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Correlation between chronological age and computed tomography attenuation of trabecular bone from the os coxae 实足年龄与髋部骨小梁衰减的相关性
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.08.006
James V. Schanandore , Jonathan M. Ford , Summer J. Decker

Objective: Fields such as biological anthropology, forensic anthropology, archaeology, and mummy studies have increased the use medical imaging, such as computed tomography (CT), to analyze human remains through virtual examination. When predicting chronological age from virtual anatomy, methods developed on skeletal collections do not always produce accurate age predictions when applied to virtual anatomy. Age estimation methods developed specifically for medical imaging can improve accuracy of chronological age prediction when examining virtual anatomy. The present study examines the relationship between attenuation of trabecular bone from the os coxae and chronological age using CT scanning data.

Materials and Methods: A sample of 324 CT scans of living and cadaveric individuals were randomly selected from a CT scan database and used to identify a correlation between trabecular bone CT attenuation in four regions of the os coxae and chronological age. The four regions included trabecular bone deep to the auricular surface, pubic symphysis, posterior superior iliac spine, and the ischial tuberosity.

Results: Through cross validation, the trabecular bone deep to the pubic symphysis, posterior superior iliac spine, and ischial tuberosity resulted in the best prediction models based on model testing. Model testing identified models with adjusted R2 values of 0.83 and 0.86 for combine male/female bone attenuation and only female bone density, respectively.

Discussion: The resulting models, when used in relation with CT scanning data, provide a quantitative method that predicts chronological age and can be used in situations when remains are recently deceased fleshed individuals.

目的:生物人类学、法医人类学、考古学和木乃伊研究等领域越来越多地使用计算机断层扫描(CT)等医学成像技术,通过虚拟检查来分析人类遗骸。当从虚拟解剖预测实足年龄时,在骨骼收集上开发的方法在应用于虚拟解剖时并不总是产生准确的年龄预测。专门为医学成像开发的年龄估计方法可以提高检查虚拟解剖时实足年龄预测的准确性。本研究利用CT扫描数据探讨了从髋部开始的骨小梁衰减与实足年龄之间的关系。材料和方法:从CT扫描数据库中随机选择324个活体和尸体的CT扫描样本,用于确定髋部四个区域的骨小梁CT衰减与实足年龄之间的相关性。这四个区域包括深至耳表面的骨小梁、耻骨联合、髂后上棘和坐骨结节。结果:经交叉验证,经模型检验,深至耻骨联合的骨小梁、髂后上棘、坐骨结节为最佳预测模型。模型检验鉴定出男女联合骨密度和仅女性骨密度的校正R2值分别为0.83和0.86。讨论:所得到的模型,当与CT扫描数据结合使用时,提供了一种定量的方法来预测实足年龄,并且可以用于遗骸是最近死亡的有血有肉的个体的情况。
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引用次数: 3
Aims and scope/Editorial board 目标和范围/编委会
Pub Date : 2018-09-01 DOI: 10.1016/S2212-4780(18)30086-8
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引用次数: 0
A new method for the interpretation of veterinary forensic necropsy and PMCT finding with Bayesian decision theory 用贝叶斯决策理论解释兽医法医尸检和PMCT发现的新方法
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.05.004
Mara Rita Rodrigues Massad , Hélio Junji Shimozako , Laila Massad Ribas , Ana Carolina Brandão de Campos Fonseca Pinto , Hock Gan Heng , Tália Missen Tremori , Sérvio Túlio Jacinto Reis , Eduardo Massad , Noeme Sousa Rocha

This work proposes a novel approach to estimate the sensitivity of post-mortem computed tomography (PMCT) with respect to traditional necropsy (gold standard). Using concepts of Bayes theorem and the opinion of 57 veterinarians of how a relevant finding (RF) on PMCT or at necropsy can be a determinant in the animal's death, the general sensitivity was estimated. Such sensitivity can be interpreted as the probability to identify a specific RF in a necropsied animal. In the study, we included 18 animals that were subjected to traditional necropsy and underwent PMCT, which provided 48 different findings; all were assumed as a potential cause of death. This study aimed to understand the probability of death, given that a necropsied animal presented a specific RF. To estimate all contributions of the 48 RF, we designed a simple survey based on the Delphi method. In this survey, we invited veterinarians to evaluate the 48 NF and to assign a grade in a Likert scale from 0 to 10 for each of the RFs. In this scale, 0 (zero) indicates that the NF does not contribute to the animal's death, and 10 (ten) indicates that this NFdoes totally contributes to the animal's death. Therefore, each veterinarian, according to their own professional experience, assigns a grade describing how important each necroscopic finding is to the animal's death. Our results demonstrated that the problem of sensitivity analysis in the absence of a gold standard could be circumvented by the method proposed here.

这项工作提出了一种新的方法来估计死后计算机断层扫描(PMCT)相对于传统尸检(金标准)的敏感性。利用贝叶斯定理的概念和57名兽医关于PMCT或尸检的相关发现(RF)如何成为动物死亡的决定因素的意见,估计了一般敏感性。这种敏感性可以解释为在尸检动物中识别特定RF的概率。在这项研究中,我们纳入了18只接受传统尸检并进行PMCT的动物,提供了48种不同的发现;所有这些都被认为是潜在的死因。本研究的目的是了解死亡的概率,假设死后的动物呈现特定的RF。为了估计48个RF的所有贡献,我们设计了一个基于德尔菲法的简单调查。在这项调查中,我们邀请兽医对48个NF进行评估,并在李克特量表中为每个rf分配从0到10的等级。在这个量表中,0(零)表示NF不导致动物死亡,10(十)表示NF完全导致动物死亡。因此,每个兽医,根据他们自己的专业经验,分配一个等级,描述每一个坏死性检查结果对动物死亡的重要程度。我们的结果表明,在没有金标准的情况下,灵敏度分析的问题可以通过本文提出的方法来解决。
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引用次数: 1
Part II-adult skeletal age estimation using CT scans of cadavers: Revision of the pubic symphysis methods 第二部分-使用尸体CT扫描的成人骨骼年龄估计:耻骨联合方法的修订
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.08.004
Catherine E Merritt

Objective

When present, the most commonly used element to estimate adult skeletal age at death is the pubic symphysis. In the second manuscript of this series, the Suchey–Brooks and Hartnett pubic symphysis methods are assessed to for their applicability to volume-rendered images (VRIs) generated from CT scans of cadavers to assess their applicability to VRIs.

Materials and Methods

CT scans of 420 cadavers from the Victorian Institute of Forensic Medicine were selected (age range 20 to 79 years). Siemens syngo.via software was used to view the DICOM images and create the VRIs. The Suchey–Brooks and Hartnett pubic symphysis methods were used to create a revised method to estimate age for VRIs.

Results and Conclusion

Several features described by Suchey–Brooks and Hartnett could be observed on the VRIs, including billows on the symphysis face in younger individuals, the ventral rampart, and the dorsal margin. However, distinguishing features such porosity and bone weight for the older phases could not always be assessed. A revised pubic symphysis method for use on VRIs was created using both morphological features and bone quality to assess age. The revised method is strongly correlated with age, and over 70% of the sample was placed in the correct age phase. The Suchey–Brooks method was more accurate for individuals under 40 years of age while the revised method was more accurate for individuals over 40 years of age, similar to the findings from other studies. This revised method should be tested on other populations using different CT settings and software.

目的当存在时,最常用的估算成人死亡时骨骼年龄的因素是耻骨联合。在本系列的第二篇手稿中,评估了suhey - brooks和Hartnett耻骨联合方法对尸体CT扫描生成的体渲染图像(VRIs)的适用性,以评估其对VRIs的适用性。材料与方法选择来自维多利亚法医研究所的420具尸体(年龄20 ~ 79岁)的ct扫描。西门子syngo。通过软件查看DICOM图像并创建vri。使用Suchey-Brooks和Hartnett耻骨联合方法创建了一种修正的方法来估计vri的年龄。结果与结论在vis上可以观察到Suchey-Brooks和Hartnett描述的几个特征,包括年轻人联合面、腹侧壁和背缘的波浪。然而,诸如孔隙度和骨量等较老阶段的显著特征并不总是能够得到评估。使用形态学特征和骨质量评估年龄,创建了一种用于vri的修订耻骨联合方法。修正后的方法与年龄有很强的相关性,超过70%的样本被放置在正确的年龄阶段。Suchey-Brooks方法对40岁以下的人更准确,而修改后的方法对40岁以上的人更准确,这与其他研究的结果相似。这种修订后的方法应在其他人群中使用不同的CT设置和软件进行测试。
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引用次数: 13
Classification based on the presence of skull fractures on curved maximum intensity skull projections by means of deep learning 基于弯曲的最大强度颅骨投影是否存在颅骨骨折的深度学习分类
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.08.001
Jakob Heimer, Michael J. Thali, Lars Ebert

Objectives

Postmortem computed tomography (PMCT) usually includes the generation of great amounts of imaging data, and is often reviewed by forensic pathologists. To allow a more resource-efficient diagnosis, deep neural networks may act as a pre-scanning tool in postmortem radiology. In this study, a deep neural network to classify cases depending on the presence skull fractures on curved maximum intensity projections (CMIP).

Methods

Calvarial CMIPs of each 75 cases with and without documented skull fractures were retrospectively generated from our database. Then, half of the data were randomly assigned to either training or validation. In supervised training, fractures were manually marked. During validation, each image received a gradual score between 0 and 1 predicting the likelihood of showing one or more fractures.

Results

With a total number of 100 networks trained, the average area under the Receiver Operating Characteristic curve (AUC) was 0.895. The best performing network had an AUC of 0.965. At a classification threshold of 0.79, the network classified fracture cases correctly with a sensitivity of 91.4% and a specificity of 87.5%.

Conclusion

Classification based on the existence of skull fractures on CMIPs with deep learning is feasible. For the purpose of pre-scanning PMCT data, a classification threshold of 0.75 with a sensitivity of 100% can be applied. A higher number of images of validated skull fractures available will increase the performance of the network. In the future, Deep learning might enable a more resource-efficient assessment in postmortem radiology.

目的尸检计算机断层扫描(PMCT)通常包括产生大量的成像数据,并且经常被法医病理学家审查。为了实现更有效的诊断,深度神经网络可以作为死后放射学的预扫描工具。在本研究中,采用深度神经网络对颅骨骨折的弯曲最大强度投影(CMIP)进行分类。方法从我们的数据库中回顾性地生成75例有或无记录的颅骨骨折患者的CMIPs。然后,一半的数据被随机分配到训练组或验证组。在监督训练中,骨折是手工标记的。在验证过程中,每张图像获得0到1之间的渐进评分,预测显示一个或多个骨折的可能性。结果共训练100个神经网络,受试者工作特征曲线下面积(AUC)均值为0.895。最优网络的AUC为0.965。在0.79的分类阈值下,该网络对骨折病例的分类灵敏度为91.4%,特异性为87.5%。结论基于颅骨是否存在骨折进行深度学习分类是可行的。对于预扫描PMCT数据,可以采用0.75的分类阈值,灵敏度为100%。更多的有效颅骨骨折图像将提高网络的性能。在未来,深度学习可能会使死后放射学的评估更具资源效率。
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引用次数: 10
Sex discrimination from orbital aperture dimensions using computed tomography: Sample of Egyptian population 使用计算机断层扫描从轨道孔径尺寸的性别歧视:埃及人口的样本
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.08.007
Afaf Mahmoud Attia , Mahitab Ghoneim , Sahar M Elkhamary

The present study was designed to measure and compare various measurements of orbital apertures between male and female subjects using digital computed tomography. Also to assess the usefulness of orbital aperture measures as an aid in sex determination in sample of Egyptian population. The study included 92 subjects (44 males and 48 females) with age ranged from 18 to 65 years. The results showed that males exhibited greater mean values for all the measurements except for left orbital width that was slightly increased in females. There were significant differences (p < 0.05) between males and females regarding right orbital height, right and left area and inter zygomatic distance. The accuracy of correct sex classification was achieved up to 74.7%. Discriminant analysis revealed that inter zygomatic distances showed significant discrimination (p = 0.028) between both sexes. Receiver operating characteristic (ROC) curve analysis for sex discrimination demonstrated that inter zygomatic distance at a cutoff of 96.7, had sensitivity of 76.7%, specificity of 65% and accuracy 71% (p < 0.001). In conclusion, inter zygomatic distance was found to be the best reliable parameter and achieved the highest accuracy 71%. So, it was seen that inter zygomatic distance could be used for the sex determination from computed tomography.

本研究的目的是测量和比较使用数字计算机断层扫描在男性和女性受试者之间的眼眶孔径的各种测量。同时评估轨道孔径测量在埃及人口性别确定中的辅助作用。该研究包括92名受试者(44名男性和48名女性),年龄从18岁到65岁不等。结果表明,除了左眼眶宽度外,男性在所有测量值中均表现出更高的平均值,而女性则略有增加。男女在右眼眶高度、左右面积、颧间距离上差异有统计学意义(p < 0.05)。正确的性别分类准确率达74.7%。判别分析显示,颧骨间距离在两性间存在显著差异(p = 0.028)。性别歧视的受试者工作特征(ROC)曲线分析显示,颧间距离在截断值为96.7时,敏感性为76.7%,特异性为65%,准确性为71% (p < 0.001)。结论:颧间距离是最可靠的参数,准确率最高达71%。由此可见,颧骨间距离可用于计算机断层扫描的性别判定。
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引用次数: 5
Sex estimation from the mastoid process using Micro-CT among Brazilians: Discriminant analysis and ROC curve analysis 巴西人用Micro-CT从乳突判断性别:判别分析和ROC曲线分析
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.05.003
Nitiely Arrais Kramer, Thais Torralbo Lopez-Capp, Edgard Michel-Crosato, Maria Gabriela Haye Biazevic

The present study aimed to analyze morphometric variables of the mastoid process using X-ray microtomography images for sex estimation. The sample was composed of 60 microtomography images from dried skulls. Three measurements were applied: asterion-porion, mastoideale-porion and asterion-mastoideale. The area of the triangle was calculated by two methodologies: software myVGL2.2 + Heron's formula (M1) and software myVGL2.2 + Adobe Photoshop CS6 (M2). The right area (RA) and left area (LA) were calculated, and the sum of them was considered the total area (TA). Descriptive analysis of M1 and M2 showed statistically significant differences between sex (p < 0.05). The univariate discriminant analysis showed an overall percentage of correct classification of sex varying between 75–80% for M1 and 71.7–73.3% for M2. The multivariate discriminant analysis demonstrated reduced classification percentages. The ROC curve analysis showed better results for M1 compared to M2. The best variable using M1 was the TA, with an 81.45% accurate sex estimation. Based on the ROC curve analysis results, a reference table was developed to be applied for the sex estimation of Brazilian individuals. In conclusion, the mastoid process has good sexual dimorphism in Brazilian skulls and can be considered a tool for predicting sex in cases of fragmented craniums.

本研究旨在利用x射线显微断层摄影图像分析乳突的形态计量变量,用于性别估计。该样本由60个干燥头骨的显微断层扫描图像组成。采用了三种测量方法:星形-比例、乳突-比例和星形-乳突-比例。三角形面积的计算采用两种方法:myVGL2.2 + Heron公式(M1)和myVGL2.2 + Adobe Photoshop CS6 (M2)。计算右侧面积(RA)和左侧面积(LA),其总和称为总面积(TA)。描述性分析M1和M2的性别差异有统计学意义(p < 0.05)。单因素判别分析表明,M1和M2的性别分类正确率分别为75 ~ 80%和71.7 ~ 73.3%。多变量判别分析显示分类百分比降低。ROC曲线分析显示M1比M2效果更好。使用M1的最佳变量是TA,其性别估计准确率为81.45%。根据ROC曲线分析结果,编制参考表用于巴西个体的性别估计。总之,乳突在巴西颅骨中具有良好的性别二态性,可以被认为是颅骨破碎病例中预测性别的工具。
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引用次数: 9
Part I – Adult skeletal age estimation using CT scans of cadavers: Revision of the fourth rib methods 第一部分-使用尸体CT扫描的成人骨骼年龄估计:第四肋骨方法的修订
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.08.003
Catherine E Merritt

Objective

CT scans have become a standard part of autopsy procedures in large medical-legal facilities, and forensic anthropologists are increasingly asked to contribute their knowledge of skeletal anatomy to volume-rendered images (VRIs) generated from CT scans. However, it is not clear if the age estimation methods created using skeletal remains can be reliably applied to VRIs. This study, along with the other two in this series, examines the applicability of three commonly used sites for adult skeletal age estimation on VRIs generated from CT scans of cadavers. Part I focuses on the fourth rib.

Materials and methods

CT scans of 420 cadavers from the Victorian Institute of Forensic Medicine were selected (age range 20–79 years). Siemens syngo.via software was used to view the DICOM images and create the VRIs. The İşcan et al. and Hartnett fourth rib methods of age estimation were used to create a revised method for VRIs.

Results and conclusion

Several features described by both İşcan et al. and Hartnett could be observed on the VRIs; however, features such as porosity inside the sternal rib and bone weight could not be assessed. A revised fourth rib method for use on VRIs was created. Significantly more individuals were placed in the correct age phase using the revised method compared to the İşcan et al. and Hartnett methods, and overall the revised method had significantly improved inaccuracy and bias scores. The revised method is reliable and should be tested on other populations using different software.

在大型医疗法律机构中,物镜扫描已经成为尸检程序的标准部分,法医人类学家被越来越多地要求将他们的骨骼解剖学知识贡献给CT扫描生成的体积渲染图像(VRIs)。然而,目前尚不清楚使用骨骼遗骸创建的年龄估计方法是否可以可靠地应用于vri。本研究与本系列的其他两篇文章一起,考察了三种常用的成人骨骼年龄估计地点在尸体CT扫描生成的vri上的适用性。第一部分的重点是第四根肋骨。材料和方法选择来自维多利亚法医研究所的420具尸体(年龄20-79岁)的ct扫描。西门子syngo。通过软件查看DICOM图像并创建vri。使用İşcan等和Hartnett第四肋骨年龄估计方法创建了vri的修正方法。结果与结论İşcan等和Hartnett描述的几个特征在vri上都可以观察到;然而,胸骨肋骨内部孔隙度和骨量等特征无法评估。创建了一种用于vri的改进的第四肋骨方法。与İşcan等人和Hartnett方法相比,使用修订后的方法将更多的个体置于正确的年龄阶段,总体而言,修订后的方法显着改善了不准确性和偏倚评分。修正后的方法是可靠的,应该使用不同的软件在其他人群中进行测试。
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引用次数: 7
Part III – Adult skeletal age estimation using CT scans of cadavers: Revision of the auricular surface methods 第三部分-使用尸体CT扫描的成人骨骼年龄估计:耳廓表面方法的修订
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.08.005
Catherine E Merritt

Objective

The auricular surface of the ilium is often found preserved in both archaeological and forensic contexts. In the final manuscript of this three-part series, the features used by biological and forensic anthropologists to estimate adult skeletal age from the auricular surface are tested on volume-rendered images (VRIs) generated from CT scans of cadavers.

Materials and methods

CT scans of 420 cadavers from the Victorian Institute of Forensic Medicine were selected (age range 20–79 years). Siemens syngo.via software was used to view the DICOM images and create the VRIs. The Lovejoy et al. auricular surface method of age estimation was assessed for use on VRIs and a new method for VRIs was created.

Results and conclusion

Most of the features described by Lovejoy et al. could not be observed on the VRIs, and as previously established by Villa et al. (2013) [13], the Buckberry and Chamberlain method cannot be used on VRIs. Features such as transverse organization, surface texture, and microporosity are not visible on VRIs; however, features of the auricular surface and retroauricular area were seen to progress in a manner similar to that described by Lovejoy and colleagues, and a revised auricular surface method for use on VRIs was developed. The revised method is strongly correlated with age, and over 70% of the sample was placed within one standard deviation of the mean of the correct phase. This revised method should be tested on more populations using different CT settings and software.

目的在考古和法医研究中,经常发现髂骨耳面保存完好。在这个由三部分组成的系列的最后一份手稿中,生物和法医人类学家用来从耳廓表面估计成人骨骼年龄的特征在尸体CT扫描产生的体积渲染图像(VRIs)上进行了测试。材料和方法选择来自维多利亚法医研究所的420具尸体(年龄20-79岁)的ct扫描。西门子syngo。通过软件查看DICOM图像并创建vri。对Lovejoy等人的耳面年龄估计方法在vri上的应用进行了评估,创建了一种新的vri年龄估计方法。Lovejoy等人描述的大部分特征在vri上无法观察到,而Villa等人(2013)[13]也证实了Buckberry和Chamberlain方法不能用于vri。横向组织、表面纹理和微孔隙等特征在VRIs上不可见;然而,耳廓表面和耳后区域的特征以与Lovejoy及其同事所描述的相似的方式发展,并且开发了用于vri的修订耳廓表面方法。修正后的方法与年龄密切相关,超过70%的样本被放置在正确相位平均值的一个标准差范围内。这种改进后的方法应该在更多的人群中使用不同的CT设置和软件进行测试。
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引用次数: 1
Post-mortem computed tomography and post-mortem magnetic resonance imaging as triage tools for autopsy – A case report 作为尸检分诊工具的尸体计算机断层扫描和尸体磁共振成像-一例报告
Pub Date : 2018-09-01 DOI: 10.1016/j.jofri.2018.07.002
C Tappero , B Fliss , S Gentile , MJ Thali , D Gascho
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引用次数: 1
期刊
Journal of Forensic Radiology and Imaging
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