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[Simple Method to Measure Slice Sensitivity Profile in Non-helical CT Using Tilted Metal Wire]. [使用倾斜金属线测量非螺旋 CT 切片灵敏度曲线的简单方法]。
Pub Date : 2024-09-20 Epub Date: 2024-08-15 DOI: 10.6009/jjrt.2024-1486
Akihiro Narita, Masaki Ohkubo, Yuki Ohsugi

Purpose: The measurement of slice sensitivity profile (SSP) in non-helical CT is conventionally performed by repeated scans with moving a micro-coin phantom little by little in the longitudinal direction at a small interval, which is reliable but laborious and time-consuming. The purpose of this study was to propose a simple method for measuring the SSP in non-helical CT based on a previous method that measured the slice thickness using a tilted metal wire.

Methods: In the proposed method, a CT image was obtained by scanning a wire tilted at an angle θ=30° to the scan plane. By deconvolving the image with the point spread function (PSF) measured at the scanner, we obtained an image that was not affected by the PSF blurring. The CT value profile along the wire was acquired on the obtained image. The SSP was determined by multiplying the profile by tan θ. In addition, the SSP was measured by the conventional method using a micro-coin phantom and compared with the SSP obtained by the proposed method.

Results: The SSP measured by the proposed method agreed well with that measured by the conventional method. The full-width at half-maximum values of these SSPs were the same.

Conclusion: The proposed method was demonstrated to easily and accurately measure the SSP in non-helical CT.

目的:在非螺旋 CT 中测量切片灵敏度轮廓(SSP)的传统方法是在纵向以较小的间隔一点一点地移动微型硬币模型进行重复扫描,这种方法虽然可靠,但费力费时。本研究的目的是在之前使用倾斜金属丝测量切片厚度的方法基础上,提出一种测量非螺旋 CT SSP 的简单方法:在提议的方法中,通过扫描与扫描平面成 θ=30° 角倾斜的金属丝来获取 CT 图像。通过对图像与扫描仪测得的点扩散函数(PSF)进行解卷积,我们获得了不受 PSF 模糊影响的图像。在获得的图像上获取了沿导线的 CT 值轮廓。将剖面图乘以 tan θ 即可确定 SSP。此外,还使用微型硬币模型以传统方法测量了 SSP,并与拟议方法获得的 SSP 进行了比较:结果:拟议方法测得的 SSP 与传统方法测得的 SSP 非常吻合。结论:结论:所提出的方法可以轻松准确地测量非螺旋 CT 中的 SSP。
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引用次数: 0
[Development of Dose Calculation Application for Computed Tomography Dose Management When Facility Protocols Differ from Diagnostic Reference Level (DRL)]. [当设备协议与诊断参考水平(DRL)不同时,为计算机断层扫描剂量管理开发剂量计算应用程序]。
Pub Date : 2024-09-20 Epub Date: 2024-08-14 DOI: 10.6009/jjrt.2024-1462
Yuki Kawamata, Ryuji Ikeda, Syuichi Tochihara, Masahiro Hashida, Masahiro Hatemura

Purpose: In this study, we aimed to develop an application that computes dose values resembling diagnostic reference level (DRL) conditions when disparity prevents direct dose comparisons between the national diagnostic reference levels in Japan 2020 (Japan DRLs_2020) and facility-specific computed tomography (CT) protocols.

Methods: We developed an application using the R programming language and RStudio software that computes dose values and median values based on Japan DRLs_2020 imaging conditions following extraction of necessary information for dose calculations from the Radiation Dose Structured Report (RDSR) and Digital Imaging and Communications in Medicine (DICOM) tags. To ensure a user-friendly experience, we used the Shiny package to develop a graphical user interface that enables the application to operate seamlessly in web browsers.

Results: The developed application successfully facilitated the calculation of dose and median values that aligned with the Japan DRLs_2020 for protocols whose imaging range and acquisition timing differed from those of the Japan DRLs_2020.

Conclusion: By calculating dose values that align with DRL conditions, our application contributes to the implementation and optimization of dose management in CT for facilities that use diverse imaging protocols.

目的:在本研究中,我们旨在开发一种应用程序,当日本 2020 年国家诊断参考水平(Japan DRLs_2020)与特定设施的计算机断层扫描(CT)协议之间存在差异,无法直接进行剂量比较时,该应用程序可计算与诊断参考水平(DRL)条件相似的剂量值:我们使用 R 编程语言和 RStudio 软件开发了一个应用程序,该程序可根据日本 DRLs_2020 成像条件计算剂量值和中位值,计算之前我们从辐射剂量结构化报告(RDSR)和医学数字成像与通信(DICOM)标签中提取了必要的剂量计算信息。为确保用户体验友好,我们使用 Shiny 软件包开发了一个图形用户界面,使应用程序能够在网络浏览器中无缝运行:结果:对于成像范围和采集时间与日本 DRLs_2020 不同的方案,所开发的应用程序成功地帮助计算了与日本 DRLs_2020 一致的剂量和中位值:通过计算符合 DRL 条件的剂量值,我们的应用程序有助于使用不同成像方案的医疗机构实施和优化 CT 剂量管理。
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引用次数: 0
[Development of a Head Radiography Simulator System Using Pose Estimation Techniques]. [利用姿势估计技术开发头部放射摄影模拟系统]。
Pub Date : 2024-08-20 Epub Date: 2024-07-11 DOI: 10.6009/jjrt.2024-1477
Michihiro Eto, Yasushi Ono, Tomofumi Nakawatari, Daisuke Hanamiya, Yuji Hatanaka

Purpose: This study proposes a system that can simulate head radiography by combining a technique for estimating human posture from moving images (hereafter referred to as "pose estimation technique") and use of two cameras capable of acquiring RGB images to determine body position during positioning.

Methods: The angles of the median sagittal plane (MS), axial plane (AX), and orbitomeatal baseline (OM) were obtained using the pose estimation technique from frontal and lateral images captured after positioning. The resulting radiographs were displayed according to the results.

Results: The head tilt during positioning could be determined based on the coordinate data of feature points acquired using the pose estimation technique. In an imaging experiment using a simulated human patient, errors increased as head tilt increased; however, the mean error values in each axis were 0.9° for MS, 0.8° for AX, and 1.5°for OM, when the patient was correctly positioned.

Conclusion: The pose estimation technique can assist in evaluating positioning accuracy in radiography and is expected to be used as a potential simulator system.

目的:本研究提出了一种可以模拟头部放射摄影的系统,该系统结合了从移动图像中估计人体姿势的技术(以下简称 "姿势估计技术"),并使用两台能够获取 RGB 图像的摄像机来确定定位时的身体位置:方法: 利用姿势估计技术,从定位后拍摄的正面和侧面图像中获取中线矢状面(MS)、轴面(AX)和眶骨基线(OM)的角度。结果显示:定位过程中的头部倾斜度可以被确定:结果:定位过程中的头部倾斜可根据使用姿势估计技术获取的特征点坐标数据确定。在使用模拟人类患者进行的成像实验中,随着头部倾斜度的增加,误差也随之增加;然而,当患者定位正确时,各轴的平均误差值分别为:MS 0.9°、AX 0.8°、OM 1.5°:姿势估计技术有助于评估放射摄影中的定位精度,有望用作潜在的模拟系统。
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引用次数: 0
[Artifact Assessment in the Skull Base Region of Head CT Images with Various Tilt Angles Relative to the Orbitomeatal Line]. [不同倾斜角度的头部 CT 图像颅底区域的伪影评估]。
Pub Date : 2024-08-20 Epub Date: 2024-07-18 DOI: 10.6009/jjrt.2024-1441
Norisato Tsuda

Purpose: The aim of this study was to evaluate artifacts in the skull base region of head computed tomography (CT) images with various tilt angles relative to the orbitomeatal line.

Methods: CT images of a head phantom acquired by helical and non-helical scanning with the tilt angles set from 0 to 20 degrees in 5-degree increments were evaluated in this study. Regions of interest (ROIs) were set at the cerebellum, temporal lobe, frontal lobe, and basal ganglia in the phantom images. Artifacts were evaluated by the coefficient of variation (CV) of the mean CT value between ROIs and the location parameter (β) of the Gumbel method.

Results: The CV and β values increased with increasing tilt angle for both helical and nonhelical images in the frontal lobes, but both decreased in the cerebellar region. In the temporal lobe and basal ganglia, there was no trend of change with tilt angle.

Conclusion: Increasing the tilt angle relative to the OM line increased artifacts at the frontal lobes and decreased artifacts at the cerebellar region.

目的:本研究旨在评估头部计算机断层扫描(CT)图像中颅底区域相对于眶骨线不同倾斜角度的伪影:本研究评估了通过螺旋扫描和非螺旋扫描获得的头部模型 CT 图像,倾斜角度设置为 0 至 20 度,增量为 5 度。模型图像中的小脑、颞叶、额叶和基底节被设置为感兴趣区(ROI)。根据 ROI 之间 CT 平均值的变异系数(CV)和 Gumbel 方法的位置参数(β)对伪影进行评估:在额叶,螺旋图像和非螺旋图像的变异系数和β值随着倾斜角度的增大而增大,但在小脑区域变异系数和β值均减小。在颞叶和基底节,倾斜角没有变化趋势:结论:增加相对于OM线的倾斜角度会增加额叶的伪影,减少小脑区域的伪影。
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引用次数: 0
[Basic MRI Study in the Imaging Direction of a Diffusion-weighted Whole Body Imaging with Background Body Signal Suppression]. [带背景体信号抑制的弥散加权全身成像方向的基础磁共振成像研究]。
Pub Date : 2024-07-20 Epub Date: 2024-06-12 DOI: 10.6009/jjrt.2024-1449
Shota Katsumata, Toshiyuki Takahashi, Shuko Nishimura, Tetsuichi Hondera, Mitsuyoshi Yasuda, Kyoichi Kato

A diffusion-weighted whole body imaging with background body signal suppression (DWIBS) is usually imaged as a whole body with Transverse (Tra). However, Tra has a large number of stations and a larger number than Coronal (Cor), so the scan time is longer. There are also drawbacks, such as signal unevenness between series. It is known that the effect of distortion is large in Cor. There is no report on it in Sagittal (Sag). Therefore, in this study, we focused on Sag and examined the imaging time, image distortion, fat suppression effect, and continuity between stations. In the examination by the phantom, the scan time was the shortest for Cor and the longest for Sag. In the strain evaluation, the effect of strain could be suppressed compared to Cor by using a rectangle field of view (FOV) in the anterior to posterior (AP) direction in Tra and Sag. There was no difference in the fat suppression effect depending on the imaging direction. Similar results were obtained in a study of 10 healthy volunteers, with Sag having the best continuity between stations.

带背景体信号抑制的全身弥散加权成像(DWIBS)通常采用横向(Tra)全身成像。不过,Tra 的站数较多,比 Coronal(Cor)的站数多,因此扫描时间较长。同时也存在一些缺点,如序列间信号不均匀。众所周知,矢状位(Sagittal)的失真影响较大,但目前尚无相关报道。因此,在本研究中,我们重点研究了矢状位,并检查了成像时间、图像失真、脂肪抑制效应和站间连续性。在使用模型进行检查时,Cor 扫描时间最短,Sag 扫描时间最长。在应变评估中,与 Cor 相比,Tra 和 Sag 在前后(AP)方向使用矩形视场(FOV)可抑制应变的影响。不同成像方向的脂肪抑制效果没有差异。在对 10 名健康志愿者进行的研究中也获得了类似的结果,其中 Sag 站之间的连续性最好。
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引用次数: 0
[Comparison of Bladder Volume Measurement Accuracy between Portable Ultrasound Diagnostic Equipment and CBCT for Pelvic Prostate Radiotherapy]. [便携式超声诊断设备与 CBCT 在盆腔前列腺放射治疗中的膀胱容积测量精度比较]。
Pub Date : 2024-07-20 Epub Date: 2024-06-26 DOI: 10.6009/jjrt.2024-1461
Takahiro Saika, Kenji Matsumoto

Purpose: We evaluated the measurement accuracy of the CubeScan BioCon-900 (here after BioCon-900), a portable ultrasound imaging diagnostic device capable of measuring bladder volume, to determine if it can accurately assess bladder volume before intensity-modulated radiation therapy (IMRT) for prostate cancer.

Methods: Bladder volume was measured from kV-Cone Beam computed tomography (CBCT) images obtained immediately before the administration of IMRT for prostate cancer using Halcyon. The bladder volume measured from kV-CBCT images (23 patients, total number of scans: 139) immediately before the IMRT procedure was used as the reference value. The difference between the bladder volume measured by the BioCon-900 was then calculated.

Results: The bladder volume measured from kV-CBCT images was 117.5±49.4 cc. In contrast, the bladder volume obtained with BioCon-900 was 104.1±48.6 ml, resulting in an absolute mean difference of 18.4% and a correlation coefficient of 0.881. The measurements by BioCon-900 tended to be, on average, 11% smaller than the bladder volume measured by kV-CBCT imaging.

Conclusion: kV-CBCT images demonstrated a strong positive correlation between bladder volume and bladder urine output obtained with BioCon-900. BioCon-900 can be used before kV-CBCT imaging to accurately and conveniently assess bladder volume.

目的:我们评估了可测量膀胱容积的便携式超声成像诊断设备 CubeScan BioCon-900(以下简称 BioCon-900)的测量准确性,以确定它能否在前列腺癌调强放射治疗(IMRT)前准确评估膀胱容积:在使用 Halcyon 进行前列腺癌 IMRT 治疗前,通过 kV-Cone Beam 计算机断层扫描 (CBCT) 图像测量膀胱容积。将 IMRT 术前通过 kV-CBCT 图像测量的膀胱容积(23 名患者,扫描总数:139)作为参考值。然后计算 BioCon-900 测量的膀胱容积之间的差异:结果:通过 kV-CBCT 图像测量的膀胱容积为 117.5±49.4 cc。而 BioCon-900 测得的膀胱容积为 104.1±48.6 毫升,绝对平均值相差 18.4%,相关系数为 0.881。结论:KV-CBCT 图像显示,BioCon-900 测得的膀胱容量与膀胱尿量之间存在很强的正相关性。BioCon-900 可在 kV-CBCT 成像前使用,以准确、方便地评估膀胱容量。
{"title":"[Comparison of Bladder Volume Measurement Accuracy between Portable Ultrasound Diagnostic Equipment and CBCT for Pelvic Prostate Radiotherapy].","authors":"Takahiro Saika, Kenji Matsumoto","doi":"10.6009/jjrt.2024-1461","DOIUrl":"10.6009/jjrt.2024-1461","url":null,"abstract":"<p><strong>Purpose: </strong>We evaluated the measurement accuracy of the CubeScan BioCon-900 (here after BioCon-900), a portable ultrasound imaging diagnostic device capable of measuring bladder volume, to determine if it can accurately assess bladder volume before intensity-modulated radiation therapy (IMRT) for prostate cancer.</p><p><strong>Methods: </strong>Bladder volume was measured from kV-Cone Beam computed tomography (CBCT) images obtained immediately before the administration of IMRT for prostate cancer using Halcyon. The bladder volume measured from kV-CBCT images (23 patients, total number of scans: 139) immediately before the IMRT procedure was used as the reference value. The difference between the bladder volume measured by the BioCon-900 was then calculated.</p><p><strong>Results: </strong>The bladder volume measured from kV-CBCT images was 117.5±49.4 cc. In contrast, the bladder volume obtained with BioCon-900 was 104.1±48.6 ml, resulting in an absolute mean difference of 18.4% and a correlation coefficient of 0.881. The measurements by BioCon-900 tended to be, on average, 11% smaller than the bladder volume measured by kV-CBCT imaging.</p><p><strong>Conclusion: </strong>kV-CBCT images demonstrated a strong positive correlation between bladder volume and bladder urine output obtained with BioCon-900. BioCon-900 can be used before kV-CBCT imaging to accurately and conveniently assess bladder volume.</p>","PeriodicalId":74309,"journal":{"name":"Nihon Hoshasen Gijutsu Gakkai zasshi","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141461108","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
[Examination of Optimal Frequency Processing in X-ray Images for Occult Femoral Neck Fractures]. [研究 X 射线图像中隐匿性股骨颈骨折的最佳频率处理]。
Pub Date : 2024-07-20 Epub Date: 2024-06-07 DOI: 10.6009/jjrt.2024-1447
Makoto Yoshida, Yusuke Saeki, Masahiro Miyai, Hiroki Shirono, Katsuya Kato

Purpose: Osteosclerotic images are known as an image appearance of occult femoral neck fractures in X-ray images. The aim of this study is to investigate frequency enhancement processing that improves the visibility of the osteosclerotic image.

Methods: We acquired three sclerotic bone images with different thicknesses, and self-made bone equivalent phantoms were set up on a pelvic phantom. The frequency processing type and high-density enhancement coefficients were applied to the X-ray images taken at RF-A(1.0, 2.0), C(2.0, 4.0), D(1.0), and H(2.0, 4.0). For the physical index, we compared the difference in signal values between the sclerotic and background normal bone. We evaluated the preference using Scheffé's paired comparison methods for the visual index.

Results: For the physical index, RF-C(4.0) had the most significant signal value difference for all 3 bone stiffness images. For the visual index, RF-C(4.0) showed the highest preference.

Conclusion: Using frequency-enhanced processing, RF-C(4.0) was suggested to improve the visibility of the osteosclerosis image.

目的:众所周知,骨硬化图像是 X 射线图像中隐性股骨颈骨折的一种图像表现形式。本研究旨在研究频率增强处理方法,以提高骨硬化图像的可见度:我们采集了三幅不同厚度的硬化骨图像,并在骨盆模型上设置了自制的骨等效模型。在 RF-A(1.0, 2.0)、C(2.0, 4.0)、D(1.0)和 H(2.0, 4.0)频率下拍摄的 X 射线图像应用了频率处理类型和高密度增强系数。在物理指数方面,我们比较了硬化骨与背景正常骨之间的信号值差异。在视觉指数方面,我们使用谢菲氏配对比较法对偏好进行了评估:就物理指数而言,RF-C(4.0) 在所有 3 幅骨硬度图像中的信号值差异最为显著。就视觉指数而言,RF-C(4.0) 的偏好度最高:结论:通过频率增强处理,RF-C(4.0)可改善骨硬化图像的可视性。
{"title":"[Examination of Optimal Frequency Processing in X-ray Images for Occult Femoral Neck Fractures].","authors":"Makoto Yoshida, Yusuke Saeki, Masahiro Miyai, Hiroki Shirono, Katsuya Kato","doi":"10.6009/jjrt.2024-1447","DOIUrl":"10.6009/jjrt.2024-1447","url":null,"abstract":"<p><strong>Purpose: </strong>Osteosclerotic images are known as an image appearance of occult femoral neck fractures in X-ray images. The aim of this study is to investigate frequency enhancement processing that improves the visibility of the osteosclerotic image.</p><p><strong>Methods: </strong>We acquired three sclerotic bone images with different thicknesses, and self-made bone equivalent phantoms were set up on a pelvic phantom. The frequency processing type and high-density enhancement coefficients were applied to the X-ray images taken at RF-A(1.0, 2.0), C(2.0, 4.0), D(1.0), and H(2.0, 4.0). For the physical index, we compared the difference in signal values between the sclerotic and background normal bone. We evaluated the preference using Scheffé's paired comparison methods for the visual index.</p><p><strong>Results: </strong>For the physical index, RF-C(4.0) had the most significant signal value difference for all 3 bone stiffness images. For the visual index, RF-C(4.0) showed the highest preference.</p><p><strong>Conclusion: </strong>Using frequency-enhanced processing, RF-C(4.0) was suggested to improve the visibility of the osteosclerosis image.</p>","PeriodicalId":74309,"journal":{"name":"Nihon Hoshasen Gijutsu Gakkai zasshi","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141297460","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
[A Study on the Uncertainty of the Average Glandular Dose in Quality Control of Mammographic X-ray Units]. [关于乳腺 X 射线装置质量控制中平均腺体剂量不确定性的研究]。
Pub Date : 2024-07-20 Epub Date: 2024-05-30 DOI: 10.6009/jjrt.2024-1448
Tomoyo Takizawa, Michiharu Sekimoto, Naoki Kodama

【Purpose】 Accurate control of X-ray units and dosimeters and analysis of the uncertainties associated with the accurate measurement of radiation doses are essential for the effective establishment and application of diagnostic reference levels. In this study, the uncertainty of the average glandular dose (AGD) in the quality control of mammography equipment was evaluated in detail, and recommendations were provided to improve the accuracy and safety of radiological practice. 【Methods】 In the uncertainty analysis of the AGD, the relative standard uncertainties in the measurements of the half-value layer, the incident air kerma, and the conversion factor were considered and finally expressed as expanded uncertainties, the intervals of which were clearly defined. 【Results】 From the AGD measurements using two types of dosimeters, it was found that the primary sources of uncertainty are the uncertainty of the calibration factors of the dosimeters and the uncertainty of the conversion factors.【Conclusion】 To reduce uncertainty, the use of regularly calibrated dosimeters is effective and reliable. Two types of dosimeters are commonly used; the results of this study may serve as a reference value for the uncertainty of AGD in quality control in medical facilities.

目的精确控制 X 射线装置和剂量计以及分析与精确测量辐射剂量相关的不确定性,对于有效建立和应用诊断参考水平至关重要。本研究详细评估了乳腺 X 射线设备质量控制中平均腺体剂量(AGD)的不确定性,并为提高放射实践的准确性和安全性提供了建议。方法在 AGD 的不确定度分析中,考虑了半值层、入射空气开尔马和转换因子测量中的相对标准不确定度,并最终以扩展不确定度表示,明确定义了其区间。结果通过使用两种剂量计进行 AGD 测量,发现不确定度的主要来源是剂量计校准因子的不确定度和转换因子的不确定度。要减少不确定性,使用定期校准的剂量计是有效和可靠的。本研究的结果可作为医疗机构质量控制中 AGD 不确定度的参考值。
{"title":"[A Study on the Uncertainty of the Average Glandular Dose in Quality Control of Mammographic X-ray Units].","authors":"Tomoyo Takizawa, Michiharu Sekimoto, Naoki Kodama","doi":"10.6009/jjrt.2024-1448","DOIUrl":"10.6009/jjrt.2024-1448","url":null,"abstract":"<p><p>【Purpose】 Accurate control of X-ray units and dosimeters and analysis of the uncertainties associated with the accurate measurement of radiation doses are essential for the effective establishment and application of diagnostic reference levels. In this study, the uncertainty of the average glandular dose (AGD) in the quality control of mammography equipment was evaluated in detail, and recommendations were provided to improve the accuracy and safety of radiological practice. 【Methods】 In the uncertainty analysis of the AGD, the relative standard uncertainties in the measurements of the half-value layer, the incident air kerma, and the conversion factor were considered and finally expressed as expanded uncertainties, the intervals of which were clearly defined. 【Results】 From the AGD measurements using two types of dosimeters, it was found that the primary sources of uncertainty are the uncertainty of the calibration factors of the dosimeters and the uncertainty of the conversion factors.【Conclusion】 To reduce uncertainty, the use of regularly calibrated dosimeters is effective and reliable. Two types of dosimeters are commonly used; the results of this study may serve as a reference value for the uncertainty of AGD in quality control in medical facilities.</p>","PeriodicalId":74309,"journal":{"name":"Nihon Hoshasen Gijutsu Gakkai zasshi","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141176801","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
[Development of a Deep Learning Model for Judging Late Gadolinium-enhancement in Cardiac MRI]. [开发用于判断心脏 MRI 中晚期钆增强的深度学习模型]。
Pub Date : 2024-07-20 Epub Date: 2024-06-20 DOI: 10.6009/jjrt.2024-1421
Akihiro Kasahara, Takahiro Iwasaki, Takuya Mizutani, Tsuyoshi Ueyama, Yoshiharu Sekine, Masae Uehara, Satoshi Kodera, Wataru Gonoi, Hideyuki Iwanaga, Osamu Abe

Purpose: To verify the usefulness of a deep learning model for determining the presence or absence of contrast-enhanced myocardium in late gadolinium-enhancement images in cardiac MRI.

Methods: We used 174 late gadolinium-enhancement myocardial short-axis images obtained from contrast-enhanced cardiac MRI performed using a 3.0T MRI system at the University of Tokyo Hospital. Of these, 144 images were used for training, extracting a region of interest targeting the heart, scaling signal intensity, and data augmentation were performed to obtain 3312 training images. The interpretation report of two cardiology specialists of our hospital was used as the correct label. A learning model was constructed using a convolutional neural network and applied to 30 test data. In all cases, the acquired mean age was 56.4±12.1 years, and the male-to-female ratio was 1 : 0.82.

Results: Before and after data augmentation, sensitivity remained consistent at 93.3%, specificity improved from 0.0% to 100.0%, and accuracy improved from 46.7% to 96.7%.

Conclusion: The prediction accuracy of the deep learning model developed in this research is high, suggesting its high usefulness.

目的:验证深度学习模型在确定心脏磁共振成像晚期钆增强图像中是否存在造影剂增强心肌方面的实用性:我们使用了 174 张后期钆增强心肌短轴图像,这些图像来自东京大学医院使用 3.0T 磁共振成像系统进行的对比增强心脏磁共振成像。其中 144 幅图像用于训练,提取以心脏为目标的感兴趣区,缩放信号强度,并进行数据增强,从而获得 3312 幅训练图像。本院两位心脏病学专家的解释报告被用作正确标签。使用卷积神经网络构建了一个学习模型,并应用于 30 个测试数据。所有病例的平均年龄为(56.4±12.1)岁,男女比例为 1 :结果结果:数据增强前后,灵敏度保持在 93.3%,特异性从 0.0% 提高到 100.0%,准确率从 46.7% 提高到 96.7%:结论:本研究中开发的深度学习模型的预测准确率很高,表明其具有很高的实用性。
{"title":"[Development of a Deep Learning Model for Judging Late Gadolinium-enhancement in Cardiac MRI].","authors":"Akihiro Kasahara, Takahiro Iwasaki, Takuya Mizutani, Tsuyoshi Ueyama, Yoshiharu Sekine, Masae Uehara, Satoshi Kodera, Wataru Gonoi, Hideyuki Iwanaga, Osamu Abe","doi":"10.6009/jjrt.2024-1421","DOIUrl":"10.6009/jjrt.2024-1421","url":null,"abstract":"<p><strong>Purpose: </strong>To verify the usefulness of a deep learning model for determining the presence or absence of contrast-enhanced myocardium in late gadolinium-enhancement images in cardiac MRI.</p><p><strong>Methods: </strong>We used 174 late gadolinium-enhancement myocardial short-axis images obtained from contrast-enhanced cardiac MRI performed using a 3.0T MRI system at the University of Tokyo Hospital. Of these, 144 images were used for training, extracting a region of interest targeting the heart, scaling signal intensity, and data augmentation were performed to obtain 3312 training images. The interpretation report of two cardiology specialists of our hospital was used as the correct label. A learning model was constructed using a convolutional neural network and applied to 30 test data. In all cases, the acquired mean age was 56.4±12.1 years, and the male-to-female ratio was 1 : 0.82.</p><p><strong>Results: </strong>Before and after data augmentation, sensitivity remained consistent at 93.3%, specificity improved from 0.0% to 100.0%, and accuracy improved from 46.7% to 96.7%.</p><p><strong>Conclusion: </strong>The prediction accuracy of the deep learning model developed in this research is high, suggesting its high usefulness.</p>","PeriodicalId":74309,"journal":{"name":"Nihon Hoshasen Gijutsu Gakkai zasshi","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141428410","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
[Research Study on the Effects of Disinfectants on Medical Images and Medical Equipment in Infection Control Measures]. [感染控制措施中消毒剂对医学影像和医疗设备影响的研究]。
Pub Date : 2024-06-20 Epub Date: 2024-04-17 DOI: 10.6009/jjrt.2024-1425
Takahiro Araki, Toshiki Tateishi, Takayuki Kobayashi, Masaaki Taura, Natsue Matsuta, Nobuhiro Akagi, Tsutomu Kanazawa

In this study, we investigated the effects of various disinfectants used to prevent infectious diseases on medical images and medical equipment. First, we investigated the effect of residual disinfectant on medical images in CT, mammography (MMG), and general imaging systems. Acrylic discs with various disinfectants attached were photographed using each imaging device, and visual evaluation and changes in image signal values were evaluated. We also conducted a questionnaire survey of each manufacturer regarding cleaning methods for medical devices. With CT/MMG, residual disinfectant could be visually confirmed on the image. Although this could not be confirmed with the general imaging system, a significant difference was confirmed in the image signal values of the general imaging system through statistical analysis. This is thought to be largely due to the influence of nonlinearity in the short-time imaging range of general imaging equipment. In addition, from the responses to a questionnaire survey of each medical device manufacturer, we were able to understand detailed cleaning methods that are not covered in medical device instruction manuals.

在这项研究中,我们调查了用于预防传染病的各种消毒剂对医学影像和医疗设备的影响。首先,我们调查了残留消毒剂对 CT、乳腺 X 射线(MMG)和普通成像系统中医学影像的影响。我们使用每种成像设备拍摄了附有各种消毒剂的丙烯酸盘,并对视觉评价和图像信号值的变化进行了评估。我们还就医疗设备的清洁方法对各制造商进行了问卷调查。通过 CT/MMG,可以在图像上直观地确认残留的消毒剂。虽然普通成像系统无法证实这一点,但通过统计分析证实,普通成像系统的图像信号值存在显著差异。这主要是由于普通成像设备短时间成像范围内非线性的影响。此外,通过对各医疗设备制造商的问卷调查,我们还了解到医疗设备使用手册中未涉及的详细清洁方法。
{"title":"[Research Study on the Effects of Disinfectants on Medical Images and Medical Equipment in Infection Control Measures].","authors":"Takahiro Araki, Toshiki Tateishi, Takayuki Kobayashi, Masaaki Taura, Natsue Matsuta, Nobuhiro Akagi, Tsutomu Kanazawa","doi":"10.6009/jjrt.2024-1425","DOIUrl":"10.6009/jjrt.2024-1425","url":null,"abstract":"<p><p>In this study, we investigated the effects of various disinfectants used to prevent infectious diseases on medical images and medical equipment. First, we investigated the effect of residual disinfectant on medical images in CT, mammography (MMG), and general imaging systems. Acrylic discs with various disinfectants attached were photographed using each imaging device, and visual evaluation and changes in image signal values were evaluated. We also conducted a questionnaire survey of each manufacturer regarding cleaning methods for medical devices. With CT/MMG, residual disinfectant could be visually confirmed on the image. Although this could not be confirmed with the general imaging system, a significant difference was confirmed in the image signal values of the general imaging system through statistical analysis. This is thought to be largely due to the influence of nonlinearity in the short-time imaging range of general imaging equipment. In addition, from the responses to a questionnaire survey of each medical device manufacturer, we were able to understand detailed cleaning methods that are not covered in medical device instruction manuals.</p>","PeriodicalId":74309,"journal":{"name":"Nihon Hoshasen Gijutsu Gakkai zasshi","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140869020","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
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