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Segmentation of Head and Neck Tumors Using Dual PET/CT Imaging:Comparative Analysis of 2D,2.5D,and 3D Approaches Using UNet Transformer
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作者 Mohammed A.Mahdi Shahanawaj Ahamad +3 位作者 Sawsan A.Saad Alaa Dafhalla Alawi Alqushaibi Rizwan Qureshi 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第12期2351-2373,共23页
The segmentation of head and neck(H&N)tumors in dual Positron Emission Tomography/Computed Tomogra-phy(PET/CT)imaging is a critical task in medical imaging,providing essential information for diagnosis,treatment p... The segmentation of head and neck(H&N)tumors in dual Positron Emission Tomography/Computed Tomogra-phy(PET/CT)imaging is a critical task in medical imaging,providing essential information for diagnosis,treatment planning,and outcome prediction.Motivated by the need for more accurate and robust segmentation methods,this study addresses key research gaps in the application of deep learning techniques to multimodal medical images.Specifically,it investigates the limitations of existing 2D and 3D models in capturing complex tumor structures and proposes an innovative 2.5D UNet Transformer model as a solution.The primary research questions guiding this study are:(1)How can the integration of convolutional neural networks(CNNs)and transformer networks enhance segmentation accuracy in dual PET/CT imaging?(2)What are the comparative advantages of 2D,2.5D,and 3D model configurations in this context?To answer these questions,we aimed to develop and evaluate advanced deep-learning models that leverage the strengths of both CNNs and transformers.Our proposed methodology involved a comprehensive preprocessing pipeline,including normalization,contrast enhancement,and resampling,followed by segmentation using 2D,2.5D,and 3D UNet Transformer models.The models were trained and tested on three diverse datasets:HeckTor2022,AutoPET2023,and SegRap2023.Performance was assessed using metrics such as Dice Similarity Coefficient,Jaccard Index,Average Surface Distance(ASD),and Relative Absolute Volume Difference(RAVD).The findings demonstrate that the 2.5D UNet Transformer model consistently outperformed the 2D and 3D models across most metrics,achieving the highest Dice and Jaccard values,indicating superior segmentation accuracy.For instance,on the HeckTor2022 dataset,the 2.5D model achieved a Dice score of 81.777 and a Jaccard index of 0.705,surpassing other model configurations.The 3D model showed strong boundary delineation performance but exhibited variability across datasets,while the 2D model,although effective,generally underperformed compared to its 2.5D and 3D counterparts.Compared to related literature,our study confirms the advantages of incorporating additional spatial context,as seen in the improved performance of the 2.5D model.This research fills a significant gap by providing a detailed comparative analysis of different model dimensions and their impact on H&N segmentation accuracy in dual PET/CT imaging. 展开更多
关键词 pet/ct imaging tumor segmentation weighted fusion transformer multi-modal imaging deep learning neural networks clinical oncology
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Application of ^(18) F-FDG PET/CT Imaging in Diagnosing Bladder Tumor Metastasis Lesions
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作者 李杨 杨中青 +2 位作者 叶慧 齐琳 胡军武 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2013年第2期234-237,共4页
Bladder tumor is the most common malignant tumor in urinary system and always com- panied with lymph node metastasis. The accurate staging plays a significant role in treatment for bladder tumor and prognostic evaluat... Bladder tumor is the most common malignant tumor in urinary system and always com- panied with lymph node metastasis. The accurate staging plays a significant role in treatment for bladder tumor and prognostic evaluation, and the distant metastasis predicts worse prognosis. The objective of this study was to assess the clinical significance of 18F-FDG PET/CT imaging in diagnosing bladder tumor metastasis lesions. A retrospective analysis of 60 patients with bladder tumor from October 2008 to May 2010 was done. The patients were stratified based on the imaging technique. Among all 60 cases, besides the primary lesion, 81 suspected lesions were spotted and 73 confirmed as metastasis, including 50 lymph node metastases, 22 distant metastases, and 1 bone metastasis. For PET/CT imaging, its sensitivity was 94.5%, specificity 87.5%, positive predictive value 98.6%, negative predictive value 63.6% and accuracy 93.8% respectively. For CT, its sensitivity was 82.2%, specificity 50%, positive predictive value 93.8%, negative predictive value 23.5% and accuracy 79% respectively. PET/CT im- aging was superior to CT in sensitivity, specificity and accuracy. In conclusion, 18F-FDG PET/CT imaging is more significant in diagnosing bladder tumor metastasis lesions. 展开更多
关键词 pet FDG Application of F-FDG pet/ct imaging in Diagnosing Bladder Tumor Metastasis Lesions ct
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^(18)F-PBR06 PET/CT imaging of inflammation and differentiation of lung cancer in mice 被引量:2
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作者 He Zhang Hui Tan +7 位作者 Wu-Jian Mao Jun Zhou Zhe-Quan Fu Yan Hu Jie Xiao Qing-Yu Lin Hong-Cheng Shi Deng-Feng Cheng 《Nuclear Science and Techniques》 SCIE CAS CSCD 2019年第5期122-129,共8页
The present study explored the 18-kDa translocator protein radioligand ^(18)F-PBR06 as a PET imaging biomarker for diagnosis of inflammation and compared it with ^(18)F-FDG for differentiation of inflammation and lung... The present study explored the 18-kDa translocator protein radioligand ^(18)F-PBR06 as a PET imaging biomarker for diagnosis of inflammation and compared it with ^(18)F-FDG for differentiation of inflammation and lung tumors in animals.^(18)F-PBR06 was synthesized with an average decay-corrected radiochemical yield of 30–40%(end of synthesis, EOS), and the radiochemical purity was greater than 99%. The inflammation-to-blood ratio of ^(18)FPBR06(3.53 ± 0.26) was higher than the tumor-to-blood ratio(1.77 ± 0.35)(P \ 0.001). The inflammation-tomuscle ratio of ^(18)F-PBR06(2.33 ± 0.64) was also higher than the tumor-to-muscle ratio(1.45 ± 0.14)(P = 0.036).Micro-PET/CT images showed high uptake of ^(18)F-FDG in both inflamed muscles and lung tumor tissues. However,^(18)F-PBR06 uptake in inflamed muscles remained higher than that in the lung tumor tissues, following 90 min of dynamic Micro-PET/CT imaging. Further, macrophages in the inflammatory regions showed a higher fluorescence signal than in lung tumor tissues. Results of the study confirmed that ^(18)F-PBR06 PET/CT imaging allowed for diagnosis of inflammation. Moreover,^(18)F-PBR06 uptake in the inflammatory regions was significantly higher than in lung tumor tissues, suggesting that ^(18)F-PBR06 PET/CT imaging has potential to differentiate between peripheral lung cancer and inflammation nodules. 展开更多
关键词 TSPO MACROPHAGE pet/ct INFLAMMATION LUNG cancer
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A generalized method of converting CT image to PET linear attenuation coefficient distribution in PET/CT imaging 被引量:2
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作者 王璐 武丽伟 +4 位作者 魏乐 高娟 孙翠丽 柴培 李道武 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第2期503-511,共9页
The accuracy of attenuation correction in positron emission tomography scanners depends mainly on deriving the reliable 511-keV linear attenuation coefficient distribution in the scanned objects. In the PET/CT system,... The accuracy of attenuation correction in positron emission tomography scanners depends mainly on deriving the reliable 511-keV linear attenuation coefficient distribution in the scanned objects. In the PET/CT system, the linear attenu- ation distribution is usually obtained from the intensities of the CT image. However, the intensities of the CT image relate to the attenuation of photons in an energy range of 40 keV-140 keV. Before implementing PET attenuation correction, the intensities of CT images must be transformed into the PET 511-keV linear attenuation coefficients. However, the CT scan parameters can affect the effective energy of CT X-ray photons and thus affect the intensities of the CT image. Therefore, for PET/CT attenuation correction, it is crucial to determine the conversion curve with a given set of CT scan parameters and convert the CT image into a PET linear attenuation coefficient distribution. A generalized method is proposed for con- verting a CT image into a PET linear attenuation coefficient distribution. Instead of some parameter-dependent phantom calibration experiments, the conversion curve is calculated directly by employing the consistency conditions to yield the most consistent attenuation map with the measured PET data. The method is evaluated with phantom experiments and small animal experiments. In phantom studies, the estimated conversion curve fits the true attenuation coefficients accurately, and accurate PET attenuation maps are obtained by the estimated conversion curves and provide nearly the same correction results as the true attenuation map. In small animal studies, a more complicated attenuation distribution of the mouse is obtained successfully to remove the attenuation artifact and improve the PET image contrast efficiently. 展开更多
关键词 linear attenuation coefficient pet/ct attenuation correction consistency conditions
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The Role of PET/CT Imaging in Lung Cancer 被引量:1
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作者 David Ladrón de Guevara Hernández 《Journal of Cancer Therapy》 2015年第8期690-700,共11页
Lung cancer presents a high prevalence around the world and constitutes the leading cause of death due to cancer in men and women. Proper staging is essential in order to provide the correct treatment and estimate sur... Lung cancer presents a high prevalence around the world and constitutes the leading cause of death due to cancer in men and women. Proper staging is essential in order to provide the correct treatment and estimate survival. PET/CT imaging is the method of choice for the staging of lung cancer patients with a better performance than the traditional imaging methods. It allows defining the primary tumor more clearly, separating it from the atelectasis and neighboring fibrotic changes, thus achieving an improved T evaluation while optimizing the target definition for radiotherapy. It presents greater sensibility and specificity than Computed Tomography (CT) when assessing the extra-thoracic and thoracic lymph nodes, modifying the N stage with regard to the traditional study in up to 25% of patients. PET/CT imaging is the method with the best performance for detecting extra-encephalic metastasis and for detecting unexpected lesions in up to 30% of patients. In order to achieve proper encephalic staging, a Magnetic Resonance Imaging scan must be performed or, a CT scan of the brain concomitant to the PET/CT. One to eight percent of lung cancer patients who are subjected to PET/CT imaging present a synchronous secondary extra pulmonary or pulmonary cancer when being diagnosed, with significant prognostic and therapeutic implications. PET/CT imaging has proven to be a valuable tool for survival prognosis with regard to the initial uptake of the tumor and the early response (interim) or final response to chemotherapy, although it is not routinely used for evaluating therapy. The PET/MRI is an emerging hybrid technique with certain advantages, such as less exposure to radiation in comparison to PET/CT and greater contrast resolution of the MRI images. However, its usefulness has not been validated yet for lung cancer patients. 展开更多
关键词 LUNG CANCER PULMONARY MALIGNANCY pet/ct
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Differential Diagnosis of Warthin's Tumor Complicated with Lung Adenocarcinoma by 18F- FDG PET/CT Imaging and Radioisotope Scanning with Tc-99m Pertechnetate:A Case Report and Literature Review
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作者 Ting-zheng Fang Jia-rui Zhu Ling Chuan Wen-rui Zhao Ying-kui Liang Sheng Wang 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2010年第2期163-166,共4页
A seventy eight years old male patient underwent a whole body 18F- FDG PET/CT imaging to diagnose the lesion which was showed in the right lung by a chest X ray test and CT scan before. Besides the intense 18F- FDG up... A seventy eight years old male patient underwent a whole body 18F- FDG PET/CT imaging to diagnose the lesion which was showed in the right lung by a chest X ray test and CT scan before. Besides the intense 18F- FDG uptake of the lesion in the right lung, a lesion in the left parotid gland also showed intense 18F- FDG uptake. To evaluate the pathology of the lesion in the left parotid gland, a parotid gland scintigraphy imaging with Tc-99m pertechnetate was done and revealed a Warthin's tumor. Later a fine needle aspiration(FNA) confirmed that it was a Warthin's tumor. 展开更多
关键词 Warthin's tumor Lung adenocarcinoma 18F- FDG pet/ct Tc-99m pertechnetate SPEct
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Strategies to Improve CT Dose Optimization for Hybrid PET/CT Imaging
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作者 Abdel-Baset Bani Yaseen Yasmin Md Radzi +2 位作者 Hussain M. Almohiy Akshay Kohli Mohammad Rawashdeh 《Open Journal of Medical Imaging》 2021年第2期48-57,共10页
Background: To evaluate whether current dose reduction strategies for the CT component of hybrid Positron Emission Tomography—Computed Tomography (PET/CT) systems could reduce patient dose with maintaining adequate i... Background: To evaluate whether current dose reduction strategies for the CT component of hybrid Positron Emission Tomography—Computed Tomography (PET/CT) systems could reduce patient dose with maintaining adequate image quality for PET/CT studies. Materials and Methods: Literature survey was initially based on the selection of keywords and years of publication to identify potentially relevant articles, then the further search was conducted on the authors and references from these articles. The abstract of each article was first appraised to decide whether the content was relevant to this research question. The articles were classified into five groups: studies on dosimetry, studies on radiation-induced diseases, studies on dose reduction methods for CT-based attenuation correction (CTAC), studies on dose reduction methods for CT localization, and studies on reducing the need for a full-dose diagnostic CT in PET/CT imaging. 58 peer-reviewed articles were selected and appraised and 29 articles were used to compose this literature review. Results: The published nuclear medicine and medical physics literature were reviewed. CT dose contributed 47% - 81% of the total effective dose of a standard PET/CT study and was associated with radiation-induced diseases. The dose reduction techniques were extracted and divided into three categories: reducing the CT dose for attenuation correction (AC) and localization, selectively localizing CT use, and reducing the need for a full-dose diagnostic CT. Conclusion: Three strategies have been demonstrated, with high potential for reducing patient dose while maintaining an adequate CT image quality, used for CTCA localization and diagnosis, respectively. 展开更多
关键词 ct Scan Radiation Dose Hybrid imaging pet Systems ctAC
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Role of F-18 FDG PET/CT imaging in the diagnosis of paraneoplastic neurological syndromes
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作者 Lei Kang Xiaojie Xu +1 位作者 Hongwei Sun Rongfu Wang 《The Chinese-German Journal of Clinical Oncology》 CAS 2014年第10期494-498,共5页
Paraneoplastic neurological syndromes(PNS) is a series of rare neurologic disorders which happen with an underlying malignancy. It has various clinical symptoms proceding to the diagnosis of tumors. Although the abnor... Paraneoplastic neurological syndromes(PNS) is a series of rare neurologic disorders which happen with an underlying malignancy. It has various clinical symptoms proceding to the diagnosis of tumors. Although the abnormality of anti-neuronal antibodies is suggestive of PNS and tumors, there exist many false positive and false negative cases. The diagnosis of PNS is usually a challenge in clinic. Positron emission tomography/computed tomography(PET/CT) imaging is an anatomical and functional fusion imaging method, which provides the whole-body information by single scan. Fluorodeoxyglucose(FDG) PET/CT imaging can not only detect potential malignant lesions in the whole body, but also assess functional abnormality in the brain. In this review, the mechanism, clinical manifestation, diagnostic procedure and the recent progress of the utility of FDG PET/CT in PNS are introduced respectively. 展开更多
关键词 paraneoplastic neurological syndrome (PNS) fluorodeoxyglucose (FDG) positron emission tomography/com-puted tomography pet/ct anti-neuronal antibody
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Optimal Threshold of Stimulated Serum Thyroglobulin Level for ^(18)F-FDG PET/CT imaging in Patients with Thyroid Cancer
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作者 柴红 张虎 +1 位作者 余永利 高云朝 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2017年第3期429-432,共4页
This study was to explore the optimal threshold of thyroid-stimulating hormone(TSH)-stimulated serum thyroglobulin(s-Tg) for patients who were to receive18F-fluorodeoxyglucose(18F-FDG) PET/CT scan owing to clinical su... This study was to explore the optimal threshold of thyroid-stimulating hormone(TSH)-stimulated serum thyroglobulin(s-Tg) for patients who were to receive18F-fluorodeoxyglucose(18F-FDG) PET/CT scan owing to clinical suspicion of differentiated thyroid cancer(DTC) recurrence but negative post-therapeutic 131I whole-body scan(131I-WBS). A total of 60 qualified patients underwent PET/CT scanning from October 2010 to July 2014. The receiver operating characteristic(ROC) curve analyses showed that s-Tg levels over 49 μg/L led to the highest diagnostic accuracy of PET/CT to detect recurrence, with a sensitivity of 89.5% and a specificity of 90.9%. Besides, bivariate correlation analysis showed positive correlation between s-Tg levels and the maximum standardized uptake values(SUVmax) of18F-FDG in patients with positive PET/CT scanning, suggesting a significant influence of TSH both on Tg release and uptake of18F-FDG. So, positive PET/CT imaging is expected when patients have negative 131I-WBS but s-Tg levels over 49 μg/L. 展开更多
关键词 18F-fluorodeoxyglucose(18F-FDG) positron emission tomography/computed tomography(pet/ct) differentiated thyroid cancer(DTC) post-therapeutic 131I whole-body scan(131I-WBS) serum thyroglobulin(Tg) thyroid-stimulating hormone(TSH)
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The prognostic value of radiomics based on ^(18)F-FDG PET/CT imaging in advanced non-small cell lung cancer
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作者 LI Xue-yan WANG Da-wei +2 位作者 YU Lijuan CHEN Lu PAN Deng 《Journal of Hainan Medical University》 2023年第3期48-53,共6页
Objective:To investigate the prognostic value of radiomics features based on ^(18)F-FDG PET/CT imaging for advanced non-small cell lung cancer(NSCLC)treated with chemotherapy.Methods:A sample of 146 NSCLC patients sta... Objective:To investigate the prognostic value of radiomics features based on ^(18)F-FDG PET/CT imaging for advanced non-small cell lung cancer(NSCLC)treated with chemotherapy.Methods:A sample of 146 NSCLC patients stagedⅢor stageⅣwere included in this retrospective study who received ^(18)F-FDG PET/CT before treatment.All patients were treated with standardized chemotherapy after PET/CT examination and were divided into training group and validation group in an 8:2 ratio randomly.Radiomics features were extracted.In the training group,the minimum absolute contraction and selection operator(LASSO)algorithm and Cox risk proportional regression model were used to screen radiomics and clinical prognostic factors of progression-free survival(PFS).The radiomic model,clinical model and complex model were established respectively.The corresponding scores were calculated,then verified in the validation group.Results:The LASSO algorithm finally screened four radiomics features.ROC results showed that in the training group,the AUC of PFS predicted by the radiomics model was 0.746,and that in the verification group was 0.622.COX multivariate analysis finally included three clinical features related to PFS in NSCLC patients,namely pathological type,clinical stage and MTV30.The AUC for predicting PFS by clinical model,radiomics model and composite model were 0.746,0.753 and 0.716,respectively.The radiomics model had the highest diagnostic efficacy,and its sensitivity and specificity were 0.663 and 0.833,respectively.Delong test verified that there was no statistical difference in the predictive efficacy between the radiomics model and the composite model(Z=1.777,P=0.076)and the clinical imaging model(Z=0.323,P=0.747).Conclusion:The radiomics model based on PET/CT has a good predictive value for the prognosis of advanced NSCLC treated with chemotherapy,but it needs further validation before it can be widely used in clinical practice. 展开更多
关键词 pet/ct Non-small cell lung cancer Radiomics CHEMOTHERAPY PROGNOSIS
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Analysis of Local Diagnostic Reference Levels for Pediatric Patients Undergoing 18F-FDG PET/CT Imaging for Oncology
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作者 Saad Alqahtani Khaled Soliman +5 位作者 Saad Alotaibi Khaled Alnofaie Abdullah Alahmari Fahad Alyahya Abdullah Albdullah Rashed Alharbi 《Journal of Applied Mathematics and Physics》 2023年第7期2144-2155,共12页
Background: The PET/CT imaging studies have two doses components the dose from the PET radiopharmaceutical and the other from the low dose CT used for PET images attenuation correction. We have one PET/CT scanner at o... Background: The PET/CT imaging studies have two doses components the dose from the PET radiopharmaceutical and the other from the low dose CT used for PET images attenuation correction. We have one PET/CT scanner at our institution a Philips Time of Flight scanner. Our local patient’s radiation protection rules requires continuous assessment of radiation doses delivered to our patients. Purposes: The objectives of this study are to develop a weight- based facility DRLs for paediatric F-18-FDG PET-CT imaging for oncology in a large tertiary hospital and to determine whether the calculated DRLs compares with internationally published DRLs. Materials & Methods: Radiation dose data and patient demographics of two-hundreds and sixteen paediatric PET-CT oncology patients imaging procedures from one large tertiary hospital were selected and analysed in order to establish a facility paediatric DRLs. Statistical analysis was performed. Results: The PET dose reference levels ranged between [62 - 525] MBq of injected activity for a range of pediatric age groups. The CTDI<sub>vol</sub> values were between 3.5 and 16.5 mGy for all age groups. Comparison with current EANM and SNMMI recommendations of patient’s dose are discussed. Conclusion: Our pediatric PET/CT reference levels are higher than the ones reported internationally with notable variations. . 展开更多
关键词 Diagnostic Reference Levels pet/ct 18-F-FDG Pediatric Radiation Dose ctDIvol ONCOLOGY
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Unusual Metastases to Diaphragm and Spleen from Adenocarcinoma of Lung Detected by 18F-FDG PET/CT Imaging:A Case Report
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作者 Anindita Rani Paul Rajib Paul Chowdhury +1 位作者 Pritam Saha Podder Umme Saoda 《Journal of Oncology Research》 2019年第3期1-3,共3页
Globally,carcinoma of lung is the predominant cause of cancer death among both men and women.While hematogenous spread from primary lung cancer to multiple other organs is frequently reported,metastases of malignant t... Globally,carcinoma of lung is the predominant cause of cancer death among both men and women.While hematogenous spread from primary lung cancer to multiple other organs is frequently reported,metastases of malignant tumors to diaphragm and spleen are rare.Nowadays,Positron emission tomography(PET)with 18 F-fluorodeoxyglucose(FDG)has emerged in such a way that it has become an effective imaging technology for the evaluation of different carcinomas,particularly for cancer staging and follow up after therapy.PET scan is able to provide metabolic information.In this case,we present an attractive unified PET/CT scan image in a patient with lung carcinoma having unusual diaphragm and splenic metastases.So,PET/CT imaging could strongly identified rare and unusual metastatic sites of cancer and added more appropriate staging in patient with carcinoma of lung. 展开更多
关键词 pet/ct Lung carcinoma Diaphragm metastasis Splenic metastasis
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Feasibility study of a LYSO‑SiPM‑based prototype for hybrid Compton and PET imaging
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作者 Hai‑Hao Wang Yu‑Cun Hou +4 位作者 Jian‑Lang Hua Zi‑Quan Yuan Chen‑Xi Li Run‑Ze Liao Jian‑Yong Jiang 《Nuclear Science and Techniques》 2026年第1期80-93,共14页
We present a prototype for hybrid Compton and positron emission tomography(PET)imaging aimed at enhancing data utilization and enabling concurrent imaging of multiple radiopharmaceuticals.The prototype comprises two d... We present a prototype for hybrid Compton and positron emission tomography(PET)imaging aimed at enhancing data utilization and enabling concurrent imaging of multiple radiopharmaceuticals.The prototype comprises two detectors that utilize LYSO-SiPM and were available in our laboratory.One detector consists of a 50×50 array of LYSO crystals,each measuring 0.9mm×0.9mm×10mm with 1 mm pitches,whereas the other detector comprises a 25×25 array of LYSO crystals,each measuring 1.9mm×1.9mm×10mm with 2 mm pitches.These detectors are mounted on a rotational stage,which enables them to function as either a Compton camera or a PET detector pair.The 64-channel signals from the SiPMs of each detector are processed through a capacitive multiplexing circuit to yield four position-weighted outputs.Distinct energy windows were used to discriminate Compton events from PET events.Energy resolution and energy-channel relationships were calibrated via multiple sources.The measured average energy resolutions(full widths at half maximum,FWHMs)for the detectors at 511 keV were 17.5%and 15.2%,respectively.The initial experimental results indicate an angular resolution(FWHM)of 8.6◦for the system in Compton imaging mode.A V-shaped tube injected with 18 F solution was clearly reconstructed,which further verified the imaging capabilities of the system in Compton imaging mode.The results of simulation and experimental imaging studies show that the system can detect tumors as small as 1 mm in diameter when working in PET imaging mode.Mouse bone PET imaging was successfully conducted,with the results matching well with the corresponding CT images.This technology holds great potential for advancing the development of physiological function modalities. 展开更多
关键词 Positron emission tomography(pet) Compton camera image reconstruction
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基于^(18)F-FDG PET/CT的棕色脂肪组织特征参数与冠状动脉钙化的相关性分析
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作者 杨浩 朱海涛 +3 位作者 易义德 宋廉 张龙江 曹雄锋 《江苏大学学报(医学版)》 2026年第1期24-29,共6页
目的:探讨棕色脂肪组织(brown adipose tissue,BAT)在^(18)F-FDG PET/CT图像中的特征参数与冠状动脉钙化的相关性。方法:收集2013年12月至2024年4月期间于江苏大学附属医院行^(18)F-FDG PET/CT检查的2399例患者,经1∶1倾向性评分匹配(pr... 目的:探讨棕色脂肪组织(brown adipose tissue,BAT)在^(18)F-FDG PET/CT图像中的特征参数与冠状动脉钙化的相关性。方法:收集2013年12月至2024年4月期间于江苏大学附属医院行^(18)F-FDG PET/CT检查的2399例患者,经1∶1倾向性评分匹配(propensity score matching,PSM)并根据BAT是否阳性分为BAT阳性组(n=171)和BAT阴性组(n=171)例,分析两组间一般临床资料和冠状动脉钙化发生率的差异。分析BAT阳性组患者颈部、锁骨上窝、腋窝、纵隔、脊柱旁及腹部6个解剖部位BAT图像特征参数的差异,筛选出BAT活性最高的部位(脊柱旁),进一步分析不同冠状动脉钙化累及分支数、不同冠状动脉钙化严重程度组间脊柱旁BAT图像特征参数的差异。结果:PSM后BAT阳性组冠状动脉钙化发生率和冠状动脉钙化积分显著低于阴性组。BAT阳性组6个解剖部位中脊柱旁BAT的SUVmax最高,与腹部和腋窝BAT的SUVmax差异均有统计学意义(均P<0.001);脊柱旁BAT的SUVmean与腋窝BAT的SUVmean差异有统计学意义(P<0.001),但与其他解剖部位的SUVmean差异无统计学意义(均P>0.05);脊柱旁BAT体积和表面积与腹部及腋窝BAT差异均有统计学意义(均P<0.001)。随着冠状动脉钙化累及分支数和严重程度增加,脊柱旁BAT各特征参数呈降低趋势(均P<0.01)。结论:BAT的存在与较低的冠状动脉钙化风险相关,脊柱旁BAT可能对冠状动脉钙化的发生发展存在潜在的抑制效应。 展开更多
关键词 棕色脂肪组织 ^(18)F-FDG pet/ct 冠状动脉钙化 倾向性评分匹配
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^(11)C-PIB PET/CT在阿尔茨海默病和轻度认知障碍患者中的诊断应用研究
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作者 田熙铭 鞠彦秀 +3 位作者 刘金玲 邢思雨 赵晴 李松涛 《中国实验诊断学》 2026年第1期1-6,共6页
目的分析^(11)C-PIB PET/CT在各脑区的标准摄取值比(SUVR)与简易精神状态量表(MMSE)评分的相关性,探索其在阿尔茨海默病(AD)不同疾病阶段中的应用价值。方法纳入2018年12月至2024年12月期间32例患者(AD组21例,轻度认知障碍组11例),使用3... 目的分析^(11)C-PIB PET/CT在各脑区的标准摄取值比(SUVR)与简易精神状态量表(MMSE)评分的相关性,探索其在阿尔茨海默病(AD)不同疾病阶段中的应用价值。方法纳入2018年12月至2024年12月期间32例患者(AD组21例,轻度认知障碍组11例),使用3D Slicer软件对^(11)C-PIB PET/CT图像进行处理,统计得到各脑区的SUVR值,将各脑区SUVR值进行组间比较,可以得到具有显著差异的脑区,并将这些脑区的SUVR值与MMSE量表分值进行相关性分析。结果AD组多个脑区SUVR值高于MCI组,其中左侧额上回、左侧中央后回、左侧海马旁回及周围回、左侧梭形回等多个脑区差异显著(P<0.01)。相关性分析表明,左侧额上回、左侧中央后回、左侧海马旁回及周围回、左侧梭形回脑区SUVR值与MMSE评分呈显著负相关,提示β淀粉样蛋白沉积量与认知损害程度正相关。多元线性回归显示,左侧额上回、左侧中央后回、左侧海马旁回及周围回脑区的SUVR值是MMSE评分高低的重要影响因素(P<0.05)。结论^(11)C-PIB PET/CT检测的脑区β淀粉样蛋白沉积水平与认知功能密切相关,其中左侧额上回、左侧中央后回、左侧海马旁回及周围回脑区的SUVR值,是影响患者MMSE评分高低的关键因素。 展开更多
关键词 ^(11)C-PIB pet/ct 阿尔茨海默病 轻度认知障碍 简易精神状态量表
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智能化机器人程序在PET/CT检查效率中的应用
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作者 叶小畅 徐丽君 胡永安 《全科医学临床与教育》 2026年第1期15-18,共4页
目的 探讨智能化机器人程序在核医学科PET/CT检查效率中的应用价值。方法 纳入接受PET/CT检查的患者147例,按照简单随机法分为观察组71例和对照组76例。观察组在智能化机器人程序引导下接受PET/CT检查,对照组采用常规检查模式。比较两... 目的 探讨智能化机器人程序在核医学科PET/CT检查效率中的应用价值。方法 纳入接受PET/CT检查的患者147例,按照简单随机法分为观察组71例和对照组76例。观察组在智能化机器人程序引导下接受PET/CT检查,对照组采用常规检查模式。比较两组患者的就诊满意度和检查各阶段用时。结果 观察组总满意度10分及以上占91.55%(65/71),对照组占57.89%(44/76),差异有统计学意义(χ^(2)=21.61,P<0.05)。观察组问诊室到注射窗口用时、从注射窗口至休息室用时、休息室至上机扫描用时、检查结束至取餐离开用时及过程总用时明显短于对照组,差异均有统计学意义(t分别=-7.81、-2.78、-17.00、-17.23、-16.93,P均<0.05)。结论 智能化机器人程序有助于提高PET/CT检查效率。 展开更多
关键词 pet/ct 智能化机器人程序 满意度 效率
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^(18)F-FDG PET/CT深度学习影像组学在非小细胞肺癌中的研究进展
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作者 何健平 王新华 《中国现代医生》 2026年第2期101-104,共4页
肺癌是世界范围内发病率和死亡率最高的恶性肿瘤。^(18)F-氟代脱氧葡萄糖(^(18)F-fluorode-oxyglucose,^(18)F-FDG)正电子发射计算机体层显像仪(positron emission tomography and computed tomography,PET/CT)在肺癌评估和疾病进展管... 肺癌是世界范围内发病率和死亡率最高的恶性肿瘤。^(18)F-氟代脱氧葡萄糖(^(18)F-fluorode-oxyglucose,^(18)F-FDG)正电子发射计算机体层显像仪(positron emission tomography and computed tomography,PET/CT)在肺癌评估和疾病进展管理方面发挥重要作用。传统^(18)F-FDG PET/CT主要依赖于定性分析和基本定量参数。影像组学可提供超越传统视觉评估的信息,通过提取和量化各种特征,将病灶的形态学信息转化为高维数据;而深度学习则通过构建多层神经网络模型,自动学习影像数据中的复杂信息,进一步提升诊断和预测的准确性。本文对目前^(18)F-FDG PET/CT深度学习影像组学技术在非小细胞肺癌中的研究成果进行综述,为非小细胞肺癌的诊断、治疗及预后评估提供新策略。 展开更多
关键词 ^(18)F-FDG pet/ct 非小细胞肺癌 深度学习 影像组学
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^(18)F-FDG PET/CT显像代谢参数与侵袭性B细胞淋巴瘤疗效及预后的关系
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作者 郭丽娟 张会杰 +1 位作者 孙凤霞 岳军艳 《中国CT和MRI杂志》 2026年第2期168-171,共4页
目的探究^(18)F-FDG PET/CT显像代谢参数与侵袭性B细胞淋巴瘤疗效及预后的关系。方法回顾性分析2019年1月至2023年6月我院收治的经病理学确诊的弥漫大B细胞淋巴瘤(DLBCL)100例患者病历资料。所有患者均接受常规一线化疗方案治疗,在化疗... 目的探究^(18)F-FDG PET/CT显像代谢参数与侵袭性B细胞淋巴瘤疗效及预后的关系。方法回顾性分析2019年1月至2023年6月我院收治的经病理学确诊的弥漫大B细胞淋巴瘤(DLBCL)100例患者病历资料。所有患者均接受常规一线化疗方案治疗,在化疗前均接受^(18)F-FDG PET/CT显像检查,根据随访疗效结果将患者分为有效组(n=66)与无效组(n=34),根据随访预后结果分为预后良好组(n=62)与预后不良组(n=38),分析代谢参数[标准摄取值(SUV)的最大值(SUVmax)、肿瘤代谢体积(MTV)、糖酵解总量(TLG)]与DLBCL疗效及预后的关系。结果无效组SUVmax、MTV、TLG均显著高于有效组(均P<0.05)。受试者工作特征(ROC)曲线分析显示,PET/CT显像代谢参数SUVmax、MTV、TLG单独以及联合检测对DLBCL疗效均有一定的预测效能(P<0.05),其曲线下面积(AUC)分别为0.671、0.814、0.874、0.936,其中联合诊断预测效能最高,敏感度为79.41%,特异度为92.42%。预后不良组Ann Arbor分期Ⅲ期~Ⅳ期、国际预后指数(IPI)评分3~4分占比高于预后良好组,且PET/CT显像代谢参数SUVmax、MTV、TLG均显著高于预后良好组(均P<0.05)。logisitc回归分析显示,Ann Arbor分期Ⅲ期~Ⅳ期、IPI评分3~4分、SUVmax、MTV、TLG均是DLBCL患者预后不良的独立危险因素(均P<0.05)。ROC曲线分析显示,PET/CT显像代谢参数SUVmax、MTV、TLG单独以及联合检测对DLBCL预后均有一定的预测效能(P<0.05),AUC分别为0.615、0.672、0.739、0.779,其中联合诊断预测效能最高,敏感度为94.74%,特异度为51.61%。结论^(18)F-FDG PET/CT显像代谢参数预测DLBCL患者化疗疗效及预后具有较高效能,其中SUVmax、MTV、TLG联合预测效能最高。 展开更多
关键词 ^(18)F-FDG pet/ct 代谢参数 侵袭性B细胞淋巴瘤 弥漫大B细胞淋巴瘤 疗效 预后
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^(18)F-FDG PET/CT BPL重建技术与肺癌自身抗体联合检测鉴别肺结节良恶性效能研究
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作者 詹莹莹 张亚光 +3 位作者 邢宇 左超 韩瑜 刘爱玲 《影像科学与光化学》 2026年第1期138-144,共7页
目的:探讨^(18)F-FDG PET/CT贝叶斯正则化似然(BPL)重建技术联合肺癌自身抗体检测在孤立性肺结节(SPN)良恶性中鉴别诊断效能。方法:选取2021年2月至2024年5月在我院进行治疗的129例SPN患者为研究对象,均行^(18)F-FDG PET/CT BPL重建技... 目的:探讨^(18)F-FDG PET/CT贝叶斯正则化似然(BPL)重建技术联合肺癌自身抗体检测在孤立性肺结节(SPN)良恶性中鉴别诊断效能。方法:选取2021年2月至2024年5月在我院进行治疗的129例SPN患者为研究对象,均行^(18)F-FDG PET/CT BPL重建技术及自身抗体检测,以术后病理结果为诊断金标准,探究二者联合在肺结节良恶性鉴别诊断中的应用价值。结果:恶性组SUVmax、SUVmean、SBR、SUV_(SD)、SNR值均显著高于良性组(P<0.05);恶性组血清p53、PGP9.5、SOX2、GAGE7、GBU4-5、MAGEA1、CAGE值均显著高于良性组(P<0.05);以病理结果为诊断金标准,发现联合^(18)F-FDG PET/CT BPL重建与自身抗体在SPN中诊断效能显著高于单项检测,其敏感度为89.02%,特异度为82.98%,准确率为86.82%。结论:联合应用^(18)F-FDG PET/CT BPL重建技术与肺癌自身抗体检测相较于单项检测,能够显著提高诊断的敏感度、特异度和准确率,提示两者联合应用在临床实践中的可行性和优越性,能够为SPN的良恶性鉴别诊断提供更加全面、准确的信息,从而有助于制定更加合理、有效的治疗策略,值得在临床推广。 展开更多
关键词 ^(18)F-FDG pet/ct 贝叶斯正则化似然 重建技术 肺癌 自身抗体检测 肺结节 良恶性 鉴别诊断
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块序正则化最大期望值重建算法β值对前列腺癌Al^(18)F-PSMA-11 PET/CT图像质量及半定量参数准确性的影响
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作者 彭新华 朱研佳 +3 位作者 朱湘 张利卜 王健 戴东 《中国医学装备》 2026年第1期34-39,共6页
目的:分析块序正则化最大期望值(BSREM)重建算法不同β值重建对^(18)F-氟化铝-前列腺特异性膜抗原-11(Al^(18)FPSMA-11)PET/CT图像质量参数和半定量参数的影响,经Al^(18)F-PSMA-11显像剂获取最佳图像质量和准确半定量参数的β值。方法:... 目的:分析块序正则化最大期望值(BSREM)重建算法不同β值重建对^(18)F-氟化铝-前列腺特异性膜抗原-11(Al^(18)FPSMA-11)PET/CT图像质量参数和半定量参数的影响,经Al^(18)F-PSMA-11显像剂获取最佳图像质量和准确半定量参数的β值。方法:回顾性分析2022年7月至2023年11月就诊于天津医科大学肿瘤医院,经病理诊断为前列腺癌并且在本院行Al^(18)F-PSMA-11 PET/CT检查的23例患者的56个病灶,所有图像分别选择有序子集最大化(OSEM)算法重建和BSREM算法重建。BSREM选择不同的β值:β100、β200、β300、β400、β500、β600、β700、β800、β900和β1000进行重建。视觉分析由两名医师对所有图像进行独立评分。测量两种重建方法后的图像噪声(Noise)、信噪比(SNR)、信号背景比(SBR)、最大标准化摄取值(SUV_(max))。分析β100~β1000的Noise、SNR、SBR及SUV_(max)变化,并结合视觉分析结果评价Al^(18)F-PSMA-11 PET/CT BSREM重建β值对图像质量和半定量参数的影响。结果:23例患者BSREM重建算法图像随β值上升Noise水平整体呈现下降趋势(Q=227.13,P<0.001),β100和β200时Noise水平高于OSEM重建(Z=-4.20,-2.54,P<0.05)。随β值上升所有病灶的SNR整体呈递增趋势(Q=305.33,P<0.001),β100时SNR与OSEM重建的SNR比较差异无统计学意义(P>0.05),β200~β1000时SNR高于OSEM重建,差异均有统计学意义(Z=-2.446,-3.920,-5.839,-6.089,-6.464,-6.446,-6.196,-5.562,-5.821,P<0.05)。β600~β1000相邻值间SNR比较差异均无统计学意义(P>0.05),SNR趋于平稳。所有病灶SBR随β值上升逐渐下降,β600时与OSEM重建SBR差异无统计学意义(P>0.05)。β700~β1000时SBR低于OSEM重建,差异均有统计学意义(Z=-1.098,-2.196,-3.250,-4.321,P<0.05),β700~β1000相邻值间SBR比较差异均无统计学意义(P>0.05),SBR趋于平稳。SUV_(max)随β值增加逐渐下降(Q=529.99,P<0.001),β100~β500时SUV_(max)高于OSEM重建,差异均有统计学意义(Z=-5.607,-4.714,-3.589,-2.625,-1.357,P<0.05)。β600和β700时SUV_(max)与OSEM重建比较差异无统计学意义(P>0.05)。β800~β1000时SUV_(max)低于OSEM重建(Z=-2.107,-3.188,-4.268,P<0.05)。视觉评分结果显示,BSREM重建算法β100~β300、β900和β1000图像质量低于OSEM重建,β400和β800图像质量近似于OSEM重建,β500~β700图像质量显著优于OSEM重建。结论:BSREM重建β值影响Al^(18)F-PSMA-11 PET/CT图像Noise、SNR、SBR及SUV_(max),且影响图像质量和诊断水平,而最适重建β值建议为600。 展开更多
关键词 前列腺特异性膜抗原 正电子发射型计算机体层显像(pet/ct) 块序正则化最大期望值(BSREM)重建算法 图像质量 β值
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