Pub Date : 2024-12-01Epub Date: 2024-09-12DOI: 10.1097/MNM.0000000000001896
Ai Shirai, Ichiro Ogura
Objectives: The aim of this study is to investigate the jaw pathologies of patients with medication-related osteonecrosis of the jaw (MRONJ) using a computer program to assess the bone scan index (BSI), especially comparison of standardized uptake values (SUVs) with bone single-photon emission-computed tomography/computed tomography (SPECT/CT).
Methods: Sixty-three patients with MRONJ underwent bone SPECT/CT in this prospective study. BSI and high-risk hot spot as bone metastases in the patients with MRONJ were evaluated using a computer program for BSI that scanned SPECT/CT and automatically defined the data. The maximum and mean SUVs with SPECT/CT were obtained using commercially available software. Statistical analyses were performed by Pearson chi-square test, Mann-Whitney U -test, or one-way analysis of variance with Tukey's honestly significant difference test. A P value lower than 0.05 was considered statistically significant.
Results: The maximum and mean SUVs for a high-risk hot spot of the jaw with MRONJ [28.2 ± 10.2 and 11.7 ± 3.8; n = 6 (6/63 : 9.5%)] were significantly higher than those for a low-risk hot spot [18.5 ± 6.4 and 6.2 ± 1.9; n = 23 (23/63 : 36.5%)] and no-risk hot spot [14.2 ± 9.4 and 5.3 ± 5.1; n = 34 (34/63 : 54.0%)], respectively.
Conclusion: The computer program for BSI indicated that 9.5% of the jaw with MRONJ were false positive of bone metastases. The study suggests that high-risk hot spots of the jaw with MRONJ depend on the SUVs.
{"title":"Evaluation of jaw pathologies of patients with medication-related osteonecrosis of the jaw using a computer program to assess the bone scan index: comparison of standardized uptake values with bone SPECT/CT.","authors":"Ai Shirai, Ichiro Ogura","doi":"10.1097/MNM.0000000000001896","DOIUrl":"10.1097/MNM.0000000000001896","url":null,"abstract":"<p><strong>Objectives: </strong>The aim of this study is to investigate the jaw pathologies of patients with medication-related osteonecrosis of the jaw (MRONJ) using a computer program to assess the bone scan index (BSI), especially comparison of standardized uptake values (SUVs) with bone single-photon emission-computed tomography/computed tomography (SPECT/CT).</p><p><strong>Methods: </strong>Sixty-three patients with MRONJ underwent bone SPECT/CT in this prospective study. BSI and high-risk hot spot as bone metastases in the patients with MRONJ were evaluated using a computer program for BSI that scanned SPECT/CT and automatically defined the data. The maximum and mean SUVs with SPECT/CT were obtained using commercially available software. Statistical analyses were performed by Pearson chi-square test, Mann-Whitney U -test, or one-way analysis of variance with Tukey's honestly significant difference test. A P value lower than 0.05 was considered statistically significant.</p><p><strong>Results: </strong>The maximum and mean SUVs for a high-risk hot spot of the jaw with MRONJ [28.2 ± 10.2 and 11.7 ± 3.8; n = 6 (6/63 : 9.5%)] were significantly higher than those for a low-risk hot spot [18.5 ± 6.4 and 6.2 ± 1.9; n = 23 (23/63 : 36.5%)] and no-risk hot spot [14.2 ± 9.4 and 5.3 ± 5.1; n = 34 (34/63 : 54.0%)], respectively.</p><p><strong>Conclusion: </strong>The computer program for BSI indicated that 9.5% of the jaw with MRONJ were false positive of bone metastases. The study suggests that high-risk hot spots of the jaw with MRONJ depend on the SUVs.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1007-1012"},"PeriodicalIF":1.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142292864","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}
Pub Date : 2024-12-01Epub Date: 2024-10-16DOI: 10.1097/MNM.0000000000001908
Chunting Jiang, Meixin Zhao, Weifang Zhang
Purpose: To investigate the diagnostic value of 18 F-fluorodeoxyglucose(FDG) PET/computed tomography (CT) for infiltrative subsolid nodules at different stages of lung adenocarcinoma and to explore predictive factors for invasive adenocarcinoma, providing compelling evidence for timely intervention.
Methods: A retrospective analysis was conducted on PET/CT imaging data of 170 subsolid nodules lesions confirmed postoperatively as lung adenocarcinoma or precursor glandular lesions. Lesions were categorized into preinvasive lesions including atypical adenomatous hyperplasia and adenocarcinoma in situ, microinvasive adenocarcinoma, and invasive adenocarcinoma. Compared the differences in imaging features and metabolic parameters among different groups and used a multifactor logistic regression model and receiver operating characteristic curve analysis to identify predictive factors for invasive adenocarcinoma.
Results: From preinvasive lesions through microinvasive adenocarcinoma to invasive adenocarcinoma, there was a gradual increase in nodule diameter, nodule area, and proportion of part-solid nodule. Statistical significance ( P < 0.05) was observed in the rates of spiculation and pleural indentation between preinvasive lesions versus microinvasive adenocarcinoma and invasive adenocarcinoma groups. The maximum standardized uptake value and maximum standardized uptake ratio show statistically significant differences ( P < 0.05) between the invasive adenocarcinoma group and the other groups. Logistic regression analysis indicated that nodule composition, nodule diameter, and maximum standardized uptake ratio were predictive factors for invasive adenocarcinoma ( P < 0.05). For part-solid nodules, the longest diameter of the solid component has a high diagnostic value.
Conclusion: The imaging features of 18 F-FDG PET/CT contribute to the diagnosis of infiltrative subsolid nodules at different stages of lung adenocarcinoma, providing robust evidence for timely intervention.
{"title":"Application of 18 F-fluorodeoxyglucose PET/computed tomography in the diagnosis of infiltrative subsolid nodules in lung adenocarcinoma.","authors":"Chunting Jiang, Meixin Zhao, Weifang Zhang","doi":"10.1097/MNM.0000000000001908","DOIUrl":"10.1097/MNM.0000000000001908","url":null,"abstract":"<p><strong>Purpose: </strong>To investigate the diagnostic value of 18 F-fluorodeoxyglucose(FDG) PET/computed tomography (CT) for infiltrative subsolid nodules at different stages of lung adenocarcinoma and to explore predictive factors for invasive adenocarcinoma, providing compelling evidence for timely intervention.</p><p><strong>Methods: </strong>A retrospective analysis was conducted on PET/CT imaging data of 170 subsolid nodules lesions confirmed postoperatively as lung adenocarcinoma or precursor glandular lesions. Lesions were categorized into preinvasive lesions including atypical adenomatous hyperplasia and adenocarcinoma in situ, microinvasive adenocarcinoma, and invasive adenocarcinoma. Compared the differences in imaging features and metabolic parameters among different groups and used a multifactor logistic regression model and receiver operating characteristic curve analysis to identify predictive factors for invasive adenocarcinoma.</p><p><strong>Results: </strong>From preinvasive lesions through microinvasive adenocarcinoma to invasive adenocarcinoma, there was a gradual increase in nodule diameter, nodule area, and proportion of part-solid nodule. Statistical significance ( P < 0.05) was observed in the rates of spiculation and pleural indentation between preinvasive lesions versus microinvasive adenocarcinoma and invasive adenocarcinoma groups. The maximum standardized uptake value and maximum standardized uptake ratio show statistically significant differences ( P < 0.05) between the invasive adenocarcinoma group and the other groups. Logistic regression analysis indicated that nodule composition, nodule diameter, and maximum standardized uptake ratio were predictive factors for invasive adenocarcinoma ( P < 0.05). For part-solid nodules, the longest diameter of the solid component has a high diagnostic value.</p><p><strong>Conclusion: </strong>The imaging features of 18 F-FDG PET/CT contribute to the diagnosis of infiltrative subsolid nodules at different stages of lung adenocarcinoma, providing robust evidence for timely intervention.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1082-1091"},"PeriodicalIF":1.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11537473/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142522621","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-01Epub Date: 2024-11-05DOI: 10.1097/MNM.0000000000001900
Shanmuga Sundaram Palaniswamy, Padma Subramanyam
Background: PET-Magnetic Resonance (PET-MR) imaging is an upcoming investigative modality with a few installations in Asia and only three in India. PET-Computed Tomography (PET-CT) is an established diagnostic cornerstone for oncological indications but with limited resolution for small lesions due to low soft-tissue contrast and additional radiation exposure.
Objective: Our primary objective was to evaluate the diagnostic performance of simultaneous PET-MR and PET-CT in lesion detection in oncological practice. Secondly to assess the referral pattern and study the clinical utility of PET-MR in a university hospital practice.
Materials and methods: A total of 100 consecutive biopsy-proven cancer patients (breast or lung malignancy with suspected metastases) underwent 18 F Fluorodeoxyglucose (FDG) PET-MR and PET-CT for staging as a single injection, double examination protocol. Morphological lesion detection on correlative imaging/histopathology was used as the gold standard. Analysing the referral pattern, a total of 9366 patients underwent simultaneous PET-MR imaging for various indications in the past 5 years since installation.
Results: 18 F FDG PET-MR detected 100% of primary tumours in breast/lung carcinoma patients while PET-CT was positive in 96%. Overall accuracy of nodal metastases detection for PET-MR and PET-CT was 96 and 88%, while for distant metastases the accuracy was 100 and 93%, respectively. FDG PET-MR proved more sensitive and specific than PET-CT for regional nodal ( P = 0.011 and P < 0.001) and distant metastases detection ( P = 0.017 and P < 0.001, respectively). Analysing the general referral pattern for PET-MR, the majority were oncology referrals when compared to nononcological indications (66.5, 33.5%). About 66.24% were FDG based, followed by 68 Ga Prostate-Specific Membrane Antigen (PSMA) and dodecane tetraacetic acid (DOTA). The general utility of PET-MR was found incremental in better delineation of small lesions especially in head, neck, liver, brain and gynaecological malignancies.
Conclusion: In our past 5 years of PET-MR practice, we found that simultaneous PET-MR is a highly recommended ideal imaging technique for oncological and nononcological indications. It has excellent diagnostic performance with high sensitivity, specificity and accuracy when compared to PET-CT in primary tumour, nodal and distant metastases (TNM) staging in specific subgroup of breast and lung malignancy patients.
{"title":"Diagnostic performance of simultaneous PET-MR versus PET-CT in oncology with an overview on clinical utility and referral pattern of PET-MR: a single institutional study.","authors":"Shanmuga Sundaram Palaniswamy, Padma Subramanyam","doi":"10.1097/MNM.0000000000001900","DOIUrl":"10.1097/MNM.0000000000001900","url":null,"abstract":"<p><strong>Background: </strong>PET-Magnetic Resonance (PET-MR) imaging is an upcoming investigative modality with a few installations in Asia and only three in India. PET-Computed Tomography (PET-CT) is an established diagnostic cornerstone for oncological indications but with limited resolution for small lesions due to low soft-tissue contrast and additional radiation exposure.</p><p><strong>Objective: </strong>Our primary objective was to evaluate the diagnostic performance of simultaneous PET-MR and PET-CT in lesion detection in oncological practice. Secondly to assess the referral pattern and study the clinical utility of PET-MR in a university hospital practice.</p><p><strong>Materials and methods: </strong>A total of 100 consecutive biopsy-proven cancer patients (breast or lung malignancy with suspected metastases) underwent 18 F Fluorodeoxyglucose (FDG) PET-MR and PET-CT for staging as a single injection, double examination protocol. Morphological lesion detection on correlative imaging/histopathology was used as the gold standard. Analysing the referral pattern, a total of 9366 patients underwent simultaneous PET-MR imaging for various indications in the past 5 years since installation.</p><p><strong>Results: </strong>18 F FDG PET-MR detected 100% of primary tumours in breast/lung carcinoma patients while PET-CT was positive in 96%. Overall accuracy of nodal metastases detection for PET-MR and PET-CT was 96 and 88%, while for distant metastases the accuracy was 100 and 93%, respectively. FDG PET-MR proved more sensitive and specific than PET-CT for regional nodal ( P = 0.011 and P < 0.001) and distant metastases detection ( P = 0.017 and P < 0.001, respectively). Analysing the general referral pattern for PET-MR, the majority were oncology referrals when compared to nononcological indications (66.5, 33.5%). About 66.24% were FDG based, followed by 68 Ga Prostate-Specific Membrane Antigen (PSMA) and dodecane tetraacetic acid (DOTA). The general utility of PET-MR was found incremental in better delineation of small lesions especially in head, neck, liver, brain and gynaecological malignancies.</p><p><strong>Conclusion: </strong>In our past 5 years of PET-MR practice, we found that simultaneous PET-MR is a highly recommended ideal imaging technique for oncological and nononcological indications. It has excellent diagnostic performance with high sensitivity, specificity and accuracy when compared to PET-CT in primary tumour, nodal and distant metastases (TNM) staging in specific subgroup of breast and lung malignancy patients.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1022-1032"},"PeriodicalIF":1.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142351447","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}
Pub Date : 2024-12-01Epub Date: 2024-11-05DOI: 10.1097/MNM.0000000000001906
Emran Askari, Bahare Saidi, Laura Evangelista
Objectives: Here, we have compiled all key statements derived from these guidelines and delved into details on which scenarios the diagnostic whole-body iodine scan (DxWBIS) might be useful.
Methods: We identified all relevant guidelines by searching the MEDLINE/PubMed databases, Google Scholar, and Ovid from 2006 onwards using keywords related to DxWBIS, RxWBIS, iodine scintigraphy, and iodine scan. We excluded case reports/series, original articles, and clinical trials while including guidelines or consensus opinions. Additionally, we reviewed existing literature to ensure no guidelines were overlooked.
Results: Overall, 23 relevant guidelines or consensus opinions discussed their views on the role of DxWBIS. Different indications for DxWBIS have been largely discussed in the last few years. However, the role of DxWBIS has been well established after treatment with 131I, with still limited evidence in the other clinical assessments.
Conclusions: Most guidelines find DxWBIS appealing for higher-risk patients, particularly those with a chance of recurrence; additional well-designed studies are required to address further indications.
{"title":"Indications for diagnostic whole-body iodine scan: a review of guidelines.","authors":"Emran Askari, Bahare Saidi, Laura Evangelista","doi":"10.1097/MNM.0000000000001906","DOIUrl":"https://doi.org/10.1097/MNM.0000000000001906","url":null,"abstract":"<p><strong>Objectives: </strong>Here, we have compiled all key statements derived from these guidelines and delved into details on which scenarios the diagnostic whole-body iodine scan (DxWBIS) might be useful.</p><p><strong>Methods: </strong>We identified all relevant guidelines by searching the MEDLINE/PubMed databases, Google Scholar, and Ovid from 2006 onwards using keywords related to DxWBIS, RxWBIS, iodine scintigraphy, and iodine scan. We excluded case reports/series, original articles, and clinical trials while including guidelines or consensus opinions. Additionally, we reviewed existing literature to ensure no guidelines were overlooked.</p><p><strong>Results: </strong>Overall, 23 relevant guidelines or consensus opinions discussed their views on the role of DxWBIS. Different indications for DxWBIS have been largely discussed in the last few years. However, the role of DxWBIS has been well established after treatment with 131I, with still limited evidence in the other clinical assessments.</p><p><strong>Conclusions: </strong>Most guidelines find DxWBIS appealing for higher-risk patients, particularly those with a chance of recurrence; additional well-designed studies are required to address further indications.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":"45 12","pages":"998-1006"},"PeriodicalIF":1.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142584087","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}
Pub Date : 2024-12-01Epub Date: 2024-11-05DOI: 10.1097/MNM.0000000000001909
Jiatong Li, Nan Cui, Yanmei Wang, Wei Li, Zhiyun Jiang, Wei Liu, Chenxu Guo, Kezheng Wang
Objective: To establish nomograms for predicting preoperative lymph-vascular space invasion (LVSI) and survival outcomes of cervical squamous cell carcinoma (CSCC) based on PET/CT radiomics.
Methods: One hundred and twenty-three patients with CSCC and LVSI status were enrolled retrospectively. Independent predictors of LVSI were identified through clinicopathological factors and PET/CT metabolic parameters. We extracted 1316 features from PET and CT volume of interest, respectively. Additionally, four models (PET-RS: radiomic signature of PET only; CT-RS: radiomic signature of CT only; PET/CT-RS + clinical data; PET/CT-RS: radiomic signature of PET and CT) were established to predict LVSI status. Calculation of radiomics scores of PET/CT was executed for assessment of the survival outcomes, followed by development of nomograms with radiomics (NR) or without radiomics (NWR).
Results: One hundred and twenty-three patients with pathologically confirmed CSCC had been categorized into two sets (training and testing sets). It was found that only maximum standardized uptake value (SUV max ) and squamous cell carcinoma antigen were independent predictors of LVSI. Meanwhile, the PET/CT-RS + clinical data outperformed the other three models in the training set [area under the curve (AUC): 0.91 vs. 0.861 vs. 0.81 vs. 0.814] and the testing set (AUC: 0.885 vs. 0.857 vs. 0.783 vs. 0.798). Additionally, SUV max and LVSI had been demonstrated to be independent prognostic indicators for progression-free survival and overall survival. Decision curve analysis and calibration curve indicated that NRs were superior to NWRs. The survival outcomes were assessed.
Conclusion: PET/CT-based radiomic signature nomogram enables a new method for preoperative prediction of LVSI and survival prognosis for patients with CSCC.
目的根据 PET/CT 放射组学建立预测宫颈鳞状细胞癌(CSCC)术前淋巴管间隙侵犯(LVSI)和生存预后的提名图:方法:回顾性纳入了123例具有LVSI状态的CSCC患者。通过临床病理因素和 PET/CT 代谢参数确定了 LVSI 的独立预测因素。我们分别从 PET 和 CT 感兴趣体积中提取了 1316 个特征。此外,我们还建立了四个模型(PET-RS:仅 PET 的放射组学特征;CT-RS:仅 CT 的放射组学特征;PET/CT-RS + 临床数据;PET/CT-RS:PET 和 CT 的放射组学特征)来预测 LVSI 状态。计算PET/CT的放射组学评分以评估生存结果,然后制定有放射组学(NR)或无放射组学(NWR)的提名图:结果:123 名经病理证实的 CSCC 患者被分为两组(训练组和测试组)。结果发现,只有最大标准化摄取值(SUVmax)和鳞状细胞癌抗原是 LVSI 的独立预测因子。同时,PET/CT-RS + 临床数据在训练集[曲线下面积(AUC):0.91 vs. 0.861 vs. 0.81 vs. 0.814]和测试集(AUC:0.885 vs. 0.857 vs. 0.783 vs. 0.798)的表现优于其他三个模型。此外,SUVmax和LVSI已被证明是无进展生存期和总生存期的独立预后指标。决策曲线分析和校准曲线表明,NRs优于NWRs。对生存结果进行了评估:结论:基于 PET/CT 的放射特征提名图是 CSCC 患者术前预测 LVSI 和生存预后的一种新方法。
{"title":"Prediction of preoperative lymph-vascular space invasion and survival outcomes of cervical squamous cell carcinoma by utilizing 18 F-FDG PET/CT imaging at early stage.","authors":"Jiatong Li, Nan Cui, Yanmei Wang, Wei Li, Zhiyun Jiang, Wei Liu, Chenxu Guo, Kezheng Wang","doi":"10.1097/MNM.0000000000001909","DOIUrl":"10.1097/MNM.0000000000001909","url":null,"abstract":"<p><strong>Objective: </strong>To establish nomograms for predicting preoperative lymph-vascular space invasion (LVSI) and survival outcomes of cervical squamous cell carcinoma (CSCC) based on PET/CT radiomics.</p><p><strong>Methods: </strong>One hundred and twenty-three patients with CSCC and LVSI status were enrolled retrospectively. Independent predictors of LVSI were identified through clinicopathological factors and PET/CT metabolic parameters. We extracted 1316 features from PET and CT volume of interest, respectively. Additionally, four models (PET-RS: radiomic signature of PET only; CT-RS: radiomic signature of CT only; PET/CT-RS + clinical data; PET/CT-RS: radiomic signature of PET and CT) were established to predict LVSI status. Calculation of radiomics scores of PET/CT was executed for assessment of the survival outcomes, followed by development of nomograms with radiomics (NR) or without radiomics (NWR).</p><p><strong>Results: </strong>One hundred and twenty-three patients with pathologically confirmed CSCC had been categorized into two sets (training and testing sets). It was found that only maximum standardized uptake value (SUV max ) and squamous cell carcinoma antigen were independent predictors of LVSI. Meanwhile, the PET/CT-RS + clinical data outperformed the other three models in the training set [area under the curve (AUC): 0.91 vs. 0.861 vs. 0.81 vs. 0.814] and the testing set (AUC: 0.885 vs. 0.857 vs. 0.783 vs. 0.798). Additionally, SUV max and LVSI had been demonstrated to be independent prognostic indicators for progression-free survival and overall survival. Decision curve analysis and calibration curve indicated that NRs were superior to NWRs. The survival outcomes were assessed.</p><p><strong>Conclusion: </strong>PET/CT-based radiomic signature nomogram enables a new method for preoperative prediction of LVSI and survival prognosis for patients with CSCC.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1069-1081"},"PeriodicalIF":1.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142361890","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}
Pub Date : 2024-12-01Epub Date: 2024-09-27DOI: 10.1097/MNM.0000000000001904
Eui Jung An, Jin Beom Kim, Junik Son, Shin Young Jeong, Sang-Woo Lee, Byeong-Cheol Ahn, Pan-Woo Ko, Chae Moon Hong
Purpose: This study aimed to investigate a deep learning model to classify amyloid plaque deposition in the brain PET images of patients suspected of Alzheimer's disease.
Methods: A retrospective study was conducted on patients who were suspected of having a mild cognitive impairment or dementia, and brain amyloid 18 F florapronol PET/computed tomography images were obtained from 2019 to 2022. Brain PET images were visually assessed by two nuclear medicine specialists, who classified them as either positive or negative. Image rotation was applied for data augmentation. The dataset was split into training and testing sets at a ratio of 8 : 2. For the convolutional neural network (CNN) analysis, stratified k-fold ( k = 5) cross-validation was applied using training set. Trained model was evaluated using testing set.
Results: A total of 175 patients were included in this study. The average age at the time of PET imaging was 70.4 ± 9.3 years and included 77 men and 98 women (44.0% and 56.0%, respectively). The visual assessment revealed positivity in 62 patients (35.4%) and negativity in 113 patients (64.6%). After stratified k-fold cross-validation, the CNN model showed an average accuracy of 0.917 ± 0.027. The model exhibited an accuracy of 0.914 and an area under the curve of 0.958 in the testing set. These findings affirm the model's high reliability in distinguishing between positive and negative cases.
Conclusion: The study verifies the potential of the CNN model to classify amyloid positive and negative cases using brain PET images. This model may serve as a supplementary tool to enhance the accuracy of clinical diagnoses.
目的:本研究旨在研究一种深度学习模型,以对疑似阿尔茨海默病患者脑部PET图像中的淀粉样斑块沉积进行分类:对疑似患有轻度认知障碍或痴呆症的患者进行了一项回顾性研究,并获得了2019年至2022年期间的脑淀粉样蛋白18F氟拉丙醇PET/计算机断层扫描图像。两名核医学专家对脑 PET 图像进行了目测评估,并将其分为阳性和阴性。图像旋转用于数据扩增。数据集按 8 : 2 的比例分成训练集和测试集。对于卷积神经网络(CNN)分析,使用训练集进行了分层 k 倍(k = 5)交叉验证。使用测试集对训练模型进行评估:本研究共纳入 175 名患者。PET 成像检查时的平均年龄为 70.4 ± 9.3 岁,其中男性 77 人,女性 98 人(分别占 44.0% 和 56.0%)。视觉评估显示,62 名患者(35.4%)呈阳性,113 名患者(64.6%)呈阴性。经过分层 k 倍交叉验证,CNN 模型的平均准确率为 0.917 ± 0.027。在测试集中,该模型的准确率为 0.914,曲线下面积为 0.958。这些结果肯定了该模型在区分阳性和阴性病例方面的高度可靠性:本研究验证了 CNN 模型利用脑 PET 图像对淀粉样蛋白阳性和阴性病例进行分类的潜力。该模型可作为一种辅助工具,提高临床诊断的准确性。
{"title":"Deep learning-based binary classification of beta-amyloid plaques using 18 F florapronol PET.","authors":"Eui Jung An, Jin Beom Kim, Junik Son, Shin Young Jeong, Sang-Woo Lee, Byeong-Cheol Ahn, Pan-Woo Ko, Chae Moon Hong","doi":"10.1097/MNM.0000000000001904","DOIUrl":"10.1097/MNM.0000000000001904","url":null,"abstract":"<p><strong>Purpose: </strong>This study aimed to investigate a deep learning model to classify amyloid plaque deposition in the brain PET images of patients suspected of Alzheimer's disease.</p><p><strong>Methods: </strong>A retrospective study was conducted on patients who were suspected of having a mild cognitive impairment or dementia, and brain amyloid 18 F florapronol PET/computed tomography images were obtained from 2019 to 2022. Brain PET images were visually assessed by two nuclear medicine specialists, who classified them as either positive or negative. Image rotation was applied for data augmentation. The dataset was split into training and testing sets at a ratio of 8 : 2. For the convolutional neural network (CNN) analysis, stratified k-fold ( k = 5) cross-validation was applied using training set. Trained model was evaluated using testing set.</p><p><strong>Results: </strong>A total of 175 patients were included in this study. The average age at the time of PET imaging was 70.4 ± 9.3 years and included 77 men and 98 women (44.0% and 56.0%, respectively). The visual assessment revealed positivity in 62 patients (35.4%) and negativity in 113 patients (64.6%). After stratified k-fold cross-validation, the CNN model showed an average accuracy of 0.917 ± 0.027. The model exhibited an accuracy of 0.914 and an area under the curve of 0.958 in the testing set. These findings affirm the model's high reliability in distinguishing between positive and negative cases.</p><p><strong>Conclusion: </strong>The study verifies the potential of the CNN model to classify amyloid positive and negative cases using brain PET images. This model may serve as a supplementary tool to enhance the accuracy of clinical diagnoses.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1055-1060"},"PeriodicalIF":1.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142351446","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}
Pub Date : 2024-12-01Epub Date: 2024-10-04DOI: 10.1097/MNM.0000000000001910
Shuli Yang, Ruixue Ma, Jing Wu
Objective: Pancreatic cancer is an increasing cause of cancer-related mortality, with persistently low survival rates. We investigated the clinical diagnostic value of the combination of preoperative serum carbohydrate antigen 19-9 (CA19-9), albumin-bilirubin (ALBI) score, and 18 F-fluoro-2-deoxy- d -glucose PET integrated with computed tomography ( 18 F-FDG PET/CT) imaging in pancreatic cancer preoperative resectability.
Methods: This study included 143 pancreatic cancer patients, including 68 preoperative resectable and 75 preoperative unresectable pancreatic cancer patients. Meanwhile, 67 patients with non-pancreatic cancer were included as the control group. The clinical data were collected. Serum CA19-9 level was measured by ELISA. The levels of total bilirubin and albumin were determined using a biochemical analyzer, with the ALBI score calculated. All patients underwent 18 F-FDG PET/CT imaging. The consistency of the diagnosis was evaluated by the Kappa test. Logistic univariate and multivariate regression analyses were performed. The diagnostic efficacy of these parameters was evaluated using receiver operating characteristic (ROC) curves, and the optimal ROC curve thresholds were obtained using the Youden index.
Results: The preoperative serum CA19-9 and ALBI score of patients with preoperative resectable pancreatic cancer were increased, which helped diagnose preoperative resectable pancreatic cancer. 18 F-FDG PET/CT imaging had diagnostic value for preoperative resectable pancreatic cancer. Preoperative serum CA19-9, ALBI score, and 18 F-FDG PET/CT imaging were independent influencing factors for pancreatic cancer preoperative resectability, and their combination had higher diagnostic value for preoperative resectable pancreatic cancer than any single of these indexes.
Conclusion: The combination of preoperative serum CA19-9, ALBI score, and 18 F-FDG PET/CT imaging had high diagnostic value for pancreatic cancer preoperative resectability.
{"title":"The diagnostic value of combining preoperative serum CA19-9, ALBI score, and 18 F-FDG PET/CT imaging in preoperative resectability of pancreatic cancer.","authors":"Shuli Yang, Ruixue Ma, Jing Wu","doi":"10.1097/MNM.0000000000001910","DOIUrl":"10.1097/MNM.0000000000001910","url":null,"abstract":"<p><strong>Objective: </strong>Pancreatic cancer is an increasing cause of cancer-related mortality, with persistently low survival rates. We investigated the clinical diagnostic value of the combination of preoperative serum carbohydrate antigen 19-9 (CA19-9), albumin-bilirubin (ALBI) score, and 18 F-fluoro-2-deoxy- d -glucose PET integrated with computed tomography ( 18 F-FDG PET/CT) imaging in pancreatic cancer preoperative resectability.</p><p><strong>Methods: </strong>This study included 143 pancreatic cancer patients, including 68 preoperative resectable and 75 preoperative unresectable pancreatic cancer patients. Meanwhile, 67 patients with non-pancreatic cancer were included as the control group. The clinical data were collected. Serum CA19-9 level was measured by ELISA. The levels of total bilirubin and albumin were determined using a biochemical analyzer, with the ALBI score calculated. All patients underwent 18 F-FDG PET/CT imaging. The consistency of the diagnosis was evaluated by the Kappa test. Logistic univariate and multivariate regression analyses were performed. The diagnostic efficacy of these parameters was evaluated using receiver operating characteristic (ROC) curves, and the optimal ROC curve thresholds were obtained using the Youden index.</p><p><strong>Results: </strong>The preoperative serum CA19-9 and ALBI score of patients with preoperative resectable pancreatic cancer were increased, which helped diagnose preoperative resectable pancreatic cancer. 18 F-FDG PET/CT imaging had diagnostic value for preoperative resectable pancreatic cancer. Preoperative serum CA19-9, ALBI score, and 18 F-FDG PET/CT imaging were independent influencing factors for pancreatic cancer preoperative resectability, and their combination had higher diagnostic value for preoperative resectable pancreatic cancer than any single of these indexes.</p><p><strong>Conclusion: </strong>The combination of preoperative serum CA19-9, ALBI score, and 18 F-FDG PET/CT imaging had high diagnostic value for pancreatic cancer preoperative resectability.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1061-1068"},"PeriodicalIF":1.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142372505","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}
Pub Date : 2024-12-01Epub Date: 2024-10-15DOI: 10.1097/MNM.0000000000001895
Claudia Ortega, Reut Anconina, Sayali Joshi, Ur Metser, Anca Prica, Sarah Johnson, Zhihui Amy Liu, Sareh Keshavarzi, Patrick Veit-Haibach
Purpose: The purposes was to build model incorporating PET + computed tomography (CT) radiomics features from baseline PET/CT + clinical parameters to predict outcomes in patients with non-Hodgkin lymphomas.
Methods: Cohort of 138 patients with complete clinical parameters and follow up times of 25.3 months recorded. Textural analysis of PET and manual correlating contouring in CT images analyzed using LIFE X software. Defined outcomes were overall survival (OS), disease free-survival, radiotherapy, and unfavorable response (defined as disease progression) assessed by end of therapy PET/CT or contrast CT. Univariable and multivariable analysis performed to assess association between PET, CT, and clinical.
Results: Male ( P = 0.030), abnormal lymphocytes ( P = 0.030), lower value of PET entropy ( P = 0.030), higher value of SHAPE sphericity ( P = 0.002) were significantly associated with worse OS. Advanced stage (III or IV, P = 0.013), abnormal lymphocytes ( P = 0.032), higher value of CT gray-level run length matrix (GLRLM) LRLGE mean ( P = 0.010), higher value of PET gray-level co-occurrence matrix energy angular second moment ( P < 0.001), and neighborhood gray-level different matrix (NGLDM) busyness mean ( P < 0.001) were significant predictors of shorter DFS. Abnormal lymphocyte ( P = 0.033), lower value of CT NGLDM coarseness ( P = 0.082), and higher value of PET GLRLM gray-level nonuniformity zone mean ( P = 0.040) were significant predictors of unfavorable response to chemotherapy. Area under the curve for the three models (clinical alone, clinical + PET parameters, and clinical + PET + CT parameters) were 0.626, 0.716, and 0.759, respectively.
目的:根据基线PET/CT和临床参数建立PET+计算机断层扫描(CT)放射组学特征模型,预测非霍奇金淋巴瘤患者的预后:记录了138名临床参数完整且随访时间为25.3个月的患者。使用 LIFE X 软件分析 PET 的纹理分析和 CT 图像中的手动相关轮廓。确定的结果包括总生存期(OS)、无病生存期、放疗和通过治疗结束 PET/CT 或对比 CT 评估的不利反应(定义为疾病进展)。进行单变量和多变量分析以评估PET、CT和临床之间的关联:男性(P = 0.030)、淋巴细胞异常(P = 0.030)、PET熵值较低(P = 0.030)、SHAPE球形度值较高(P = 0.002)与较差的OS显著相关。晚期(III 或 IV 期,P = 0.013)、淋巴细胞异常(P = 0.032)、CT 灰阶运行长度矩阵(GLRLM)LRLGE 平均值较高(P = 0.010)、PET 灰阶共现矩阵能量角第二矩值较高(P = 0.010)、PET熵值较低(P = 0.030)、SHAPE 球形度值较高(P = 0.002)与较差的 OS 有明显相关性。
{"title":"Combination of FDG PET/CT radiomics and clinical parameters for outcome prediction in patients with non-Hodgkin's lymphoma.","authors":"Claudia Ortega, Reut Anconina, Sayali Joshi, Ur Metser, Anca Prica, Sarah Johnson, Zhihui Amy Liu, Sareh Keshavarzi, Patrick Veit-Haibach","doi":"10.1097/MNM.0000000000001895","DOIUrl":"10.1097/MNM.0000000000001895","url":null,"abstract":"<p><strong>Purpose: </strong>The purposes was to build model incorporating PET + computed tomography (CT) radiomics features from baseline PET/CT + clinical parameters to predict outcomes in patients with non-Hodgkin lymphomas.</p><p><strong>Methods: </strong>Cohort of 138 patients with complete clinical parameters and follow up times of 25.3 months recorded. Textural analysis of PET and manual correlating contouring in CT images analyzed using LIFE X software. Defined outcomes were overall survival (OS), disease free-survival, radiotherapy, and unfavorable response (defined as disease progression) assessed by end of therapy PET/CT or contrast CT. Univariable and multivariable analysis performed to assess association between PET, CT, and clinical.</p><p><strong>Results: </strong>Male ( P = 0.030), abnormal lymphocytes ( P = 0.030), lower value of PET entropy ( P = 0.030), higher value of SHAPE sphericity ( P = 0.002) were significantly associated with worse OS. Advanced stage (III or IV, P = 0.013), abnormal lymphocytes ( P = 0.032), higher value of CT gray-level run length matrix (GLRLM) LRLGE mean ( P = 0.010), higher value of PET gray-level co-occurrence matrix energy angular second moment ( P < 0.001), and neighborhood gray-level different matrix (NGLDM) busyness mean ( P < 0.001) were significant predictors of shorter DFS. Abnormal lymphocyte ( P = 0.033), lower value of CT NGLDM coarseness ( P = 0.082), and higher value of PET GLRLM gray-level nonuniformity zone mean ( P = 0.040) were significant predictors of unfavorable response to chemotherapy. Area under the curve for the three models (clinical alone, clinical + PET parameters, and clinical + PET + CT parameters) were 0.626, 0.716, and 0.759, respectively.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1039-1046"},"PeriodicalIF":1.3,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11537470/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142471824","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-28DOI: 10.1097/MNM.0000000000001935
Phillip Yin, Peter G Maliha, Anwar Ebrahim, Noah Ben-Ezra, Laurent Azoulay, Michael Vladovsky, Stephan Probst, Gad Abikhzer
Objective: Fluorodeoxyglucose PET/computed tomography (FDG PET/CT) is effective in detecting large vessel vasculitis. Digital PET cameras have improved spatial resolution compared with analog PET, resulting in more prominent physiological uptake in arterial walls. This study's goal was to define qualitative normal variants of arterial activity on digital PET/CT.
Methods: We retrospectively reviewed 126 oncological PET/CT studies. Exclusion criteria included history of vasculitis, immunosuppressant therapy, hyperglycemia, or altered FDG biodistribution. Qualitative vessel wall activity (common carotid, brachiocephalic, subclavian, aorta, and femoral) was visually graded by two nuclear physicians with guideline-proposed criteria: 0: ≤mediastinum, 1: liver, where grade 3 is compatible, 2 is possible, and <2 is negative for vasculitis. Cranial artery uptake was visually graded as follows: grade 0: ≤surrounding tissues, grade 1: just above surrounding tissues, and grade 2: significantly above surrounding tissues, with grades 1 and 2 considered positive for cranial artery vasculitis.
Results: Large vessel uptake was grade 3 in 0 subjects, grade 2 in four subjects (3%), grade 1 in 87 subjects (69%), and grade 0 in 35 subjects (28%). In studies acquired ≥75 min post-injection, 1/15 subjects had grade 2 uptake. Four subjects (3%) had grade 1 vertebral artery uptake. No subjects had temporal, maxillary, or occipital artery uptake.
Conclusion: A minority of our subjects presented with grade 2 large vessel uptake, which was associated with longer uptake times, or grade 1 cranial artery uptake, which was associated with higher age and glycemia. These findings should be interpreted with caution in patients referred for suspected vasculitis, as they may represent normal variants on digital PET.
{"title":"Variants of physiological FDG vascular activity on digital PET.","authors":"Phillip Yin, Peter G Maliha, Anwar Ebrahim, Noah Ben-Ezra, Laurent Azoulay, Michael Vladovsky, Stephan Probst, Gad Abikhzer","doi":"10.1097/MNM.0000000000001935","DOIUrl":"https://doi.org/10.1097/MNM.0000000000001935","url":null,"abstract":"<p><strong>Objective: </strong>Fluorodeoxyglucose PET/computed tomography (FDG PET/CT) is effective in detecting large vessel vasculitis. Digital PET cameras have improved spatial resolution compared with analog PET, resulting in more prominent physiological uptake in arterial walls. This study's goal was to define qualitative normal variants of arterial activity on digital PET/CT.</p><p><strong>Methods: </strong>We retrospectively reviewed 126 oncological PET/CT studies. Exclusion criteria included history of vasculitis, immunosuppressant therapy, hyperglycemia, or altered FDG biodistribution. Qualitative vessel wall activity (common carotid, brachiocephalic, subclavian, aorta, and femoral) was visually graded by two nuclear physicians with guideline-proposed criteria: 0: ≤mediastinum, 1: <liver, 2: = liver, 3: >liver, where grade 3 is compatible, 2 is possible, and <2 is negative for vasculitis. Cranial artery uptake was visually graded as follows: grade 0: ≤surrounding tissues, grade 1: just above surrounding tissues, and grade 2: significantly above surrounding tissues, with grades 1 and 2 considered positive for cranial artery vasculitis.</p><p><strong>Results: </strong>Large vessel uptake was grade 3 in 0 subjects, grade 2 in four subjects (3%), grade 1 in 87 subjects (69%), and grade 0 in 35 subjects (28%). In studies acquired ≥75 min post-injection, 1/15 subjects had grade 2 uptake. Four subjects (3%) had grade 1 vertebral artery uptake. No subjects had temporal, maxillary, or occipital artery uptake.</p><p><strong>Conclusion: </strong>A minority of our subjects presented with grade 2 large vessel uptake, which was associated with longer uptake times, or grade 1 cranial artery uptake, which was associated with higher age and glycemia. These findings should be interpreted with caution in patients referred for suspected vasculitis, as they may represent normal variants on digital PET.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":""},"PeriodicalIF":1.3,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142739545","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}
Pub Date : 2024-11-28DOI: 10.1097/MNM.0000000000001932
Danielle Lee, Jonathan Green, James Crane, David R Taylor, Saira Reynolds, Wen Ng, Koshy Jacob, Benjamin Whitelaw, Simon Aylwin, Gabriele Galata, Dylan Lewis, Matthew Seager
A woman in her 70s presented with features of hyperandrogenism including clitoral enlargement and deepening of her voice. Biochemical investigations revealed raised plasma androgens and urinary androgen metabolites and imaging findings showed a highly F-18 fluorodeoxyglucose (FDG)-PET avid left adrenal tumour initially suspected to be a malignant adrenocortical carcinoma (ACC). She subsequently underwent an uncomplicated laparoscopic adrenalectomy where complete resection of her tumour was achieved. Histopathological analysis demonstrated a benign adrenal oncocytoma with no evidence of malignancy. This case illustrates a rare presentation of a functioning virilising adrenal oncocytoma as a benign mimic of ACC.
{"title":"Adrenal oncocytoma: a rare presentation of a benign 18F-fluorodeoxyglucose PET avid virilising adrenal tumour.","authors":"Danielle Lee, Jonathan Green, James Crane, David R Taylor, Saira Reynolds, Wen Ng, Koshy Jacob, Benjamin Whitelaw, Simon Aylwin, Gabriele Galata, Dylan Lewis, Matthew Seager","doi":"10.1097/MNM.0000000000001932","DOIUrl":"https://doi.org/10.1097/MNM.0000000000001932","url":null,"abstract":"<p><p>A woman in her 70s presented with features of hyperandrogenism including clitoral enlargement and deepening of her voice. Biochemical investigations revealed raised plasma androgens and urinary androgen metabolites and imaging findings showed a highly F-18 fluorodeoxyglucose (FDG)-PET avid left adrenal tumour initially suspected to be a malignant adrenocortical carcinoma (ACC). She subsequently underwent an uncomplicated laparoscopic adrenalectomy where complete resection of her tumour was achieved. Histopathological analysis demonstrated a benign adrenal oncocytoma with no evidence of malignancy. This case illustrates a rare presentation of a functioning virilising adrenal oncocytoma as a benign mimic of ACC.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":""},"PeriodicalIF":1.3,"publicationDate":"2024-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142740204","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}