首页 > 最新文献

Medical Engineering & Physics最新文献

英文 中文
Recommendations for tracking the residual forearm in people with trans-radial limb difference using marker-based motion capture 建议使用基于标记的运动捕捉技术追踪桡骨肢体差异患者的残肢
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-17 DOI: 10.1016/j.medengphy.2025.104441
N Pickard, D Howard, VH Nagaraja, L Kenney
Upper-limb prostheses users report unsatisfactory ‘socket fit’, leading to poor outcomes. Previous attempts to measure socket-residuum coupling as a proxy for upper-limb socket fit were limited by their modelling approach (<6-degrees of freedom (DoF) models) and focused on trans-humeral prosthesis users. Prince described a 6-DoF model to track trans-radial (TR) socket-limb coupling, but this required bespoke measurement equipment and was only demonstrated in one intact-limbed participant. Current International Society of Biomechanics (ISB) recommendations for marker-based forearm tracking include ulna styloid markers, therefore being unsuitable for people with TR limb difference. To identify alternative marker frames, ten intact limb participants performed six different movements, nine times each. Displacement of an ulna marker ‘cloud’ of markers was evaluated, for 18 alternative tracking frames, none of which utilised wrist markers. The optimal frames were a) for a long residuum/full forearm - markers on humeral epicondyles and mid-distal ulna bone (62.5–75 % of a typical ulna), and b) for a shorter residuum – markers on humeral epicondyles and distal ulna bone (25–50 % of a typical ulna). These frames compared favourably to the ISB frame in the point cloud displacement metric. This study provides novel solutions to tracking the ulna bone of people with TR limb difference.
上肢假体使用者报告说,“套槽适合度”不理想,导致结果不佳。以前尝试测量关节窝-残肢耦合作为上肢关节窝配合的替代指标,但受到建模方法(6自由度模型)的限制,并且主要针对经肱骨假体使用者。Prince描述了一种6自由度模型,用于跟踪跨径向(TR)插座-肢体耦合,但这需要定制的测量设备,并且只在一个肢体完好的参与者身上进行了演示。目前国际生物力学学会(ISB)推荐的基于标记的前臂跟踪包括尺骨茎突标记,因此不适合有TR肢体差异的人。为了确定可选择的标记框架,10个完整肢体参与者做了6个不同的动作,每个动作9次。评估尺骨标记“云”标记的位移,用于18个替代跟踪帧,其中没有一个使用手腕标记。最佳框架是a)长残肢/完整前臂-肱骨上髁和尺骨中远端标记(典型尺骨的62.5 - 75%),b)短残肢-肱骨上髁和尺骨远端标记(典型尺骨的25 - 50%)。这些框架在点云位移度量上优于ISB框架。本研究为TR肢体差异患者的尺骨追踪提供了新的解决方案。
{"title":"Recommendations for tracking the residual forearm in people with trans-radial limb difference using marker-based motion capture","authors":"N Pickard,&nbsp;D Howard,&nbsp;VH Nagaraja,&nbsp;L Kenney","doi":"10.1016/j.medengphy.2025.104441","DOIUrl":"10.1016/j.medengphy.2025.104441","url":null,"abstract":"<div><div>Upper-limb prostheses users report unsatisfactory ‘socket fit’, leading to poor outcomes. Previous attempts to measure socket-residuum coupling as a proxy for upper-limb socket fit were limited by their modelling approach (&lt;6-degrees of freedom (DoF) models) and focused on trans-humeral prosthesis users. Prince described a 6-DoF model to track trans-radial (TR) socket-limb coupling, but this required bespoke measurement equipment and was only demonstrated in one intact-limbed participant. Current International Society of Biomechanics (ISB) recommendations for marker-based forearm tracking include ulna styloid markers, therefore being unsuitable for people with TR limb difference. To identify alternative marker frames, ten intact limb participants performed six different movements, nine times each. Displacement of an ulna marker ‘cloud’ of markers was evaluated, for 18 alternative tracking frames, none of which utilised wrist markers. The optimal frames were a) for a long residuum/full forearm - markers on humeral epicondyles and mid-distal ulna bone (62.5–75 % of a typical ulna), and b) for a shorter residuum – markers on humeral epicondyles and distal ulna bone (25–50 % of a typical ulna). These frames compared favourably to the ISB frame in the point cloud displacement metric. This study provides novel solutions to tracking the ulna bone of people with TR limb difference.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104441"},"PeriodicalIF":2.3,"publicationDate":"2025-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145221282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Biomechanical finite element simulation of the pelvic organs under dynamic loading and validation against experimental data from magnetic resonance imaging 动态载荷下盆腔器官的生物力学有限元模拟及磁共振成像实验数据验证
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-15 DOI: 10.1016/j.medengphy.2025.104433
Camille Lafond , Louise Hohnadel , Thomas Brunel , Nicolas Pirrò , Marc-Emmanuel Bellemare , Dominique Chamoret , Sébastien Roth
Pelvic organ prolapse (POP) is a prevalent condition affecting women, particularly those over the age of 50. The etiology and pathophysiology of this condition remain poorly understood within the medical community. In recent years, researchers, particularly medical engineers and biomechanical scientists, have initiated studies on this female pathology. Numerous finite element analyses have been conducted to determine the material properties of tissues involved in POP. Building on the material properties established in prior research, this study presents a patient-specific model derived from patient-specific MRI data. Intra-abdominal pressure (IAP) and boundary conditions were determined from MRI analysis, and the models were validated against MRI simulations encompassing 11 seconds with a 1-second step interval. This study compares the outcomes of our models with MRI results, providing insights into POP biomechanics. A good correlation was observed between MRI data and the finite element method (FEM) models in healthy patients, particularly for the bladder when fluid properties, such as urine, were included. A relative error between 18% and 26% was observed for bladder displacement. Moreover, the models provided acceptable results for the uterus, vagina, and rectum. Visual results supporting these findings are presented in this study.
盆腔器官脱垂(POP)是一种影响女性的普遍疾病,特别是50岁以上的女性。这种情况的病因和病理生理学在医学界仍然知之甚少。近年来,研究人员,特别是医学工程师和生物力学科学家,开始了对这种女性病理的研究。已经进行了大量的有限元分析来确定POP中涉及的组织的材料特性。在先前研究中建立的材料特性的基础上,本研究提出了一个基于患者特异性MRI数据的患者特异性模型。通过MRI分析确定腹内压(IAP)和边界条件,并通过MRI模拟验证模型,模拟时间为11秒,步距为1秒。该研究将我们的模型结果与MRI结果进行了比较,为POP生物力学提供了见解。在健康患者中,MRI数据与有限元方法(FEM)模型之间存在良好的相关性,特别是在包括尿液等液体特性时。膀胱移位的相对误差在18%到26%之间。此外,该模型对子宫、阴道和直肠提供了可接受的结果。本研究提供了支持这些发现的视觉结果。
{"title":"Biomechanical finite element simulation of the pelvic organs under dynamic loading and validation against experimental data from magnetic resonance imaging","authors":"Camille Lafond ,&nbsp;Louise Hohnadel ,&nbsp;Thomas Brunel ,&nbsp;Nicolas Pirrò ,&nbsp;Marc-Emmanuel Bellemare ,&nbsp;Dominique Chamoret ,&nbsp;Sébastien Roth","doi":"10.1016/j.medengphy.2025.104433","DOIUrl":"10.1016/j.medengphy.2025.104433","url":null,"abstract":"<div><div>Pelvic organ prolapse (POP) is a prevalent condition affecting women, particularly those over the age of 50. The etiology and pathophysiology of this condition remain poorly understood within the medical community. In recent years, researchers, particularly medical engineers and biomechanical scientists, have initiated studies on this female pathology. Numerous finite element analyses have been conducted to determine the material properties of tissues involved in POP. Building on the material properties established in prior research, this study presents a patient-specific model derived from patient-specific MRI data. Intra-abdominal pressure (IAP) and boundary conditions were determined from MRI analysis, and the models were validated against MRI simulations encompassing 11 seconds with a 1-second step interval. This study compares the outcomes of our models with MRI results, providing insights into POP biomechanics. A good correlation was observed between MRI data and the finite element method (FEM) models in healthy patients, particularly for the bladder when fluid properties, such as urine, were included. A relative error between 18% and 26% was observed for bladder displacement. Moreover, the models provided acceptable results for the uterus, vagina, and rectum. Visual results supporting these findings are presented in this study.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104433"},"PeriodicalIF":2.3,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145099335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Clinical evaluation of prosthetic hand: A systematic review on existing methods, limitations and future directions 假手的临床评价:系统回顾现有方法、局限性及未来发展方向
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-15 DOI: 10.1016/j.medengphy.2025.104432
Amlan Jyoti Kalita , Zahnupriya Kalita , Nayan M. Kakoty , Satyajit Borah
Clinical testing of a prosthetic hand is a collaborative process between roboticists, prosthetists and researchers, aiming to produce the best possible functionality and comfort while satisfying the needs of users. Although many studies have reported on the existing state and future possibilities of prosthetic hands, few have studied the role of clinical testing in the development of prosthetic hands. This review aims to study existing literature on the clinical evaluation of prosthetic hands, present an overview of current clinical testing approaches, highlight their limitations, and outline potential future directions. A keyword-based search strategy was used to scan five electronic databases: DOAJ, Web of Science, PubMed, Scopus and IEEE Xplore. This paper provides an overview of various clinical testing of research prototypes and their clinical efficacy. This manuscript detailed the current scenario of clinical testing and prosthetic hand assessment methods. The potential impact of prosthesis simulators on saving time and resources in clinical testing is highlighted. The trend of clinical testing from traditional to big data methods for more user-centric developments has been identified. Moreover, the limitations of existing clinical studies and the future direction of clinical testing are presented for further community research.
假手的临床测试是机器人专家、假肢专家和研究人员之间的协作过程,旨在满足用户需求的同时,产生最佳的功能和舒适度。虽然许多研究报道了假手的现状和未来的可能性,但很少有研究研究临床测试在假手发展中的作用。本综述旨在研究现有的关于假肢手临床评估的文献,概述目前的临床测试方法,突出其局限性,并概述潜在的未来发展方向。采用基于关键词的搜索策略对DOAJ、Web of Science、PubMed、Scopus和IEEE Xplore 5个电子数据库进行了扫描。本文综述了各种研究原型的临床试验及其临床疗效。本文详细介绍了目前的临床测试情况和假手评估方法。强调了假肢模拟器在临床试验中节省时间和资源的潜在影响。临床检测从传统方法向以用户为中心的大数据方法发展的趋势已经确定。并对现有临床研究的局限性和临床试验的未来发展方向进行了展望。
{"title":"Clinical evaluation of prosthetic hand: A systematic review on existing methods, limitations and future directions","authors":"Amlan Jyoti Kalita ,&nbsp;Zahnupriya Kalita ,&nbsp;Nayan M. Kakoty ,&nbsp;Satyajit Borah","doi":"10.1016/j.medengphy.2025.104432","DOIUrl":"10.1016/j.medengphy.2025.104432","url":null,"abstract":"<div><div>Clinical testing of a prosthetic hand is a collaborative process between roboticists, prosthetists and researchers, aiming to produce the best possible functionality and comfort while satisfying the needs of users. Although many studies have reported on the existing state and future possibilities of prosthetic hands, few have studied the role of clinical testing in the development of prosthetic hands. This review aims to study existing literature on the clinical evaluation of prosthetic hands, present an overview of current clinical testing approaches, highlight their limitations, and outline potential future directions. A keyword-based search strategy was used to scan five electronic databases: DOAJ, Web of Science, PubMed, Scopus and IEEE Xplore. This paper provides an overview of various clinical testing of research prototypes and their clinical efficacy. This manuscript detailed the current scenario of clinical testing and prosthetic hand assessment methods. The potential impact of prosthesis simulators on saving time and resources in clinical testing is highlighted. The trend of clinical testing from traditional to big data methods for more user-centric developments has been identified. Moreover, the limitations of existing clinical studies and the future direction of clinical testing are presented for further community research.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104432"},"PeriodicalIF":2.3,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145099455","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A 3D scanning system for measuring subcutaneous tumors in laboratory animals and expanded application to melanoma volume measurements 一种用于测量实验动物皮下肿瘤的3D扫描系统,并扩展应用于黑色素瘤体积测量
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-14 DOI: 10.1016/j.medengphy.2025.104440
Aiyue Zhang , Yuke Zhu , Xing Fu , Bo Liu , Jinbin Cui , Yanxian Wu , Yangyun Wang , Leshuai W. Zhang
In preclinical drug development, subcutaneous tumor volume is a critical parameter for evaluating disease progression and therapeutic efficacy. Although multiple techniques are now available for measuring tumor volume, manual calipers—despite their susceptibility to inaccuracy and observer bias—remain the conventional standard. This study systematically compares the accuracy, detection sensitivity, and observer variability of tumor volume measurements obtained via calipers versus 3D scanning. Both clay and tumor models were analyzed to assess measurement performance. Our results demonstrate that 3D scanning provides superior accuracy in tumor volume quantification compared to calipers. In clay models, 3D scanning exhibited stronger correlation with reference volumes. In vivo experiments further revealed that 3D scanning reduced measurement error, enabled earlier detection of radiotherapy responses, and improved observer reproducibility. Additionally, while the 3D scanner initially struggled with dark-colored melanoma and black clay models due to optical limitations, application of white food-grade spraying allowed accurate volumetric measurements, thereby expanding the technology’s applicability across diverse tumor types. Collectively, these findings establish 3D scanning as a transformative approach for preclinical tumor volumetry, addressing the critical limitations of conventional caliper methods, and ultimately providing researchers with a more reliable and standardized tool for therapeutic assessment in cancer studies.
在临床前药物开发中,皮下肿瘤体积是评估疾病进展和治疗效果的关键参数。虽然现在有多种技术可用于测量肿瘤体积,但手动卡尺仍然是传统的标准,尽管它们容易产生不准确性和观察者偏差。本研究系统地比较了卡尺与3D扫描获得的肿瘤体积测量的准确性、检测灵敏度和观察者可变性。对粘土模型和肿瘤模型进行分析,以评估测量性能。我们的研究结果表明,与卡尺相比,3D扫描在肿瘤体积量化方面提供了更高的准确性。在粘土模型中,3D扫描与参考体积的相关性更强。体内实验进一步表明,3D扫描减少了测量误差,能够更早地检测到放疗反应,并提高了观察者的再现性。此外,由于光学限制,3D扫描仪最初在深色黑色素瘤和黑色粘土模型上遇到了困难,但白色食品级喷雾剂的应用允许精确的体积测量,从而扩大了该技术在不同肿瘤类型上的适用性。总的来说,这些发现确立了3D扫描作为临床前肿瘤体积测量的一种变革性方法,解决了传统卡尺方法的关键局限性,并最终为研究人员提供了一种更可靠和标准化的癌症研究治疗评估工具。
{"title":"A 3D scanning system for measuring subcutaneous tumors in laboratory animals and expanded application to melanoma volume measurements","authors":"Aiyue Zhang ,&nbsp;Yuke Zhu ,&nbsp;Xing Fu ,&nbsp;Bo Liu ,&nbsp;Jinbin Cui ,&nbsp;Yanxian Wu ,&nbsp;Yangyun Wang ,&nbsp;Leshuai W. Zhang","doi":"10.1016/j.medengphy.2025.104440","DOIUrl":"10.1016/j.medengphy.2025.104440","url":null,"abstract":"<div><div>In preclinical drug development, subcutaneous tumor volume is a critical parameter for evaluating disease progression and therapeutic efficacy. Although multiple techniques are now available for measuring tumor volume, manual calipers—despite their susceptibility to inaccuracy and observer bias—remain the conventional standard. This study systematically compares the accuracy, detection sensitivity, and observer variability of tumor volume measurements obtained via calipers versus 3D scanning. Both clay and tumor models were analyzed to assess measurement performance. Our results demonstrate that 3D scanning provides superior accuracy in tumor volume quantification compared to calipers. In clay models, 3D scanning exhibited stronger correlation with reference volumes. In vivo experiments further revealed that 3D scanning reduced measurement error, enabled earlier detection of radiotherapy responses, and improved observer reproducibility. Additionally, while the 3D scanner initially struggled with dark-colored melanoma and black clay models due to optical limitations, application of white food-grade spraying allowed accurate volumetric measurements, thereby expanding the technology’s applicability across diverse tumor types. Collectively, these findings establish 3D scanning as a transformative approach for preclinical tumor volumetry, addressing the critical limitations of conventional caliper methods, and ultimately providing researchers with a more reliable and standardized tool for therapeutic assessment in cancer studies.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104440"},"PeriodicalIF":2.3,"publicationDate":"2025-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145118774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Technical note: Exploring acoustic emission characteristics from quasistatic compression testing of aged and fresh bovine cortical bone 技术说明:从准静态压缩测试中探索老化和新鲜牛皮质骨的声发射特性
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-14 DOI: 10.1016/j.medengphy.2025.104439
McKenna Roan , Nick Hudyma , George G.A. Pujalte , Jeff T. Wight
Bone specimens are preserved using various methods, which have been shown to influence their material properties. An unexplored process of assessing the influence of preservation methods is using acoustic emission (AE) monitoring during quasistatic compression testing. AEs are transient ultrasonic waves generated during abrupt, localized plastic deformation. AE waveforms were collected and assessed for specimens preserved with two methods: fresh frozen and aged by boiling and bleaching. Results demonstrated that aged specimens exhibit different AE characteristics compared to fresh specimens, including an earlier onset of microcracking, higher AE event counts, and greater AE amplitudes and energies. Aged specimens generally showed a mix of tensile and shear microcracks, while fresh specimens predominantly exhibited shear microcracks. This study highlights the influence of preservation methods on the AE characteristics of bone tested in compression, providing valuable insight into the differences in microcracking phenomena between fresh and aged specimens.
保存骨标本的方法多种多样,这些方法会影响其材料特性。在准静态压缩测试中使用声发射(AE)监测是评估保存方法影响的一个尚未开发的过程。ae是在突然的局部塑性变形过程中产生的瞬态超声波。收集并评估了新鲜冷冻和煮沸、漂白两种保存方法的AE波形。结果表明,老化试样表现出不同于新鲜试样的声发射特征,包括微裂纹发生时间更早,声发射事件数更高,声发射振幅和能量更大。时效后的试样主要表现为拉伸微裂纹和剪切微裂纹的混合,而新鲜试样主要表现为剪切微裂纹。本研究强调了保存方法对压缩测试骨声发射特性的影响,为了解新鲜和老化标本之间微开裂现象的差异提供了有价值的见解。
{"title":"Technical note: Exploring acoustic emission characteristics from quasistatic compression testing of aged and fresh bovine cortical bone","authors":"McKenna Roan ,&nbsp;Nick Hudyma ,&nbsp;George G.A. Pujalte ,&nbsp;Jeff T. Wight","doi":"10.1016/j.medengphy.2025.104439","DOIUrl":"10.1016/j.medengphy.2025.104439","url":null,"abstract":"<div><div>Bone specimens are preserved using various methods, which have been shown to influence their material properties. An unexplored process of assessing the influence of preservation methods is using acoustic emission (AE) monitoring during quasistatic compression testing. AEs are transient ultrasonic waves generated during abrupt, localized plastic deformation. AE waveforms were collected and assessed for specimens preserved with two methods: fresh frozen and aged by boiling and bleaching. Results demonstrated that aged specimens exhibit different AE characteristics compared to fresh specimens, including an earlier onset of microcracking, higher AE event counts, and greater AE amplitudes and energies. Aged specimens generally showed a mix of tensile and shear microcracks, while fresh specimens predominantly exhibited shear microcracks. This study highlights the influence of preservation methods on the AE characteristics of bone tested in compression, providing valuable insight into the differences in microcracking phenomena between fresh and aged specimens.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"145 ","pages":"Article 104439"},"PeriodicalIF":2.3,"publicationDate":"2025-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145157884","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessment of microstructure, microbial count with adherence and ion leaching of calcium hydroxide filled SPRG restorative material: A SEM and confocal analysis 评价氢氧化钙填充SPRG修复材料的微观结构、粘附微生物数量和离子浸出:扫描电镜和共聚焦分析
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-14 DOI: 10.1016/j.medengphy.2025.104438
Mohammad Nemat Sache , Manish Ranjan , Mohammad Fareed , Mohmed Isaqali Karobari

Aim

This study investigates the characterization of a calcium hydroxide-filled SPRG (Surface Pre-Reacted Glass Ionomer) restorative material. The analysis focuses on the material's microstructure and antimicrobial properties, specifically its efficacy against Streptococcus mutans, a common oral bacterium. Using Scanning Electron Microscopy (SEM) and confocal microscopy, we examine the material's surface morphology, microbial adherence, and ion leaching capabilities. The goal is to assess the material’s suitability for deep caries management and its potential as a dentine replacement.

Methods and Materials

Discs of Calcium Hydroxide filled SPRG Restorative Material were prepared (10 mm x 2 mm). SEM was employed to observe the surface morphology and microstructural characteristics of the material. To evaluate microbial adherence and count, confocal microscopy was used with Streptococcus mutans cultured on the material. The leaching of calcium and fluoride ions was quantified using the Ion Selective Electrode (ISE) method.

Results

The results showed significant leaching of calcium and fluoride ions, indicating the material's potential for ion release. SEM analysis provided detailed insights into the microstructure of the SPRG restorative material, while confocal microscopy revealed a clear distinction between live and dead Streptococcus mutans colonies, suggesting that the fluoride and calcium ion leaching contributed to effective antimicrobial properties.

Conclusion

Calcium hydroxide-filled SPRG restorative materials show promise for dental applications, with ion release and effective antimicrobial properties making them strong candidates for managing deep caries and potentially replacing dentine. Ongoing research could optimize these materials for clinical use, advancing restorative dentistry.
目的研究氢氧化钙填充的表面预反应玻璃离聚体(SPRG)修复材料的表征。分析的重点是材料的微观结构和抗菌性能,特别是它对变形链球菌(一种常见的口腔细菌)的功效。使用扫描电子显微镜(SEM)和共聚焦显微镜,我们检查材料的表面形态,微生物粘附和离子浸出能力。目的是评估该材料在深度龋病治疗中的适用性及其作为牙本质替代物的潜力。方法与材料制备氢氧化钙填充SPRG修复材料盘(10 mm × 2 mm)。利用扫描电子显微镜观察材料的表面形貌和显微组织特征。为了评估微生物粘附性和计数,用共聚焦显微镜观察在材料上培养的变形链球菌。采用离子选择电极(ISE)法对钙、氟离子的浸出进行了定量分析。结果钙、氟离子明显浸出,表明该材料具有离子释放潜能。扫描电镜分析提供了SPRG修复材料微观结构的详细信息,而共聚焦显微镜显示了活的和死的变形链球菌菌落之间的明显区别,这表明氟化物和钙离子浸出有助于有效的抗菌性能。结论氢氧化钙填充的SPRG修复材料具有离子释放和有效的抗菌性能,是治疗深部龋和替代牙本质的有力候选材料,具有广阔的应用前景。正在进行的研究可以优化这些材料的临床应用,推进牙科修复。
{"title":"Assessment of microstructure, microbial count with adherence and ion leaching of calcium hydroxide filled SPRG restorative material: A SEM and confocal analysis","authors":"Mohammad Nemat Sache ,&nbsp;Manish Ranjan ,&nbsp;Mohammad Fareed ,&nbsp;Mohmed Isaqali Karobari","doi":"10.1016/j.medengphy.2025.104438","DOIUrl":"10.1016/j.medengphy.2025.104438","url":null,"abstract":"<div><h3>Aim</h3><div>This study investigates the characterization of a calcium hydroxide-filled SPRG (Surface Pre-Reacted Glass Ionomer) restorative material. The analysis focuses on the material's microstructure and antimicrobial properties, specifically its efficacy against Streptococcus mutans, a common oral bacterium. Using Scanning Electron Microscopy (SEM) and confocal microscopy, we examine the material's surface morphology, microbial adherence, and ion leaching capabilities. The goal is to assess the material’s suitability for deep caries management and its potential as a dentine replacement.</div></div><div><h3>Methods and Materials</h3><div>Discs of Calcium Hydroxide filled SPRG Restorative Material were prepared (10 mm x 2 mm). SEM was employed to observe the surface morphology and microstructural characteristics of the material. To evaluate microbial adherence and count, confocal microscopy was used with Streptococcus mutans cultured on the material. The leaching of calcium and fluoride ions was quantified using the Ion Selective Electrode (ISE) method.</div></div><div><h3>Results</h3><div>The results showed significant leaching of calcium and fluoride ions, indicating the material's potential for ion release. SEM analysis provided detailed insights into the microstructure of the SPRG restorative material, while confocal microscopy revealed a clear distinction between live and dead Streptococcus mutans colonies, suggesting that the fluoride and calcium ion leaching contributed to effective antimicrobial properties.</div></div><div><h3>Conclusion</h3><div>Calcium hydroxide-filled SPRG restorative materials show promise for dental applications, with ion release and effective antimicrobial properties making them strong candidates for managing deep caries and potentially replacing dentine. Ongoing research could optimize these materials for clinical use, advancing restorative dentistry.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104438"},"PeriodicalIF":2.3,"publicationDate":"2025-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145118777","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Tuning sensitivity and limit of detection of nanoparticle dimer based on SiO2@Au core-shell for breast cancer diagnosis and prediction of treatment benefit 基于SiO2@Au核-壳纳米粒子二聚体对乳腺癌诊断和治疗效果预测的灵敏度和检测限调
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-13 DOI: 10.1016/j.medengphy.2025.104437
Chaimae. El Garrab, Mohssin. Zekriti
For many years, Mammographic screening has been considered as the most utilized tool for clinical diagnosis of breast cancer. However, when it comes to tumors with small size, particularly those located deep in the breast or behind dense tissue, Mammography is unable to detect the presence of tiny nodules in the breast, making it less suitable for the early diagnosis of breast cancer. The early prognosis remains, hence, a challenging task for public health worldwide. This theoretical study focuses on the design and computational analysis of SiO2@Au core-shell nanoparticle dimers for potential application in breast cancer detection using serological tests. The study uses the well-known Finite-Difference Time-Domain (FDTD) method to simulate and study the role of the proposed configuration in enhancing the electric field intensity at the hot-spot. To design our configurations, we use the golden ratio constant (φ), which enables the determination of the core and the shell radii that yield the optimal response in terms of the absorption spectrum and the electric field enhancement. Our results show that the proposed approach significantly enhances the electric field intensity at the hot-spot, achieving an amplification factor of 1.9 × 10³. This enhancement amplifies the interaction between light and the targeted molecules located at the hot spot, thereby improving detection sensitivity. Furthermore, the detection limit reaches 0. 4 × 10⁻⁶ RIU, which is several times lower than that of conventional LSPR sensors. These enhanced performance characteristics of the proposed configuration pave the way for its use in high-precision breast cancer diagnosis and prediction of treatment benefits.
多年来,乳房x线摄影筛查一直被认为是临床诊断乳腺癌最常用的工具。然而,对于体积较小的肿瘤,特别是那些位于乳腺深部或致密组织后面的肿瘤,乳房x光检查无法检测到乳房中微小结节的存在,因此不适合早期诊断乳腺癌。因此,早期预后仍然是全世界公共卫生的一项具有挑战性的任务。这项理论研究的重点是设计和计算分析SiO2@Au核-壳纳米颗粒二聚体在乳腺癌检测中的潜在应用。该研究采用著名的时域有限差分(FDTD)方法模拟和研究了所提出的结构对增强热点处电场强度的作用。为了设计我们的结构,我们使用黄金比例常数(φ),它可以确定在吸收光谱和电场增强方面产生最佳响应的核心和壳半径。结果表明,该方法显著增强了热点处的电场强度,放大系数达到1.9 × 10³。这种增强放大了光与位于热点的目标分子之间的相互作用,从而提高了检测灵敏度。检测限为0。4 × 10⁻26 RIU,比传统LSPR传感器低几倍。这些增强的性能特征提出的配置铺平了道路,其在高精度乳腺癌诊断和治疗效益的预测使用。
{"title":"Tuning sensitivity and limit of detection of nanoparticle dimer based on SiO2@Au core-shell for breast cancer diagnosis and prediction of treatment benefit","authors":"Chaimae. El Garrab,&nbsp;Mohssin. Zekriti","doi":"10.1016/j.medengphy.2025.104437","DOIUrl":"10.1016/j.medengphy.2025.104437","url":null,"abstract":"<div><div>For many years, Mammographic screening has been considered as the most utilized tool for clinical diagnosis of breast cancer. However, when it comes to tumors with small size, particularly those located deep in the breast or behind dense tissue, Mammography is unable to detect the presence of tiny nodules in the breast, making it less suitable for the early diagnosis of breast cancer. The early prognosis remains, hence, a challenging task for public health worldwide. This theoretical study focuses on the design and computational analysis of SiO2@Au core-shell nanoparticle dimers for potential application in breast cancer detection using serological tests. The study uses the well-known Finite-Difference Time-Domain (FDTD) method to simulate and study the role of the proposed configuration in enhancing the electric field intensity at the hot-spot. To design our configurations, we use the golden ratio constant (φ), which enables the determination of the core and the shell radii that yield the optimal response in terms of the absorption spectrum and the electric field enhancement. Our results show that the proposed approach significantly enhances the electric field intensity at the hot-spot, achieving an amplification factor of 1.9 × 10³. This enhancement amplifies the interaction between light and the targeted molecules located at the hot spot, thereby improving detection sensitivity. Furthermore, the detection limit reaches 0. 4 × 10⁻⁶ RIU, which is several times lower than that of conventional LSPR sensors. These enhanced performance characteristics of the proposed configuration pave the way for its use in high-precision breast cancer diagnosis and prediction of treatment benefits.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104437"},"PeriodicalIF":2.3,"publicationDate":"2025-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145118776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of hip joint rotation on the trochanteric force and soft tissue thickness during sideways falls 髋关节旋转对侧落时股骨粗隆力和软组织厚度的影响
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-13 DOI: 10.1016/j.medengphy.2025.104436
Jongwon Choi , Junwoo Park , Seyoung Lee , Kitaek Lim , Chunghwi Yi , Stephen Robinovitch , Woochol Joseph Choi
We measured the trochanteric soft tissue thickness (TSTT) to determine the force magnitude delivered to the proximal femur (Ftrochanteric), and examined how the TSTT and Ftrochanteric were affected by hip rotation during sideways falls.
Twenty individuals participated in pelvis release experiments. Trials were acquired with three hip rotations: 15° external, 0° (neutral), and 15° internal. During trials, kinetics and kinematics of the pelvis and lower extremities were recorded. Outcome variables included the effective stiffness of the pelvis (k), Ftrochanteric, TSTT, and force magnitude attenuated by the TSTT (Fattenuation).
The k and Ftrochanteric were associated with hip rotation (F= 5.06, p= 0.011; F= 5.49, p= 0.008, respectively). Both outcome variables were 14 % and 15 % smaller in external compared to neutral and internal rotation, respectively (45.3 versus 52.8 kN/m; 5448 versus 6425 N). However, neither the TSTT nor the Fattenuation was associated with hip rotation (F= 2.92, p= 0.066; F= 2.30, p= 0.114, respectively).
The Ftrochanteric decreased with hip external rotation at impact. This was attributed to decreased pelvis stiffness rather than enhanced protective benefits (i.e., force attenuation) provided by the trochanteric soft tissue. These findings offer valuable insights into the distribution of hip impact forces and may contribute to a better understanding of hip impact biomechanics during falls.
我们测量了股骨粗隆软组织厚度(TSTT),以确定传递到股骨近端(股骨粗隆)的力的大小,并检查了侧向跌倒时髋关节旋转对TSTT和股骨粗隆的影响。20人参与骨盆释放实验。试验采用三种髋关节旋转:15°外旋、0°(中性)和15°内旋。在试验期间,骨盆和下肢的动力学和运动学被记录下来。结果变量包括骨盆的有效刚度(k)、股骨粗隆、TSTT和TSTT减弱的力大小(f衰减)。k和股骨粗隆与髋关节旋转相关(F= 5.06, p= 0.011; F= 5.49, p= 0.008)。与中性旋转和内旋转相比,外旋转的两个结果变量分别小14%和15%(45.3对52.8 kN/m; 5448对6425 N)。然而,TSTT和F衰减均与髋关节旋转无关(F= 2.92, p= 0.066; F= 2.30, p= 0.114)。撞击时髋外旋使股骨粗隆减小。这是由于骨盆硬度降低,而不是由于转子软组织提供的保护作用增强(即力衰减)。这些发现为髋关节冲击力的分布提供了有价值的见解,并可能有助于更好地理解跌倒时髋关节撞击的生物力学。
{"title":"Effects of hip joint rotation on the trochanteric force and soft tissue thickness during sideways falls","authors":"Jongwon Choi ,&nbsp;Junwoo Park ,&nbsp;Seyoung Lee ,&nbsp;Kitaek Lim ,&nbsp;Chunghwi Yi ,&nbsp;Stephen Robinovitch ,&nbsp;Woochol Joseph Choi","doi":"10.1016/j.medengphy.2025.104436","DOIUrl":"10.1016/j.medengphy.2025.104436","url":null,"abstract":"<div><div>We measured the trochanteric soft tissue thickness (TSTT) to determine the force magnitude delivered to the proximal femur (<em>F<sub>trochanteric</sub></em>), and examined how the TSTT and <em>F<sub>trochanteric</sub></em> were affected by hip rotation during sideways falls.</div><div>Twenty individuals participated in pelvis release experiments. Trials were acquired with three hip rotations: 15° external, 0° (neutral), and 15° internal. During trials, kinetics and kinematics of the pelvis and lower extremities were recorded. Outcome variables included the effective stiffness of the pelvis (<em>k</em>), <em>F<sub>trochanteric</sub></em>, TSTT, and force magnitude attenuated by the TSTT (<em>F<sub>attenuation</sub></em>).</div><div>The <em>k</em> and <em>F<sub>trochanteric</sub></em> were associated with hip rotation (<em>F</em>= 5.06, <em>p</em>= 0.011; <em>F</em>= 5.49, <em>p</em>= 0.008, respectively). Both outcome variables were 14 % and 15 % smaller in external compared to neutral and internal rotation, respectively (45.3 versus 52.8 kN/m; 5448 versus 6425 N). However, neither the TSTT nor the <em>F<sub>attenuation</sub></em> was associated with hip rotation (<em>F</em>= 2.92, <em>p</em>= 0.066; <em>F</em>= 2.30, <em>p</em>= 0.114, respectively).</div><div>The <em>F<sub>trochanteric</sub></em> decreased with hip external rotation at impact. This was attributed to decreased pelvis stiffness rather than enhanced protective benefits (i.e., force attenuation) provided by the trochanteric soft tissue. These findings offer valuable insights into the distribution of hip impact forces and may contribute to a better understanding of hip impact biomechanics during falls.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104436"},"PeriodicalIF":2.3,"publicationDate":"2025-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145099332","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stiffness-observation-based force feedforward compensation control for interactive robot-assisted surgical bone milling 基于刚度观测的交互式机器人辅助外科骨铣削力前馈补偿控制
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-12 DOI: 10.1016/j.medengphy.2025.104431
Hao Ren , Zhichao Li , Zhaowei Liang , Wenqing Ren , Xiaodong Ma , Dan Wu
Robot-assisted surgery encounters critical force control challenges during risky operations like craniotomy skull milling, where collaborative operation demands adaptation to three surgical-specific complexities: multi-scale stiffness variations across biological tissues, abrupt stiffness discontinuities at critical boundaries (e.g. skull-dura interface), and unintuitive operator inputs during human-robot interaction. Consequently, controllers must dynamically adapt to this wide spectrum of tissue properties, a capability which exceeds the limits of conventional compliance control frameworks. This work presents a stiffness-observation-based force feedforward compensation controller that monitors the force-feedrate differential relationship to estimate real-time tissue stiffness, discriminating tissue types while compensating real-time force controllers. This controller is integrated into an active-constrained framework, replacing compliance control in the depth direction during milling operations. It establishes a hierarchical force control architecture where stiffness-derived information autonomously steers safety strategies, while surgeon-defined force constraints enable shared autonomy in human-robot interaction. The controller is numerically validated in simulated surgical environments and experimentally tested via in vivo craniotomies, demonstrating effective force tracking and safety assurance during complex milling tasks. By converting stiffness observations into real-time control actions, this approach enhances surgical safety in bone-tissue boundary transitions while maintaining intuitive human-robot collaboration.
在开颅颅骨铣削等高风险手术中,机器人辅助手术遇到了关键的力控制挑战,其中协作操作需要适应三种手术特定的复杂性:跨生物组织的多尺度刚度变化,关键边界(例如颅骨-硬脑膜界面)的突然刚度不连续,以及人机交互过程中不直观的操作员输入。因此,控制器必须动态适应这种广泛的组织特性,这种能力超出了常规合规控制框架的限制。这项工作提出了一种基于刚度观测的力前馈补偿控制器,该控制器通过监测力-进给差关系来估计实时组织刚度,在补偿实时力控制器的同时区分组织类型。该控制器集成到主动约束框架中,在铣削过程中取代深度方向的顺应性控制。它建立了一个层次力控制体系结构,其中刚度派生的信息自主地指导安全策略,而外科医生定义的力约束使人机交互中的共享自治成为可能。该控制器在模拟手术环境中进行了数值验证,并通过体内开颅手术进行了实验测试,证明了在复杂的铣削任务中有效的力跟踪和安全保证。通过将刚度观察转化为实时控制动作,该方法在保持直观的人机协作的同时,增强了骨组织边界转换的手术安全性。
{"title":"Stiffness-observation-based force feedforward compensation control for interactive robot-assisted surgical bone milling","authors":"Hao Ren ,&nbsp;Zhichao Li ,&nbsp;Zhaowei Liang ,&nbsp;Wenqing Ren ,&nbsp;Xiaodong Ma ,&nbsp;Dan Wu","doi":"10.1016/j.medengphy.2025.104431","DOIUrl":"10.1016/j.medengphy.2025.104431","url":null,"abstract":"<div><div>Robot-assisted surgery encounters critical force control challenges during risky operations like craniotomy skull milling, where collaborative operation demands adaptation to three surgical-specific complexities: multi-scale stiffness variations across biological tissues, abrupt stiffness discontinuities at critical boundaries (e.g. skull-dura interface), and unintuitive operator inputs during human-robot interaction. Consequently, controllers must dynamically adapt to this wide spectrum of tissue properties, a capability which exceeds the limits of conventional compliance control frameworks. This work presents a stiffness-observation-based force feedforward compensation controller that monitors the force-feedrate differential relationship to estimate real-time tissue stiffness, discriminating tissue types while compensating real-time force controllers. This controller is integrated into an active-constrained framework, replacing compliance control in the depth direction during milling operations. It establishes a hierarchical force control architecture where stiffness-derived information autonomously steers safety strategies, while surgeon-defined force constraints enable shared autonomy in human-robot interaction. The controller is numerically validated in simulated surgical environments and experimentally tested via in vivo craniotomies, demonstrating effective force tracking and safety assurance during complex milling tasks. By converting stiffness observations into real-time control actions, this approach enhances surgical safety in bone-tissue boundary transitions while maintaining intuitive human-robot collaboration.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104431"},"PeriodicalIF":2.3,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145099334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Treatment response prediction in rectal cancer patients: A radiomics study of multimodality imaging methods 直肠癌患者的治疗反应预测:多模态成像方法的放射组学研究
IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2025-09-11 DOI: 10.1016/j.medengphy.2025.104434
Yan Huang , Le Lin , Shuke Sun , Huande Hong

Purpose

The present work aims to assess the correlation of radiomics textural features derived from computed tomography (CT), magnetic resonance imaging (MRI), and endorectal ultrasound (EUS) images, combined with dosimetric and clinical features, to predict treatment response in patients with rectal cancer using machine learning algorithms.

Methods

Data from 84 individuals diagnosed with locally advanced rectal cancer (LARC) were utilized, and radiomic features were extracted from the specified region of interest. Feature selection was performed using the Least Absolute Shrinkage and Selection Operator (Lasso), Minimum Redundancy Maximum Relevance (MRMR), and Recursive Feature Elimination (RFE). Predictive modeling employed machine learning algorithms, including Support Vector Machine (SVM) and Logistic Regression (LR). Model performance was assessed based on metrics including accuracy (ACC), area under the receiver operating characteristic curve (AUC), precision, sensitivity, and specificity.

Results

For CT images, the MRMR method (for original images) and RFE (with a wavelet filter), combined with the LR model, achieved the best performance (ACC: 0.79; AUC: 0.78). The highest predictive performance for MRI radiomic features was obtained using MRMR and the SVM model for original images (ACC: 0.88; AUC: 0.87). Furthermore, for images with the wavelet filter, the combination of RFE and the LR model yielded the best results (ACC: 0.78; AUC: 0.87). For EUS images, the MRMR and LR models showed the best predictive performance for both original (ACC: 0.89; AUC: 0.89) and filtered images (ACC: 0.81; AUC: 0.80).

Conclusion

The findings indicate that radiomics features obtained from pretreatment CT, MRI, and EUS images have the potential to accurately predict treatment response in patients with LARC. The SVM and LR classifiers, when combined with MRMR and RFE feature selection algorithms and the wavelet filter, demonstrated robust predictive performance. Among the different imaging modalities, EUS produced the best results in terms of ACC and AUC values.
目的本研究旨在评估计算机断层扫描(CT)、磁共振成像(MRI)和直肠内超声(EUS)图像的放射组学纹理特征的相关性,并结合剂量学和临床特征,利用机器学习算法预测直肠癌患者的治疗反应。方法利用84例局部晚期直肠癌(LARC)患者的数据,提取特定感兴趣区域的放射学特征。使用最小绝对收缩和选择算子(Lasso),最小冗余最大相关性(MRMR)和递归特征消除(RFE)进行特征选择。预测建模采用机器学习算法,包括支持向量机(SVM)和逻辑回归(LR)。根据准确度(ACC)、受试者工作特征曲线下面积(AUC)、精确度、灵敏度和特异性等指标评估模型的性能。结果对于CT图像,MRMR(原始图像)和RFE(带小波滤波)结合LR模型获得了最佳性能(ACC: 0.79; AUC: 0.78)。使用MRMR和SVM模型对原始图像的MRI放射学特征预测性能最高(ACC: 0.88; AUC: 0.87)。此外,对于小波滤波后的图像,RFE和LR模型的组合效果最好(ACC: 0.78; AUC: 0.87)。对于EUS图像,MRMR和LR模型对原始图像(ACC: 0.89; AUC: 0.89)和过滤图像(ACC: 0.81; AUC: 0.80)都显示出最佳的预测性能。结论从CT、MRI和EUS图像预处理获得的放射组学特征有可能准确预测LARC患者的治疗反应。当SVM和LR分类器与MRMR和RFE特征选择算法以及小波滤波器相结合时,显示出鲁棒的预测性能。在不同的成像方式中,EUS在ACC和AUC值方面的效果最好。
{"title":"Treatment response prediction in rectal cancer patients: A radiomics study of multimodality imaging methods","authors":"Yan Huang ,&nbsp;Le Lin ,&nbsp;Shuke Sun ,&nbsp;Huande Hong","doi":"10.1016/j.medengphy.2025.104434","DOIUrl":"10.1016/j.medengphy.2025.104434","url":null,"abstract":"<div><h3>Purpose</h3><div>The present work aims to assess the correlation of radiomics textural features derived from computed tomography (CT), magnetic resonance imaging (MRI), and endorectal ultrasound (EUS) images, combined with dosimetric and clinical features, to predict treatment response in patients with rectal cancer using machine learning algorithms.</div></div><div><h3>Methods</h3><div>Data from 84 individuals diagnosed with locally advanced rectal cancer (LARC) were utilized, and radiomic features were extracted from the specified region of interest. Feature selection was performed using the Least Absolute Shrinkage and Selection Operator (Lasso), Minimum Redundancy Maximum Relevance (MRMR), and Recursive Feature Elimination (RFE). Predictive modeling employed machine learning algorithms, including Support Vector Machine (SVM) and Logistic Regression (LR). Model performance was assessed based on metrics including accuracy (ACC), area under the receiver operating characteristic curve (AUC), precision, sensitivity, and specificity.</div></div><div><h3>Results</h3><div>For CT images, the MRMR method (for original images) and RFE (with a wavelet filter), combined with the LR model, achieved the best performance (ACC: 0.79; AUC: 0.78). The highest predictive performance for MRI radiomic features was obtained using MRMR and the SVM model for original images (ACC: 0.88; AUC: 0.87). Furthermore, for images with the wavelet filter, the combination of RFE and the LR model yielded the best results (ACC: 0.78; AUC: 0.87). For EUS images, the MRMR and LR models showed the best predictive performance for both original (ACC: 0.89; AUC: 0.89) and filtered images (ACC: 0.81; AUC: 0.80).</div></div><div><h3>Conclusion</h3><div>The findings indicate that radiomics features obtained from pretreatment CT, MRI, and EUS images have the potential to accurately predict treatment response in patients with LARC. The SVM and LR classifiers, when combined with MRMR and RFE feature selection algorithms and the wavelet filter, demonstrated robust predictive performance. Among the different imaging modalities, EUS produced the best results in terms of ACC and AUC values.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"146 ","pages":"Article 104434"},"PeriodicalIF":2.3,"publicationDate":"2025-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145099333","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","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
Medical Engineering & Physics
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