Journal of Radiation Research and Applied Sciences最新文献

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Towards precise chronic disease management: A combined approach with binary metaheuristics and ensemble deep learning 实现精准的慢性病管理:二元元启发式与集合深度学习相结合的方法
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-09-04 DOI: 10.1016/j.jrras.2024.101092
Nuzaiha Mohamed , Reem Lafi Almutairi , Sayda Abdelrahim , Randa Alharbi , Fahad M. Alhomayani , Azhari A. Elhag
{"title":"Towards precise chronic disease management: A combined approach with binary metaheuristics and ensemble deep learning","authors":"Nuzaiha Mohamed ,&nbsp;Reem Lafi Almutairi ,&nbsp;Sayda Abdelrahim ,&nbsp;Randa Alharbi ,&nbsp;Fahad M. Alhomayani ,&nbsp;Azhari A. Elhag","doi":"10.1016/j.jrras.2024.101092","DOIUrl":"10.1016/j.jrras.2024.101092","url":null,"abstract":"<div><p>Chronic disease (CD) recognition involves identifying the existence or risk of CDs in individuals. CDs have chronic health illnesses categorized by slow progression and frequent reduction from intricate reasons. CDs comprise chronic respiratory diseases, heart disease, diabetes mellitus, and certain cancers. Earlier diagnosis is vital in handling CDs proficiently. Then, it permits lifestyle modifications, timely intervention, and medical services to avoid the progression of the disease and reduce its effect on their health. Recently, technical development, particularly in healthcare statistics and artificial intelligence (AI), has assisted in advancing sophisticated approaches and systems for CD recognition. These methodologies usually employ deep learning (DL) and machine learning (ML) models for investigating enormous databases, identifying patterns, and making predictions that rely on distinct health-related parameters. This study presents an accurate chronic disease detection and classification model using binary meta-heuristics with an ensemble deep learning (ACDDC-BMEDL) approach. The ACDDC-BMEDL methodology focuses on the procedure of average ensemble classifier with meta-heuristic-based feature selection (FS) and hyperparameter tuning processes. The ACDDC-BMEDL methodology uses a binary arithmetic optimization algorithm (BAOA) to choose better feature subsets. Additionally, the ACDDC-BMEDL methodology uses an average ensemble technique encompassing recurrent neural network (RNN), gated recurrent unit (GRU), and extreme learning machine (ELM) for classification procedure. The marine predator's algorithm (MPA) is employed for the hyperparameter tuning process. The experimental value of the ACDDC-BMEDL methodology was examined on 2 CD datasets. The performance validation of the ACDDC-BMEDL methodology portrays a superior value of 98.70% and 94.51% with recent methods concerning several metrics under Diabetes and HD datasets.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101092"},"PeriodicalIF":1.7,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002760/pdfft?md5=fdc4583bc52175ff9f93012ed2b4e0d9&pid=1-s2.0-S1687850724002760-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142136622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced nanomaterials in prognostic implication of oncogenic role of CDCA7 and GALNT6 for bladder cancer treatment 先进纳米材料在膀胱癌治疗中对 CDCA7 和 GALNT6 致癌作用的预后影响
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-30 DOI: 10.1016/j.jrras.2024.101090
Qier Xia , Peng Jiang , Jun Li , Haibin Wei , Dahong Zhang
{"title":"Advanced nanomaterials in prognostic implication of oncogenic role of CDCA7 and GALNT6 for bladder cancer treatment","authors":"Qier Xia ,&nbsp;Peng Jiang ,&nbsp;Jun Li ,&nbsp;Haibin Wei ,&nbsp;Dahong Zhang","doi":"10.1016/j.jrras.2024.101090","DOIUrl":"10.1016/j.jrras.2024.101090","url":null,"abstract":"<div><p>Cell division cycle associated 7 (<em>CDCA7</em>) functions in Myc-mediated tumorigenesis. Glycosylation, which is frequently altered in malignancies, is regulated by polypeptide N-acetylgalactosaminyltransferase 6 (<em>GALNT6</em>) and is crucial for cancer growth. However, their prognostic value and biological roles in bladder cancer (BLCA) remain unknown. The primary objective of this research is to investigate the potential applications of cutting-edge nanomaterials in the therapeutic management of bladder cancer. A key focus of the study is to thoroughly examine the influence and involvement of the CDCA7 and GALNT6 genes in the treatment process. We assessed clinicopathological traits and prognostic value of <em>CDCA7</em> and <em>GALNT6</em> in BLCA.<em>CDCA7</em> and <em>GALNT6</em> were overexpressed in BLCA tissues from TCGA-BLCA datasets. Changes in BLCA were associated with DNA-binding transcription activator activity, mitotic cell cycle phase changes, transcription regulator complex, p53 signaling pathway, cell cycle, and pathways associated with transcriptional dysregulation in cancer. Survival analysis showed that they were crucial to the incidence and prognosis of BLCA. The expression levels of CDCA7 and GALNT6 were significantly correlated with the therapeutic effect of nanomaterials, and their down-regulation could enhance the anti-tumor effect of nanomaterials. Patients with BLCA who expressed high <em>CDCA7</em> and <em>GALNT6</em> levels had poorer disease outcome compared with patients with low levels.These findings have new implications for precision therapy and individualized risk stratification that will benefit patients with BLCA.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101090"},"PeriodicalIF":1.7,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002747/pdfft?md5=eb5b8a5a8b7cb260cd219ca997bbfc2e&pid=1-s2.0-S1687850724002747-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142095172","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simulation and calculation of the radiation attenuation parameters of newly developed bismuth boro-tellurite glass system 新开发的铋硼碲玻璃系统辐射衰减参数的模拟与计算
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-29 DOI: 10.1016/j.jrras.2024.101091
Rustam Salimov , Sultan Alomairy , Norah Salem Alsaiari , Canel Eke , Z.A. Alrowaili , Chahkrit Sriwunkum , Dauda Amuda , I.O. Olarinoye , M.S. Al-Buriahi
{"title":"Simulation and calculation of the radiation attenuation parameters of newly developed bismuth boro-tellurite glass system","authors":"Rustam Salimov ,&nbsp;Sultan Alomairy ,&nbsp;Norah Salem Alsaiari ,&nbsp;Canel Eke ,&nbsp;Z.A. Alrowaili ,&nbsp;Chahkrit Sriwunkum ,&nbsp;Dauda Amuda ,&nbsp;I.O. Olarinoye ,&nbsp;M.S. Al-Buriahi","doi":"10.1016/j.jrras.2024.101091","DOIUrl":"10.1016/j.jrras.2024.101091","url":null,"abstract":"<div><p>This paper presents a comprehensive simulation and calculation study of the radiation attenuation parameters for a newly developed bismuth boro tellurite glass system. Through advanced computational modeling and theoretical analysis, linear and mass attenuation coefficients (μ and μ/ρ), and other key radiation attenuation parameters of the studied glass system are thoroughly investigated across a range of photon energies. Utilizing state-of-the-art simulation techniques and theoretical models, the radiation shielding effectiveness of the glass system is evaluated, offering insights into its potential applications in radiation protection and shielding. We found that the Σ<sub>R</sub> values for fast neutrons are 0.10013, 0.10221, 0.10953, 0.11347 and 0.11383 cm<sup>−1</sup> for BTBiBV-1, BTBiBV-2, BTBiBV-3, BTBiBV-4, and BTBiBV-5, respectively. The results of this study contribute to the understanding of the radiation attenuation properties of bismuth boro tellurite glasses and provide valuable information for their utilization in various fields, including medical imaging, nuclear power, and industrial radiography. Additionally, accurate modeling and characterization of attenuation parameters across different photon energies are crucial for designing effective radiation protection strategies and ensuring the safety of personnel and equipment in radiation environments.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101091"},"PeriodicalIF":1.7,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002759/pdfft?md5=b0e0478fd1602255c4f46c0900ebff4b&pid=1-s2.0-S1687850724002759-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142095228","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
CO-delivery of paclitaxel and indocyanine green with Koliphore-elp35/folic acid nanoparticles for NIR-triggered chemo/photodynamic therapy in MCF-7 and MCF-10 cells 用 Koliphore-elp35/folic acid 纳米粒子协同递送紫杉醇和吲哚菁绿,用于 MCF-7 和 MCF-10 细胞的近红外触发化疗/光动力疗法
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-27 DOI: 10.1016/j.jrras.2024.101086
Nawroz Ismael Hassan , Twana Ahmad Mustafa , Yousif Mawlood Hassan
{"title":"CO-delivery of paclitaxel and indocyanine green with Koliphore-elp35/folic acid nanoparticles for NIR-triggered chemo/photodynamic therapy in MCF-7 and MCF-10 cells","authors":"Nawroz Ismael Hassan ,&nbsp;Twana Ahmad Mustafa ,&nbsp;Yousif Mawlood Hassan","doi":"10.1016/j.jrras.2024.101086","DOIUrl":"10.1016/j.jrras.2024.101086","url":null,"abstract":"<div><p>Drug delivery with photodynamic therapy may improve breast cancer treatment. Drug delivery based polymeric nanoparticles, especially those made from natural polysaccharides, are promising cancer treatment carriers due to their biocompatibility and potential. This study involved the synthesis of Koliphore-elp35/Folic Acid-conjugated (KoliFA) nanoparticles for the concurrent delivery of paclitaxel and the photosensitizer indocyanine green (ICG) to breast cancer cells, aiming to improve the effectiveness of combined chemotherapy and PDT by using near-infrared (NIR) laser to activate the treatment. The cancer MCF-7 and normal MCF-10 breast cell lines were exposed to the nanoparticle formulation. The MTT assay evaluated the cytotoxic effects and established the IC<sub>50</sub> values. The result showed that KoliFA is a near sphere-shaped particle with the average size of core KoliFA 390 nm and a layer of FA on the outer side of the nanoparticles its size increased to 1372 nm after loading PTX, and the zeta potential of KoliFA −12.5 mV decreased to −11mV after loading. The cytotoxicity of the KoliFA-PTX-ICG in MCF-7 cells increased, and reducing IC<sub>50</sub> to 9.360 μg/ml compared to MCF-10 cells, this decrease suggests that PDT effect of ICG is a key factor in improving treatment efficacy by increasing ROS generation and increased sensitivity to treatment. Flow cytometry indicated increased apoptosis in MCF-7 cells after treatment with KoliFA-PTX-ICG + NIR laser. This study demonstrated that the KoliFA-PTX-ICG could be a promising platform for combination chemo-photodynamic therapy for breast cancer treatment.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101086"},"PeriodicalIF":1.7,"publicationDate":"2024-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S168785072400270X/pdfft?md5=c006546949087b2e38cd5b0639582b7a&pid=1-s2.0-S168785072400270X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142077212","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integration of endoscopic professional database development and image annotation platform: Radiation control plan for gastric examination 整合内窥镜专业数据库开发和图像标注平台:胃镜检查辐射控制计划
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-26 DOI: 10.1016/j.jrras.2024.101085
Ling Du , Fanling Hong , Yan Zhu , Weifeng Chen , Zhen Zhang , Peiyao Fu , Quanlin Li , Pinghong Zhou
{"title":"Integration of endoscopic professional database development and image annotation platform: Radiation control plan for gastric examination","authors":"Ling Du ,&nbsp;Fanling Hong ,&nbsp;Yan Zhu ,&nbsp;Weifeng Chen ,&nbsp;Zhen Zhang ,&nbsp;Peiyao Fu ,&nbsp;Quanlin Li ,&nbsp;Pinghong Zhou","doi":"10.1016/j.jrras.2024.101085","DOIUrl":"10.1016/j.jrras.2024.101085","url":null,"abstract":"<div><p>Gastric examination is a common endoscopic procedure that can be used to assess stomach diseases and lesions. However, because the stomach examination requires the use of radiation imaging technology, patients are exposed to radiation risks. Therefore, the aim of this study is to develop a specialized database of endoscopy and integrate it with an image annotation platform to achieve effective control of gastric examination radiation. An image labeling platform was developed to label gastric lesions and structures, annotate and label endoscopic images, and describe the details of gastric lesions more comprehensively and accurately. A complete radiation imaging control system for gastric examination was formed by integrating professional database and image labeling platform. Through this integrated system, doctors can quickly access the endoscopy images in the database when performing stomach exams, and label lesions on the image labeling platform to more accurately evaluate the lesions and structure of the stomach, while reducing the number of times patients undergo radiation examinations. The results show that the radiation imaging of gastric examination can be effectively controlled through the integration of endoscopy database and image annotation platform. This integrated system helps to improve the accuracy and safety of the examination, and has important clinical application value for both doctors and patients.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101085"},"PeriodicalIF":1.7,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002693/pdfft?md5=172a8af1bf46d951bd9d41881687beae&pid=1-s2.0-S1687850724002693-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142077210","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparative study of image quality and radiation dose in thoracic-abdominal-pelvic CT Enhancement with different tube voltages and reconstruction algorithms 不同管电压和重建算法下胸腹盆腔 CT 增强成像质量和辐射剂量的比较研究
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-26 DOI: 10.1016/j.jrras.2024.101087
Wei Ding, Zi-yan Liu, Ze-peng Ma, Tian-le Zhang, Yong-Xia Zhao
{"title":"Comparative study of image quality and radiation dose in thoracic-abdominal-pelvic CT Enhancement with different tube voltages and reconstruction algorithms","authors":"Wei Ding,&nbsp;Zi-yan Liu,&nbsp;Ze-peng Ma,&nbsp;Tian-le Zhang,&nbsp;Yong-Xia Zhao","doi":"10.1016/j.jrras.2024.101087","DOIUrl":"10.1016/j.jrras.2024.101087","url":null,"abstract":"<div><h3>Objectives</h3><p>To evaluate the image quality and radiation dose in thoracic-abdominal-pelvic computed tomography enhancement using ATVM (Automatic Tube Voltage Modulation)coupled with AIIR versus routine tube voltage combined with Karl-3D IR. The optimal noise level for the AIIR in thoracic-abdominal-pelvic CT enhancement was also determined.</p></div><div><h3>Methods</h3><p>Group A was scanned using ATVM, and images were reconstructed using AIIR with 1–5 noise levels. Group B was scanned and reconstructed using the fixed tube voltage (120 kVp) combined with Karl 3D level 5 IR. The image quality of the reconstructed images of AIIR with 1–5 noise levels were compared and the best image reconstruction noise level for AIIR was preferred. Image quality and radiation dose were statistically analyzed for group A (best image reconstruction noise level for AIIR) and group B.</p></div><div><h3>Results</h3><p>AIIR level 3 is the optimal noise level for CT-enhanced image reconstruction of the thorax, abdomen, and pelvis. The mean SNR, CNR, and subjective evaluation of AIIR level 3 Group A images were better than those of Karl 3D level 5 Group B images (p &lt; 0.05). The mean SSDE and the mean ED of the AIIR Group A patients were reduced by 46% and 41%, respectively, compared with those of Group B.</p></div><div><h3>Conclusions</h3><p>ATVM technology combined with the AIIR algorithm improved image quality and reduced patient radiation dose in thoracic-abdominal-pelvic CT scans. The optimal noise level for the reconstruction of high-quality arterial and venous-phase images was AIIR level 3.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101087"},"PeriodicalIF":1.7,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002711/pdfft?md5=e39d9b3dac168f101bf7e6c491a6f9e7&pid=1-s2.0-S1687850724002711-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142077209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of two different VMAT radiotherapy TPSs for pancreatic cancer using flattening filter free photon beam energy 使用扁平化滤波器自由光子束能量对两种不同的胰腺癌 VMAT 放射治疗 TPS 进行比较
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-25 DOI: 10.1016/j.jrras.2024.101088
Mahmoud H. AbuEmira , Khaled ElShahat , Ghada A. Khouqeer , Rehab ElSheikh , Bandar S. Al Alhindi , Abdullah A. AlQarni , Ahmed Elgarayhi , Mohammed Sallah
{"title":"Comparison of two different VMAT radiotherapy TPSs for pancreatic cancer using flattening filter free photon beam energy","authors":"Mahmoud H. AbuEmira ,&nbsp;Khaled ElShahat ,&nbsp;Ghada A. Khouqeer ,&nbsp;Rehab ElSheikh ,&nbsp;Bandar S. Al Alhindi ,&nbsp;Abdullah A. AlQarni ,&nbsp;Ahmed Elgarayhi ,&nbsp;Mohammed Sallah","doi":"10.1016/j.jrras.2024.101088","DOIUrl":"10.1016/j.jrras.2024.101088","url":null,"abstract":"<div><h3>Background</h3><p>Pancreatic cancer is a devastating disease with a poor prognosis, and radiation therapy plays a crucial role in its treatment and management. Conventional radiation therapy (RT) techniques have limitations in delivering adequate doses to the tumor while sparing surrounding normal tissues. However, modern RT techniques such as intensity-modulated radiation therapy (IMRT), volumetric modulated arc therapy (VMAT), and stereotactic body radiation therapy (SBRT) have led to the development of novel approaches that can reduce toxicity. The incorporation of advanced imaging modalities, like four-dimensional computed tomography (4D-CT) and magnetic resonance imaging (MRI), enables enhancement of tumor control and improves conformality and treatment outcomes. Additionally, using flattening filter-free (FFF) beams can further enhance treatment efficiency and efficacy.</p></div><div><h3>Purpose</h3><p>This study aims to compare two different VMAT techniques using two different treatment planning systems (TPSs), Monaco and Eclipse, in the treatment of pancreatic cancer II stage infiltrating duct carcinoma patients using an FFF photon beam.</p></div><div><h3>Materials and methods</h3><p>20 pancreatic cancer II stage infiltrating duct carcinoma patients were retrospectively analyzed, and each patient's plans were designed using the two TPSs. The dose distribution of the target using 6 MV FFF for TrueBeam-Varian and organs at risk (OARs) were compared. The monitor unit (MU), treatment time, conformity (CI), and homogeneity (HI) indices were also evaluated.</p></div><div><h3>Results</h3><p>For pancreatic cancer patients, the mean dose of the planning target volume (PTV) in the Monaco plan was lower than the Eclipse plan. The plan evaluation parameters in Monaco and Eclipse were similar without significant differences (<em>p-</em>value = 0.152). The Monaco plan was better than the Eclipse plan regarding mean dose and V15Gy of the kidneys; the spinal cord was lowest in the Monaco plan, and the maximum dose and V45Gy of the spinal cord were 592.1 cGy and 1.37% lower than the Eclipse plan, respectively.</p></div><div><h3>Conclusion</h3><p>The VMAT Monaco plan is a favorable TPS for pancreatic cancer patients, providing improved sparing of critical organs while maintaining adequate target coverage.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101088"},"PeriodicalIF":1.7,"publicationDate":"2024-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002723/pdfft?md5=fa0725fe9d538b90cb4a42582fa21f3b&pid=1-s2.0-S1687850724002723-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142058240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comparative study on breast cancer classification with stratified shuffle split and K-fold cross validation via ensembled machine learning 通过集合机器学习对分层洗牌分割和 K 折交叉验证进行乳腺癌分类的比较研究
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-22 DOI: 10.1016/j.jrras.2024.101080
Serhat Ünalan , Osman Günay , Iskender Akkurt , Kadir Gunoglu , H.O. Tekin
{"title":"A comparative study on breast cancer classification with stratified shuffle split and K-fold cross validation via ensembled machine learning","authors":"Serhat Ünalan ,&nbsp;Osman Günay ,&nbsp;Iskender Akkurt ,&nbsp;Kadir Gunoglu ,&nbsp;H.O. Tekin","doi":"10.1016/j.jrras.2024.101080","DOIUrl":"10.1016/j.jrras.2024.101080","url":null,"abstract":"<div><p>In breast cancer, early diagnosis and treatment method hold paramount significance for the augmented survival rates. Through a comprehensive dataset including clinical and genomic information, this study assesses the diverse analytical techniques used in breast cancer classification by the employment of four different machine learning algorithms. There were notable differences in classification findings, emphasizing the necessity of using adept analytical tools to improve the accuracy of breast cancer classification. Among individual algorithms, LGBM has the highest F1 score of 99.2% and a remarkable accuracy of 98.9%. Ensembles comprising AdaBoost, GBM, and RGF outperformed individual techniques with an astonishing 99.5% accuracy. The best ensemble algorithms prioritize features like worst texture, worst concave points, mean concave points, and mean texture, crucial for the classification. The examination of the advantages of ensemble learning methods, which combine predictions from many classifiers to improve classification performance, is at the heart of this the study. In particular, it is revealed how the k-fold and stratified shuffle split cross-validation methods differ in the classification results, providing clinicians a thorough understanding of the clinical ramifications to decipher the complex facets of breast cancer classification and identify crucial tumor traits that can distinguish malignant from benign cases.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101080"},"PeriodicalIF":1.7,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002644/pdfft?md5=5d246ed2ca612e20f6afe6c2591456c5&pid=1-s2.0-S1687850724002644-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142044828","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Acceptance sampling plans based on percentiles for extended generalized exponential distribution with real data application 基于扩展广义指数分布百分位数的验收抽样计划与实际数据应用
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-22 DOI: 10.1016/j.jrras.2024.101081
Amer Ibrahim Al-Omari , Ghadah A. Alomani
{"title":"Acceptance sampling plans based on percentiles for extended generalized exponential distribution with real data application","authors":"Amer Ibrahim Al-Omari ,&nbsp;Ghadah A. Alomani","doi":"10.1016/j.jrras.2024.101081","DOIUrl":"10.1016/j.jrras.2024.101081","url":null,"abstract":"<div><p>In this paper, when the life test is truncated at a pre-determined time, new acceptance sampling plans (ASP) are developed based on percentile lifetime as a quality parameter for the extended generalized exponential distribution (EGED). An inspection of a representative sample of goods or materials from a big lot or batch is used in quality control testing under acceptance sampling plans to assess whether the lot satisfies predetermined quality requirements. For the suggested new acceptance sampling plans, the minimum sample sizes needed to emphasize the determined lifetime percentile are obtained for a given customer's risk. The sample plans' operating characteristic function values and the producer's risk are built at various quality levels for some distribution parameters. Some numerical examples are presented to show how the suggested ASP can be used. A genuine industrial data set from a top Korean automobile is fitted to the EGED relative to other competitors and the applicability of the suggested ASP is illustrated. It is found that the suggested ASP for the EGED can be applied by the researchers in production engineering fields.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101081"},"PeriodicalIF":1.7,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002656/pdfft?md5=e6e81e3a42dac1dc2a85532d63ee5b89&pid=1-s2.0-S1687850724002656-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142041192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparative evaluation of gold nanoparticles as contrast agent in multimodality diagnostic imaging 在多模式诊断成像中用作造影剂的金纳米粒子的比较评估
IF 1.7 4区 综合性期刊
Journal of Radiation Research and Applied Sciences Pub Date : 2024-08-22 DOI: 10.1016/j.jrras.2024.101079
Noor Nabilah Talik Sisin , Raizulnasuha Ab Rashid , Ahmad Zaky Harun , Moshi Geso , Wan Nordiana Rahman
{"title":"Comparative evaluation of gold nanoparticles as contrast agent in multimodality diagnostic imaging","authors":"Noor Nabilah Talik Sisin ,&nbsp;Raizulnasuha Ab Rashid ,&nbsp;Ahmad Zaky Harun ,&nbsp;Moshi Geso ,&nbsp;Wan Nordiana Rahman","doi":"10.1016/j.jrras.2024.101079","DOIUrl":"10.1016/j.jrras.2024.101079","url":null,"abstract":"<div><p>A contrast agent is clinically employed to aid the visualization of organs and structures when imaged by radiation based diagnostic imaging modalities. Iodinated contrast agents have been used for decades, but they carry a heightened risk of adverse allergy reactions and contrast-induced nephropathy. This study investigated the contrast enhancement characteristics of gold nanoparticles (AuNPs) through diverse cancer diagnostic imaging modalities as a potential alternative to the iodine-based contrasts. Solutions of 1.9 nm and 15 nm AuNPs, ranging from 3 to 20 mM concentrations, were prepared, alongside a low osmolar non-ionic iodine contrast agent as a control. All samples were scanned and imaged using x-ray computed tomography scanner (CT-Scan), digital mammography, digital radiography, and fluoroscopy modalities. The contrast-to-noise ratio (CNR) was measured to study the relationship between the size, the concentrations, and the influence of the tube voltage over the image contrast enhancement efficacy of the agents. A lower concentration of AuNPs produced lower CNR values. In addition, the 1.9 nm size of AuNPs caused lower CNR than the 15 nm AuNPs when tested with the highest concentration of 20 mM. High CT's HU values for both sizes of AuNPs indicated substantial contrast enhancement compare to iodine. Although the 15 nm AuNPs might set off higher CNR, a better quality of image contrast enhancement was also observed compared to the 1.9 nm AuNPs. The findings also suggested that the contrast enhancement by AuNPs is highly dependent on the modalities' type and x-rays energy. In conclusion, AuNPs could be applied as a contrast agent in various diagnostic imaging modalities representing promising approach in cancer detection particularly in cases of patients having adverse reactions towards the iodine based contrast agents.</p></div>","PeriodicalId":16920,"journal":{"name":"Journal of Radiation Research and Applied Sciences","volume":"17 4","pages":"Article 101079"},"PeriodicalIF":1.7,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1687850724002632/pdfft?md5=bbe1612bbf536419c96bfd4660897af0&pid=1-s2.0-S1687850724002632-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142041191","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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