首页 > 最新文献

Journal of Radiation Research and Applied Sciences最新文献

英文 中文
Artificial intelligence-based ensemble models for prediction of gender-based management competencies in an electromagnetic radiation digitally enhanced learning environments among secondary schools principals 基于人工智能的集成模型用于预测电磁辐射数字增强学习环境中中学校长基于性别的管理能力
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-10 DOI: 10.1016/j.jrras.2025.102106
Abdullahi Usman Jalingo , Hisham M. Almongy , Engin Baysen , Nusaiba Ahmed Abdullahi
Research indicates that women executives, particularly in industrialized countries, are more involved and dedicated to accomplishing organizational goals than men in schools and other organizations. The increasing adoption of digitized education in secondary schools also introduces new environmental factors, including electromagnetic fields (EMFs) which potentially contributes to increased cognitive load. While, the potential impact of these factors on leadership, especially women remain a growing global concern. Also, Gender-based adaptability and its effects on core management competencies in this increasingly digitized context remain underexplored. Nonetheless, the lack of educational possibilities in most African nations hinders women's advancement, and even if they do receive an education, they are sometimes denied the opportunity to demonstrate their abilities like men. This study investigates the impact of gender on school principals' managerial competencies by employing four artificial intelligence-based algorithms: AdaBoost, Random Forest (RF), K-Nearest Neighbors (KNN), and Support Vector Machine (SVM). Utilizing 1082 data samples from the study region, the four AI models were trained and validated, each achieving strong predictive performance in assessing the gender-based variation in school principals' managerial skills. The accuracy scores were highest for Random Forest (>0.97), followed by AdaBoost (>0.95), SVM (>0.93), and KNN (>0.92). Results indicated that gender does not significantly influence principals' ability to cultivate a positive school culture, apply robust assessment methods, or promote instructional effectiveness. Additionally, the results revealed that the most crucial managerial abilities required of a school principal were instructional and curriculum development, communication, supervision, and motivational skills. However, the results found financial management skills to have little impact on principals' managerial abilities compared to other parameters. To solve the problems of gender disparity, the research suggests that principals receive specialized managerial skills training and be chosen based on their abilities rather than their gender, and suggest direction for further research.
研究表明,妇女行政人员,特别是在工业化国家,比学校和其他组织中的男子更多地参与和致力于实现组织目标。在中学越来越多地采用数字化教育也引入了新的环境因素,包括电磁场(emf),这可能会增加认知负荷。然而,这些因素对领导力的潜在影响,特别是对女性的潜在影响,仍然是全球日益关注的问题。此外,在日益数字化的背景下,基于性别的适应性及其对核心管理能力的影响仍未得到充分探讨。然而,在大多数非洲国家,缺乏受教育的机会阻碍了妇女的进步,即使她们确实接受了教育,她们有时也被剥夺了像男人一样展示自己能力的机会。本研究采用AdaBoost、随机森林(RF)、k近邻(KNN)和支持向量机(SVM)四种基于人工智能的算法,探讨性别对学校校长管理能力的影响。利用来自研究区域的1082个数据样本,对四个人工智能模型进行了训练和验证,每个模型在评估学校校长管理技能的性别差异方面都取得了很强的预测性能。准确率得分最高的是Random Forest (>0.97),其次是AdaBoost (>0.95)、SVM (>0.93)和KNN (>0.92)。结果显示,性别对校长培养积极的学校文化、运用稳健的评核方法或提升教学效能的能力并无显著影响。此外,调查结果还显示,作为一名校长,最重要的管理能力是教学和课程开发、沟通、监督和激励技能。然而,结果发现,与其他参数相比,财务管理技能对校长管理能力的影响很小。为了解决性别差异问题,研究建议校长接受专门的管理技能培训,并根据其能力而不是性别来选择校长,并为进一步的研究提出了方向。
{"title":"Artificial intelligence-based ensemble models for prediction of gender-based management competencies in an electromagnetic radiation digitally enhanced learning environments among secondary schools principals","authors":"Abdullahi Usman Jalingo ,&nbsp;Hisham M. Almongy ,&nbsp;Engin Baysen ,&nbsp;Nusaiba Ahmed Abdullahi","doi":"10.1016/j.jrras.2025.102106","DOIUrl":"10.1016/j.jrras.2025.102106","url":null,"abstract":"<div><div>Research indicates that women executives, particularly in industrialized countries, are more involved and dedicated to accomplishing organizational goals than men in schools and other organizations. The increasing adoption of digitized education in secondary schools also introduces new environmental factors, including electromagnetic fields (EMFs) which potentially contributes to increased cognitive load. While, the potential impact of these factors on leadership, especially women remain a growing global concern. Also, Gender-based adaptability and its effects on core management competencies in this increasingly digitized context remain underexplored. Nonetheless, the lack of educational possibilities in most African nations hinders women's advancement, and even if they do receive an education, they are sometimes denied the opportunity to demonstrate their abilities like men. This study investigates the impact of gender on school principals' managerial competencies by employing four artificial intelligence-based algorithms: AdaBoost, Random Forest (RF), K-Nearest Neighbors (KNN), and Support Vector Machine (SVM). Utilizing 1082 data samples from the study region, the four AI models were trained and validated, each achieving strong predictive performance in assessing the gender-based variation in school principals' managerial skills. The accuracy scores were highest for Random Forest (&gt;0.97), followed by AdaBoost (&gt;0.95), SVM (&gt;0.93), and KNN (&gt;0.92). Results indicated that gender does not significantly influence principals' ability to cultivate a positive school culture, apply robust assessment methods, or promote instructional effectiveness. Additionally, the results revealed that the most crucial managerial abilities required of a school principal were instructional and curriculum development, communication, supervision, and motivational skills. However, the results found financial management skills to have little impact on principals' managerial abilities compared to other parameters. To solve the problems of gender disparity, the research suggests that principals receive specialized managerial skills training and be chosen based on their abilities rather than their gender, and suggest direction for further research.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102106"},"PeriodicalIF":2.5,"publicationDate":"2025-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145734388","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cochlear implantation outcomes in patients with auditory neuropathy and internal auditory canal stenosis 听神经病变合并内耳道狭窄患者的人工耳蜗植入效果
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-09 DOI: 10.1016/j.jrras.2025.102086
Xuhui Liu , Mengdi Hong , Fei Ji , Jianan Li , Yi Yang

Background

Auditory neuropathy, coupled with internal auditory canal stenosis, presents unique challenges for hearing restoration. Advances in cochlear implantation technology have enabled improved auditory and speech perception outcomes in affected patients.

Objective

This study evaluates the effectiveness of cochlear implantation in enhancing hearing and speech perception in patients diagnosed with auditory neuropathy and internal auditory canal stenosis.

Methods

Thirteen patients diagnosed with auditory neuropathy and internal auditory canal stenosis underwent cochlear implantation at our institution. Pre- and post-operative assessments included behavioral or pure-tone audiometry to assess hearing thresholds, supplemented by objective measures including auditory steady-state response (ASSR) and 40 Hz objective threshold testing. Mandarin Early Speech Perception (MESP) testing, and IT-MAIS/MAIS scoring. Assessments were conducted preoperatively and at six months, one year, and two years post-implant activation. Statistical comparisons between pre- and post-operative outcomes were performed using paired t-tests.

Results

After six months of activation, all patients showed significant improvements in behavioral or pure-tone audiometry and ASSR testing (P < 0.05). MESP testing revealed that all patients passed Level 1, with 53.8 % reaching Level 2, and higher levels achieved progressively over two years. Notably, the proportion of patients passing Level 4 increased dramatically from 7.7 % at six months to 53.8 % at one year and 92.3 % at two years, 53.8 % reached Level 5, and 23 % completed Level 6. IT-MAIS/MAIS scores significantly improved at six months post-activation (P < 0.05) and continued to increase after one and two years, demonstrating enhanced auditory and speech perception capabilities over time.

Conclusion

Technology-driven cochlear implantation substantially enhances auditory and speech perception capabilities in patients with auditory neuropathy and internal auditory canal stenosis. These findings establish the substantial therapeutic efficacy of cochlear implantation for this patient population and its potential for broader application in audiological rehabilitation.
背景:听觉神经病变,加上内耳道狭窄,对听力恢复提出了独特的挑战。人工耳蜗植入技术的进步已经改善了患者的听觉和言语感知结果。目的探讨人工耳蜗植入术对听神经病变和内耳道狭窄患者的听觉和语言感知的改善作用。方法对13例诊断为听神经病变和内耳道狭窄的患者行人工耳蜗植入术。术前和术后评估包括行为或纯音听力学来评估听力阈值,辅以客观测量,包括听觉稳态反应(ASSR)和40 Hz客观阈值测试。普通话早期言语感知(MESP)测试,以及IT-MAIS/MAIS评分。术前、植入物激活后6个月、1年和2年进行评估。采用配对t检验对术前和术后结果进行统计学比较。结果激活6个月后,所有患者的行为听力或纯音听力和ASSR测试均有显著改善(P < 0.05)。MESP测试显示,所有患者均通过1级,53.8%达到2级,并在两年内逐步达到更高水平。值得注意的是,通过第4级的患者比例从6个月时的7.7%急剧增加到1年时的53.8%和2年时的92.3%,53.8%达到第5级,23%完成第6级。IT-MAIS/MAIS评分在激活后6个月显著提高(P < 0.05),并在1年和2年后继续提高,表明听觉和言语感知能力随着时间的推移而增强。结论技术驱动型人工耳蜗植入术可显著提高听神经病变及内耳道狭窄患者的听觉和言语感知能力。这些发现证实了人工耳蜗植入术对这类患者的治疗效果及其在听力学康复方面的广泛应用潜力。
{"title":"Cochlear implantation outcomes in patients with auditory neuropathy and internal auditory canal stenosis","authors":"Xuhui Liu ,&nbsp;Mengdi Hong ,&nbsp;Fei Ji ,&nbsp;Jianan Li ,&nbsp;Yi Yang","doi":"10.1016/j.jrras.2025.102086","DOIUrl":"10.1016/j.jrras.2025.102086","url":null,"abstract":"<div><h3>Background</h3><div>Auditory neuropathy, coupled with internal auditory canal stenosis, presents unique challenges for hearing restoration. Advances in cochlear implantation technology have enabled improved auditory and speech perception outcomes in affected patients.</div></div><div><h3>Objective</h3><div>This study evaluates the effectiveness of cochlear implantation in enhancing hearing and speech perception in patients diagnosed with auditory neuropathy and internal auditory canal stenosis.</div></div><div><h3>Methods</h3><div>Thirteen patients diagnosed with auditory neuropathy and internal auditory canal stenosis underwent cochlear implantation at our institution. Pre- and post-operative assessments included behavioral or pure-tone audiometry to assess hearing thresholds, supplemented by objective measures including auditory steady-state response (ASSR) and 40 Hz objective threshold testing. Mandarin Early Speech Perception (MESP) testing, and IT-MAIS/MAIS scoring. Assessments were conducted preoperatively and at six months, one year, and two years post-implant activation. Statistical comparisons between pre- and post-operative outcomes were performed using paired t-tests.</div></div><div><h3>Results</h3><div>After six months of activation, all patients showed significant improvements in behavioral or pure-tone audiometry and ASSR testing (P &lt; 0.05). MESP testing revealed that all patients passed Level 1, with 53.8 % reaching Level 2, and higher levels achieved progressively over two years. Notably, the proportion of patients passing Level 4 increased dramatically from 7.7 % at six months to 53.8 % at one year and 92.3 % at two years, 53.8 % reached Level 5, and 23 % completed Level 6. IT-MAIS/MAIS scores significantly improved at six months post-activation (P &lt; 0.05) and continued to increase after one and two years, demonstrating enhanced auditory and speech perception capabilities over time.</div></div><div><h3>Conclusion</h3><div>Technology-driven cochlear implantation substantially enhances auditory and speech perception capabilities in patients with auditory neuropathy and internal auditory canal stenosis. These findings establish the substantial therapeutic efficacy of cochlear implantation for this patient population and its potential for broader application in audiological rehabilitation.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102086"},"PeriodicalIF":2.5,"publicationDate":"2025-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145734481","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing lung cancer diagnosis through computed tomography: A radiological perspective 通过计算机断层扫描优化肺癌诊断:放射学角度
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-08 DOI: 10.1016/j.jrras.2025.102105
Yazeed I. Alashban

Objectives

Lung cancer remains a major global health burden with high mortality rates, primarily due to late-stage diagnosis and limitations in accessible, rapid screening techniques. This study proposes a novel deep learning framework leveraging a hybrid Convolutional Neural Network (CNN), Long Short-Term Memory (LSTM), and Random Forest classification (RF) mode (CNN-LSTM-RF) architecture for the automated detection and classification of lung cancer using radiological Computed Tomography (CT) scan imaging.

Materials and methods

For this study, DICOM (.dcm) images were obtained from The Cancer Imaging Archive (TCIA) containing a total of 355 subjects and a total of 251,135 CT scan images which was divided into 4 major classes of Adenocarcinoma, Small Cell Carcinoma, Large Cell Carcinoma, and Squamous Carcinoma. However, the study uses 249 out of 355 sample patient files containing only lung CT datasets, ignoring all other irrelevant or mixed radiology scans. Moreover, the Large Cell Carcinoma class had a very less sample size (5 patients), and thus was omitted from this study, leaving behind a total sample size of 244 patients which was considered for classification. These slices were normalized and resized to a consistent input dimension after which data augmentation (including rotations, flips, and intensity shifts) was applied to balance the dataset across classes. A custom hybrid CNN was integrated with LSTM for temporal encoding across CT slice sequences, followed by RF classification. At a distribution ratio of 70:20:10, the data was separated into training, testing, and validation datasets.

Results

The custom CNN-LSTM-RF model classified three cancer types – Adenocarcinoma, Small Cell Carcinoma, and Squamous Cell Carcinoma – with a validation accuracy of 97 % and an AUC exceeding 0.95 indicating a well-balanced and highly effective model. In addition to lung cancer classification, histological grading was evaluated among smoking patients, revealing that even aggressive G3 tumors do not occur with excessively higher frequency in smokers, suggesting multifactorial etiologies of lung cancer. Moreover, Early, Intermediate, and Advanced Stage T-Stage tumors were also graphically represented for different age groups. This framework demonstrates promising clinical potential for early-stage lung cancer detection, offering a scalable tool to support radiologists and reduce diagnostic delays.
肺癌仍然是全球主要的健康负担,死亡率高,主要是由于晚期诊断和可获得的快速筛查技术的限制。本研究提出了一种新的深度学习框架,利用混合卷积神经网络(CNN)、长短期记忆(LSTM)和随机森林分类(RF)模式(CNN-LSTM-RF)架构,利用放射计算机断层扫描(CT)扫描成像自动检测和分类肺癌。材料和方法本研究的DICOM (.dcm)图像来源于The Cancer Imaging Archive (TCIA),共355名受试者,共251,135张CT扫描图像,分为腺癌、小细胞癌、大细胞癌和鳞状癌4大类。然而,该研究使用了355个样本患者档案中的249个只包含肺部CT数据集,忽略了所有其他不相关或混合的放射学扫描。此外,大细胞癌类别的样本量非常少(5例),因此从本研究中省略,留下244例患者的总样本量作为分类考虑。这些切片被归一化并调整为一致的输入维度,之后应用数据增强(包括旋转、翻转和强度变化)来平衡跨类的数据集。将自定义混合CNN与LSTM相结合,对CT切片序列进行时间编码,然后进行RF分类。按照70:20:10的分布比,将数据分为训练、测试和验证数据集。结果自定义CNN-LSTM-RF模型对腺癌、小细胞癌和鳞状细胞癌三种癌症类型进行了分类,验证准确率为97%,AUC超过0.95,表明该模型是一个平衡良好、高效的模型。除肺癌分类外,对吸烟患者的组织学分级进行了评估,发现即使是侵袭性G3肿瘤也不会在吸烟者中出现过高的频率,提示肺癌的多因素病因。此外,不同年龄组的早期、中期和晚期t期肿瘤也用图表表示。该框架展示了早期肺癌检测的临床潜力,提供了一个可扩展的工具来支持放射科医生并减少诊断延误。
{"title":"Optimizing lung cancer diagnosis through computed tomography: A radiological perspective","authors":"Yazeed I. Alashban","doi":"10.1016/j.jrras.2025.102105","DOIUrl":"10.1016/j.jrras.2025.102105","url":null,"abstract":"<div><h3>Objectives</h3><div>Lung cancer remains a major global health burden with high mortality rates, primarily due to late-stage diagnosis and limitations in accessible, rapid screening techniques. This study proposes a novel deep learning framework leveraging a hybrid Convolutional Neural Network (CNN), Long Short-Term Memory (LSTM), and Random Forest classification (RF) mode (CNN-LSTM-RF) architecture for the automated detection and classification of lung cancer using radiological Computed Tomography (CT) scan imaging.</div></div><div><h3>Materials and methods</h3><div>For this study, DICOM (.dcm) images were obtained from The Cancer Imaging Archive (TCIA) containing a total of 355 subjects and a total of 251,135 CT scan images which was divided into 4 major classes of Adenocarcinoma, Small Cell Carcinoma, Large Cell Carcinoma, and Squamous Carcinoma. However, the study uses 249 out of 355 sample patient files containing only lung CT datasets, ignoring all other irrelevant or mixed radiology scans. Moreover, the Large Cell Carcinoma class had a very less sample size (5 patients), and thus was omitted from this study, leaving behind a total sample size of 244 patients which was considered for classification. These slices were normalized and resized to a consistent input dimension after which data augmentation (including rotations, flips, and intensity shifts) was applied to balance the dataset across classes. A custom hybrid CNN was integrated with LSTM for temporal encoding across CT slice sequences, followed by RF classification. At a distribution ratio of 70:20:10, the data was separated into training, testing, and validation datasets.</div></div><div><h3>Results</h3><div>The custom CNN-LSTM-RF model classified three cancer types – Adenocarcinoma, Small Cell Carcinoma, and Squamous Cell Carcinoma – with a validation accuracy of 97 % and an AUC exceeding 0.95 indicating a well-balanced and highly effective model. In addition to lung cancer classification, histological grading was evaluated among smoking patients, revealing that even aggressive G3 tumors do not occur with excessively higher frequency in smokers, suggesting multifactorial etiologies of lung cancer. Moreover, Early, Intermediate, and Advanced Stage T-Stage tumors were also graphically represented for different age groups. This framework demonstrates promising clinical potential for early-stage lung cancer detection, offering a scalable tool to support radiologists and reduce diagnostic delays.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102105"},"PeriodicalIF":2.5,"publicationDate":"2025-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145734387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dosimetric comparison of three sequential intensity-modulated radiotherapy planning methods in the Monaco system for postoperative left-sided breast cancer: A planning study 三种序贯调强放疗计划方法在摩纳哥系统中的剂量学比较:一项计划研究
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-06 DOI: 10.1016/j.jrras.2025.102103
Lu Fu , Pan Liu , Xingtai Yang , Lianhua Xiao , Chaohui Long , Qingping Liao , Changwen Mei , Jing Liu
<div><h3>Objective</h3><div>This study aimed to investigate dosimetric differences among three distinct sequential radiotherapy planning techniques within the Monaco treatment planning system for patients undergoing postoperative radiotherapy for left-sided breast cancer.</div></div><div><h3>Methods</h3><div>A cohort of 31 patients who underwent breast-conserving surgery for left-sided breast cancer was selected. A baseline initial-phase treatment plan was created for each patient. Subsequently, second-phase sequential plans were designed using three different methods: Bias Plan, Sum Plan, and Rx Plan. A comprehensive comparative analysis of the dose distribution and various planning parameters was conducted using the three methods.</div></div><div><h3>Results</h3><div>A comparative analysis of the three treatment plans revealed statistically significant differences in the dosimetric quality of the PTVboost (<em>p</em> < 0.05). The metrics assessed were the near-maximum dose (D2 %), conformity index (CI), and homogeneity index (HI). The Bias Plan was found to be superior, demonstrating a significantly higher CI (<em>p</em> < 0.05) and lower D2 % and HI values (<em>p</em> < 0.05) than Sum and Rx Plans. Compared directly with the Sum Plan, the Bias Plan improved the CI by 8.6 % and the HI by 5.3 %. Therefore, the Bias Plan provided a more optimal dose distribution with enhanced conformity and homogeneity. An analysis of the dose to organs at risk (OARs) demonstrated significant inter-plan variations (<em>p</em> < 0.05) for several key metrics: heart D_mean and V<sub>5</sub><sub>Gy</sub>, left lung D_mean, right lung V<sub>5</sub><sub>Gy</sub>, and spinal cord D_max. In subsequent pairwise analyses, the Bias Plan consistently demonstrated superior sparing of the OARs. The V<sub>5</sub><sub>Gy</sub> of the heart was reduced by 2.5 % compared to the Sum Plan and 3.4 % compared to the Rx Plan. Similarly, the mean dose to the ipsilateral (left) lung decreased by 1.0 % and 1.7 %, while the maximum spinal cord dose decreased by 8.2 % and 6.9 % compared to Sum and Rx Plans, respectively. A comparison between Bias and Sum Plans exhibited a statistically significant advantage in heart V<sub>5</sub><sub>Gy</sub> (<em>p</em> = 0.047), although the difference in D_mean was not significant. The analysis also identified that the Rx Plan delivered a significantly higher V<sub>5</sub><sub>Gy</sub> to the right lung than the Sum Plan (<em>p</em> = 0.040). Analysis of dose to normal tissue revealed that the Bias Plan provided the best sparing, with significantly lower irradiated volumes across a range of low-to-intermediate dose levels (V<sub>5</sub><sub>Gy</sub>–V<sub>40</sub><sub>Gy</sub>) than the other plans (<em>p</em> < 0.05). Specifically, the Rx Plan increased the average irradiated normal tissue volume by 2.9 % compared to the Bias Plan. However, this dosimetric advantage was associated with increased plan complexity and reduced delivery effic
目的探讨在摩纳哥治疗计划系统中,三种不同顺序放疗计划技术对左侧乳腺癌术后放疗患者的剂量学差异。方法选取31例左侧乳腺癌保乳手术患者作为研究对象。为每位患者制定基线初始阶段治疗计划。随后,采用三种不同的方法设计第二阶段顺序计划:Bias计划、Sum计划和Rx计划。采用三种方法对剂量分布和各项规划参数进行了综合比较分析。结果三种治疗方案对比分析显示,PTVboost的剂量学质量差异有统计学意义(p < 0.05)。评估的指标是近最大剂量(D2 %)、符合性指数(CI)和均匀性指数(HI)。与Sum和Rx计划相比,Bias计划具有更高的CI (p < 0.05)和更低的D2 %和HI值(p < 0.05)。与综合计划相比,偏倚计划使CI提高了8.6%,使HI提高了5.3%。因此,偏置计划提供了更优的剂量分布,增强了一致性和均匀性。对危险器官(OARs)的剂量分析显示,在几个关键指标上,计划间存在显著差异(p < 0.05):心脏D_mean和V5Gy、左肺D_mean、右肺V5Gy和脊髓D_max。在随后的两两分析中,偏倚计划一致显示桨叶的优越节约。与Sum计划相比,心脏V5Gy降低了2.5%,与Rx计划相比降低了3.4%。同样,与Sum和Rx计划相比,对同侧(左)肺的平均剂量分别减少1.0%和1.7%,而脊髓的最大剂量分别减少8.2%和6.9%。在心脏V5Gy方面,Bias计划和Sum计划的比较有统计学上的显著优势(p = 0.047),但D_mean的差异无统计学意义。分析还发现,Rx计划对右肺的V5Gy明显高于Sum计划(p = 0.040)。对正常组织的剂量分析显示,Bias计划提供了最好的节约,在低至中剂量水平范围内(V5Gy-V40Gy)的辐照体积明显低于其他计划(p < 0.05)。具体来说,Rx计划比Bias计划增加了2.9%的平均辐照正常组织体积。然而,这种剂量学优势与计划复杂性的增加和交付效率的降低有关。节段数、监测单位(MUs)和估计治疗交付时间在Bias计划中最高,在Rx计划中最低。Bias计划的复杂性明显高于Rx计划,需要多30.97%的段,多30.50%的mu,以及7.51%的交付时间(所有比较p <; 0.001)。这些发现强调了正常组织的最佳保护和治疗递送效率之间的权衡。结论采用偏置剂量法的治疗计划方法在满足目标体积剂量要求的同时,提高了剂量分布的一致性和合理性。这些结果表明,偏置剂量法在乳腺癌序贯放疗中具有相当大的临床应用潜力。
{"title":"Dosimetric comparison of three sequential intensity-modulated radiotherapy planning methods in the Monaco system for postoperative left-sided breast cancer: A planning study","authors":"Lu Fu ,&nbsp;Pan Liu ,&nbsp;Xingtai Yang ,&nbsp;Lianhua Xiao ,&nbsp;Chaohui Long ,&nbsp;Qingping Liao ,&nbsp;Changwen Mei ,&nbsp;Jing Liu","doi":"10.1016/j.jrras.2025.102103","DOIUrl":"10.1016/j.jrras.2025.102103","url":null,"abstract":"&lt;div&gt;&lt;h3&gt;Objective&lt;/h3&gt;&lt;div&gt;This study aimed to investigate dosimetric differences among three distinct sequential radiotherapy planning techniques within the Monaco treatment planning system for patients undergoing postoperative radiotherapy for left-sided breast cancer.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Methods&lt;/h3&gt;&lt;div&gt;A cohort of 31 patients who underwent breast-conserving surgery for left-sided breast cancer was selected. A baseline initial-phase treatment plan was created for each patient. Subsequently, second-phase sequential plans were designed using three different methods: Bias Plan, Sum Plan, and Rx Plan. A comprehensive comparative analysis of the dose distribution and various planning parameters was conducted using the three methods.&lt;/div&gt;&lt;/div&gt;&lt;div&gt;&lt;h3&gt;Results&lt;/h3&gt;&lt;div&gt;A comparative analysis of the three treatment plans revealed statistically significant differences in the dosimetric quality of the PTVboost (&lt;em&gt;p&lt;/em&gt; &lt; 0.05). The metrics assessed were the near-maximum dose (D2 %), conformity index (CI), and homogeneity index (HI). The Bias Plan was found to be superior, demonstrating a significantly higher CI (&lt;em&gt;p&lt;/em&gt; &lt; 0.05) and lower D2 % and HI values (&lt;em&gt;p&lt;/em&gt; &lt; 0.05) than Sum and Rx Plans. Compared directly with the Sum Plan, the Bias Plan improved the CI by 8.6 % and the HI by 5.3 %. Therefore, the Bias Plan provided a more optimal dose distribution with enhanced conformity and homogeneity. An analysis of the dose to organs at risk (OARs) demonstrated significant inter-plan variations (&lt;em&gt;p&lt;/em&gt; &lt; 0.05) for several key metrics: heart D_mean and V&lt;sub&gt;5&lt;/sub&gt;&lt;sub&gt;Gy&lt;/sub&gt;, left lung D_mean, right lung V&lt;sub&gt;5&lt;/sub&gt;&lt;sub&gt;Gy&lt;/sub&gt;, and spinal cord D_max. In subsequent pairwise analyses, the Bias Plan consistently demonstrated superior sparing of the OARs. The V&lt;sub&gt;5&lt;/sub&gt;&lt;sub&gt;Gy&lt;/sub&gt; of the heart was reduced by 2.5 % compared to the Sum Plan and 3.4 % compared to the Rx Plan. Similarly, the mean dose to the ipsilateral (left) lung decreased by 1.0 % and 1.7 %, while the maximum spinal cord dose decreased by 8.2 % and 6.9 % compared to Sum and Rx Plans, respectively. A comparison between Bias and Sum Plans exhibited a statistically significant advantage in heart V&lt;sub&gt;5&lt;/sub&gt;&lt;sub&gt;Gy&lt;/sub&gt; (&lt;em&gt;p&lt;/em&gt; = 0.047), although the difference in D_mean was not significant. The analysis also identified that the Rx Plan delivered a significantly higher V&lt;sub&gt;5&lt;/sub&gt;&lt;sub&gt;Gy&lt;/sub&gt; to the right lung than the Sum Plan (&lt;em&gt;p&lt;/em&gt; = 0.040). Analysis of dose to normal tissue revealed that the Bias Plan provided the best sparing, with significantly lower irradiated volumes across a range of low-to-intermediate dose levels (V&lt;sub&gt;5&lt;/sub&gt;&lt;sub&gt;Gy&lt;/sub&gt;–V&lt;sub&gt;40&lt;/sub&gt;&lt;sub&gt;Gy&lt;/sub&gt;) than the other plans (&lt;em&gt;p&lt;/em&gt; &lt; 0.05). Specifically, the Rx Plan increased the average irradiated normal tissue volume by 2.9 % compared to the Bias Plan. However, this dosimetric advantage was associated with increased plan complexity and reduced delivery effic","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102103"},"PeriodicalIF":2.5,"publicationDate":"2025-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145734479","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A modified sine Weibull distribution with applications to finance and radiation sectors 修正正弦威布尔分布及其在金融和辐射部门的应用
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-05 DOI: 10.1016/j.jrras.2025.102088
Yen Liang Tung , Gaber Sallam Salem Abdalla , M.M. Abd El-Raouf , M.A. El-Qurashi
We present a novel approach that utilizes a familiar trigonometric function with the aim of enhancing the descriptions of real-world events. The presented method mainly relies on the sine function and is henceforth referred to as the modified sine-G (MS-G) approach. The MS-G method updates the data analysis tools by providing a more precise representation of practical data sets. In our case study, we utilize the MS-G method on the Weibull distribution leading to a new model termed the modified sine-Weibull (MS-Weibull) distribution. We investigate different mathematical characteristics of the MS-Weibull distribution, with particular emphasis on its quantile function, which is crucial for generating random variates and defining quartiles as well as percentiles We also carry out the mathematical derivations of point estimators for the MS-Weibull distribution. The derived estimators are further evaluated through simulation studies under various parameter values. To validate the MS-Weibull distribution, we analyze two data sets, taken from the finance and radiation fields. Our investigations using numerical and visual methods show that the MS-Weibull distribution repeatedly offers the best results based on specific criteria for assessing the goodness of fit of the model to the data.
我们提出了一种利用熟悉的三角函数的新方法,目的是增强对现实世界事件的描述。所提出的方法主要依赖于正弦函数,因此被称为修正正弦g (MS-G)方法。MS-G方法通过提供更精确的实际数据集表示来更新数据分析工具。在我们的案例研究中,我们在威布尔分布上使用MS-G方法,从而得到一个称为修正正弦威布尔(MS-Weibull)分布的新模型。我们研究了MS-Weibull分布的不同数学特征,特别强调了它的分位数函数,这对于生成随机变量和定义四分位数以及百分位数至关重要。我们还对MS-Weibull分布的点估计进行了数学推导。通过不同参数值下的仿真研究,进一步验证了所得到的估计量。为了验证MS-Weibull分布,我们分析了两个数据集,分别来自金融和辐射领域。我们使用数值和视觉方法进行的调查表明,MS-Weibull分布在评估模型与数据拟合优度的特定标准上反复提供最佳结果。
{"title":"A modified sine Weibull distribution with applications to finance and radiation sectors","authors":"Yen Liang Tung ,&nbsp;Gaber Sallam Salem Abdalla ,&nbsp;M.M. Abd El-Raouf ,&nbsp;M.A. El-Qurashi","doi":"10.1016/j.jrras.2025.102088","DOIUrl":"10.1016/j.jrras.2025.102088","url":null,"abstract":"<div><div>We present a novel approach that utilizes a familiar trigonometric function with the aim of enhancing the descriptions of real-world events. The presented method mainly relies on the sine function and is henceforth referred to as the modified sine-<span><math><mi>G</mi></math></span> (MS-<span><math><mi>G</mi></math></span>) approach. The MS-<span><math><mi>G</mi></math></span> method updates the data analysis tools by providing a more precise representation of practical data sets. In our case study, we utilize the MS-<span><math><mi>G</mi></math></span> method on the Weibull distribution leading to a new model termed the modified sine-Weibull (MS-Weibull) distribution. We investigate different mathematical characteristics of the MS-Weibull distribution, with particular emphasis on its quantile function, which is crucial for generating random variates and defining quartiles as well as percentiles We also carry out the mathematical derivations of point estimators for the MS-Weibull distribution. The derived estimators are further evaluated through simulation studies under various parameter values. To validate the MS-Weibull distribution, we analyze two data sets, taken from the finance and radiation fields. Our investigations using numerical and visual methods show that the MS-Weibull distribution repeatedly offers the best results based on specific criteria for assessing the goodness of fit of the model to the data.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102088"},"PeriodicalIF":2.5,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145683061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new heavy-tailed distribution: Its heavy-tailed characteristics with implementations in the radiation and music engineering 一种新的重尾分布:其重尾特征及其在辐射和音乐工程中的实现
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-05 DOI: 10.1016/j.jrras.2025.102104
Yuyun Huang , Salah Eldden Omer Ali
Recognizing the significant influence that data analysis tools have in diverse fields, we present an innovative analytical approach to enhance and expand the existing variety of distribution methods. Our work centers on combining the inverse Lomax distribution with a recognized distributional approach, leading to what we call the new heavy-tailed inverse Lomax (NHTI-Lomax) distribution. The NHTI-Lomax distribution is able to capture the key characteristics linked to heavy-tailed distributions. This fact is supported by both visual illustrations and thorough mathematical proof. The identifiability features and the heavy-tailed characteristics of the NHTI-Lomax distribution are thoroughly examined and mathematically verified. Furthermore, we obtain the maximum likelihood estimators relevant to this distribution. Additionally, we conduct an analysis of the NHTI-Lomax distribution’s effectiveness with simulated data, allowing us to assess its practical relevance and performance across different situations. In practical terms, the significance of the NHTI-Lomax distribution is evaluated using perspectives from real-world data. The first application pertains to music engineering. While, the second application focuses on the field of radiation sciences. By employing certain established information criteria, we show that the NHTI-Lomax distribution outperforms certain alternative distributions.
认识到数据分析工具在不同领域的重要影响,我们提出了一种创新的分析方法来增强和扩展现有的各种分布方法。我们的工作集中在将反Lomax分布与公认的分布方法相结合,导致我们称之为新的重尾反Lomax (NHTI-Lomax)分布。NHTI-Lomax分布能够捕捉到与重尾分布相关的关键特征。这一事实既有直观的说明,也有详尽的数学证明。研究了NHTI-Lomax分布的可识别性特征和重尾特征,并进行了数学验证。进一步,我们得到了与该分布相关的极大似然估计量。此外,我们还利用模拟数据对NHTI-Lomax分布的有效性进行了分析,从而评估其在不同情况下的实际相关性和性能。在实践中,NHTI-Lomax分布的意义是用现实世界数据的角度来评估的。第一个应用与音乐工程有关。而第二种应用则集中在辐射科学领域。通过采用某些既定的信息标准,我们表明NHTI-Lomax分布优于某些替代分布。
{"title":"A new heavy-tailed distribution: Its heavy-tailed characteristics with implementations in the radiation and music engineering","authors":"Yuyun Huang ,&nbsp;Salah Eldden Omer Ali","doi":"10.1016/j.jrras.2025.102104","DOIUrl":"10.1016/j.jrras.2025.102104","url":null,"abstract":"<div><div>Recognizing the significant influence that data analysis tools have in diverse fields, we present an innovative analytical approach to enhance and expand the existing variety of distribution methods. Our work centers on combining the inverse Lomax distribution with a recognized distributional approach, leading to what we call the new heavy-tailed inverse Lomax (NHTI-Lomax) distribution. The NHTI-Lomax distribution is able to capture the key characteristics linked to heavy-tailed distributions. This fact is supported by both visual illustrations and thorough mathematical proof. The identifiability features and the heavy-tailed characteristics of the NHTI-Lomax distribution are thoroughly examined and mathematically verified. Furthermore, we obtain the maximum likelihood estimators relevant to this distribution. Additionally, we conduct an analysis of the NHTI-Lomax distribution’s effectiveness with simulated data, allowing us to assess its practical relevance and performance across different situations. In practical terms, the significance of the NHTI-Lomax distribution is evaluated using perspectives from real-world data. The first application pertains to music engineering. While, the second application focuses on the field of radiation sciences. By employing certain established information criteria, we show that the NHTI-Lomax distribution outperforms certain alternative distributions.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102104"},"PeriodicalIF":2.5,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145683060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cell toxicity test, biocompatibility study and clinical study of juguang®-18HF polysulfone membrane dialyzer 聚光®-18HF聚砜膜透析器的细胞毒性试验、生物相容性研究及临床研究
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-04 DOI: 10.1016/j.jrras.2025.102075
Chen Yun , Xiaofan He , Lifeng Yang , Suhua Xu , Yunyi Li , Huiyi Zeng , Xianggeng Chi , Ao-ieong Chi-Wa , Boxun Wang , Zhuoheng Song , Zhangzhang Xiao , Wenyu Gong , Jingxian Huang , Donghao He , Ting Xie , Yong Dai , Donge Tang , Hongming Zhou , Zigan Xu , Lianghong Yin , Aiyun Zha

Background

This study aims to investigate the cytotoxicity and biocompatibility of polysulfone hollow fiber dialyzers, while observing clinical efficacy, in order to provide a basis for preclinical and clinical research on polyethersulfone hollow fiber dialyzers for clinical application.

Methods

Twenty-four JUGUANG®-18HF dialyzers produced by polyether sulfone hollow fiber dialysis membrane produced by 3M Company were used for cytotoxicity test, in vitro mammalian cell chromosome aberration test, subchronic systemic toxicity test and clinical test. And observe clinical biocompatibility and efficacy through self-cross-validation non-inferiority verification.

Results

All animal and cell experiments showed that the cytotoxicity score of the treatment group was 0 points compared to the control group. According to the standard, the cytotoxicity and reaction degree were deemed as non-cytotoxic. Biochemical tests showed no statistical differences in any indicators. Clinical observations noted that blood samples were drawn from the arterial end of the vascular access before dialysis, 15 min after the start of dialysis, and at the end of dialysis. Routine blood tests, fragmented red blood cell analysis, and changes in CRP and liver function before and after dialysis were all found to be normal. The clearance and decline rates of BUN and Cr, as well as changes in electrolytes, showed no statistically significant difference compared to the control group in Parazacco spilurus subsp. spilurus.

Conclusions

The JUGUANG®-18HF hollow fiber dialyzer with polyether sulfone membrane produced by 3M company showed that it was in compliance with the regulations in cytotoxicity, chromosomal aberration of mammalian cells in vitro and subchronic systemic toxicity test. Clinical studies showed that it had good biocompatibilityand clinical efficacy.
本研究旨在探讨聚醚砜中空纤维透析器的细胞毒性和生物相容性,同时观察其临床疗效,为聚醚砜中空纤维透析器的临床应用提供临床前和临床研究依据。方法采用3M公司聚醚砜中空纤维透析膜生产的24台JUGUANG®-18HF透析器进行细胞毒性试验、体外哺乳动物细胞染色体畸变试验、亚慢性全身毒性试验和临床试验。并通过自我交叉验证非劣效性验证观察临床生物相容性和疗效。结果动物和细胞实验均显示,与对照组相比,治疗组细胞毒性评分为0分。根据标准,细胞毒性和反应程度均为无细胞毒性。生化试验各项指标均无统计学差异。临床观察注意到,在透析前、透析开始后15分钟和透析结束时,从血管通路的动脉端抽取血样。血常规、碎片化红细胞分析、透析前后CRP及肝功能变化均正常。与对照组相比,西泼草亚种的BUN、Cr清除率、下降率及电解质变化均无统计学差异。spilurus。结论3M公司生产的聚醚砜膜JUGUANG®-18HF中空纤维透析器体外细胞毒性、体外哺乳动物细胞染色体畸变及亚慢性全身毒性试验均符合规定。临床研究表明其具有良好的生物相容性和临床疗效。
{"title":"Cell toxicity test, biocompatibility study and clinical study of juguang®-18HF polysulfone membrane dialyzer","authors":"Chen Yun ,&nbsp;Xiaofan He ,&nbsp;Lifeng Yang ,&nbsp;Suhua Xu ,&nbsp;Yunyi Li ,&nbsp;Huiyi Zeng ,&nbsp;Xianggeng Chi ,&nbsp;Ao-ieong Chi-Wa ,&nbsp;Boxun Wang ,&nbsp;Zhuoheng Song ,&nbsp;Zhangzhang Xiao ,&nbsp;Wenyu Gong ,&nbsp;Jingxian Huang ,&nbsp;Donghao He ,&nbsp;Ting Xie ,&nbsp;Yong Dai ,&nbsp;Donge Tang ,&nbsp;Hongming Zhou ,&nbsp;Zigan Xu ,&nbsp;Lianghong Yin ,&nbsp;Aiyun Zha","doi":"10.1016/j.jrras.2025.102075","DOIUrl":"10.1016/j.jrras.2025.102075","url":null,"abstract":"<div><h3>Background</h3><div>This study aims to investigate the cytotoxicity and biocompatibility of polysulfone hollow fiber dialyzers, while observing clinical efficacy, in order to provide a basis for preclinical and clinical research on polyethersulfone hollow fiber dialyzers for clinical application.</div></div><div><h3>Methods</h3><div>Twenty-four JUGUANG®-18HF dialyzers produced by polyether sulfone hollow fiber dialysis membrane produced by 3M Company were used for cytotoxicity test, in vitro mammalian cell chromosome aberration test, subchronic systemic toxicity test and clinical test. And observe clinical biocompatibility and efficacy through self-cross-validation non-inferiority verification.</div></div><div><h3>Results</h3><div>All animal and cell experiments showed that the cytotoxicity score of the treatment group was 0 points compared to the control group. According to the standard, the cytotoxicity and reaction degree were deemed as non-cytotoxic. Biochemical tests showed no statistical differences in any indicators. Clinical observations noted that blood samples were drawn from the arterial end of the vascular access before dialysis, 15 min after the start of dialysis, and at the end of dialysis. Routine blood tests, fragmented red blood cell analysis, and changes in CRP and liver function before and after dialysis were all found to be normal. The clearance and decline rates of BUN and Cr, as well as changes in electrolytes, showed no statistically significant difference compared to the control group in Parazacco spilurus subsp. spilurus.</div></div><div><h3>Conclusions</h3><div>The JUGUANG®-18HF hollow fiber dialyzer with polyether sulfone membrane produced by 3M company showed that it was in compliance with the regulations in cytotoxicity, chromosomal aberration of mammalian cells in vitro and subchronic systemic toxicity test. Clinical studies showed that it had good biocompatibilityand clinical efficacy.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102075"},"PeriodicalIF":2.5,"publicationDate":"2025-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145683109","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-modal machine learning framework for automated osteoporosis diagnosis from knee X-rays: Emphasizing reproducibility, clinical utility via DCA, and nomogram construction 从膝关节x线自动诊断骨质疏松症的多模态机器学习框架:强调可重复性,通过DCA的临床实用性,以及nomogram construction
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-03 DOI: 10.1016/j.jrras.2025.102078
Zhifei Chen , Liang Zhang

Objective

The objective of this study was to develop a comprehensive, automated diagnostic framework for osteoporosis using knee X-ray imaging by integrating radiomic features, deep learning-derived features, and clinical variables, and to validate its clinical applicability through a multi-center dataset.

Materials and methods

A retrospective, multi-center study was conducted with 3265 knee X-ray images collected from eight imaging centers. Radiomic features (n = 107) were extracted using PyRadiomics, and deep features were obtained from EfficientNetB0 and Vision Transformer models. Feature reproducibility was assessed using the Intraclass Correlation Coefficient (ICC), and features with ICC >0.75 were retained. LASSO regression was applied for feature selection, while fused features underwent dimensionality reduction using principal component analysis (PCA) before selection. Machine learning models including XGBoost, Random Forest, SVM, and Logistic Regression were trained and validated using cross-validation on training (80 %) and internal test (20 %) splits, with an independent external test cohort for final evaluation. Interpretability was assessed via attention maps. A final clinical nomogram was constructed by incorporating fused imaging scores with key clinical factors.

Results

The fused feature model achieved the best performance, with XGBoost yielding an AUC-ROC of 95.7 % in training, 95.0 % in internal validation, and 94.3 % in external testing. Vision Transformer features alone outperformed EfficientNetB0 and radiomics, but fusion consistently enhanced predictive ability. The nomogram demonstrated strong calibration and clinical utility in Decision Curve Analysis (DCA). Attention maps confirmed the alignment of model focus with radiologically relevant regions, supporting interpretability and clinical integration potential.

Conclusions

The proposed multi-modal framework offers a robust, interpretable, and clinically applicable tool for osteoporosis screening from knee X-rays. Prospective validation and expansion into fracture risk prediction are warranted.
本研究的目的是通过整合放射学特征、深度学习衍生特征和临床变量,开发一个综合的、自动化的骨质疏松症膝关节x线成像诊断框架,并通过多中心数据集验证其临床适用性。材料与方法对8个影像中心采集的3265张膝关节x线图像进行回顾性、多中心研究。使用PyRadiomics提取放射组特征(n = 107),并从EfficientNetB0和Vision Transformer模型中获得深度特征。使用类内相关系数(ICC)评估特征再现性,保留ICC >;0.75的特征。特征选择采用LASSO回归,融合特征选择前采用主成分分析(PCA)进行降维处理。机器学习模型包括XGBoost、Random Forest、SVM和Logistic Regression,使用交叉验证对训练(80%)和内部测试(20%)分割进行训练和验证,并使用独立的外部测试队列进行最终评估。通过注意图评估可解释性。结合融合影像评分和关键临床因素,构建最终的临床nomogram。结果融合特征模型的训练、内部验证和外部测试的AUC-ROC分别为95.7%、95.0%和94.3%。Vision Transformer单独的功能优于EfficientNetB0和radiomics,但融合始终增强了预测能力。该图在决策曲线分析(DCA)中显示出强大的校准和临床应用。注意图证实了模型焦点与放射学相关区域的一致性,支持可解释性和临床整合潜力。结论提出的多模态框架为膝关节x线骨质疏松筛查提供了一个可靠的、可解释的、临床适用的工具。前瞻性验证和扩展到裂缝风险预测是必要的。
{"title":"Multi-modal machine learning framework for automated osteoporosis diagnosis from knee X-rays: Emphasizing reproducibility, clinical utility via DCA, and nomogram construction","authors":"Zhifei Chen ,&nbsp;Liang Zhang","doi":"10.1016/j.jrras.2025.102078","DOIUrl":"10.1016/j.jrras.2025.102078","url":null,"abstract":"<div><h3>Objective</h3><div>The objective of this study was to develop a comprehensive, automated diagnostic framework for osteoporosis using knee X-ray imaging by integrating radiomic features, deep learning-derived features, and clinical variables, and to validate its clinical applicability through a multi-center dataset.</div></div><div><h3>Materials and methods</h3><div>A retrospective, multi-center study was conducted with 3265 knee X-ray images collected from eight imaging centers. Radiomic features (n = 107) were extracted using PyRadiomics, and deep features were obtained from EfficientNetB0 and Vision Transformer models. Feature reproducibility was assessed using the Intraclass Correlation Coefficient (ICC), and features with ICC &gt;0.75 were retained. LASSO regression was applied for feature selection, while fused features underwent dimensionality reduction using principal component analysis (PCA) before selection. Machine learning models including XGBoost, Random Forest, SVM, and Logistic Regression were trained and validated using cross-validation on training (80 %) and internal test (20 %) splits, with an independent external test cohort for final evaluation. Interpretability was assessed via attention maps. A final clinical nomogram was constructed by incorporating fused imaging scores with key clinical factors.</div></div><div><h3>Results</h3><div>The fused feature model achieved the best performance, with XGBoost yielding an AUC-ROC of 95.7 % in training, 95.0 % in internal validation, and 94.3 % in external testing. Vision Transformer features alone outperformed EfficientNetB0 and radiomics, but fusion consistently enhanced predictive ability. The nomogram demonstrated strong calibration and clinical utility in Decision Curve Analysis (DCA). Attention maps confirmed the alignment of model focus with radiologically relevant regions, supporting interpretability and clinical integration potential.</div></div><div><h3>Conclusions</h3><div>The proposed multi-modal framework offers a robust, interpretable, and clinically applicable tool for osteoporosis screening from knee X-rays. Prospective validation and expansion into fracture risk prediction are warranted.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102078"},"PeriodicalIF":2.5,"publicationDate":"2025-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145683108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Piezo1 drives microgravity-induced ANP secretion via calcium-JNK/c-Jun signaling in primary rat atrial cardiomyocytes Piezo1通过钙- jnk /c-Jun信号驱动微重力诱导的大鼠心房心肌细胞ANP分泌
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-02 DOI: 10.1016/j.jrras.2025.102074
Jiao Sun , Nana Zhu , Tianlun Li , Jianping Guo , Hongtao Yuan , Zhaoliang Shan

Background

Weightlessness exposure during spaceflight induces cardiovascular deconditioning, including orthostatic intolerance (PSOI) upon re-exposure to gravity, partly attributed to dysregulated atrial natriuretic peptide (ANP) secretion. While ANP elevation occurs acutely in microgravity, the upstream mechanosensitive pathways regulating this response remain poorly understood. This study investigated the role of the mechanosensitive ion channel Piezo1 and the JNK/c-Jun signaling pathway in ANP regulation under simulated weightlessness.

Methods

Primary rat atrial cardiomyocytes were exposed to simulated microgravity (SM) using a rotary cell culture system. Experimental groups included: Control, SM, SM treated with the stretch-activated channel (SAC) inhibitor streptomycin (STR), SM treated with the JNK inhibitor SP600125, SM with Piezo1 knockdown via lentiviral shRNA (performed prior to SM exposure), and normal gravity treated with the Piezo1 agonist Yoda1. ANP expression, JNK/c-Jun pathway activation, Piezo1 expression, and intracellular calcium levels were assessed using Western blot, RT-PCR, and flow cytometry.

Results

SM significantly increased ANP expression and activated the JNK/c-Jun pathway. Both STR and SP600125 suppressed SM-induced JNK phosphorylation and ANP upregulation. SM also increased Piezo1 expression and intracellular calcium. Piezo1 knockdown effectively prevented SM-induced JNK/c-Jun activation, ANP upregulation, and the increase in intracellular calcium, achieving an effect comparable to that of STR and SP600125. Conversely, Yoda1, a Piezo1 activator, mimicked the SM response under normal gravity by activating JNK/c-Jun and increasing ANP expression. STR inhibited SM-induced upregulation of Piezo1 expression. SP600125 blocked JNK/c-Jun activation and ANP upregulation but failed to prevent SM-induced calcium elevation.

Conclusions

Short-term simulated weightlessness upregulates ANP expression in atrial cardiomyocytes via activation of the Piezo1 channel. Piezo1 mediates this effect by increasing intracellular calcium and subsequently activating the JNK/c-Jun signaling pathway. These findings identify Piezo1 as a critical upstream mechanosensor for microgravity-induced ANP dysregulation and highlight its potential as a therapeutic target for mitigating associated cardiovascular deconditioning, such as PSOI.
背景:太空飞行期间的失重暴露会诱发心血管疾病,包括再次暴露于重力后的直立性不耐受(PSOI),部分原因是心房利钠肽(ANP)分泌失调。虽然ANP在微重力下急剧升高,但调节这种反应的上游机械敏感途径仍然知之甚少。本研究探讨了机械敏感离子通道Piezo1和JNK/c-Jun信号通路在模拟失重条件下ANP调控中的作用。方法采用旋转细胞培养系统对原代大鼠心房心肌细胞进行模拟微重力培养。实验组包括:对照组,SM,用拉伸激活通道(SAC)抑制剂链霉素(STR)处理的SM,用JNK抑制剂SP600125处理的SM,通过慢病毒shRNA(在SM暴露之前进行)敲低Piezo1的SM,以及用Piezo1激动剂Yoda1处理的正常重力。采用Western blot、RT-PCR和流式细胞术检测ANP表达、JNK/c-Jun通路激活、Piezo1表达和细胞内钙水平。结果ssm显著提高ANP表达,激活JNK/c-Jun通路。STR和SP600125均抑制sm诱导的JNK磷酸化和ANP上调。SM也增加了Piezo1的表达和细胞内钙含量。Piezo1敲除可有效阻止sm诱导的JNK/c-Jun激活、ANP上调和细胞内钙的增加,其作用可与STR和SP600125相媲美。相反,Yoda1,一个Piezo1激活剂,通过激活JNK/c-Jun和增加ANP表达来模拟正常重力下的SM反应。STR抑制sm诱导的Piezo1表达上调。SP600125阻断JNK/c-Jun激活和ANP上调,但未能阻止sm诱导的钙升高。结论短期模拟失重通过激活Piezo1通道上调心房心肌细胞ANP的表达。Piezo1通过增加细胞内钙并随后激活JNK/c-Jun信号通路介导这种作用。这些发现确定了Piezo1是微重力诱导ANP失调的关键上游机械传感器,并强调了其作为缓解相关心血管疾病(如PSOI)的治疗靶点的潜力。
{"title":"Piezo1 drives microgravity-induced ANP secretion via calcium-JNK/c-Jun signaling in primary rat atrial cardiomyocytes","authors":"Jiao Sun ,&nbsp;Nana Zhu ,&nbsp;Tianlun Li ,&nbsp;Jianping Guo ,&nbsp;Hongtao Yuan ,&nbsp;Zhaoliang Shan","doi":"10.1016/j.jrras.2025.102074","DOIUrl":"10.1016/j.jrras.2025.102074","url":null,"abstract":"<div><h3>Background</h3><div>Weightlessness exposure during spaceflight induces cardiovascular deconditioning, including orthostatic intolerance (PSOI) upon re-exposure to gravity, partly attributed to dysregulated atrial natriuretic peptide (ANP) secretion. While ANP elevation occurs acutely in microgravity, the upstream mechanosensitive pathways regulating this response remain poorly understood. This study investigated the role of the mechanosensitive ion channel Piezo1 and the JNK/c-Jun signaling pathway in ANP regulation under simulated weightlessness.</div></div><div><h3>Methods</h3><div>Primary rat atrial cardiomyocytes were exposed to simulated microgravity (SM) using a rotary cell culture system. Experimental groups included: Control, SM, SM treated with the stretch-activated channel (SAC) inhibitor streptomycin (STR), SM treated with the JNK inhibitor SP600125, SM with Piezo1 knockdown via lentiviral shRNA (performed prior to SM exposure), and normal gravity treated with the Piezo1 agonist Yoda1. ANP expression, JNK/c-Jun pathway activation, Piezo1 expression, and intracellular calcium levels were assessed using Western blot, RT-PCR, and flow cytometry.</div></div><div><h3>Results</h3><div>SM significantly increased ANP expression and activated the JNK/c-Jun pathway. Both STR and SP600125 suppressed SM-induced JNK phosphorylation and ANP upregulation. SM also increased Piezo1 expression and intracellular calcium. Piezo1 knockdown effectively prevented SM-induced JNK/c-Jun activation, ANP upregulation, and the increase in intracellular calcium, achieving an effect comparable to that of STR and SP600125. Conversely, Yoda1, a Piezo1 activator, mimicked the SM response under normal gravity by activating JNK/c-Jun and increasing ANP expression. STR inhibited SM-induced upregulation of Piezo1 expression. SP600125 blocked JNK/c-Jun activation and ANP upregulation but failed to prevent SM-induced calcium elevation.</div></div><div><h3>Conclusions</h3><div>Short-term simulated weightlessness upregulates ANP expression in atrial cardiomyocytes via activation of the Piezo1 channel. Piezo1 mediates this effect by increasing intracellular calcium and subsequently activating the JNK/c-Jun signaling pathway. These findings identify Piezo1 as a critical upstream mechanosensor for microgravity-induced ANP dysregulation and highlight its potential as a therapeutic target for mitigating associated cardiovascular deconditioning, such as PSOI.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102074"},"PeriodicalIF":2.5,"publicationDate":"2025-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145683111","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dual efficacy of Chlorella vulgaris extract and neem seed oil as antifungal agents and plant growth promoters against Fusarium oxysporum in maize 小球藻提取物和楝树籽油对玉米尖孢镰刀菌的双重抑菌和促生长作用
IF 2.5 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-12-02 DOI: 10.1016/j.jrras.2025.102093
Abeer M. Mohammad , Omaymah A. Radwan , Ashjan F. Khalel , Alia A. Al-Alfard , Alsayed E. Mekky , Eslam Abdelhakim Seyam

Background

Fusarium oxysporum is a devastating soil-borne pathogen causing vascular wilt in numerous crops, including maize, leading to significant economic losses. The overreliance on chemical fungicides necessitates the exploration of sustainable biocontrol agents. Microalgae like Chlorella vulgaris and botanicals like neem (Azadirachta indica) represent promising, eco-friendly sources of antifungal compounds.

Methods

The antifungal efficacy of Chlorella vulgaris and neem seed extracts was evaluated through in vitro assays and in vivo greenhouse experiments on maize (Zea mays) plants. The treated fungi were also imaged using an electron microscope, and the effects of various treatments were compared.

Results

C. vulgaris extract exhibited a highly antagonistic effect in vitro and restricted the mycelia of F. oxysporum by 54.6 %, followed by Neem seed oil extract (29.5 %). Scanning electron microscopy (SEM) exhibited acute morphological damage to fungal hyphae. In Vivo, neem seed oil extract was the most efficient in reducing disease incidence (20 %). On the other hand, the disease incidence with the algal extract reached 40 % as compared with the control treatment. Furthermore, both extracts significantly enhanced plant growth parameters, including plant height, chlorophyll content, and fresh weight, in infected maize plants compared to the untreated control.

Conclusion

This study confirms that C. vulgaris extract and neem seed oil are effective bio-fungicides against F. oxysporum, with the former showing superior direct antifungal activity in vitro and the latter demonstrating higher efficacy in reducing disease incidence in plants. Their dual role as antifungal agents and plant growth promoters makes them excellent candidates for integrated pest management strategies.
尖孢镰刀菌(fusarium oxysporum)是一种破坏性的土传病原体,可引起包括玉米在内的许多作物的血管性枯萎病,造成重大的经济损失。对化学杀菌剂的过度依赖使我们有必要探索可持续的生物防治剂。像小球藻(Chlorella vulgaris)这样的微藻和像印度楝树(Azadirachta indica)这样的植物是有前途的、环保的抗真菌化合物来源。方法通过体外实验和室内温室实验,评价小球藻和楝树种子提取物对玉米(Zea mays)的抑菌效果。对处理后的真菌进行了电镜成像,并比较了不同处理的效果。荆芥提取物对尖孢霉菌丝的抑制率为54.6%,其次是印楝籽油提取物,抑制率为29.5%。扫描电镜(SEM)显示真菌菌丝的急性形态损伤。在体内,印楝籽油提取物在降低疾病发病率方面最有效(20%)。另一方面,与对照处理相比,藻类提取物的发病率达到40%。此外,与未经处理的对照相比,这两种提取物显著提高了感染玉米植株的生长参数,包括植株高度、叶绿素含量和鲜重。结论本研究证实,苦楝提取物和楝籽油对尖孢镰刀菌具有较强的体外直接抑菌活性,而苦楝籽油对植物的降病效果较好。它们作为抗真菌剂和植物生长促进剂的双重作用使它们成为害虫综合治理策略的优秀候选人。
{"title":"Dual efficacy of Chlorella vulgaris extract and neem seed oil as antifungal agents and plant growth promoters against Fusarium oxysporum in maize","authors":"Abeer M. Mohammad ,&nbsp;Omaymah A. Radwan ,&nbsp;Ashjan F. Khalel ,&nbsp;Alia A. Al-Alfard ,&nbsp;Alsayed E. Mekky ,&nbsp;Eslam Abdelhakim Seyam","doi":"10.1016/j.jrras.2025.102093","DOIUrl":"10.1016/j.jrras.2025.102093","url":null,"abstract":"<div><h3>Background</h3><div><em>Fusarium oxysporum</em> is a devastating soil-borne pathogen causing vascular wilt in numerous crops, including maize, leading to significant economic losses. The overreliance on chemical fungicides necessitates the exploration of sustainable biocontrol agents. Microalgae like <em>Chlorella vulgaris</em> and botanicals like neem (<em>Azadirachta indica</em>) represent promising, eco-friendly sources of antifungal compounds.</div></div><div><h3>Methods</h3><div>The antifungal efficacy of <em>Chlorella vulgaris</em> and neem seed extracts was evaluated through <em>in vitro</em> assays and <em>in vivo</em> greenhouse experiments on maize (<em>Zea mays</em>) plants. The treated fungi were also imaged using an electron microscope, and the effects of various treatments were compared.</div></div><div><h3>Results</h3><div><em>C. vulgaris</em> extract exhibited a highly antagonistic effect <em>in vitro</em> and restricted the mycelia of <em>F</em>. <em>oxysporum</em> by 54.6 %, followed by Neem seed oil extract (29.5 %). Scanning electron microscopy (SEM) exhibited acute morphological damage to fungal hyphae. <em>In Vivo,</em> neem seed oil extract was the most efficient in reducing disease incidence (20 %). On the other hand, the disease incidence with the algal extract reached 40 % as compared with the control treatment. Furthermore, both extracts significantly enhanced plant growth parameters, including plant height, chlorophyll content, and fresh weight, in infected maize plants compared to the untreated control.</div></div><div><h3>Conclusion</h3><div>This study confirms that <em>C. vulgaris</em> extract and neem seed oil are effective bio-fungicides against <em>F. oxysporum</em>, with the former showing superior direct antifungal activity <em>in vitro</em> and the latter demonstrating higher efficacy in reducing disease incidence in plants. Their dual role as antifungal agents and plant growth promoters makes them excellent candidates for integrated pest management strategies.</div></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"19 1","pages":"Article 102093"},"PeriodicalIF":2.5,"publicationDate":"2025-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145683107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Radiation Research and Applied Sciences
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
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
×
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
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
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