Estimation of sex based on the sterna of Sudanese adults using multidetector computed tomography: a comparison of discriminant function analysis and binary logistic regression.

IF 0.7 4区 社会学 Q3 ANTHROPOLOGY Homo-Journal of Comparative Human Biology Pub Date : 2021-03-21 DOI:10.1127/homo/2021/1358
Altayeb Abdalla Ahmed, Alaa Osman Koko, Mustafa Elnour Bahar
{"title":"Estimation of sex based on the sterna of Sudanese adults using multidetector computed tomography: a comparison of discriminant function analysis and binary logistic regression.","authors":"Altayeb Abdalla Ahmed,&nbsp;Alaa Osman Koko,&nbsp;Mustafa Elnour Bahar","doi":"10.1127/homo/2021/1358","DOIUrl":null,"url":null,"abstract":"<p><p>Sex estimation is critical during forensic and anthropological investigations, and various techniques are used based on the presence of complete or fragmented human remains. This study evaluated sexual dimorphism in Sudanese sterna using multidetector computed tomography. This information was used to develop models for estimating sex, and to compare the accuracies of models based on discriminant function analysis (DFA) and binary logistic regression (BLR). The study included 126 Sudanese men and 144 Sudanese women who underwent computed tomography scans to create three-dimensional reconstructions. Six linear dimensions were measured on the manubrium and mesosternum. Men had larger mean values for most parameters, and nine parameters exhibited highly significant sexual dimorphism. The leave-one-out cross-validated sex estimation accuracies were 60.4-88.9% for DFA-based models and 60.4-89.3% for BLR-based models. The BLR-based models had noticeably better performances, with six parameters having sex estimation accuracies of >80% (vs. three parameters for DFA). The best BLR-based models incorporated the lengths and widths of the manubrium and mesosternum (accuracy: 89.3%, sex bias: 2.2%) and the combined manubrium and mesosternum lengths (accuracy: 85.6%, sex bias: 2.7%). Thus, computed tomography may be useful for measuring sternal dimensions and estimating sex among Sudanese subjects.</p>","PeriodicalId":46714,"journal":{"name":"Homo-Journal of Comparative Human Biology","volume":null,"pages":null},"PeriodicalIF":0.7000,"publicationDate":"2021-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Homo-Journal of Comparative Human Biology","FirstCategoryId":"90","ListUrlMain":"https://doi.org/10.1127/homo/2021/1358","RegionNum":4,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ANTHROPOLOGY","Score":null,"Total":0}
引用次数: 2

Abstract

Sex estimation is critical during forensic and anthropological investigations, and various techniques are used based on the presence of complete or fragmented human remains. This study evaluated sexual dimorphism in Sudanese sterna using multidetector computed tomography. This information was used to develop models for estimating sex, and to compare the accuracies of models based on discriminant function analysis (DFA) and binary logistic regression (BLR). The study included 126 Sudanese men and 144 Sudanese women who underwent computed tomography scans to create three-dimensional reconstructions. Six linear dimensions were measured on the manubrium and mesosternum. Men had larger mean values for most parameters, and nine parameters exhibited highly significant sexual dimorphism. The leave-one-out cross-validated sex estimation accuracies were 60.4-88.9% for DFA-based models and 60.4-89.3% for BLR-based models. The BLR-based models had noticeably better performances, with six parameters having sex estimation accuracies of >80% (vs. three parameters for DFA). The best BLR-based models incorporated the lengths and widths of the manubrium and mesosternum (accuracy: 89.3%, sex bias: 2.2%) and the combined manubrium and mesosternum lengths (accuracy: 85.6%, sex bias: 2.7%). Thus, computed tomography may be useful for measuring sternal dimensions and estimating sex among Sudanese subjects.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
使用多检测器计算机断层扫描对苏丹成年人胸骨的性别估计:判别函数分析和二元逻辑回归的比较。
性别估计在法医和人类学调查中是至关重要的,根据完整或破碎的人类遗骸的存在,使用了各种技术。本研究利用多探测器计算机断层扫描评估苏丹人胸骨的两性二态性。这些信息被用来建立估计性别的模型,并比较基于判别函数分析(DFA)和二元逻辑回归(BLR)的模型的准确性。这项研究包括126名苏丹男性和144名苏丹女性,他们接受了计算机断层扫描,以创建三维重建。测量胸骨柄和胸骨间的六个线性尺寸。男性大多数参数的平均值较大,其中9个参数表现出高度显著的性别二态性。基于dfa的模型和基于blr的模型的留一交叉验证的性别估计准确率分别为60.4-88.9%和60.4-89.3%。基于blr的模型具有明显更好的性能,其中6个参数的性别估计准确率>80%(与DFA的3个参数相比)。基于blr的最佳模型包括柄骨和胸骨的长度和宽度(准确性:89.3%,性别偏差:2.2%)以及柄骨和胸骨的组合长度(准确性:85.6%,性别偏差:2.7%)。因此,计算机断层扫描可能有助于测量胸骨尺寸和估计苏丹受试者的性别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
1.50
自引率
0.00%
发文量
6
期刊最新文献
Flat feet occurrence among young school-age children and its association with body mass index values. Revisiting the age of the Florisbad hominin material. Reproductive behaviour and longevity: Evidence from Chinese centenarians. Statistical classification methods for estimating sex based on five skull traits: A nonmetric assessment using 3D CT models. Sex- and site-specific, age-related changes in bone density - a Terry collection study.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1