首页 > 最新文献

IEEE Transactions on Radiation and Plasma Medical Sciences最新文献

英文 中文
Sensitivity and Spatial Resolution Optimization of a High-Resolution Preclinical PET With a Unique Acquisition Method 基于独特采集方法的高分辨率临床前PET灵敏度和空间分辨率优化
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-14 DOI: 10.1109/TRPMS.2025.3546120
Fabiana M. Ribeiro;Pedro M. C. C. Encarnação;Ana L. M. Silva;Pedro M. M. Correia;Afonso X. Pinto;Ismael F. Castro;Ana C. Santos;João F. C. A. Veloso
EasyPET.3D is a preclinical positron emission tomography (PET) scanner using a unique scanning method based on two face-to-face detector modules with two axes of motion. The sensitivity and spatial resolution were optimized for mouse imaging by studying the operating parameters related to motor motion (speed and step angle), following the NEMA NU 4-2008 Standards. Moreover, the impact of the energy window and positron range on the images was assessed. The fan motor should operate at a speed of 20 full steps/s, while the fan ( ${F}=0.014^{circ }$ –0.113°) and axial ( ${A}=0.9^{circ }$ –9.0°) step angles are chosen depending on the study’s purpose. The image quality experiment demonstrated the high-resolution capability of easyPET.3D. A 200–750 keV energy window maximized the sensitivity (+200%) without significantly increasing scatter fraction (SF) (+35%). In contrast, the acquisition protocol made it difficult to conclude about the positron range effect. The feature with the most impact on the scanner’s performance is the fan motor speed. A lower fan motor speed of 20 steps/s enhanced sensitivity and spatial resolution by +122% and +60%, respectively, increased noise equivalent count rate by 155%, decreased SF by 7%, and improved recovery coefficient by +35%.
EasyPET。3D是一种临床前正电子发射断层扫描(PET)扫描仪,采用独特的扫描方法,基于两个具有两个运动轴的面对面检测器模块。根据NEMA NU 4-2008标准,通过研究与运动相关的操作参数(速度和步进角),优化小鼠成像的灵敏度和空间分辨率。此外,还评估了能量窗和正电子范围对图像的影响。风机电机应以20整步/秒的速度运行,风机(${F}=0.014^{circ}$ -0.113°)和轴向(${a}=0.9^{circ}$ -9.0°)步进角根据研究目的选择。图像质量实验验证了easyPET.3D的高分辨率能力。200-750 keV的能量窗使灵敏度达到最大值(+200%),而散射分数(SF)没有显著增加(+35%)。相比之下,获取协议使得正电子距离效应难以得出结论。对扫描仪性能影响最大的特性是风扇电机的转速。当风扇电机转速为20步/秒时,灵敏度和空间分辨率分别提高+122%和+60%,噪声等效计数率提高155%,SF降低7%,恢复系数提高+35%。
{"title":"Sensitivity and Spatial Resolution Optimization of a High-Resolution Preclinical PET With a Unique Acquisition Method","authors":"Fabiana M. Ribeiro;Pedro M. C. C. Encarnação;Ana L. M. Silva;Pedro M. M. Correia;Afonso X. Pinto;Ismael F. Castro;Ana C. Santos;João F. C. A. Veloso","doi":"10.1109/TRPMS.2025.3546120","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3546120","url":null,"abstract":"EasyPET.3D is a preclinical positron emission tomography (PET) scanner using a unique scanning method based on two face-to-face detector modules with two axes of motion. The sensitivity and spatial resolution were optimized for mouse imaging by studying the operating parameters related to motor motion (speed and step angle), following the NEMA NU 4-2008 Standards. Moreover, the impact of the energy window and positron range on the images was assessed. The fan motor should operate at a speed of 20 full steps/s, while the fan (<inline-formula> <tex-math>${F}=0.014^{circ }$ </tex-math></inline-formula>–0.113°) and axial (<inline-formula> <tex-math>${A}=0.9^{circ }$ </tex-math></inline-formula>–9.0°) step angles are chosen depending on the study’s purpose. The image quality experiment demonstrated the high-resolution capability of easyPET.3D. A 200–750 keV energy window maximized the sensitivity (+200%) without significantly increasing scatter fraction (SF) (+35%). In contrast, the acquisition protocol made it difficult to conclude about the positron range effect. The feature with the most impact on the scanner’s performance is the fan motor speed. A lower fan motor speed of 20 steps/s enhanced sensitivity and spatial resolution by +122% and +60%, respectively, increased noise equivalent count rate by 155%, decreased SF by 7%, and improved recovery coefficient by +35%.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"9 7","pages":"959-969"},"PeriodicalIF":3.5,"publicationDate":"2025-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144998035","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Air-CLS Detector: A Modified Crosshair Light-Sharing PET Detector With Air Gaps in the U-Shape Light Path 空气- cls探测器:一种改进的u型光路气隙十字准线共光PET探测器
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-14 DOI: 10.1109/TRPMS.2025.3551520
Eiji Yoshida;Fujino Obata;Taiga Yamaya
We have developed a crosshair light-sharing (CLS) detector to obtain time-of-flight and depth-of-interaction (DOI) information; the detector consists of a 2-D crystal array with three layers of reflective material, and has a loop structure within a pair of crystal bars. In this work, we modified the detector structure by removing optical glue between the crystals forming the loop structure for the purpose of simplifying the assembly process. The modified CLS was made of fast lutetium-gadolinium oxyorthosilicate (LGSO) crystals with dimensions of $1.45times 1.45times 15$ mm3 that were optically coupled to the multipixel photon counter (MPPC) array. Most optical windows of the top and bottom layers of the new Air-CLS were so-called air gaps. Only the optical windows that contribute to maintaining the 3-D structure of the reflective material were optically bonded, and a grid of reflective material was formed within the MPPC protective cover. This approach also improved the coincidence resolving time (CRT). The Air-CLSs and previous room temperature vulcanized (RTV)-CLSs were read out by TOFPET2 application-specific integrated circuits, respectively. For Air-CLS (RTV-CLS), we obtained CRT of 188 ps (197 ps), energy resolution of 14.3% (13.1%), and DOI resolution of 3.6 mm (2.9 mm). The Air-CLS significantly simplifies the assembly process while achieving the CRT of less than 190 ps.
我们开发了一种十字准星光共享(CLS)探测器,用于获取飞行时间和相互作用深度(DOI)信息;该探测器由三层反射材料的二维晶体阵列组成,并在一对晶体棒内具有环路结构。在这项工作中,我们通过去除形成环路结构的晶体之间的光学胶来修改探测器结构,以简化组装过程。改性CLS由尺寸为1.45 × 1.45 × 15 × mm3的快速氧化硅酸镥钆(LGSO)晶体组成,与多像素光子计数器(MPPC)阵列光学耦合。新air - cls顶层和底层的大多数光学窗都是所谓的气隙。只有有助于保持反射材料三维结构的光学窗口被光学粘合,在MPPC保护罩内形成反射材料网格。该方法还提高了符合分辨时间(CRT)。air - cls和之前的室温硫化(RTV)- cls分别由TOFPET2专用集成电路读出。Air-CLS (RTV-CLS)的CRT为188 ps (197 ps),能量分辨率为14.3% (13.1%),DOI分辨率为3.6 mm (2.9 mm)。Air-CLS显着简化了组装过程,同时实现了小于190 ps的CRT。
{"title":"Air-CLS Detector: A Modified Crosshair Light-Sharing PET Detector With Air Gaps in the U-Shape Light Path","authors":"Eiji Yoshida;Fujino Obata;Taiga Yamaya","doi":"10.1109/TRPMS.2025.3551520","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3551520","url":null,"abstract":"We have developed a crosshair light-sharing (CLS) detector to obtain time-of-flight and depth-of-interaction (DOI) information; the detector consists of a 2-D crystal array with three layers of reflective material, and has a loop structure within a pair of crystal bars. In this work, we modified the detector structure by removing optical glue between the crystals forming the loop structure for the purpose of simplifying the assembly process. The modified CLS was made of fast lutetium-gadolinium oxyorthosilicate (LGSO) crystals with dimensions of <inline-formula> <tex-math>$1.45times 1.45times 15$ </tex-math></inline-formula> mm3 that were optically coupled to the multipixel photon counter (MPPC) array. Most optical windows of the top and bottom layers of the new Air-CLS were so-called air gaps. Only the optical windows that contribute to maintaining the 3-D structure of the reflective material were optically bonded, and a grid of reflective material was formed within the MPPC protective cover. This approach also improved the coincidence resolving time (CRT). The Air-CLSs and previous room temperature vulcanized (RTV)-CLSs were read out by TOFPET2 application-specific integrated circuits, respectively. For Air-CLS (RTV-CLS), we obtained CRT of 188 ps (197 ps), energy resolution of 14.3% (13.1%), and DOI resolution of 3.6 mm (2.9 mm). The Air-CLS significantly simplifies the assembly process while achieving the CRT of less than 190 ps.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"9 7","pages":"872-878"},"PeriodicalIF":3.5,"publicationDate":"2025-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144996103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Imaging System to Support Fast Neutron Therapy Quality Assurance (QA) of Intensity Modulated Neutron Therapy (IMNT) 一种支持快中子治疗调强中子治疗(IMNT)质量保证的成像系统
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-13 DOI: 10.1109/TRPMS.2025.3551208
Adrienne L. Lehnert;Marissa E. Kranz;Donald Q. DeWitt;David C. Argento;Robert D. Stewart;Robert S. Miyaoka
The University of Washington Medical Center has clinically implemented intensity modulated neutron therapy (IMNT) as a novel, high linear energy transfer modality for palliative and curative treatments of certain cancers. Because of the destructive nature of fast neutrons to electronics, this required development of a novel patient specific quality assurance (QA) system. Therefore, we developed an in-house 2-D positron emission tomography (PET) system that images patient-specific QA fields by measuring induced 11C positron activity in polyethylene plates. The scanner is built around two parallel imaging panels of $2times 16$ repurposed clinical PET detector modules. Images are reconstructed using focal plane tomography in a $14times 16$ cm2 field of view. Standard metrics (gamma analysis) are used to compare images with simulated (MCNP6) fluence maps. Studies demonstrated a linear dose-response relationship and full system [x, y] spatial resolution of [ $5.2~pm ~0.30$ , $5.3~pm ~0.34$ ] mm2 with 1 mm-diameter point source. Final image spatial resolution is approximately 8.5 mm FWHM due to the geometry of the polyethylene plates. Energy resolution (FWHM) in the center crystals is $28~pm ~3$ %. Assembly, characterization, and quantitative calibration of the neutron Positron Emission Portal Imaging (nPEPI) system was completed in 2022, and more than 100 patients have since completed QA.
华盛顿大学医学中心已经在临床上实施了强度调制中子治疗(IMNT),作为一种新的、高线性能量转移方式,用于某些癌症的姑息性和治愈性治疗。由于快中子对电子设备的破坏性,这需要开发一种新的患者特定质量保证(QA)系统。因此,我们开发了一种内部的二维正电子发射断层扫描(PET)系统,通过测量聚乙烯板中诱导的11C正电子活性来成像患者特定的QA场。该扫描仪围绕两个平行的成像面板构建,该成像面板由2 × 16美元的改装临床PET检测器模块组成。图像重建使用焦平面断层扫描在$14 × 16$ cm2视场。标准度量(伽马分析)用于将图像与模拟的(MCNP6)影响力图进行比较。研究表明,1 mm直径的点源具有线性剂量-响应关系,全系统[x, y]空间分辨率为[$5.2~pm ~0.30$, $5.3~pm ~0.34$] mm2。由于聚乙烯板的几何形状,最终的图像空间分辨率约为8.5 mm FWHM。中心晶体的能量分辨(FWHM)为$28~ $ pm ~ $ 3 %。中子正电子发射门户成像(nPEPI)系统的组装、表征和定量校准于2022年完成,此后已有100多名患者完成了QA。
{"title":"An Imaging System to Support Fast Neutron Therapy Quality Assurance (QA) of Intensity Modulated Neutron Therapy (IMNT)","authors":"Adrienne L. Lehnert;Marissa E. Kranz;Donald Q. DeWitt;David C. Argento;Robert D. Stewart;Robert S. Miyaoka","doi":"10.1109/TRPMS.2025.3551208","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3551208","url":null,"abstract":"The University of Washington Medical Center has clinically implemented intensity modulated neutron therapy (IMNT) as a novel, high linear energy transfer modality for palliative and curative treatments of certain cancers. Because of the destructive nature of fast neutrons to electronics, this required development of a novel patient specific quality assurance (QA) system. Therefore, we developed an in-house 2-D positron emission tomography (PET) system that images patient-specific QA fields by measuring induced 11C positron activity in polyethylene plates. The scanner is built around two parallel imaging panels of <inline-formula> <tex-math>$2times 16$ </tex-math></inline-formula> repurposed clinical PET detector modules. Images are reconstructed using focal plane tomography in a <inline-formula> <tex-math>$14times 16$ </tex-math></inline-formula> cm2 field of view. Standard metrics (gamma analysis) are used to compare images with simulated (MCNP6) fluence maps. Studies demonstrated a linear dose-response relationship and full system [x, y] spatial resolution of [<inline-formula> <tex-math>$5.2~pm ~0.30$ </tex-math></inline-formula>, <inline-formula> <tex-math>$5.3~pm ~0.34$ </tex-math></inline-formula>] mm2 with 1 mm-diameter point source. Final image spatial resolution is approximately 8.5 mm FWHM due to the geometry of the polyethylene plates. Energy resolution (FWHM) in the center crystals is <inline-formula> <tex-math>$28~pm ~3$ </tex-math></inline-formula>%. Assembly, characterization, and quantitative calibration of the neutron Positron Emission Portal Imaging (nPEPI) system was completed in 2022, and more than 100 patients have since completed QA.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"9 7","pages":"970-977"},"PeriodicalIF":3.5,"publicationDate":"2025-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144998036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Triple-Source Conebeam Micro-CT Scanner for Fast and Spectral Imaging 用于快速和光谱成像的三源锥形束微型ct扫描仪
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-13 DOI: 10.1109/TRPMS.2025.3569740
Peng Jin;Xianghong Wang;Huihui Li;Lei Xu;Zhiqian Tong;Tianye Niu
Micro-CT provides tomographic information for small animals and plays an important role in preclinical research. Currently, the most micro-CT systems employ the single-source configuration and low-dose micro-focus X-ray tube, resulting in long scanning time and weak low-contrast discriminative ability. To address the two vital issues, we design a novel rotation gantry mounted triple-source conebeam micro-CT for the first time. Specifically, three pairs of tubes and detectors are installed in a single gantry. Compared with a single source configuration, the proposal increases the scanning efficiency by three times without aggravating any mechanical burden. The low-contrast discrimination is improved by multimaterial decomposition scheme based on triple-energy CT (TECT) images. Experiments were conducted using both phantoms and live rats. In the high-speed study, the proposal has reasonable agreement in signal-to-noise ratio and MTF compared to single-source scanner, even with a threefold increase in scanning speed. In the low-contrast discrimination study, on the digital phantom, the TECT correctly discriminates the materials of 2% linear attenuation coefficient difference. On the live rat, the decomposition accuracy of TECT has been enhanced by up to 21.9% compared to single-energy CT. These results validate the promising of the proposal for high-speed and low-contrast discrimination applications.
Micro-CT为小动物提供层析成像信息,在临床前研究中发挥着重要作用。目前微型ct系统大多采用单源配置和低剂量微聚焦x射线管,扫描时间长,低对比度判别能力弱。为了解决这两个关键问题,我们首次设计了一种新型的旋转龙门式三源锥束微型ct。具体来说,三对管和探测器安装在一个单一的龙门架。与单源配置相比,该方案在不增加任何机械负担的情况下,将扫描效率提高了三倍。采用基于三能CT (TECT)图像的多材料分解方案改进了低对比度识别。实验是用幻影和活鼠进行的。在高速研究中,尽管扫描速度提高了三倍,但与单源扫描仪相比,该方案在信噪比和MTF方面具有合理的一致性。在低对比度识别研究中,在数字幻影上,TECT正确识别出2%线性衰减系数差的材料。在活体大鼠上,与单能CT相比,TECT的分解精度提高了21.9%。这些结果验证了该方案在高速和低对比度识别应用中的前景。
{"title":"A Triple-Source Conebeam Micro-CT Scanner for Fast and Spectral Imaging","authors":"Peng Jin;Xianghong Wang;Huihui Li;Lei Xu;Zhiqian Tong;Tianye Niu","doi":"10.1109/TRPMS.2025.3569740","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3569740","url":null,"abstract":"Micro-CT provides tomographic information for small animals and plays an important role in preclinical research. Currently, the most micro-CT systems employ the single-source configuration and low-dose micro-focus X-ray tube, resulting in long scanning time and weak low-contrast discriminative ability. To address the two vital issues, we design a novel rotation gantry mounted triple-source conebeam micro-CT for the first time. Specifically, three pairs of tubes and detectors are installed in a single gantry. Compared with a single source configuration, the proposal increases the scanning efficiency by three times without aggravating any mechanical burden. The low-contrast discrimination is improved by multimaterial decomposition scheme based on triple-energy CT (TECT) images. Experiments were conducted using both phantoms and live rats. In the high-speed study, the proposal has reasonable agreement in signal-to-noise ratio and MTF compared to single-source scanner, even with a threefold increase in scanning speed. In the low-contrast discrimination study, on the digital phantom, the TECT correctly discriminates the materials of 2% linear attenuation coefficient difference. On the live rat, the decomposition accuracy of TECT has been enhanced by up to 21.9% compared to single-energy CT. These results validate the promising of the proposal for high-speed and low-contrast discrimination applications.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"10 1","pages":"88-98"},"PeriodicalIF":3.5,"publicationDate":"2025-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145861235","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improved Quantification in End-to-End Deep Learning FastPET Reconstruction Using Multiview Histo-Images of Attenuation Correction Factors 基于衰减校正因子的多视图组织图像的端到端深度学习快速pet重建改进量化
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-12 DOI: 10.1109/TRPMS.2025.3569198
Maël Millardet;Deepak Bharkhada;Juhi Raj;Josh Schaefferkoetter;Vladimir Panin;Maurizio Conti;Samuel Matej
End-to-end deep learning positron emission tomography (PET) reconstruction significantly surpasses traditional iterative methods in speed and shows promise for surpassing them in specific scenarios, such as low-dose imaging. In 2019, a significant advancement was made by using histo-images instead of time of flight (TOF) sinograms as the network’s input. Histo-images, by leveraging the image’s geometry, are more compatible with convolutional neural networks than TOF sinograms. Typically, the network’s input comprises a PET data histo-image patch and an attenuation map patch. However, this method has shown inconsistent bias in the reconstructed images. This work demonstrates that bias present in the prior method can be mitigated with alternative representations of attenuation information. Instead of using the attenuation map directly, we propose using a multiview histo-image of the attenuation correction factors, inspired by the iterative DIRECT framework and standard statistical modeling practices. We tested using them as separate channels, as well as using them to precorrect the data, or both. This histo-image encompasses the attenuation properties of each voxel from all directions within the entire lines of response. Our approaches significantly enhances image quantification, reducing the relative difference from maximum likelihood expectation maximization to an average of 2.0% to 3.0% across 16 regions of interest, compared to 9.1% with the previous method. Our statistical hypothesis test showed that the proposed methods significantly reduced absolute bias compared to the previous method, with p-values ranging from 0.002 to 0.007.
端到端深度学习正电子发射断层扫描(PET)重建在速度上明显优于传统的迭代方法,并有望在特定场景(如低剂量成像)中超越它们。2019年,使用历史图像代替飞行时间(TOF)信号图作为网络输入,取得了重大进展。通过利用图像的几何结构,组织图像比TOF图更能与卷积神经网络兼容。通常,网络的输入包括PET数据历史图像补丁和衰减图补丁。然而,该方法在重建图像中存在不一致的偏差。这项工作表明,在先前的方法中存在的偏差可以通过衰减信息的替代表示来减轻。受迭代DIRECT框架和标准统计建模实践的启发,我们建议使用衰减校正因子的多视图历史图像,而不是直接使用衰减图。我们测试使用它们作为单独的通道,以及使用它们来预校正数据,或两者兼而有之。该历史图像包含了整个响应线内各个方向的每个体素的衰减特性。我们的方法显著增强了图像量化,将最大似然期望最大化的相对差值在16个感兴趣区域内平均降低到2.0%至3.0%,而之前的方法为9.1%。我们的统计假设检验表明,与之前的方法相比,所提出的方法显著降低了绝对偏差,p值范围为0.002 ~ 0.007。
{"title":"Improved Quantification in End-to-End Deep Learning FastPET Reconstruction Using Multiview Histo-Images of Attenuation Correction Factors","authors":"Maël Millardet;Deepak Bharkhada;Juhi Raj;Josh Schaefferkoetter;Vladimir Panin;Maurizio Conti;Samuel Matej","doi":"10.1109/TRPMS.2025.3569198","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3569198","url":null,"abstract":"End-to-end deep learning positron emission tomography (PET) reconstruction significantly surpasses traditional iterative methods in speed and shows promise for surpassing them in specific scenarios, such as low-dose imaging. In 2019, a significant advancement was made by using histo-images instead of time of flight (TOF) sinograms as the network’s input. Histo-images, by leveraging the image’s geometry, are more compatible with convolutional neural networks than TOF sinograms. Typically, the network’s input comprises a PET data histo-image patch and an attenuation map patch. However, this method has shown inconsistent bias in the reconstructed images. This work demonstrates that bias present in the prior method can be mitigated with alternative representations of attenuation information. Instead of using the attenuation map directly, we propose using a multiview histo-image of the attenuation correction factors, inspired by the iterative DIRECT framework and standard statistical modeling practices. We tested using them as separate channels, as well as using them to precorrect the data, or both. This histo-image encompasses the attenuation properties of each voxel from all directions within the entire lines of response. Our approaches significantly enhances image quantification, reducing the relative difference from maximum likelihood expectation maximization to an average of 2.0% to 3.0% across 16 regions of interest, compared to 9.1% with the previous method. Our statistical hypothesis test showed that the proposed methods significantly reduced absolute bias compared to the previous method, with p-values ranging from 0.002 to 0.007.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"10 1","pages":"63-73"},"PeriodicalIF":3.5,"publicationDate":"2025-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145861229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MRI-Styled PET: A Dual Modality Fusion Approach to PET Partial Volume Correction mri型PET:双模态融合方法用于PET部分体积校正
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-10 DOI: 10.1109/TRPMS.2025.3549617
Yu-Nong Lin;Shao-Yi Huang;Cheng-Han Tsai;Han-Wei Wang;Meng-Chen Chung;Enhao Gong;Ing-Tsung Hsiao;Kevin T. Chen
Positron emission tomography (PET) with [18F]-fludeoxyglucose (FDG) can visualize the spatial pattern of neurodegeneration-related glucose hypometabolism. We proposed the “MRI-styled PET,” leveraging anatomical information from T1-weighted magnetic resonance imaging to enhance the structural details and quantitative accuracy of FDG-PET, which is degraded by partial volume effects (PVE). The proposed framework comprised a baseline encoder-decoder image fusion model and several task-specific modules; notably, the alternative anatomical input significantly contributes to correcting the under/overestimation of gray/white matter while the adaptive multiscale structural similarity loss utilized learnable ratios across various receptive fields to modulate attention to tissue contrast. Compared to a traditional anatomy-guided post-reconstruction PVE correction method (PVC-PET), MRI-styled PET demonstrated significantly higher structural similarity and peak signal-to-noise ratio than the baseline image fusion model (Baseline), showcasing the effectiveness of the proposed task-specific modules. In several Alzheimer’s Disease-related brain regions, MRI-styled PET exhibited consistent increases in corrective effects regardless of disease stage, compared to Baseline and PVC-PET. In conclusion, this study represented an initial exploration of a deep-learning approach for correcting PVE in PET without prior knowledge regarding the correction method or the underlying radiotracer uptake and without assumptions about the system point-spread function. Our implementation is available at https://github.com/NTUMMIO/MRI-styled-PET.
正电子发射断层扫描(PET)与[18F]-氟脱氧葡萄糖(FDG)可以可视化神经变性相关的葡萄糖低代谢的空间格局。我们提出了“mri风格的PET”,利用来自t1加权磁共振成像的解剖信息来增强FDG-PET的结构细节和定量准确性,这是由部分体积效应(PVE)降低的。提出的框架包括一个基线编码器-解码器图像融合模型和几个特定任务模块;值得注意的是,替代性解剖输入显著有助于纠正灰质/白质的低估/高估,而适应性多尺度结构相似性损失利用各种感受野的可学习比率来调节对组织对比的注意。与传统的解剖引导重建后PVE校正方法(PVC-PET)相比,mri风格的PET显示出明显高于基线图像融合模型(baseline)的结构相似性和峰值信噪比,表明了所提出的任务特定模块的有效性。在几个与阿尔茨海默病相关的大脑区域,与基线和PVC-PET相比,mri型PET显示出与疾病分期无关的矫正效果一致的增加。总之,本研究代表了对PET中校正PVE的深度学习方法的初步探索,该方法不需要事先了解校正方法或潜在的放射性示踪剂摄取,也不需要对系统点扩散函数进行假设。我们的实现可以在https://github.com/NTUMMIO/MRI-styled-PET上获得。
{"title":"MRI-Styled PET: A Dual Modality Fusion Approach to PET Partial Volume Correction","authors":"Yu-Nong Lin;Shao-Yi Huang;Cheng-Han Tsai;Han-Wei Wang;Meng-Chen Chung;Enhao Gong;Ing-Tsung Hsiao;Kevin T. Chen","doi":"10.1109/TRPMS.2025.3549617","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3549617","url":null,"abstract":"Positron emission tomography (PET) with [18F]-fludeoxyglucose (FDG) can visualize the spatial pattern of neurodegeneration-related glucose hypometabolism. We proposed the “MRI-styled PET,” leveraging anatomical information from T1-weighted magnetic resonance imaging to enhance the structural details and quantitative accuracy of FDG-PET, which is degraded by partial volume effects (PVE). The proposed framework comprised a baseline encoder-decoder image fusion model and several task-specific modules; notably, the alternative anatomical input significantly contributes to correcting the under/overestimation of gray/white matter while the adaptive multiscale structural similarity loss utilized learnable ratios across various receptive fields to modulate attention to tissue contrast. Compared to a traditional anatomy-guided post-reconstruction PVE correction method (PVC-PET), MRI-styled PET demonstrated significantly higher structural similarity and peak signal-to-noise ratio than the baseline image fusion model (Baseline), showcasing the effectiveness of the proposed task-specific modules. In several Alzheimer’s Disease-related brain regions, MRI-styled PET exhibited consistent increases in corrective effects regardless of disease stage, compared to Baseline and PVC-PET. In conclusion, this study represented an initial exploration of a deep-learning approach for correcting PVE in PET without prior knowledge regarding the correction method or the underlying radiotracer uptake and without assumptions about the system point-spread function. Our implementation is available at <uri>https://github.com/NTUMMIO/MRI-styled-PET</uri>.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"9 7","pages":"939-950"},"PeriodicalIF":3.5,"publicationDate":"2025-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10918787","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144998180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data-Driven Motion Correction of 11C-Methionine PET Images on a Cohort of Pediatric Patients With Brain Tumor in a PET/MRI Study 在一项PET/MRI研究中,数据驱动的11c -蛋氨酸PET图像对一组儿童脑肿瘤患者的运动校正
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-08 DOI: 10.1109/TRPMS.2025.3568136
Ilaria Neri;Matthew Spangler-Bickell;Federico Fallanca;Giovanna Gattuso;Maurizio Barbera;Samuele Ghezzo;Carolina Bezzi;Paola Mapelli;Sara Pizzamiglio;Paolo Verderio;Andrea Falini;Maura Massimino;Filippo Spreafico;Arturo Chiti;Cristina Baldoli;Maria Picchio;Paola Scifo
A data-driven head motion correction (MoCo) method was tested on 11C-Methionine brain positron emission tomography (PET) images in a cohort of 44 pediatric patients with brain tumors referred to a PET/MR study. Its impact was investigated both qualitatively and quantitatively. For each patient, PET images were reconstructed offline both with (PETddMoCo) and without (PETnoMoCo) MoCo algorithm. An expert Nuclear Medicine physician qualitatively evaluated PET images, and segmented PET positive lesions in both datasets, extracting the following PET parameters: maximum and mean standardized uptake value (SUVmax and SUVmean, respectively), and metabolic tumor volume (MTV). PET parameters before and after MoCo were compared and their absolute percentage difference was calculated ( $Delta $ %). Contrast-to-noise (CNR) and its difference ( $Delta $ ) before and after MoCo were calculated. Thirty-one patients had a “low” level of motion, 8 patients “medium” and 5 patients “high.” Twenty-one patients out of forty-four had positive 11C-Methionine uptake (26 lesions). Qualitatively, no difference was evident in negative patients, while two PET positive lesions could be better defined after MoCo. Quantitatively, CNR increased significantly after MoCo for “medium+high” lesions, while none of the PET parameters showed significant difference. Increasing the sample of patients might confirm these results.
采用数据驱动的头部运动校正(MoCo)方法,对44例接受PET/MR研究的儿童脑肿瘤患者的11c -蛋氨酸脑正电子发射断层扫描(PET)图像进行了测试。对其影响进行了定性和定量研究。对于每位患者,使用(PETddMoCo)和不使用(PETnoMoCo) MoCo算法对PET图像进行离线重建。一位核医学专家对PET图像进行定性评估,并对两个数据集中的PET阳性病变进行分割,提取以下PET参数:最大和平均标准化摄取值(分别为SUVmax和SUVmean),以及代谢肿瘤体积(MTV)。比较MoCo前后的PET参数,计算其绝对百分比差值($Delta $ %)。计算MoCo前后的噪比(CNR)及其差值($Delta $)。31名患者的运动水平为“低”,8名患者为“中等”,5名患者为“高”。44例患者中有21例11c -蛋氨酸摄取阳性(26例)。在定性上,阴性患者无明显差异,而MoCo后可以更好地定义两个PET阳性病变。定量上,“中+高”病变MoCo后CNR显著升高,而PET参数无显著差异。增加患者样本可能会证实这些结果。
{"title":"Data-Driven Motion Correction of 11C-Methionine PET Images on a Cohort of Pediatric Patients With Brain Tumor in a PET/MRI Study","authors":"Ilaria Neri;Matthew Spangler-Bickell;Federico Fallanca;Giovanna Gattuso;Maurizio Barbera;Samuele Ghezzo;Carolina Bezzi;Paola Mapelli;Sara Pizzamiglio;Paolo Verderio;Andrea Falini;Maura Massimino;Filippo Spreafico;Arturo Chiti;Cristina Baldoli;Maria Picchio;Paola Scifo","doi":"10.1109/TRPMS.2025.3568136","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3568136","url":null,"abstract":"A data-driven head motion correction (MoCo) method was tested on 11C-Methionine brain positron emission tomography (PET) images in a cohort of 44 pediatric patients with brain tumors referred to a PET/MR study. Its impact was investigated both qualitatively and quantitatively. For each patient, PET images were reconstructed offline both with (PETddMoCo) and without (PETnoMoCo) MoCo algorithm. An expert Nuclear Medicine physician qualitatively evaluated PET images, and segmented PET positive lesions in both datasets, extracting the following PET parameters: maximum and mean standardized uptake value (SUVmax and SUVmean, respectively), and metabolic tumor volume (MTV). PET parameters before and after MoCo were compared and their absolute percentage difference was calculated (<inline-formula> <tex-math>$Delta $ </tex-math></inline-formula>%). Contrast-to-noise (CNR) and its difference (<inline-formula> <tex-math>$Delta $ </tex-math></inline-formula>) before and after MoCo were calculated. Thirty-one patients had a “low” level of motion, 8 patients “medium” and 5 patients “high.” Twenty-one patients out of forty-four had positive 11C-Methionine uptake (26 lesions). Qualitatively, no difference was evident in negative patients, while two PET positive lesions could be better defined after MoCo. Quantitatively, CNR increased significantly after MoCo for “medium+high” lesions, while none of the PET parameters showed significant difference. Increasing the sample of patients might confirm these results.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"10 2","pages":"240-248"},"PeriodicalIF":3.5,"publicationDate":"2025-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146116906","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a Novel Proton Range Detector Using a Scintillator Disk Integrated With Copper Indium Gallium Selenide Solar Cells 利用铜铟镓硒化太阳能电池集成的闪烁盘研制新型质子测距探测器
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-08 DOI: 10.1109/TRPMS.2025.3568131
Dong-Seok Shin;Geon Oh;Jeong-Eun Rah;Se Byeong Lee;Young Kyung Lim;Jonghwi Jeong;Haksoo Kim;Chankyu Kim;Dongho Shin;Jaeman Son
Range errors in proton therapy can pose critical problems due to the steep dose gradient. Previously proposed range detectors using photomultiplier tubes and optical fibers have several limitations including use of external high-voltage sources, vulnerability to external forces, and complex signal transmission, which can cause inaccuracies in range measurement. This study aims to develop and assess a novel proton range detector that utilizes a scintillator disk with copper indium gallium selenide (CIGS) solar cells to overcome these challenges. The detector, consisting of a plastic scintillator disk, CIGS solar cells, and a data acquisition module, measures voltage signals from the solar cells through radioluminescence generated by the scintillator. We evaluated the dosimetric characteristics of our detector, focusing on range accuracy, dose linearity, dose rate dependence, energy dependence, spot position dependence. The detector showed range discrepancies of less than 1 mm, excellent dose linearity, dose rate independence within 1%, and energy independence within ±3%. In addition, the signals near the disk’s center were consistent within 4% error across various spot positions. These findings suggest that the proposed detector, with its simplified configuration, offers high measurement accuracy and could be a promising alternative to other detectors based on photomultiplier tubes and optical fibers.
由于剂量梯度大,质子治疗的范围误差会造成严重的问题。以前提出的使用光电倍增管和光纤的距离探测器有几个限制,包括使用外部高压源,易受外力影响,以及复杂的信号传输,这可能导致距离测量不准确。本研究旨在开发和评估一种新型质子距离探测器,该探测器利用带有铜铟镓硒化(CIGS)太阳能电池的闪烁盘来克服这些挑战。该探测器由塑料闪烁盘、CIGS太阳能电池和数据采集模块组成,通过闪烁体产生的辐射发光测量来自太阳能电池的电压信号。我们评估了我们的探测器的剂量学特性,重点是距离精度,剂量线性,剂量率依赖性,能量依赖性,光斑位置依赖性。该检测器的范围误差小于1 mm,具有良好的剂量线性,剂量率独立性在1%以内,能量独立性在±3%以内。此外,圆盘中心附近的信号在不同的点位置误差在4%以内是一致的。这些发现表明,所提出的探测器,其简化的配置,提供了高的测量精度,可能是一个有希望的替代其他基于光电倍增管和光纤的探测器。
{"title":"Development of a Novel Proton Range Detector Using a Scintillator Disk Integrated With Copper Indium Gallium Selenide Solar Cells","authors":"Dong-Seok Shin;Geon Oh;Jeong-Eun Rah;Se Byeong Lee;Young Kyung Lim;Jonghwi Jeong;Haksoo Kim;Chankyu Kim;Dongho Shin;Jaeman Son","doi":"10.1109/TRPMS.2025.3568131","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3568131","url":null,"abstract":"Range errors in proton therapy can pose critical problems due to the steep dose gradient. Previously proposed range detectors using photomultiplier tubes and optical fibers have several limitations including use of external high-voltage sources, vulnerability to external forces, and complex signal transmission, which can cause inaccuracies in range measurement. This study aims to develop and assess a novel proton range detector that utilizes a scintillator disk with copper indium gallium selenide (CIGS) solar cells to overcome these challenges. The detector, consisting of a plastic scintillator disk, CIGS solar cells, and a data acquisition module, measures voltage signals from the solar cells through radioluminescence generated by the scintillator. We evaluated the dosimetric characteristics of our detector, focusing on range accuracy, dose linearity, dose rate dependence, energy dependence, spot position dependence. The detector showed range discrepancies of less than 1 mm, excellent dose linearity, dose rate independence within 1%, and energy independence within ±3%. In addition, the signals near the disk’s center were consistent within 4% error across various spot positions. These findings suggest that the proposed detector, with its simplified configuration, offers high measurement accuracy and could be a promising alternative to other detectors based on photomultiplier tubes and optical fibers.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"10 2","pages":"258-267"},"PeriodicalIF":3.5,"publicationDate":"2025-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10993482","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146116897","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Long-Range Noninvasive Electromagnetic Treatment of U87-MG Glioblastoma (in Vitro) by Plasma Discharge Tube With a Concave Reflective Electrode 凹反射电极等离子放电管远距离无创电磁治疗体外U87-MG胶质母细胞瘤
IF 3.5 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-07 DOI: 10.1109/TRPMS.2025.3567663
Denis B. Zolotukhin;Alex H. Horkowitz;Michael Keidar
Immersion of a 12.5-kHz helium plasma discharge tube (DT) inside a metallic reflective bowl-like electrode enhances the anisotropy and directs the electromagnetic emission outwards from DT. Fitting the emission amplitude spatial decay by exponential functions shows that with the reflective electrode, the emission spatially decreases ~10 times slower than without the electrode. Such a way for directing the electromagnetic emission extends the effective spatial range of physical sensitization effect on UMG87 glioblastoma cancer cells from typical distance of several millimeters without the reflective electrode, up to several tens of millimeters with reflective electrode at floating or full DT central electrode potential. The decrease of UMG87 cell viability proportionally grows with the concentration of the intracellular Reactive Oxygen Species, and is detected not only at much larger axial distances (up to 10 cm), but also at nonzero radial distances from the DT center, reaching maximal effect in the vicinity of the walls of the reflective electrode. These findings look promising for the development of technology for distant nonionizing and noninvasive electromagnetic treatment of deep-lying tumors.
将12.5 khz的氦等离子体放电管(DT)浸泡在金属反射碗状电极中,增强了各向异性,并使DT的电磁发射向外定向。利用指数函数拟合发射振幅的空间衰减表明,有反射电极时,发射的空间衰减速度比没有电极时慢约10倍。这种定向电磁发射的方式将对UMG87胶质母细胞瘤癌细胞的物理增敏效应的有效空间范围从典型的无反射电极的几毫米距离,扩展到反射电极在浮动或全DT中心电极电位下的几十毫米距离。随着细胞内活性氧浓度的增加,UMG87细胞活力的降低成比例地增长,并且不仅在更大的轴向距离(高达10 cm)处检测到,而且在距离DT中心的非零径向距离处也能检测到,在反射电极壁附近达到最大效果。这些发现为深部肿瘤的远距离非电离和非侵入性电磁治疗技术的发展提供了希望。
{"title":"Long-Range Noninvasive Electromagnetic Treatment of U87-MG Glioblastoma (in Vitro) by Plasma Discharge Tube With a Concave Reflective Electrode","authors":"Denis B. Zolotukhin;Alex H. Horkowitz;Michael Keidar","doi":"10.1109/TRPMS.2025.3567663","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3567663","url":null,"abstract":"Immersion of a 12.5-kHz helium plasma discharge tube (DT) inside a metallic reflective bowl-like electrode enhances the anisotropy and directs the electromagnetic emission outwards from DT. Fitting the emission amplitude spatial decay by exponential functions shows that with the reflective electrode, the emission spatially decreases ~10 times slower than without the electrode. Such a way for directing the electromagnetic emission extends the effective spatial range of physical sensitization effect on UMG87 glioblastoma cancer cells from typical distance of several millimeters without the reflective electrode, up to several tens of millimeters with reflective electrode at floating or full DT central electrode potential. The decrease of UMG87 cell viability proportionally grows with the concentration of the intracellular Reactive Oxygen Species, and is detected not only at much larger axial distances (up to 10 cm), but also at nonzero radial distances from the DT center, reaching maximal effect in the vicinity of the walls of the reflective electrode. These findings look promising for the development of technology for distant nonionizing and noninvasive electromagnetic treatment of deep-lying tumors.","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"10 1","pages":"159-167"},"PeriodicalIF":3.5,"publicationDate":"2025-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145861220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IEEE Transactions on Radiation and Plasma Medical Sciences Information for Authors IEEE辐射与等离子体医学科学汇刊作者信息
IF 4.6 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-03-04 DOI: 10.1109/TRPMS.2025.3542198
{"title":"IEEE Transactions on Radiation and Plasma Medical Sciences Information for Authors","authors":"","doi":"10.1109/TRPMS.2025.3542198","DOIUrl":"https://doi.org/10.1109/TRPMS.2025.3542198","url":null,"abstract":"","PeriodicalId":46807,"journal":{"name":"IEEE Transactions on Radiation and Plasma Medical Sciences","volume":"9 3","pages":"C2-C2"},"PeriodicalIF":4.6,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10910004","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143553120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
IEEE Transactions on Radiation and Plasma Medical 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