利用主成分分析和聚类分析研究计算机断层扫描检查中管电流和管电压对患者剂量的影响:模型研究。

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Accounts of Chemical Research Pub Date : 2024-10-01 Epub Date: 2024-05-24 DOI:10.1097/HP.0000000000001830
Güneş Açıkgöz
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引用次数: 0

摘要

从16个成人和儿童头部CT模型检查中获得了剂量长度积(DLP)、有效毫安数(Eff. mAs)和容积加权CT剂量指数(CTDIvol)剂量描述。在儿童头部和成人头部 CT 成像方案中选择了不同的管电压和管电流值,并对获得的数据进行了 PCA 和聚类分析,以定性分析 CTDIvol、Eff.mAs 和总 DLP 值之间的关系。在 PCA 方法得出的结果中,使用了值最高的两个主成分 (PC)。PC1 为 70.97%,PC2 为 28.03%。在聚类分析中观察到,从小儿和成人模型 CT 扫描中获得的数值被分为两个不同的聚类。成人患者的相关系数为 r = 0.998,儿科患者的相关系数为 r = 0.947。在对所得到的聚类进行检验时,可以观察到变量之间的亲疏程度。在这项研究中,根据制造商提供的不同 kV 和 mA 值的 CTDIvol、Eff.
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Investigating the Effects of Tube Current and Tube Voltage on Patient Dose in Computed Tomography Examinations with Principial Component Analysis and Cluster Analysis: Phantom Study.

Abstract: The aim of this study was to investigate the effects of tube current and tube voltage choices on patient dose in adult and pediatric CT protocols by qualitative analysis using Principal Component Analysis (PCA), cluster analysis, and statistical analysis.Dose length product (DLP), Effective mAs (Eff. mAs), and volume-weighted CT dose index (CTDIvol) dose descriptors were obtained from 16 adult and pediatric head phantom CT examinations. Different tube voltage and tube current values were selected in both pediatric head and adult head CT imaging protocols, and PCA and cluster analysis were applied to the data obtained for qualitative analysis of the relationship between CTDIvol, Eff. mAs and Total DLP values. The two principial components (PC) with the highest values among those obtained as a result of the PCA method were used. PC1 was 70.97%, and PC2 was 28.03%. In the cluster analysis, it was observed that the values obtained from pediatric and adult phantom CT scans were classified into two different clusters. The correlation coefficient for adult patients was r = 0.998, and for pediatric patients, the correlation coefficient was r = 0.947. When the obtained clusters were examined, the degree of closeness or distance of the variables could be observed. In the study, as a result of the analysis of CTDIvol, Eff. mAs and Total DLP data based on manufacturer data at different kV and mA values with PCA and cluster analysis, it was shown that pediatric patients could be exposed to more radiation than the adult patients.

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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