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Photon-counting computed tomography in radiology. 放射学中的光子计数计算机断层扫描。
Pub Date : 2024-09-11 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/191743
Oktay Algin, Nazime Tokgoz, Filippo Cademartiri

Photon-counting detector computed tomography (PCD-CT) devices have recently been introduced into practice, despite photon-counting detector technology having been studied for many years. PCD-CT devices are expected to provide advantages in dose reduction, tissue specificity, artifact-free imaging, and multi-contrast demonstration capacity. Noise reduction and increased spatial resolution are expected using PCD-CT, even under challenging scanning conditions. Some experimental or preliminary studies support this hypothesis. This pictorial review illustrates the features of PCD-CT systems, particularly in the interventional field. PCD-CT offers superior image quality and better lesion discrimination than conventional CT techniques for various conditions. PCD-CT shows significant improvements in many aspects of vascular imaging. It is still in its early stages, and several challenges have been identified. Also, PCD-CT devices have some important caveats. The average cost of these devices is 3 to 4 times higher than conventional CT units. This additional cost must be justified by improved clinical benefits or reduced clinical harms. Further investigations will be needed to resolve these issues.

尽管光子计数探测器技术已被研究多年,但光子计数探测器计算机断层扫描(PCD-CT)设备最近才开始投入使用。PCD-CT 设备有望在减少剂量、组织特异性、无伪影成像和多对比度演示能力方面提供优势。即使在极具挑战性的扫描条件下,PCD-CT 也有望降低噪音并提高空间分辨率。一些实验或初步研究支持这一假设。本图解综述介绍了 PCD-CT 系统的特点,尤其是在介入领域的应用。与传统 CT 技术相比,PCD-CT 在各种情况下都能提供卓越的图像质量和更好的病灶辨别能力。PCD-CT 在血管成像的许多方面都有明显改善。目前,PCD-CT 仍处于早期阶段,还存在一些挑战。此外,PCD-CT 设备还有一些重要的注意事项。这些设备的平均成本是传统 CT 设备的 3 到 4 倍。必须通过提高临床疗效或减少临床危害来证明增加的成本是合理的。要解决这些问题,还需要进一步的研究。
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引用次数: 0
Possibility to measure the volume of coronary sinus in contrast-enhanced computed tomography. 在造影剂增强计算机断层扫描中测量冠状窦体积的可能性。
Pub Date : 2024-09-06 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/191535
Agnieszka Młynarska, Rafał Młynarski

Introduction: Modern imaging techniques such as computed tomography (CT) can help in the assessment of coronary sinus volume in a vitro manner, but there is no comprehensive research on this topic so far. Hence, we decided to develop a methodology for measuring the volume of the coronary sinus in multi-detector CT and to try to apply it in practice.

Material and methods: Forty-nine patients (22 men) were included in this research, with a mean age of 70.08 ± 13.6 years. Scanning with retrospective ECG-gating was performed using a Toshiba Aquilion 64 (slice: 0.5 mm; helical pitch: 12.8; rotation time: 0.4 s). 80 ± 20 cm3 of non-ionic contrast was administered to each patient. The volume of coronary sinus and other data measurements were performed using Vitrea 2 workstations. The organ volume measurement function was used to measure volume objects in CT scans. To standardise the measurements, they were all performed to the place where the vein of Marshall reaches the coronary sinus. In cases of loss of vein of Marshall, the first lateral vein was used as the junction between the coronary sinus and the great cardiac vein.

Results: The coronary sinus volume varied from 0.96 cm3 to 8.52 cm3. The average volume was 3.71 ± 1.64 cm3. There was a significant correlation between end diastolic volume and coronary sinus volume (r = 0.33, p = 0.02). In most cases the quality of visualisation was good - the average was calculated as 4.16 ± 0.87. The Thebesian valve was present in 22 cases (44.9%); however, no statistical relationship between the presence of the Thebesian valve and coronary sinus was observed.

Conclusion: It is possible to visualise and calculate the volume of the coronary sinus in cardiac CT.

导言:计算机断层扫描(CT)等现代成像技术有助于以体外方式评估冠状动脉窦的容积,但迄今为止还没有这方面的综合研究。因此,我们决定开发一种在多探头 CT 中测量冠状动脉窦容积的方法,并尝试将其应用于实践:研究对象包括 49 名患者(22 名男性),平均年龄为 70.08 ± 13.6 岁。使用东芝 Aquilion 64(切片:0.5 毫米;螺旋间距:12.8;旋转时间:0.4 秒)进行了带有回顾性心电图门控的扫描。每位患者使用了 80 ± 20 立方厘米的非离子对比剂。冠状窦容积和其他数据的测量使用 Vitrea 2 工作站进行。器官体积测量功能用于测量 CT 扫描中的体积对象。为了使测量标准化,所有测量都在马歇尔静脉到达冠状窦的位置进行。在马歇尔静脉消失的情况下,第一侧静脉被用作冠状窦和心脏大静脉的交界处:冠状窦的体积从 0.96 立方厘米到 8.52 立方厘米不等。平均体积为 3.71 ± 1.64 cm3。舒张末期容积与冠状窦容积之间存在明显的相关性(r = 0.33,p = 0.02)。大多数病例的视野质量良好,平均值为 4.16 ± 0.87。22个病例(44.9%)存在Thebesian瓣膜,但未观察到Thebesian瓣膜的存在与冠状动脉窦之间的统计学关系:结论:心脏 CT 可以显示和计算冠状动脉窦的容积。
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引用次数: 0
Assessing the diagnostic accuracy of artificial intelligence in post-endovascular aneurysm repair endoleak detection using dual-energy computed tomography angiography. 利用双能计算机断层扫描血管造影评估人工智能在血管内动脉瘤修补术后内漏检测中的诊断准确性。
Pub Date : 2024-08-28 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/192115
Ewa Nowak, Marcin Białecki, Agnieszka Białecka, Natalia Kazimierczak, Anna Kloska

Purpose: The aim of this study was to evaluate the diagnostic accuracy of an artificial intelligence (AI) tool in detecting endoleaks in patients undergoing endovascular aneurysm repair (EVAR) using dual-energy computed tomography angiography (CTA).

Material and methods: The study involved 95 patients who underwent EVAR and subsequent CTA follow-up. Dualenergy scans were performed, and images were reconstructed as linearly blended (LB) and 40 keV virtual monoenergetic (VMI) images. The AI tool PRAEVAorta®2 was used to assess arterial phase images for endoleaks. Two experienced readers independently evaluated the same images, and their consensus served as the reference standard. Key metrics, including accuracy, precision, recall, F1 score, and area under the receiver operating characteristic (ROC) curve (AUC), were calculated.

Results: The final analysis included 94 patients. The AI tool demonstrated an accuracy of 78.7%, precision of 67.6%, recall of 10 71.9%, F1 score of 69.7%, and an AUC of 0.77 using LB images. However, the tool failed to process 40 keV VMI images correctly, limiting further analysis of these datasets.

Conclusions: The AI tool showed moderate diagnostic accuracy in detecting endoleaks using LB images but failed to achieve the reliability needed for clinical use due to the significant number of misdiagnoses.

目的:本研究旨在评估人工智能(AI)工具在使用双能计算机断层扫描血管造影(CTA)检测接受血管内动脉瘤修补术(EVAR)患者内漏方面的诊断准确性:研究涉及 95 名接受 EVAR 和后续 CTA 随访的患者。进行了双能扫描,并将图像重建为线性混合(LB)和 40 keV 虚拟单能(VMI)图像。使用人工智能工具 PRAEVAorta®2 评估动脉相位图像是否有内漏。两位经验丰富的读者独立评估了相同的图像,并将他们的共识作为参考标准。计算的关键指标包括准确度、精确度、召回率、F1得分和接收者操作特征曲线(ROC)下面积(AUC):最终分析包括 94 名患者。使用枸橼酸图像,人工智能工具的准确率为 78.7%,精确率为 67.6%,召回率为 10 71.9%,F1 得分为 69.7%,AUC 为 0.77。然而,该工具未能正确处理 40 keV VMI 图像,从而限制了对这些数据集的进一步分析:结论:人工智能工具在使用 LB 图像检测内漏方面显示出中等诊断准确性,但由于误诊率较高,未能达到临床使用所需的可靠性。
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引用次数: 0
Diagnostic accuracy of microvascular flow imaging ultrasound for endoleak detection after endovascular aortic aneurysm repair: a systematic review and meta-analysis. 血管内主动脉瘤修补术后微血管血流成像超声检测内漏的诊断准确性:系统综述和荟萃分析。
Pub Date : 2024-08-22 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/190502
Marcin Czeczelewski, Ewa Kopyto, Maryla Kuczyńska, Anna Drelich-Zbroja, Tomasz Jargiełło

The objective was to assess the diagnostic accuracy of microvascular flow imaging ultrasound (MVUS) for the detection of endoleak after endovascular aortic aneurysm repair. A systematic search of the literature published until January 2024 was performed according to the Preferred Reporting Items for Systematic reviews and Meta-Analyses of Diagnostic Test Accuracy (PRISMA-DTA) guidelines. The pooled rates of sensitivity, specificity, and diagnostic odds ratio of MVUS in endoleak detection with computed tomography angiography as the reference standard were estimated using univariate random-effect analysis with 95% confidence intervals. Three studies were considered eligible for inclusion. Superb micro-vascular imaging (SMI) was used as an MVUS technique in all cases. The total number of paired scans was 209. Sensitivity and specificity of the individual studies ranged 0.75-1.00 and 0.93-1.00, respectively. Pooled sensitivity and specificity of the SMI method was 0.91 (CI: 0.82-0.96) and 0.98 (CI: 0.94-1.00), respectively. The pooled diagnostic odds ratio was 635 (95% CI: 128-3140). The findings of the present study support the use of the MVUS for endoleak detection. However, further research is warranted to explore the broader application of MVUS, providing a more comprehensive understanding and establishing robust criteria for its role in clinical practice.

目的是评估微血管血流成像超声(MVUS)在血管内主动脉瘤修复术后检测内漏的诊断准确性。根据系统综述和诊断测试准确性荟萃分析首选报告项目(PRISMA-DTA)指南,对2024年1月之前发表的文献进行了系统检索。以计算机断层扫描血管造影作为参考标准,采用单变量随机效应分析和 95% 置信区间估算了 MVUS 在内膜渗漏检测中的敏感性、特异性和诊断几率比的汇总率。有三项研究符合纳入条件。所有病例均采用超微血管成像(SMI)作为 MVUS 技术。配对扫描的总次数为 209 次。单项研究的敏感性和特异性分别为 0.75-1.00 和 0.93-1.00。SMI方法的汇总敏感性和特异性分别为0.91(CI:0.82-0.96)和0.98(CI:0.94-1.00)。汇总诊断几率比为 635(95% CI:128-3140)。本研究结果支持使用 MVUS 检测内漏。然而,还需要进一步的研究来探索 MVUS 的更广泛应用,为其在临床实践中的作用提供更全面的理解并建立健全的标准。
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引用次数: 0
Is there added value of the hepatobiliary phase of MRI with hepatobiliary contrast agents for hepatocellular carcinoma diagnosis? A meta-analysis. 使用肝胆造影剂的磁共振成像肝胆期对肝细胞癌诊断有附加价值吗?一项荟萃分析。
Pub Date : 2024-08-19 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/189614
Dorota Rybczynska, Karolina Markiet, Joanna Pienkowska, Andrzej Frydrychowski

Purpose: So far, there have been published several meta-analyses which focused on hepatocellular carcinoma (HCC) detection with hepatobiliary phase (HBP) contrast agents. However, only a few of them aimed at establishing whether there is any added value of the HBP itself for HCC diagnosis. To answer the question, we performed a systematic literature search with the time limit going back to 2010.

Material and methods: True positive, false positive, false negative, and true negative values with and without the HBP were extracted from the included studies. Pooled sensitivities and specificities with and without the HBP were calculated and summary receiver operating characteristics curves were drawn to assess the diagnostic performance of the studies with and without the HBP.

Results: A total of 13 studies were included involving 1184 HCC lesions. In 13 studies without the HBP, the pooled sensitivity, specificity, and area under the curve (AUC) were 0.83, 0.89 and 0.94 respectively. In 13 studies with the HBP, the pooled sensitivity, specificity and AUC were 0.91, 0.85 and 0.98 respectively.

Conclusions: We found no statistically significant differences in sensitivities between studies with and without the HBP (p = 0.1651).

目的:迄今为止,已经发表了几项荟萃分析,重点关注肝胆相(HBP)造影剂对肝细胞癌(HCC)的检测。然而,只有少数研究旨在确定 HBP 本身是否对 HCC 诊断有任何附加价值。为了回答这个问题,我们进行了一次系统的文献检索,时限追溯到 2010 年:从纳入的研究中提取了有无 HBP 的真阳性、假阳性、假阴性和真阴性值。计算使用和未使用 HBP 的汇总敏感性和特异性,并绘制接收器操作特征曲线,以评估使用和未使用 HBP 的研究的诊断性能:结果:共纳入了 13 项研究,涉及 1184 例 HCC 病变。在 13 项未使用 HBP 的研究中,汇总的灵敏度、特异性和曲线下面积(AUC)分别为 0.83、0.89 和 0.94。在 13 项使用 HBP 的研究中,汇总的灵敏度、特异性和 AUC 分别为 0.91、0.85 和 0.98:我们发现,使用和不使用 HBP 的研究在灵敏度方面没有明显的统计学差异(p = 0.1651)。
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引用次数: 0
Assessment of endodontic treatment and prevalence of apical periodontitis using cone-beam computed tomography: a cross-sectional study. 使用锥束计算机断层扫描评估牙髓治疗和根尖牙周炎的患病率:一项横断面研究。
Pub Date : 2024-08-16 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/190412
Katarzyna Lewusz-Butkiewicz, Kinga Kaczor-Wiankowska, Aleksandra Kulas-Bałaban, Elżbieta Kubala, Alicja Nowicka

Purpose: The purpose of this study was a retrospective cross-sectional study of the Polish subpopulation, performed to evaluate the quality of endodontic treatment (ET) and the condition of the periapical tissues of permanent teeth based on cone-beam computed tomography (CBCT) images.

Material and methods: The retrospective study included a group of patients who underwent CBCT at the University Dental Clinic of the Pomeranian Medical University in Szczecin. An endodontically treated tooth index (ETTI) was used to evaluate ET. Once apical periodontitis was recognised, the size, extent, and ratio of adjacent anatomical structures were assessed using the complex periapical index (COPI).

Results: Analysis of the CBCT images showed that ET was performed in 9.9% of the teeth examined, of which 52.7% of the canals were treated correctly, while 28.1% of the root canals were found to be underfilled, 6.8% were overfilled, 9.3% of the root canals were not obturated at all, and in 3.1% of the teeth examined, the filling material was only visible in the pulp chamber. Apical periodontitis was observed in 6% of all teeth examined, while the percentage of teeth following ET was 38.5%.

Conclusions: The quality of the ET provided to the Polish subpopulation is unsatisfactory. Lack of root canal filling homogeneity is a significant risk factor for ET failure. Improper ET and poor quality of crown restoration after ET have an impact on the increased risk of occurrence, size, degree of root coverage, and extent of inflammatory periapical lesions in relation to adjacent anatomical structures.

目的:本研究的目的是对波兰亚群进行回顾性横断面研究,根据锥束计算机断层扫描(CBCT)图像评估牙髓治疗(ET)的质量和恒牙根尖周组织的状况:这项回顾性研究包括一组在什切青波美拉尼亚医科大学牙科诊所接受 CBCT 检查的患者。牙髓治疗过的牙齿指数(ETTI)用于评估 ET。一旦发现根尖牙周炎,则使用复杂根尖周指数(COPI)评估邻近解剖结构的大小、范围和比例:对 CBCT 图像的分析表明,9.9% 的受检牙齿进行了 ET,其中 52.7% 的根管得到了正确处理,28.1% 的根管填充不足,6.8% 的根管填充过度,9.3% 的根管根本没有闭塞,3.1% 的受检牙齿只能在牙髓腔内看到填充材料。在所有接受检查的牙齿中,有 6% 的牙齿出现了根尖牙周炎,而接受根管治疗的牙齿比例为 38.5%:结论:为波兰人提供的根管治疗质量并不令人满意。根管充填不均匀是导致ET失败的重要风险因素。不正确的根管治疗和根管治疗后牙冠修复质量差会增加根尖周炎性病变的发生风险、大小、根部覆盖程度以及与邻近解剖结构的关系。
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引用次数: 0
Physiological changes in the mammary glands during a female's life. 女性一生中乳腺的生理变化。
Pub Date : 2024-08-09 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/189566
Krzysztof Katulski, Adam Katulski, Aleksandra Nykowska, Katarzyna Beutler, Krzysztof Kozielek, Sylwia Antczak, Katarzyna Katulska

The intricate development and physiological dynamics of the mammary glands, orchestrated by a delicate interplay of hormones, are crucial for reproductive function and lactation. Beginning with intrauterine clusters evolving into mature glands, hormonal fluctuations throughout puberty and the menstrual cycle finely tune mammary tissue growth. Oestrogens stimulate the proliferation of epithelial cells, while progesterone orchestrates the formation of lactiferous glands. During pregnancy, oestrogen and progesterone induces hyperplasia of lobules and ducts, preparing the breast for lactation. Prolactin is vital for lactation and stimulates milk production during pregnancy and postpartum. As shown by ultrasonography, physiological changes during lactation reflect glandular tissue transformation for milk secretion. Clinical and physiological changes, including increased blood flow, contribute to mammary growth and firmness, complicating clinical examination. Ultrasonographic findings reveal variability in women's glandular and fat tissue distribution, suggesting that milk production is not solely determined by anatomical factors. Though not directly linked to milk production, blood flow dynamics hint at a threshold for optimal lactation. Understanding these complex hormonal and physiological mechanisms is crucial for comprehending mammary development, function, and clinical assessment.

乳腺的发育和生理动态错综复杂,荷尔蒙的微妙相互作用对生殖功能和哺乳至关重要。从宫内乳腺团演变为成熟乳腺开始,整个青春期和月经周期中的激素波动对乳腺组织的生长起着微妙的调节作用。雌激素刺激上皮细胞增殖,而孕酮则协调泌乳腺的形成。怀孕期间,雌激素和孕激素会促使乳腺小叶和导管增生,为泌乳做好准备。催乳素对泌乳至关重要,可刺激孕期和产后的乳汁分泌。超声波检查显示,泌乳期的生理变化反映了腺体组织为分泌乳汁而发生的转变。临床和生理变化,包括血流量的增加,促进了乳腺的生长和坚挺,使临床检查变得复杂。超声波检查结果显示,妇女的腺体和脂肪组织分布存在差异,这表明乳汁分泌并不完全由解剖学因素决定。虽然血流动力学与乳汁分泌没有直接联系,但它暗示了最佳泌乳期的阈值。了解这些复杂的激素和生理机制对于理解乳腺发育、功能和临床评估至关重要。
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引用次数: 0
1H magnetic resonance spectroscopy in the differentiation between low- and high-grade cervical carcinoma: is it efficient? 1H 磁共振波谱在低级别和高级别宫颈癌鉴别中的应用:有效吗?
Pub Date : 2024-08-05 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/190840
Mohamed Ibrahim Amin, A El-Aziz I Amin, Shimaa Elsayed Badr, Noha Yahia Ebaid

Purpose: To evaluate the extent to which magnetic resonance spectroscopy (MRS) lipid metabolites are accurate in predicting high-grade cervical cancer.

Material and methods: This prospective single-centre pilot study included 20 cases with pathologically proven cervical cancer. They underwent pelvic magnetic resonance imaging (MRI) with MRS. Two radiologists, blinded to the histopathological results, with 10 years of experience in gynaecological imaging, independently analysed the MRI images and MRS curves, and a third one resolved any disagreement. Using the histopathological results as a standard test, the receiver operating characteristics (ROC) curve was utilised to calculate the optimal lipid peak (1.3 ppm) cutoff for predicting high-grade cervical cancer. The difference in MRS metabolites between low- and high-grade cervical cancer groups was estimated using the Mann-Whitney test.

Results: The study included 11 high-grade and nine low-grade cervical cancer cases based on the histopathological evaluation. A lipid (1.3 ppm) peak of 29.9 was the optimal cutoff for predicting high-grade cervical cancer with 100% sensitivity, 77.8%, specificity, and 90% accuracy. Moreover, there was a significant difference between low- and high-grade cervical cancer cases concerning lipid peak at 0.9 ppm, lipid peak at 1.3 ppm, and the peak of choline with (p-value 0.025, 0.001, and 0.023), respectively.

Conclusions: MRS might be considered a useful imaging technique for assessing the grade of cervical cancer and improving the planning of treatment. It shows a good diagnostic accuracy. Therefore, it can be adopted in clinical practice for better patient outcome.

目的:评估磁共振波谱(MRS)脂质代谢物在多大程度上能准确预测高级别宫颈癌:这项前瞻性单中心试点研究包括 20 例经病理证实的宫颈癌患者。他们接受了盆腔磁共振成像(MRI)和 MRS 检查。两名对组织病理学结果保密、在妇科成像方面有 10 年经验的放射科医生独立分析 MRI 图像和 MRS 曲线,第三名医生负责解决任何分歧。将组织病理学结果作为标准测试,利用接收器操作特性(ROC)曲线计算出预测高级别宫颈癌的最佳脂质峰(1.3 ppm)临界值。利用曼-惠特尼检验估计了低级别和高级别宫颈癌组之间 MRS 代谢物的差异:根据组织病理学评估,该研究包括 11 例高级别和 9 例低级别的宫颈癌病例。脂质(1.3 ppm)峰值为 29.9 是预测高级别宫颈癌的最佳临界值,灵敏度为 100%,特异度为 77.8%,准确度为 90%。此外,低度和高度宫颈癌病例在 0.9 ppm 的脂质峰、1.3 ppm 的脂质峰和胆碱峰方面存在显著差异(P 值分别为 0.025、0.001 和 0.023):MRS 可被视为评估宫颈癌分级和改善治疗计划的有效成像技术。它显示出良好的诊断准确性。因此,在临床实践中可以采用该技术来改善患者的治疗效果。
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引用次数: 0
Leveraging smart image processing techniques for early detection of foot ulcers using a deep learning network. 利用智能图像处理技术,使用深度学习网络早期检测足部溃疡。
Pub Date : 2024-07-31 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/189412
Garima Verma

Purpose: To detect foot ulcers in diabetic patients by analysing thermal images of the foot using a deep learning model and estimate the effectiveness of the proposed model by comparing it with some existing studies.

Material and methods: Open-source thermal images were used for the study. The dataset consists of two types of images of the feet of diabetic patients: normal and abnormal foot images. The dataset contains 1055 total images; among these, 543 are normal foot images, and the others are images of abnormal feet of the patient. The study's dataset was converted into a new and pre-processed dataset by applying canny edge detection and watershed segmentation. This pre-processed dataset was then balanced and enlarged using data augmentation, and after that, for prediction, a deep learning model was applied for the diagnosis of an ulcer in the foot. After applying canny edge detection and segmentation, the pre-processed dataset can enhance the model's performance for correct predictions and reduce the computational cost.

Results: Our proposed model, utilizing ResNet50 and EfficientNetB0, was tested on both the original dataset and the pre-processed dataset after applying edge detection and segmentation. The results were highly promising, with ResNet50 achieving 89% and 89.1% accuracy for the two datasets, respectively, and EfficientNetB0 surpassing this with 96.1% and 99.4% accuracy for the two datasets, respectively.

Conclusions: Our study offers a practical solution for foot ulcer detection, particularly in situations where expert analysis is not readily available. The efficacy of our models was tested using real images, and they outperformed other available models, demonstrating their potential for real-world application.

目的:通过使用深度学习模型分析足部热图像来检测糖尿病患者足部溃疡,并通过与一些现有研究进行比较来估计所提议模型的有效性:研究使用了开源热图像。该数据集包含两类糖尿病患者的足部图像:正常足部图像和异常足部图像。数据集共包含 1055 张图像,其中 543 张为正常足部图像,其他为异常足部图像。该研究的数据集通过坎尼边缘检测和分水岭分割转换成一个新的预处理数据集。然后,利用数据扩增对预处理后的数据集进行平衡和放大,之后,在预测方面,应用深度学习模型对足部溃疡进行诊断。在应用canny边缘检测和分割后,预处理数据集可以提高模型的正确预测性能,并降低计算成本:我们提出的模型利用 ResNet50 和 EfficientNetB0 在原始数据集和应用边缘检测和分割后的预处理数据集上进行了测试。结果非常理想,ResNet50 在两个数据集上的准确率分别为 89% 和 89.1%,而 EfficientNetB0 则更胜一筹,在两个数据集上的准确率分别为 96.1% 和 99.4%:我们的研究为足部溃疡检测提供了一种实用的解决方案,尤其是在没有专家分析的情况下。我们使用真实图像对模型的有效性进行了测试,结果表明这些模型的性能优于其他可用模型,这证明了它们在现实世界中的应用潜力。
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引用次数: 0
Comparison of preoperative diagnostic performance between dual-energy CT, conventional CT, and MRI in endometrial cancer. 双能 CT、传统 CT 和核磁共振成像对子宫内膜癌术前诊断效果的比较。
Pub Date : 2024-07-26 eCollection Date: 2024-01-01 DOI: 10.5114/pjr/189487
Miki Yoshida, Tsukasa Saida, Kensaku Mori, Sodai Hoshiai, Masafumi Sakai, Taishi Amano, Saki Shibuki, Mariko Miyata, Toyomi Sato, Takahito Nakajima

Purpose: To compare the diagnostic performance of virtual monoenergetic imaging (VMI), computed tomography (CT), and magnetic resonance imaging (MRI) in patients with endometrial cancer (EC).

Material and methods: This retrospective study analysed 45 EC patients (mean age: 62 years, range: 44-84 years) undergoing contrast-enhanced CT with dual-energy CT (DECT) and MRI between September 2021 and October 2022. Dual-energy CT generated conventional CT (C-CT) and 40 keV VMI. Quantitative analysis compared contrast-to-noise ratio (CNR) of tumour to myometrium between C-CT and VMI. Qualitative assessment by 5 radiologists compared C-CT, VMI, and MRI for myometrial invasion (MI), cervical invasion, and lymph node metastasis. Sensitivity, specificity, accuracy, and area under the receiver operating characteristic curve (AUC) were calculated and compared for each diagnostic parameter.

Results: Virtual monoenergetic imaging showed significantly higher CNR than C-CT (p < 0.001) and a higher sensitivity for MI than C-CT (p = 0.027) and MRI (p = 0.011) but lower specificity than MRI (p = 0.018). C-CT had a higher sensitivity and AUC for cervical invasion than MRI (p = 0.018 and 0.004, respectively).

Conclusions: The study found no significant superiority of MRI over CT across all diagnostic parameters. VMI demonstrated heightened sensitivity for MI, and C-CT showed greater sensitivity and AUC for cervical invasion than MRI. This suggests that combining VMI with C-CT holds promise as a comprehensive preoperative staging tool for EC when MRI cannot be performed.

目的:比较虚拟单能成像(VMI)、计算机断层扫描(CT)和磁共振成像(MRI)对子宫内膜癌(EC)患者的诊断性能:这项回顾性研究分析了2021年9月至2022年10月期间接受对比增强CT与双能CT(DECT)和MRI检查的45名子宫内膜癌患者(平均年龄:62岁,范围:44-84岁)。双能 CT 产生常规 CT(C-CT)和 40 keV VMI。定量分析比较了 C-CT 和 VMI 之间肿瘤与子宫肌层的对比噪声比 (CNR)。由 5 位放射科医生对 C-CT、VMI 和 MRI 进行定性评估,比较子宫肌层侵犯(MI)、宫颈侵犯和淋巴结转移的情况。计算并比较了每个诊断参数的敏感性、特异性、准确性和接收者操作特征曲线下面积(AUC):虚拟单能量成像显示的 CNR 明显高于 C-CT(p < 0.001),对 MI 的敏感性高于 C-CT(p = 0.027)和 MRI(p = 0.011),但特异性低于 MRI(p = 0.018)。C-CT对颈椎侵犯的敏感性和AUC均高于核磁共振成像(p = 0.018和0.004):研究发现,在所有诊断参数上,核磁共振成像都没有明显优于 CT。VMI显示出对MI更高的敏感性,而C-CT显示出比MRI更高的宫颈侵犯敏感性和AUC。这表明,在无法进行核磁共振成像的情况下,将 VMI 与 C-CT 结合使用有望成为 EC 的术前综合分期工具。
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Polish journal of radiology
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