegger, Koushik K Das
Obtaining diagnostic-quality magnetic resonance imaging (MRI) of the abdomen in critically ill patients can be difficult due to challenges with breath-holding and the inability to follow technologist instructions. Protocols that harness advances in commercially available MRI techniques provide a potential solution, particularly using the golden radial angle sparse parallel (GRASP) technique for dynamic post-contrast T1-weighted imaging. The GRASP technique uses a combination of free-breathing, a stack-of-stars radial acquisition, and compressed sensing reconstruction acquired over several minutes to produce motion-free images at time points defined by the user; these include the non-contrast, arterial, venous, and delayed images, which are typical of abdominal MRI protocols. The three cases discussed herein illustrate the use of this technique in providing both exquisite image quality and diagnostic value in the care of critically ill patients with hepatopancreaticobiliary diseases. Our work aims to raise awareness of this technique and its utility in imaging patients who cannot hold their breath for dynamic T1-weighted post-contrast imaging.
由于憋气和无法听从技术人员的指导,危重病人难以获得诊断质量的腹部磁共振成像(MRI)。利用市场上先进的磁共振成像技术提供了一种潜在的解决方案,尤其是使用黄金径向角稀疏平行(GRASP)技术进行动态对比后 T1 加权成像。GRASP 技术结合使用自由呼吸、星状堆叠径向采集和压缩传感重建,在用户定义的时间点生成无运动图像;这些图像包括非对比、动脉、静脉和延迟图像,是腹部 MRI 方案的典型特征。本文讨论的三个病例说明了该技术在肝胆胰疾病重症患者护理中的应用,既能提供精美的图像质量,又能提供诊断价值。我们的工作旨在提高人们对这项技术及其在无法屏住呼吸进行动态 T1 加权对比后成像的患者成像中的实用性的认识。
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引用次数: 0
Image-guided embolization of arteriovenous malformations of the hand using Ethylene-vinyl Alcohol Copolymer. 图像引导下用乙烯-乙烯醇共聚物栓塞手部动静脉畸形。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2022-09-01 DOI: 10.5152/dir.2022.21644
Vanessa F Schmidt, Max Masthoff, Constantin Goldann, Denis Ehrl, Sinan Deniz, Osman Öcal, Max Seidensticker, Jens Ricke, Michael Köhler, Richard Brill, Walter A Wohlgemuth, Moritz Wildgruber

PURPOSE This study aimed to evaluate the safety and outcome of image-guided embolization for treating arteriovenous malformations (AVMs) of the hand using ethylene-vinyl alcohol copolymer (EVOH). METHODS A retrospective, multicenter cohort of 15 patients with AVMs of the hand treated with 35 imageguided embolotherapies using EVOH was investigated. Clinical history, symptomatology, and imaging findings were assessed to evaluate clinical outcome (symptom-free, partial relief of pain, no improvement of pain, and clinical progression despite embolization), lesion devascularization (total, 100%; near-total, 90%-99%; substantial, 70%-90%; partial, 30%-70%; and failure, 0%-30%), and peri- and postprocedural complication rates (major complications classified according to CIRSE guidelines). Substratification analysis was performed with respect to the involvement of different anatomical compartments and the injected volume of the embolic agent. RESULTS Patients were treated for pain (93.3%), skin ulceration (46.7%), and local bleeding (33.3%). The mean number of embolotherapies was 2.3 (±1.1) in 3 patients, a planned surgical resection was conducted after embolization. Clinical outcome after a median follow-up of 18 months revealed an overall response of 11/15 patients (73.3%). Imaging at last follow-up revealed 70%- 99% reduced vascularization in 12/15 patients (80%) including 2 patients (13.3%) with a neartotal devascularization of 90%-99%. Peri- and postprocedural complications occurred in 8.5% and 31.5%, respectively, including 17.1% major complications, in 1 case requiring a previously unplanned resection. Involvement of the finger was associated with increased rates of persistent symptoms compared to the other groups (P=.049). No significant difference between the embolic agent volume injected and complication rates was found (P=.372). CONCLUSION Image-guided embolization using EVOH-based liquid embolic agents is effective for treating AVMs of the hand in the mid-term.

目的本研究旨在评价图像引导下使用乙烯-乙烯醇共聚物(EVOH)栓塞治疗手部动静脉畸形(AVMs)的安全性和效果。方法对15例手部动静脉畸形患者进行回顾性、多中心队列研究,采用35种影像引导下EVOH栓塞治疗。评估临床病史、症状学和影像学表现,以评估临床结果(无症状、疼痛部分缓解、疼痛无改善、栓塞后临床进展)、病变断流(总数100%;几乎90% - -99%;实质性的,70% - -90%;部分,30% - -70%;手术失败,0%-30%),手术前后并发症发生率(主要并发症根据CIRSE指南分类)。对不同解剖腔室的介入和栓塞剂的注射体积进行了次分层分析。结果患者出现疼痛(93.3%)、皮肤溃疡(46.7%)和局部出血(33.3%)。3例患者平均栓塞次数2.3次(±1.1次),栓塞后计划行手术切除。中位随访18个月后的临床结果显示,11/15例患者(73.3%)总缓解。最后随访时影像学显示12/15例(80%)患者血管断流减少70%- 99%,其中2例(13.3%)患者血管几乎完全断流90%-99%。术中、术后并发症发生率分别为8.5%和31.5%,其中主要并发症17.1%,1例患者需行计划外切除。与其他组相比,手指受累与持续症状发生率增加相关(P= 0.049)。栓塞剂注射量与并发症发生率无显著差异(P=.372)。结论以evoh为基础的液体栓塞剂在图像引导下栓塞治疗手部动静脉畸形中期是有效的。
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引用次数: 1
Efficacy and safety of splenic artery embolization for intractable ascites using Amplatzer vascular plug versus coil after living donor liver transplantation. 活体肝移植术后脾动脉栓塞治疗顽固性腹水的疗效和安全性。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2022-09-01 DOI: 10.5152/dir.2022.21027
Chih-Ying Lee, Wei-Xiong Lim, Chao-Long Chen, Chee-Chien Yong, Chun-Yen Yu, Leo Leung-Chit Tsang, Hsien-Wen Hsu, Yu-Fan Cheng, Hsin-You Ou

PURPOSE Intractable ascites (IA) is an uncommon but challenging complication after liver transplantation. Splenic artery embolization (SAE) modulates the splenic artery and regulates portal flow. This study aimed to evaluate the efficacy and safety of SAE using the Amplatzer vascular plug (AVP) versus coil embolization for post-living-donor liver transplantation (LDLT) IA. METHODS This retrospective study evaluated consecutive patients from 1 center who received LDLT (n=1410) between March 2006 and August 2019. The inclusion criteria for SAE were splenomegaly with IA after LDLT. RESULTS Totally 15 patients underwent SAE for post-LDLT IA. Eleven patients who received AVP embolization (age, 51.2 ± 15.1 years; range, 8-63 years; 5 men and 6 women) were compared with 4 patients receiving coil embolization (age, 30.8 ± 30.8 years; range, 1.5-63 years; 2 men and 2 women). AVP and coil embolization both significantly reduced portal vein hyperflow (plug/ coil; P <.001/.006) and decreased ascites volume (plug/coil; P <.003/.042). The benefits of AVP embolization included shorter procedure time (P =.029), significantly reduced splenic volume (P =.012), increased liver volume (P =.012), decreased spleen/liver ratio (P =.012), and improvement of pancytopenia (P =.008) due to secondary hypersplenism. No significant differences were found between the two groups in the length of hospital stay or complications such as splenic infarction, pancreatitis, or sepsis. CONCLUSION SAE using AVP and coil embolization provide effective and safe methods for managing patients with IA after LDLT. AVP embolization may be more efficient than coil embolization, providing more effective reduction of ascites volume and the advantages of shortened procedure time and improvement of hypersplenism.

目的:顽固性腹水(IA)是肝移植术后一种罕见但具有挑战性的并发症。脾动脉栓塞(SAE)调节脾动脉和调节门静脉血流。本研究旨在评估使用Amplatzer血管塞(AVP)与线圈栓塞治疗活体肝移植后(LDLT) IA的疗效和安全性。方法:本回顾性研究评估了2006年3月至2019年8月期间来自1个中心的连续接受LDLT治疗的患者(n=1410)。SAE的纳入标准是LDLT后脾肿大伴IA。结果15例患者接受了ldlt后IA的SAE治疗。行AVP栓塞11例(年龄51.2±15.1岁;范围:8-63岁;男性5例,女性6例),而接受线圈栓塞的患者4例(年龄:30.8±30.8岁;年龄范围:1.5-63岁;2男2女)。AVP和栓塞术均可显著减少门静脉超血流(塞/线圈;P
{"title":"Efficacy and safety of splenic artery embolization for intractable ascites using Amplatzer vascular plug versus coil after living donor liver transplantation.","authors":"Chih-Ying Lee,&nbsp;Wei-Xiong Lim,&nbsp;Chao-Long Chen,&nbsp;Chee-Chien Yong,&nbsp;Chun-Yen Yu,&nbsp;Leo Leung-Chit Tsang,&nbsp;Hsien-Wen Hsu,&nbsp;Yu-Fan Cheng,&nbsp;Hsin-You Ou","doi":"10.5152/dir.2022.21027","DOIUrl":"https://doi.org/10.5152/dir.2022.21027","url":null,"abstract":"<p><p>PURPOSE Intractable ascites (IA) is an uncommon but challenging complication after liver transplantation. Splenic artery embolization (SAE) modulates the splenic artery and regulates portal flow. This study aimed to evaluate the efficacy and safety of SAE using the Amplatzer vascular plug (AVP) versus coil embolization for post-living-donor liver transplantation (LDLT) IA. METHODS This retrospective study evaluated consecutive patients from 1 center who received LDLT (n=1410) between March 2006 and August 2019. The inclusion criteria for SAE were splenomegaly with IA after LDLT. RESULTS Totally 15 patients underwent SAE for post-LDLT IA. Eleven patients who received AVP embolization (age, 51.2 ± 15.1 years; range, 8-63 years; 5 men and 6 women) were compared with 4 patients receiving coil embolization (age, 30.8 ± 30.8 years; range, 1.5-63 years; 2 men and 2 women). AVP and coil embolization both significantly reduced portal vein hyperflow (plug/ coil; P <.001/.006) and decreased ascites volume (plug/coil; P <.003/.042). The benefits of AVP embolization included shorter procedure time (P =.029), significantly reduced splenic volume (P =.012), increased liver volume (P =.012), decreased spleen/liver ratio (P =.012), and improvement of pancytopenia (P =.008) due to secondary hypersplenism. No significant differences were found between the two groups in the length of hospital stay or complications such as splenic infarction, pancreatitis, or sepsis. CONCLUSION SAE using AVP and coil embolization provide effective and safe methods for managing patients with IA after LDLT. AVP embolization may be more efficient than coil embolization, providing more effective reduction of ascites volume and the advantages of shortened procedure time and improvement of hypersplenism.</p>","PeriodicalId":50582,"journal":{"name":"Diagnostic and Interventional Radiology","volume":" ","pages":"478-485"},"PeriodicalIF":2.1,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/08/11/dir-28-5-478.PMC9682605.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33499116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Prognostic role of iodine values for gastric cancer after neoadjuvant chemotherapy: a strong independent prognostic factor. 碘值在胃癌新辅助化疗后的预后作用:一个强大的独立预后因素。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2022-09-01 DOI: 10.5152/dir.2022.201007
Yang Zhang, Junfa Chen, Fei Yuan, Benyan Zhang, Bei Ding, Huan Zhang

PURPOSE We aimed to systematically explore the value of iodine values calculated from dual-energy computed tomography (DECT) as potential prognostic factors for locally advanced gastric cancer (LAGC) patients undergoing neoadjuvant chemotherapy (NAC). METHODS Eighty-five LAGC patients were examined using DECT before and after NAC and were divided into responders and non-responders based on the tumor regression grade (TRG). The iodine values, including portal- and delayed-phase iodine uptake (IU-p and IU-d, mg/ml) and total iodine uptake (TIU-p and TIU-d, mg) were acquired. Correlations between the reduction ratios of iodine values and TRG were analyzed. The diagnostic performance of parameters for differentiating responders from non-responders was calculated. Kaplan-Meier method was used for survival analysis. RESULTS The reduction ratios of total iodine uptake (%△TIU-p and %△TIU-d) were significantly correlated with TRG (p < 0.001). The ypN stage, %△TIU-p and %△TIU-d were significant factors influencing PFS (p < 0.050). A value of %△TIU-d≤62.19% was associated with negative prognosis [relative risk (RR):2.103; P = 0.021], as was ypN stage (RR:4.250; p = 0.003). CONCLUSION Iodine values (especially the TIU) are noninvasive quantitative parameters that are potentially helpful for evaluating the treatment response and survival prognosis of LAGC after NAC. %△TIU-d represents a strong independent prognostic factor, increasing preoperative risk assessment performance.

目的系统探讨双能计算机断层扫描(DECT)计算的碘值作为局部晚期胃癌(LAGC)患者接受新辅助化疗(NAC)的潜在预后因素的价值。方法对85例LAGC患者进行NAC术前和术后DECT检查,并根据肿瘤消退等级(TRG)分为反应者和无反应者。碘值,包括门脉期和延迟期碘摄取(IU-p和IU-d, mg/ml)和总碘摄取(TIU-p和TIU-d, mg)。分析了碘值还原率与TRG的相关性。计算了用于区分反应者和无反应者的参数的诊断性能。采用Kaplan-Meier法进行生存分析。结果总碘摄取降低率(%△TIU-p和%△TIU-d)与TRG有显著相关(p < 0.001)。ypN分期、%△TIU-p、%△TIU-d是影响PFS的显著因素(p < 0.050)。%△TIU-d≤62.19%与不良预后相关[相对危险度(RR):2.103;P = 0.021],与ypN分期(RR:4.250;P = 0.003)。结论碘值(尤其是TIU)是评价NAC术后LAGC治疗效果和生存预后的无创定量参数。%△TIU-d是一个很强的独立预后因素,可提高术前风险评估的效果。
{"title":"Prognostic role of iodine values for gastric cancer after neoadjuvant chemotherapy: a strong independent prognostic factor.","authors":"Yang Zhang,&nbsp;Junfa Chen,&nbsp;Fei Yuan,&nbsp;Benyan Zhang,&nbsp;Bei Ding,&nbsp;Huan Zhang","doi":"10.5152/dir.2022.201007","DOIUrl":"https://doi.org/10.5152/dir.2022.201007","url":null,"abstract":"<p><p>PURPOSE We aimed to systematically explore the value of iodine values calculated from dual-energy computed tomography (DECT) as potential prognostic factors for locally advanced gastric cancer (LAGC) patients undergoing neoadjuvant chemotherapy (NAC). METHODS Eighty-five LAGC patients were examined using DECT before and after NAC and were divided into responders and non-responders based on the tumor regression grade (TRG). The iodine values, including portal- and delayed-phase iodine uptake (IU-p and IU-d, mg/ml) and total iodine uptake (TIU-p and TIU-d, mg) were acquired. Correlations between the reduction ratios of iodine values and TRG were analyzed. The diagnostic performance of parameters for differentiating responders from non-responders was calculated. Kaplan-Meier method was used for survival analysis. RESULTS The reduction ratios of total iodine uptake (%△TIU-p and %△TIU-d) were significantly correlated with TRG (p < 0.001). The ypN stage, %△TIU-p and %△TIU-d were significant factors influencing PFS (p < 0.050). A value of %△TIU-d≤62.19% was associated with negative prognosis [relative risk (RR):2.103; P = 0.021], as was ypN stage (RR:4.250; p = 0.003). CONCLUSION Iodine values (especially the TIU) are noninvasive quantitative parameters that are potentially helpful for evaluating the treatment response and survival prognosis of LAGC after NAC. %△TIU-d represents a strong independent prognostic factor, increasing preoperative risk assessment performance.</p>","PeriodicalId":50582,"journal":{"name":"Diagnostic and Interventional Radiology","volume":" ","pages":"388-395"},"PeriodicalIF":2.1,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/3b/99/dir-28-5-388.PMC9682597.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40631752","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Apparent diffusion coefficient histogram analysis for predicting neoadjuvant chemoradiotherapy response in patients with rectal cancer. 表观扩散系数直方图分析预测直肠癌患者新辅助放化疗反应。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2022-09-01 DOI: 10.5152/dir.2022.201112
Andelib Babatürk, Ayşe Erden, İbrahim Ethem Geçim

PURPOSE This study aimed to retrospectively evaluate the apparent diffusion coefficient (ADC) histograms in predicting chemoradiotherapy (CRT) response in patients with locally advanced rectal cancer (LARC). METHODS A total of 51 patients who underwent surgery in our institution for rectal cancer following neoadjuvant CRT between November 2013 and July 2019 were enrolled. Conventional magnetic resonance (MR) and diffusion-weighted images obtained before and after CRT were evaluated retrospectively. All tumor-containing regions of interests were drawn in 3 selected axial images, and special software for histogram analysis was used to evaluate ADC distribution. ADC cutoff values from post-CRT ADC histogram were calculated from receiver operating characteristic (ROC) analysis for evaluating CRT response. RESULTS In histopathological analysis, 5 patients (9.8%) had minimal response (group 1), 31 patients (60.8%) had partial response (group 2), and 15 patients (29.4%) had complete or almost complete response (group 3). In the ADC histogram, minimum, maximum, 10th, 25th, 50th, 75th, and 90th percentile, mean ADC values, and skewness values of groups 2 and 3 showed significant changes before and after CRT, but no difference was found within group 1 values. The mean, 25th, 50th, 75th percent ADC values after CRT and skewness, and kurtosis values were significantly different between group 1 and group 3. Skewness value from the ADC histogram in postCRT magnetic resonance imaging had the best diagnostic performance with an area under the ROC curve of 0.851 (P =.003) for detecting group 3. The skewness cutoff calculated from the ROC analysis was 0.210 for evaluating CRT response. The sensitivity and specificity of the cut-off value were 100% and 61.4%, respectively. CONCLUSION The ADC histogram analysis seems to have potential application in predicting response to neoadjuvant CRT in patients with locally advanced rectal cancer.

目的:本研究旨在回顾性评价表观扩散系数(ADC)直方图对局部晚期直肠癌(LARC)患者放化疗(CRT)反应的预测作用。方法纳入2013年11月至2019年7月在我院接受新辅助CRT手术的51例直肠癌患者。回顾性评价CRT前后的常规磁共振(MR)和弥散加权图像。在选定的3张轴向图像中绘制所有感兴趣的肿瘤包含区域,并使用专用的直方图分析软件评估ADC分布。根据受试者工作特征(ROC)分析计算CRT后ADC直方图的ADC截止值,以评估CRT反应。结果在组织病理学分析中,最低缓解5例(9.8%),部分缓解31例(60.8%),完全或几乎完全缓解15例(29.4%)(3组)。在ADC直方图中,最小、最大、第10、第25、第50、75、90百分位,ADC平均值和偏度值在CRT前后有显著变化,但在1组内无差异。1组与3组CRT后平均、25、50、75 % ADC值及偏度、峰度值差异均有统计学意义。ct后磁共振成像ADC直方图偏度值诊断效果最好,检测组3的ROC曲线下面积为0.851 (P = 0.003)。根据ROC分析计算的偏度截止值为0.210,用于评价CRT反应。截断值的敏感性为100%,特异度为61.4%。结论ADC直方图分析在预测局部晚期直肠癌患者对新辅助CRT的反应方面具有潜在的应用价值。
{"title":"Apparent diffusion coefficient histogram analysis for predicting neoadjuvant chemoradiotherapy response in patients with rectal cancer.","authors":"Andelib Babatürk,&nbsp;Ayşe Erden,&nbsp;İbrahim Ethem Geçim","doi":"10.5152/dir.2022.201112","DOIUrl":"https://doi.org/10.5152/dir.2022.201112","url":null,"abstract":"<p><p>PURPOSE This study aimed to retrospectively evaluate the apparent diffusion coefficient (ADC) histograms in predicting chemoradiotherapy (CRT) response in patients with locally advanced rectal cancer (LARC). METHODS A total of 51 patients who underwent surgery in our institution for rectal cancer following neoadjuvant CRT between November 2013 and July 2019 were enrolled. Conventional magnetic resonance (MR) and diffusion-weighted images obtained before and after CRT were evaluated retrospectively. All tumor-containing regions of interests were drawn in 3 selected axial images, and special software for histogram analysis was used to evaluate ADC distribution. ADC cutoff values from post-CRT ADC histogram were calculated from receiver operating characteristic (ROC) analysis for evaluating CRT response. RESULTS In histopathological analysis, 5 patients (9.8%) had minimal response (group 1), 31 patients (60.8%) had partial response (group 2), and 15 patients (29.4%) had complete or almost complete response (group 3). In the ADC histogram, minimum, maximum, 10th, 25th, 50th, 75th, and 90th percentile, mean ADC values, and skewness values of groups 2 and 3 showed significant changes before and after CRT, but no difference was found within group 1 values. The mean, 25th, 50th, 75th percent ADC values after CRT and skewness, and kurtosis values were significantly different between group 1 and group 3. Skewness value from the ADC histogram in postCRT magnetic resonance imaging had the best diagnostic performance with an area under the ROC curve of 0.851 (P =.003) for detecting group 3. The skewness cutoff calculated from the ROC analysis was 0.210 for evaluating CRT response. The sensitivity and specificity of the cut-off value were 100% and 61.4%, respectively. CONCLUSION The ADC histogram analysis seems to have potential application in predicting response to neoadjuvant CRT in patients with locally advanced rectal cancer.</p>","PeriodicalId":50582,"journal":{"name":"Diagnostic and Interventional Radiology","volume":" ","pages":"403-409"},"PeriodicalIF":2.1,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/94/35/dir-28-5-403.PMC9682593.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40436438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Speed of sound index for liver steatosis estimation: a reliability study in normal subjects. 用声速指数估计肝脏脂肪变性:在正常人中的可靠性研究。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2022-09-01 DOI: 10.5152/dir.2022.21019
Ilias Gatos, Petros Drazinos, Thanasis Loupas, Spyros Yarmenitis, John Koskinas, Pavlos S Zoumpoulis

PURPOSE Non-alcoholic fatty liver disease (NAFLD) is the most widespread type of chronic liver disease in the Western countries. Ultrasound (US) is widely used for NAFLD staging. The Resona 7 US system (Mindray Bio-Medical Electronics Co., Ltd.) includes an image optimization and speed of ultrasound-related feature, Sound Speed Index (SSI). SSI is applied in a region of interest (ROI) that could potentially aid in tissue characterization. The purpose of this study is to evaluate the reliability of SSI on various examination parameters on normal subjects. METHODS Twenty normal subjects were examined by two radiologists performing SSI measurements in the liver in different ROI depths and sizes. Intraclass correlation coefficient (ICC) was calculated to measure intra- and inter-observer variability and inter-ROI variability. RESULTS For all ROIs and both radiologists, the mean inter-observer ICC was 0.62 and the mean intraobserver ICC was 0.52 and 0.79. The mean SSI values for all ROIs and examiners were in the range 1528.79-1540.16 m/s. CONCLUSION The results indicate that SSI can lead to reliable measurements on normal subjects, independent of ROI size but dependent on ROI placement. More studies processing NAFLD patients, utilizing reference methods of liver fat quantification either for reliability or correlation with SSI, should be performed to further investigate the relevance of the SSI as a potential biomarker in clinical practice for liver steatosis grading.

目的:非酒精性脂肪性肝病(NAFLD)是西方国家最常见的慢性肝病。超声(US)被广泛用于NAFLD分期。reona 7美国系统(迈瑞生物医学电子有限公司)包括图像优化和超声相关的速度特征,声速指数(SSI)。SSI应用于感兴趣区域(ROI),可能有助于组织表征。本研究的目的是评估SSI在正常受试者各种检查参数上的信度。方法由两名放射科医师对20名正常受试者进行不同ROI深度和大小的肝脏SSI测量。计算类内相关系数(ICC)来衡量观察者内部和观察者之间的变异性以及roi之间的变异性。结果对于所有roi和两位放射科医生,观察者间的平均ICC为0.62,观察者内的平均ICC为0.52和0.79。所有roi和审查员的平均SSI值在1528.79-1540.16 m/s之间。结论SSI可以对正常受试者进行可靠的测量,与ROI大小无关,但与ROI放置位置有关。应该对NAFLD患者进行更多的研究,利用肝脂肪量化的参考方法,无论是可靠性还是与SSI的相关性,以进一步研究SSI作为临床实践中肝脂肪变性分级的潜在生物标志物的相关性。
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引用次数: 0
Denoising using deep-learning-based reconstruction for whole-heart coronary MRA with sub-millimeter isotropic resolution at 3 T: a volunteer study. 基于深度学习的全心冠状动脉磁共振成像(MRA)去噪:一项志愿者研究。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2022-09-01 DOI: 10.5152/dir.2022.21291
Toshiya Kariyasu, Haruhiko Machida, Sanae Takahashi, Keita Fukushima, Tatsuya Yoshioka, Kenichi Yokoyama

PURPOSE The aim of this study was to assess the usefulness of denoising deep-learning-based reconstruction (dDLR) to improve image quality and vessel delineation in noncontrast 3-T wholeheart coronary magnetic resonance angiography (WHCMRA) with sub-millimeter isotropic resolution (Sub-mm) compared with a standard resolution without dDLR (Standard). METHODS For 10 healthy volunteers, we acquired the WHCMRA with Sub-mm with and without dDLR and Standard to quantify signal- (SNR) and contrast-to-noise ratio (CNR) and vessel edge signal response (VESR) in all the 3 image types. Two independent readers subjectively graded vessel sharpness and signal homogeneity of 8 coronary segments in each patient. We used Kruskal- Wallis test with Bonferroni correction to compare SNR, CNR, VESR, and the subjective evaluation scores among the 3 image types and weighted kappa test to evaluate inter-reader agreement on the scores. RESULTS SNR was significantly higher with Sub-mm with dDLR (P < .001) and Standard (P=.005) than with Sub-mm without dDLR and was comparable between Sub-mm with dDLR and Standard (P=.511). CNR was significantly higher with Sub-mm with dDLR (P < .001) and Standard (P=.005) than with Sub-mm without dDLR and was comparable between Sub-mm with dDLR and Standard (P=.560). VESR was significantly greater with Sub-mm with (P=.001) and without dDLR (P=.017) than with Standard and was comparable between Sub-mm with and without dDLR (P=1.000). In the proximal, middle, distal, and all the coronary segments, the subjective vessel sharpness was significantly better with Sub-mm with dDLR than Sub-mm without dDLR and Standard (P < .001, for all) and was comparable between Sub-mm without dDLR and Standard (P > .05); the subjective signal homogeneity was significantly improved from Sub-mm without dDLR to Standard to Sub-mm with dDLR (P < .001). The inter-reader agreement was excellent (kappa=0.84). CONCLUSION Application of dDLR is useful for improving image quality and vessel delineation in the WHCMRA with Sub-mm compared with Standard.

本研究的目的是评估去噪深度学习重建(dDLR)在亚毫米各向同性分辨率(Sub-mm)的非对比3-T全心冠状动脉磁共振血管造影(WHCMRA)中与没有dDLR的标准分辨率(standard)相比,改善图像质量和血管描绘的有用性。方法对10名健康志愿者分别采集了带有和不带有dlr和Standard的Sub-mm的WHCMRA,量化3种图像类型的信噪比(SNR)、比噪比(CNR)和血管边缘信号响应(VESR)。两位独立的阅读者主观地对每位患者8个冠状动脉段的血管清晰度和信号均匀性进行分级。我们采用Kruskal- Wallis检验和Bonferroni校正比较3种图像类型的信噪比、CNR、VESR和主观评价分数,并采用加权kappa检验评价读者间对分数的一致性。结果亚mm伴dDLR组(P < 0.001)和标准组(P= 0.005)的信噪比显著高于未伴dDLR组(P < 0.001),亚mm伴dDLR组和标准组的信噪比具有可比性(P= 0.511)。合并dDLR的亚mm组CNR (P < 0.001)和标准组(P= 0.005)显著高于未合并dDLR的亚mm组,合并dDLR的亚mm组与标准组CNR相当(P= 0.560)。伴有和不伴有dDLR的Sub-mm组VESR显著高于Standard组(P= 0.001),伴有和不伴有dDLR的Sub-mm组VESR具有可比性(P=1.000)。在近端、中端、远端及所有冠状动脉节段,伴dlr的亚mm组主观血管清晰度明显优于无dlr和标准的亚mm组(P < 0.001),无dlr的亚mm组与标准的亚mm组的主观血管清晰度具有可比性(P > 0.05);主观信号均匀性从无dlr的Sub-mm到标准到有dlr的Sub-mm显著改善(P < 0.001)。读者间一致性极好(kappa=0.84)。结论应用dlr与标准相比,可改善亚mm级WHCMRA的图像质量和血管的描绘。
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引用次数: 1
The value of adjacent vessel sign in malignant breast tumors. 乳腺恶性肿瘤中邻近血管征象的价值。
IF 2.1 4区 医学 Q2 Medicine Pub Date : 2022-09-01 DOI: 10.5152/dir.2022.211228
Ezra Çetinkaya, Şeyma Yıldız, Hafize Otçu, Rasul Sharifov, Fatma Çelik Yabul, Alpay Alkan

PURPOSE The aim of this study was to evaluate the prognostic quality of adjacent vessel sign (AVS) in malignant breast tumors by comparing it with classical prognostic pathological biomarkers and magnetic resonance imaging (MRI) findings. METHODS A total of 124 patients with 133 malignant lesions were included. All the imaging was performed on a 1.5T Avanto scanner and the images were interpreted according to BI-RADS-MR® (fifth ed.) atlas. Maximum intensity projection (MIP) images were constructed from subtracted post-contrast images and were used to investigate AVS. Histopathological results and MRI findings were compared with AVS. RESULTS Interobserver agreement about AVS status was substantial (κ=0.64). AVS positive lesions were significantly bigger in size (P < .001, AVS negative: median 12 mm, AVS positive: median 31 mm). AVS was significantly associated with increased Ki-67 index and axillary lymph node metastasis (P=.009 and P=.019, respectively). Between AVS and lymphovascular invasion (LVI), there was a trend toward positive relationship (P=.076). MRI findings of T2 hypointensity, peritumoral edema, irregular shape, non-homogeneous contrast enhancement, rapid early contrast enhancement, and skin infiltration showed significant positive relation with AVS (P < .001, P < .001, P < .001, P=.02, P=.021, and P=.021, respectively). AVS is found to be associated with increased Ki-67 index, axillary lymph node metastasis, and some MRI findings that point to malignancy or poor prognosis. CONCLUSION AVS indicates poor prognosis since it is related to axillary lymph node metastasis, increased Ki-67 index, LVI, peritumoral edema, rapid early contrast enhancement, increased background enhancement, skin extension, T2 hypointensity, non-homogeneous contrast enhancement, irregular lesion shape, and larger tumor size. AVS is an easy to use sign that shows substantial interobserver agreement.

目的通过与经典预后病理生物标志物和磁共振成像(MRI)结果的比较,评价乳腺恶性肿瘤中邻近血管征象(AVS)的预后质量。方法回顾性分析124例恶性肿瘤133例。所有成像均在1.5T Avanto扫描仪上进行,图像根据BI-RADS-MR®(第五版)图谱进行解释。最大强度投影(MIP)图像由减相后图像构建,用于研究AVS。将组织病理学结果与MRI结果与AVS进行比较。结果观察间AVS状态的一致性显著(κ=0.64)。AVS阳性病变体积显著增大(P < 0.001, AVS阴性:中位12 mm, AVS阳性:中位31 mm)。AVS与Ki-67指数升高及腋窝淋巴结转移显著相关(P=。009, P=。019年,分别)。AVS与淋巴血管侵袭(LVI)呈显著正相关(P= 0.076)。T2低信号、瘤周水肿、形状不规则、增强不均匀、早期快速增强、皮肤浸润等MRI表现与AVS呈显著正相关(P < 0.001, P < 0.001, P < 0.001, P=)。02年,P =。021, P=。021年,分别)。AVS与Ki-67指数升高、腋窝淋巴结转移以及一些提示恶性或预后不良的MRI表现相关。结论AVS预后较差,与腋窝淋巴结转移、Ki-67指数升高、LVI、瘤周水肿、早期增强快速、背景增强增加、皮肤延伸、T2低密度、增强不均匀、病变形状不规则、肿瘤体积较大有关。AVS是一种易于使用的符号,显示了大量的观察者之间的协议。
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引用次数: 0
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Diagnostic and Interventional Radiology
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