首页 > 最新文献

Nuclear Medicine Communications最新文献

英文 中文
Predictive factors for the efficacy of radioiodine therapy in patients with Graves' disease. Graves病患者放射性碘治疗疗效的预测因素
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-09-01 DOI: 10.1097/MNM.0000000000002045
Haruna Iwanaga, Naotoshi Fujita, Shinji Abe, Rintaro Ito, Yumi Abe, Ryogo Minamimoto, Ryuichi Nishii, Shinji Naganawa, Katsuhiko Kato

Objective: The primary treatments for Graves' disease include antithyroid drugs (ATD), thyroidectomy, and iodine-131 (I-131) therapy. This study aimed to identify factors predicting treatment outcomes and the treatment period required to achieve euthyroidism after I-131 administration.

Methods: This study included 109 patients with Graves' disease who underwent I-131 therapy. Patients achieving euthyroidism or hypothyroidism within 1 year were classified as the success group, whereas those with remaining hyperthyroidism were classified as the failure group. Thyroid volume, computed tomography (CT) values, 24-h radioiodine uptake, effective half-life, the levels of free triiodothyronine, free thyroxine, thyroid-stimulating hormone, and thyrotropin receptor antibody, history of I-131 therapy, history of ATD use, history of potassium iodide use, and thyroid absorbed dose were analysed.

Results: Larger thyroid volume [odds ratio = 0.982, 95% confidence interval (CI): 0.967-0.998, P  < 0.05] was identified as a predictive factor for treatment failure, as determined by multivariable logistic regression. In contrast, a shorter treatment period was associated with lower thyroid volume (hazard ratio = 0.990, 95% CI: 0.982-0.999, P  < 0.05), higher thyroid absorbed dose (hazard ratio = 1.007, 95% CI: 1.002-1.011, P  < 0.01), and lower thyroid CT values (hazard ratio = 0.963, 95% CI: 0.939-0.987, P  < 0.01), as identified by multivariable Cox regression.

Conclusion: Larger thyroid volume was associated with treatment failure. Smaller thyroid volume, higher thyroid absorbed dose, and lower thyroid CT values were significant predictors of the treatment period required to achieve euthyroidism after I-131 administration.

目的:Graves病的主要治疗包括抗甲状腺药物(ATD)、甲状腺切除术和碘-131 (I-131)治疗。本研究旨在确定预测I-131给药后治疗结果和达到甲状腺功能亢进所需治疗时间的因素。方法:本研究纳入109例接受I-131治疗的Graves病患者。1年内达到甲状腺功能亢进或甲状腺功能减退者为成功组,剩余甲亢者为失败组。分析甲状腺体积、CT值、24小时放射性碘摄取、有效半衰期、游离三碘甲状腺原氨酸、游离甲状腺素、促甲状腺激素、促甲状腺素受体抗体水平、I-131治疗史、ATD使用史、碘化钾使用史、甲状腺吸收剂量。结果:甲状腺体积较大[优势比= 0.982,95%可信区间(CI): 0.967 ~ 0.998, P]。结论:甲状腺体积较大与治疗失败相关。较小的甲状腺体积、较高的甲状腺吸收剂量和较低的甲状腺CT值是I-131给药后达到甲状腺功能正常所需治疗时间的重要预测因子。
{"title":"Predictive factors for the efficacy of radioiodine therapy in patients with Graves' disease.","authors":"Haruna Iwanaga, Naotoshi Fujita, Shinji Abe, Rintaro Ito, Yumi Abe, Ryogo Minamimoto, Ryuichi Nishii, Shinji Naganawa, Katsuhiko Kato","doi":"10.1097/MNM.0000000000002045","DOIUrl":"10.1097/MNM.0000000000002045","url":null,"abstract":"<p><strong>Objective: </strong>The primary treatments for Graves' disease include antithyroid drugs (ATD), thyroidectomy, and iodine-131 (I-131) therapy. This study aimed to identify factors predicting treatment outcomes and the treatment period required to achieve euthyroidism after I-131 administration.</p><p><strong>Methods: </strong>This study included 109 patients with Graves' disease who underwent I-131 therapy. Patients achieving euthyroidism or hypothyroidism within 1 year were classified as the success group, whereas those with remaining hyperthyroidism were classified as the failure group. Thyroid volume, computed tomography (CT) values, 24-h radioiodine uptake, effective half-life, the levels of free triiodothyronine, free thyroxine, thyroid-stimulating hormone, and thyrotropin receptor antibody, history of I-131 therapy, history of ATD use, history of potassium iodide use, and thyroid absorbed dose were analysed.</p><p><strong>Results: </strong>Larger thyroid volume [odds ratio = 0.982, 95% confidence interval (CI): 0.967-0.998, P  < 0.05] was identified as a predictive factor for treatment failure, as determined by multivariable logistic regression. In contrast, a shorter treatment period was associated with lower thyroid volume (hazard ratio = 0.990, 95% CI: 0.982-0.999, P  < 0.05), higher thyroid absorbed dose (hazard ratio = 1.007, 95% CI: 1.002-1.011, P  < 0.01), and lower thyroid CT values (hazard ratio = 0.963, 95% CI: 0.939-0.987, P  < 0.01), as identified by multivariable Cox regression.</p><p><strong>Conclusion: </strong>Larger thyroid volume was associated with treatment failure. Smaller thyroid volume, higher thyroid absorbed dose, and lower thyroid CT values were significant predictors of the treatment period required to achieve euthyroidism after I-131 administration.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1180-1185"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12588659/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144963942","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}
引用次数: 0
Pretargeted nuclear imaging and radioimmunotherapy based on the inverse electron-demand Diels-Alder reaction. 基于逆电按需Diels-Alder反应的预靶向核成像和放射免疫治疗。
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-08-21 DOI: 10.1097/MNM.0000000000002040
Yirong Zhu, Jiang Jiang, Kairu Ni, Jiaxi You, Zengli Liu, Zhihui Hong

As a promising approach, in vivo pretargeting can leverage the unique tumor-targeting properties of antibodies for nuclear imaging and therapy while bypassing their pharmacokinetic limitations. The core premise of pretargeting is that targeted vectors and radioisotopes are administered separately, leading to a higher target background ratio than traditional imaging methods using long-lived radionuclides. This strategy directly relies on chemical reactions, namely bioorthogonal reactions. The inverse electron-demand Diels-Alder (IEDDA) cycloaddition between 1, 2, 4, 5-tetrazine and strained alkene dienophile is an emerging catalyst-free 'click' chemistry. The IEDDA reaction has been used in various chemical environments because of its selectivity, efficiency, cleanliness, biocompatibility, and bioorthogonality. In the present review, we briefly focused on the IEDDA reaction in pretargeted nuclear imaging and radioimmunotherapy and discussed the common bioorthogonal click reactions in vivo systems.

作为一种很有前途的方法,体内预靶向可以利用抗体独特的肿瘤靶向特性进行核成像和治疗,同时绕过它们的药代动力学限制。预靶向的核心前提是靶向载体和放射性同位素分开施用,导致比使用长寿命放射性核素的传统成像方法更高的目标背景比。这种策略直接依赖于化学反应,即生物正交反应。在1,2,4,5 -四嗪和张力烯烃之间的逆电按需Diels-Alder (IEDDA)环加成是一种新兴的无催化剂“点击”化学。由于其选择性、效率、清洁度、生物相容性和生物正交性,IEDDA反应已在各种化学环境中得到应用。本文综述了IEDDA反应在核预靶向成像和放射免疫治疗中的应用,并讨论了体内系统中常见的生物正交点击反应。
{"title":"Pretargeted nuclear imaging and radioimmunotherapy based on the inverse electron-demand Diels-Alder reaction.","authors":"Yirong Zhu, Jiang Jiang, Kairu Ni, Jiaxi You, Zengli Liu, Zhihui Hong","doi":"10.1097/MNM.0000000000002040","DOIUrl":"10.1097/MNM.0000000000002040","url":null,"abstract":"<p><p>As a promising approach, in vivo pretargeting can leverage the unique tumor-targeting properties of antibodies for nuclear imaging and therapy while bypassing their pharmacokinetic limitations. The core premise of pretargeting is that targeted vectors and radioisotopes are administered separately, leading to a higher target background ratio than traditional imaging methods using long-lived radionuclides. This strategy directly relies on chemical reactions, namely bioorthogonal reactions. The inverse electron-demand Diels-Alder (IEDDA) cycloaddition between 1, 2, 4, 5-tetrazine and strained alkene dienophile is an emerging catalyst-free 'click' chemistry. The IEDDA reaction has been used in various chemical environments because of its selectivity, efficiency, cleanliness, biocompatibility, and bioorthogonality. In the present review, we briefly focused on the IEDDA reaction in pretargeted nuclear imaging and radioimmunotherapy and discussed the common bioorthogonal click reactions in vivo systems.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1119-1130"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144963934","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lung-to-heart ratio on thallium-201 myocardial perfusion imaging in patients with chronic obstructive pulmonary disease. 慢性阻塞性肺疾病患者肺心比铊-201心肌灌注显像
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-09-19 DOI: 10.1097/MNM.0000000000002052
Kuan-Yin Ko, Chia-Ju Liu, Yi-Hsien Chou, Chi-Lun Ko

Background: In thallium-201 (Tl-201) stress myocardial perfusion imaging (MPI), elevated lung-to-heart ratio (LHR) can help to predict adverse cardiac events and identify coronary artery disease. However, few studies have evaluated the LHR values on Tl-201 MPI in patients with chronic obstructive pulmonary disease (COPD).

Objective: To examine whether LHR in COPD may be altered, considering the combined effects of hypoxia, inflammation, and capillary loss.

Methods: We retrospectively evaluated patients with normal Tl-201 pharmacologic stress MPI, no adverse cardiac events in the subsequent 2 years, and pulmonary function tests, coronary angiography, and echocardiography results obtained within 6 months. Patients with COPD (study group) were matched 1:1 by sex and age to controls with normal pulmonary function (control group). Subgroups within the study group were established based on COPD severity determined by spirometry. MPI images were interpreted using a 17-segment american heart association (AHA) model and a 0-4-point scale. LHR and right ventricle/left ventricle (RV/LV) ratios were also documented.

Results: Patients with severe COPD exhibited lower poststress LHR values than those with mild-to-moderate COPD. Compared with the control group, the moderate COPD group displayed higher stress LHR, stress RV/LV ratio, and tricuspid regurgitation maximum pressure gradient (TRmaxPG) values. Moreover, poststress LHR showed a positive correlation with the stress RV/LV ratio and TRmaxPG value. These findings were statistically significant ( P  < 0.05).

Conclusion: In Tl-201 pharmacologic stress MPI, our study suggests a nuanced relationship between COPD severity and LHR, emphasizing the need to reconsider normal LHR thresholds in COPD. Larger studies are warranted to validate and expand upon these findings.

背景:在铊-201 (Tl-201)应激心肌灌注显像(MPI)中,肺心比(LHR)升高有助于预测心脏不良事件和识别冠状动脉疾病。然而,很少有研究评估慢性阻塞性肺疾病(COPD)患者Tl-201 MPI的LHR值。目的:探讨慢性阻塞性肺病患者LHR是否会在缺氧、炎症和毛细血管损失的综合影响下发生改变。方法:回顾性评价Tl-201药理学应激MPI正常、随后2年内无心脏不良事件、6个月内肺功能检查、冠状动脉造影和超声心动图结果的患者。COPD患者(研究组)与肺功能正常的对照组(对照组)按性别和年龄1:1匹配。根据肺活量测定的COPD严重程度在研究组内建立亚组。MPI图像采用17段美国心脏协会(AHA)模型和0-4分制进行解释。LHR和右心室/左心室(RV/LV)比值也被记录。结果:重度COPD患者的应激后LHR值低于轻中度COPD患者。与对照组相比,中度COPD组表现出更高的应激LHR、应激RV/LV比和三尖瓣反流最大压力梯度(TRmaxPG)值。应激后LHR与应激后RV/LV比值、TRmaxPG值呈正相关。结论:在Tl-201药物应激MPI中,我们的研究提示COPD严重程度与LHR之间存在微妙的关系,强调需要重新考虑COPD的正常LHR阈值。有必要进行更大规模的研究来验证和扩展这些发现。
{"title":"Lung-to-heart ratio on thallium-201 myocardial perfusion imaging in patients with chronic obstructive pulmonary disease.","authors":"Kuan-Yin Ko, Chia-Ju Liu, Yi-Hsien Chou, Chi-Lun Ko","doi":"10.1097/MNM.0000000000002052","DOIUrl":"10.1097/MNM.0000000000002052","url":null,"abstract":"<p><strong>Background: </strong>In thallium-201 (Tl-201) stress myocardial perfusion imaging (MPI), elevated lung-to-heart ratio (LHR) can help to predict adverse cardiac events and identify coronary artery disease. However, few studies have evaluated the LHR values on Tl-201 MPI in patients with chronic obstructive pulmonary disease (COPD).</p><p><strong>Objective: </strong>To examine whether LHR in COPD may be altered, considering the combined effects of hypoxia, inflammation, and capillary loss.</p><p><strong>Methods: </strong>We retrospectively evaluated patients with normal Tl-201 pharmacologic stress MPI, no adverse cardiac events in the subsequent 2 years, and pulmonary function tests, coronary angiography, and echocardiography results obtained within 6 months. Patients with COPD (study group) were matched 1:1 by sex and age to controls with normal pulmonary function (control group). Subgroups within the study group were established based on COPD severity determined by spirometry. MPI images were interpreted using a 17-segment american heart association (AHA) model and a 0-4-point scale. LHR and right ventricle/left ventricle (RV/LV) ratios were also documented.</p><p><strong>Results: </strong>Patients with severe COPD exhibited lower poststress LHR values than those with mild-to-moderate COPD. Compared with the control group, the moderate COPD group displayed higher stress LHR, stress RV/LV ratio, and tricuspid regurgitation maximum pressure gradient (TRmaxPG) values. Moreover, poststress LHR showed a positive correlation with the stress RV/LV ratio and TRmaxPG value. These findings were statistically significant ( P  < 0.05).</p><p><strong>Conclusion: </strong>In Tl-201 pharmacologic stress MPI, our study suggests a nuanced relationship between COPD severity and LHR, emphasizing the need to reconsider normal LHR thresholds in COPD. Larger studies are warranted to validate and expand upon these findings.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1186-1193"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145086830","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Clinical phenotypes among patients that underwent cardiac resynchronization therapy using unsupervised learning integrating gated SPECT. 应用无监督学习整合门控SPECT研究心脏再同步化治疗患者的临床表型。
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-10-07 DOI: 10.1097/MNM.0000000000002055
Giovane Leal de Azevedo Junior, Noah Painter, Zhuo He, Kristoffer Larsen, Qiuying Sha, Xinwei Zhang, Jiangang Zou, Guang-Uei Hung, Amalia Peix, Claudio Tinoco Mesquita, Weihua Zhou

Background: Cardiac resynchronization therapy (CRT) is an effective treatment for heart failure when left ventricular mechanical dyssynchrony (LVdys) is present, yet approximately 30-40% of patients do not respond to therapy. The purpose of this study is to use unsupervised learning to identify phenotypes of patients with a better response rate.

Methods: Unsupervised learning integrating gated single-photon emission computed tomography (SPECT) was used to identify clinical phenotypes among patients undergoing CRT. We utilized hierarchical clustering analysis to group 217 patients based on 49 pretreatment variables, including demographic, clinical, and phase analysis of gated SPECT data. Fibrosis was measured by the percentage of pixels with less than 50% of maximum relative counts. LVdys was evaluated by phase SD >43° and phase bandwidth >135°.

Results: We identified three phenotypes of patients: two with similar response rates (86.2 and 87.0%) but with different characteristics, one presenting borderline LVdys, low fibrosis and nondilated heart and the other high LVdys, moderate fibrosis and a dilated heart; the third phenotype represents patients with moderate LVdys, substantial amounts of cardiac fibrosis and a dilated heart that do not have a good response to CRT (55.9%).

Conclusion: Our results suggest that evaluating cardiac dyssynchrony, fibrosis, and remodeling through phase analysis of gated SPECT is relevant in characterizing the phenotype of good responders. Patients with substantial amounts of cardiac fibrosis have less benefit from CRT. This work suggests that CRT recommendations based on customized selection criteria associated with gated SPECT can lead to higher response rates.

背景:心脏再同步化治疗(CRT)是左心室机械非同步化(LVdys)时心力衰竭的有效治疗方法,但约30-40%的患者对治疗无反应。本研究的目的是使用无监督学习来识别具有更好应答率的患者表型。方法:采用无监督学习集成门控单光子发射计算机断层扫描(SPECT)来识别接受CRT的患者的临床表型。我们基于49个预处理变量,包括门控SPECT数据的人口学、临床和期相分析,对217例患者进行了分层聚类分析。纤维化通过小于最大相对计数50%的像素百分比来测量。LVdys通过相位SD bbb43°和相位带宽>135°来评估。结果:我们确定了三种表型患者:两种具有相似的反应率(86.2和87.0%),但具有不同的特征,一种表现为边缘性LVdys,低纤维化和非扩张性心脏,另一种表现为高LVdys,中度纤维化和扩张性心脏;第三种表型代表中度LVdys,大量心脏纤维化和心脏扩张的患者,对CRT没有很好的反应(55.9%)。结论:我们的研究结果表明,通过门控SPECT的相位分析来评估心脏非同步化、纤维化和重构与表征良好应答者的表型相关。大量心脏纤维化的患者从CRT中获益较少。这项工作表明,基于与门控SPECT相关的定制选择标准的CRT建议可以导致更高的反应率。
{"title":"Clinical phenotypes among patients that underwent cardiac resynchronization therapy using unsupervised learning integrating gated SPECT.","authors":"Giovane Leal de Azevedo Junior, Noah Painter, Zhuo He, Kristoffer Larsen, Qiuying Sha, Xinwei Zhang, Jiangang Zou, Guang-Uei Hung, Amalia Peix, Claudio Tinoco Mesquita, Weihua Zhou","doi":"10.1097/MNM.0000000000002055","DOIUrl":"10.1097/MNM.0000000000002055","url":null,"abstract":"<p><strong>Background: </strong>Cardiac resynchronization therapy (CRT) is an effective treatment for heart failure when left ventricular mechanical dyssynchrony (LVdys) is present, yet approximately 30-40% of patients do not respond to therapy. The purpose of this study is to use unsupervised learning to identify phenotypes of patients with a better response rate.</p><p><strong>Methods: </strong>Unsupervised learning integrating gated single-photon emission computed tomography (SPECT) was used to identify clinical phenotypes among patients undergoing CRT. We utilized hierarchical clustering analysis to group 217 patients based on 49 pretreatment variables, including demographic, clinical, and phase analysis of gated SPECT data. Fibrosis was measured by the percentage of pixels with less than 50% of maximum relative counts. LVdys was evaluated by phase SD >43° and phase bandwidth >135°.</p><p><strong>Results: </strong>We identified three phenotypes of patients: two with similar response rates (86.2 and 87.0%) but with different characteristics, one presenting borderline LVdys, low fibrosis and nondilated heart and the other high LVdys, moderate fibrosis and a dilated heart; the third phenotype represents patients with moderate LVdys, substantial amounts of cardiac fibrosis and a dilated heart that do not have a good response to CRT (55.9%).</p><p><strong>Conclusion: </strong>Our results suggest that evaluating cardiac dyssynchrony, fibrosis, and remodeling through phase analysis of gated SPECT is relevant in characterizing the phenotype of good responders. Patients with substantial amounts of cardiac fibrosis have less benefit from CRT. This work suggests that CRT recommendations based on customized selection criteria associated with gated SPECT can lead to higher response rates.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1145-1154"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12888763/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145244889","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}
引用次数: 0
An assessment of conformance to structured reporting framework in 68 Ga prostate-specific membrane antigen PET/computed tomography for prostate cancer staging. 68Ga前列腺特异性膜抗原PET/计算机断层扫描前列腺癌分期对结构化报告框架的符合性评估
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-09-19 DOI: 10.1097/MNM.0000000000002048
Jagrati Chaudhary, Sanjay Kumar, Param Dev Sharma, Kunhi Parambath Haresh, Rakesh Kumar, Chandan J Das, Ranjit Kumar Sahoo, Seema Kaushal, M Kalaivani, Anil Kumar Pandey

Background: 68 Ga prostate-specific membrane antigen (PSMA) PET/computed tomography (CT) plays a critical role in prostate cancer management. Most clinical reports, however, remain unstructured, increasing the risk of omitting essential diagnostic information. Although standardized frameworks such as PROMISE (Prostate Cancer Molecular Imaging Standardized Evaluation) have been proposed to improve consistency, real-world adherence remains variable. This study assessed the adequacy of 68 Ga PSMA PET/CT reports and evaluated their alignment with PROMISE recommendations.

Methods: A total of 189 68 Ga PSMA PET/CT reports were retrospectively reviewed and scored based on the presence (1) or absence (0) of six diagnostic elements: primary tumor localization, PSMA uptake intensity, lymph node involvement, bone metastases, visceral metastases, and seminal vesicle involvement. Reports were classified as clinically adequate (score ≥5), partially adequate (3-4), or inadequate (<3). A one-sample z test assessed whether the proportion of adequate reports met a 90% benchmark (α = 0.05). Chi-square tests evaluated differences in reporting frequencies across elements.

Results: None of the reports (0%) were inadequate. Of 189 reports, 95 (50.3%) were clinically adequate (score ≥5) and 94 (49.7%) were partially adequate (score 3-<5), with a significant overall adequacy rate ( P  < 0.0001). A notable gap existed between documentation of seminal vesicle involvement and prostate size ( P  < 0.0001). Despite consistent reporting of anatomical localization and molecular imaging tumour, node, metastases (miTNM) classification, key elements were often missing, including PSMA uptake metrics, lesion size, nodal features, CT parameters, imaging protocol, and reader confidence.

Conclusion: In this single-center study, free-text 68 Ga PSMA PET/CT reports were adequate for clinical needs but demonstrated only partial conformity to the PROMISE framework.

背景:68Ga前列腺特异性膜抗原(PSMA) PET/ CT在前列腺癌的治疗中起着至关重要的作用。然而,大多数临床报告仍然是非结构化的,这增加了遗漏基本诊断信息的风险。虽然标准化框架如PROMISE(前列腺癌分子成像标准化评估)已被提出以提高一致性,但现实世界的依从性仍然是可变的。本研究评估了68Ga PSMA PET/CT报告的充分性,并评估了它们与PROMISE建议的一致性。方法:回顾性回顾189例68Ga PSMA PET/CT报告,并根据6项诊断要素的存在(1)或不存在(0)进行评分:原发肿瘤定位、PSMA摄取强度、淋巴结受累、骨转移、内脏转移和精囊受累。报告被分为临床充分(评分≥5)、部分充分(3-4)和不充分(结果:没有报告(0%)不充分)。在189份报告中,95份(50.3%)临床充足(评分≥5),94份(49.7%)部分充足(评分3)。结论:在这项单中心研究中,自由文本68Ga PSMA PET/CT报告足以满足临床需求,但仅部分符合PROMISE框架。
{"title":"An assessment of conformance to structured reporting framework in 68 Ga prostate-specific membrane antigen PET/computed tomography for prostate cancer staging.","authors":"Jagrati Chaudhary, Sanjay Kumar, Param Dev Sharma, Kunhi Parambath Haresh, Rakesh Kumar, Chandan J Das, Ranjit Kumar Sahoo, Seema Kaushal, M Kalaivani, Anil Kumar Pandey","doi":"10.1097/MNM.0000000000002048","DOIUrl":"10.1097/MNM.0000000000002048","url":null,"abstract":"<p><strong>Background: </strong>68 Ga prostate-specific membrane antigen (PSMA) PET/computed tomography (CT) plays a critical role in prostate cancer management. Most clinical reports, however, remain unstructured, increasing the risk of omitting essential diagnostic information. Although standardized frameworks such as PROMISE (Prostate Cancer Molecular Imaging Standardized Evaluation) have been proposed to improve consistency, real-world adherence remains variable. This study assessed the adequacy of 68 Ga PSMA PET/CT reports and evaluated their alignment with PROMISE recommendations.</p><p><strong>Methods: </strong>A total of 189 68 Ga PSMA PET/CT reports were retrospectively reviewed and scored based on the presence (1) or absence (0) of six diagnostic elements: primary tumor localization, PSMA uptake intensity, lymph node involvement, bone metastases, visceral metastases, and seminal vesicle involvement. Reports were classified as clinically adequate (score ≥5), partially adequate (3-4), or inadequate (<3). A one-sample z test assessed whether the proportion of adequate reports met a 90% benchmark (α = 0.05). Chi-square tests evaluated differences in reporting frequencies across elements.</p><p><strong>Results: </strong>None of the reports (0%) were inadequate. Of 189 reports, 95 (50.3%) were clinically adequate (score ≥5) and 94 (49.7%) were partially adequate (score 3-<5), with a significant overall adequacy rate ( P  < 0.0001). A notable gap existed between documentation of seminal vesicle involvement and prostate size ( P  < 0.0001). Despite consistent reporting of anatomical localization and molecular imaging tumour, node, metastases (miTNM) classification, key elements were often missing, including PSMA uptake metrics, lesion size, nodal features, CT parameters, imaging protocol, and reader confidence.</p><p><strong>Conclusion: </strong>In this single-center study, free-text 68 Ga PSMA PET/CT reports were adequate for clinical needs but demonstrated only partial conformity to the PROMISE framework.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1224-1231"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145086792","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
British Nuclear Medicine Society Autumn Meeting 2025. 英国核医学学会2025年秋季会议。
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-11-04 DOI: 10.1097/MNM.0000000000002066
{"title":"British Nuclear Medicine Society Autumn Meeting 2025.","authors":"","doi":"10.1097/MNM.0000000000002066","DOIUrl":"https://doi.org/10.1097/MNM.0000000000002066","url":null,"abstract":"","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":"46 12","pages":"1256-1258"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145452551","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of different response evaluation criteria in interim PET/CT for diffuse large B-cell lymphoma: is Δtotal metabolic tumor volume a worthwhile measure? 弥漫性大b细胞淋巴瘤中期PET/ ct不同疗效评价标准的比较:Δtotal代谢性肿瘤体积是否值得衡量?
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-09-05 DOI: 10.1097/MNM.0000000000002047
Gündüzalp B Babacan, Müge Öner Tamam, Naciye Demirel, İlknur Mansuroğlu, Hülya Bilgi

Objective: This study aimed to evaluate the most reliable predictors of progression-free survival (PFS) and overall survival (OS) among six different response criteria during interim PET (I-PET)/computed tomography (CT), including the change in total metabolic tumor volume (ΔTMTV) in patients with diffuse large B-cell lymphoma (DLBCL).

Methods: A retrospective analysis was conducted on patients with DLBCL who underwent baseline PET/CT and I-PET after 3-4 cycles of chemoimmunotherapy. Various response criteria were assessed, including Lugano, response evaluation criteria in lymphoma (RECIL), change in maximum standardized uptake value (ΔSUV max ), Peking, quantitative PET, and the novel ΔTMTV. Survival outcomes were obtained using Kaplan-Meier survival analysis and Cox proportional-hazards regression models and compared with Harrell's C-index for predictive accuracy.

Results: One hundred and two patients enrolled. The median PFS was 58 months, and the median OS was 63.5 months. ΔSUV max (cut-off: 66%) had the highest predictive accuracy for both PFS and OS (C-index: 0.689, 0.686; P  < 0.001). ΔTMTV (cut-off: 85.69%) was significantly associated with survival ( P  = 0.003 for PFS, P  = 0.005 for OS) but did not outperform other response criteria. RECIL showed better survival prediction when minor responders were categorized as stable disease rather than partial response. A high baseline TMTV (>126.8 cm³) was correlated with lower survival, as indicated by PFS ( P  = 0.004) and OS ( P  = 0.019).

Conclusion: Interim PET/CT response evaluation using ΔSUV max66 is the most reliable predictor of survival in DLBCL. ΔTMTV has potential but requires improvement to enhance its prognostic accuracy. Future studies should explore refined segmentation methods to enhance metabolic tumor volume assessment in clinical practice.

目的:本研究旨在评估弥漫性大b细胞淋巴瘤(DLBCL)患者在中期PET (I-PET)/计算机断层扫描(CT)期间的六种不同反应标准中最可靠的无进展生存期(PFS)和总生存期(OS)的预测指标,包括弥漫性大b细胞淋巴瘤(DLBCL)患者总代谢肿瘤体积的变化(ΔTMTV)。方法:回顾性分析3-4周期化疗免疫治疗后进行基线PET/CT和I-PET检查的DLBCL患者。评估了各种反应标准,包括Lugano,淋巴瘤反应评价标准(RECIL),最大标准化摄取值变化(ΔSUVmax), Peking,定量PET和新型ΔTMTV。采用Kaplan-Meier生存分析和Cox比例风险回归模型获得生存结果,并与Harrell’s c指数比较预测准确性。结果:入组患者102例。中位PFS为58个月,中位OS为63.5个月。ΔSUVmax (cut- cut: 66%)对PFS和OS的预测准确率最高(C-index: 0.689, 0.686; P 126.8 cm³),PFS (P = 0.004)和OS (P = 0.019)与较低的生存率相关。结论:使用ΔSUVmax66进行中期PET/CT反应评估是DLBCL患者生存最可靠的预测指标。ΔTMTV有潜力,但需要改进以提高其预测准确性。未来的研究应探索更精细的分割方法,以加强临床实践中代谢肿瘤体积的评估。
{"title":"Comparison of different response evaluation criteria in interim PET/CT for diffuse large B-cell lymphoma: is Δtotal metabolic tumor volume a worthwhile measure?","authors":"Gündüzalp B Babacan, Müge Öner Tamam, Naciye Demirel, İlknur Mansuroğlu, Hülya Bilgi","doi":"10.1097/MNM.0000000000002047","DOIUrl":"10.1097/MNM.0000000000002047","url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to evaluate the most reliable predictors of progression-free survival (PFS) and overall survival (OS) among six different response criteria during interim PET (I-PET)/computed tomography (CT), including the change in total metabolic tumor volume (ΔTMTV) in patients with diffuse large B-cell lymphoma (DLBCL).</p><p><strong>Methods: </strong>A retrospective analysis was conducted on patients with DLBCL who underwent baseline PET/CT and I-PET after 3-4 cycles of chemoimmunotherapy. Various response criteria were assessed, including Lugano, response evaluation criteria in lymphoma (RECIL), change in maximum standardized uptake value (ΔSUV max ), Peking, quantitative PET, and the novel ΔTMTV. Survival outcomes were obtained using Kaplan-Meier survival analysis and Cox proportional-hazards regression models and compared with Harrell's C-index for predictive accuracy.</p><p><strong>Results: </strong>One hundred and two patients enrolled. The median PFS was 58 months, and the median OS was 63.5 months. ΔSUV max (cut-off: 66%) had the highest predictive accuracy for both PFS and OS (C-index: 0.689, 0.686; P  < 0.001). ΔTMTV (cut-off: 85.69%) was significantly associated with survival ( P  = 0.003 for PFS, P  = 0.005 for OS) but did not outperform other response criteria. RECIL showed better survival prediction when minor responders were categorized as stable disease rather than partial response. A high baseline TMTV (>126.8 cm³) was correlated with lower survival, as indicated by PFS ( P  = 0.004) and OS ( P  = 0.019).</p><p><strong>Conclusion: </strong>Interim PET/CT response evaluation using ΔSUV max66 is the most reliable predictor of survival in DLBCL. ΔTMTV has potential but requires improvement to enhance its prognostic accuracy. Future studies should explore refined segmentation methods to enhance metabolic tumor volume assessment in clinical practice.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1212-1223"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145001038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Volumetric 68 Ga-PSMA PET/CT analysis of bone metastasis subtypes in prostate cancer: correlation with prostate-specific antigen and International Society of Urological Pathology grade. 体积68ga -前列腺特异性膜抗原PET/计算机断层扫描分析前列腺癌骨转移亚型:与前列腺特异性抗原和国际泌尿病理学会分级的相关性
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-08-26 DOI: 10.1097/MNM.0000000000002044
Nihat Koyluce, Ummuhan Abdulrezzak, Ahmet Tutus

Objective: The aim of this study was to determine the rate of metastasis types in prostate cancer (PCa) patients with bone metastasis and to evaluate the relationship between volumetric parameters obtained from gallium-68 ( 68 Ga) prostate-specific membrane antigen (PSMA) PET/computed tomography (CT) and prostate-specific antigen (PSA) levels.

Materials and methods: We retrospectively reviewed the images of patients who underwent 68 Ga-PSMA PET/CT for restaging for recurrent PCa between 2014 and 2019. All detected bone lesions were manually grouped as 'osteoblastic (OB), osteolytic (OL), mixed (M), and radio-occult (RO) lesions' and the number and percentage were determined. Different volumetric values are obtained for each type of bone metastasis using the LIFEx v7.3.0 program. The relationship between PSA level and these volumetric values will be determined by the Spearman correlation test. The relationship between the International Society of Urological Pathology (ISUP) PCa grade group and volumetric values will be evaluated by the Kruskal-Wallis correlation test.

Results: Seventy-one patients had a total of 599 bone metastasis. Of these lesions, 268 were OB (44.7%), 39 were OL (6.5%), 72 were M (12.0%), and 220 were RO (36.7%). Total lesion volume (TLV) (P : 0.001), total lesion activity (TLA) (P : 0.001), and OB-TLA (P : 0.042) were significantly different between ISUP grades. In addition, the total number of lesions showed a statistically significant difference between ISUP grades (P : 0.019). PSA level correlated with RO lesion number ( r : 0.404, P : 0.016), RO-TLV ( r : 0.471, P : 0.004), and RO-TLA ( r : 0.528, P : 0.001).

Conclusion: 68 Ga-PSMA PET/CT can identify the source of biochemical recurrence by detecting RO lesions at early stages when bone mineral density is not affected.

目的:研究前列腺癌(PCa)骨转移患者的转移率,并评价镓-68 (68Ga)前列腺特异性膜抗原(PSMA) PET/ CT体积参数与前列腺特异性抗原(PSA)水平的关系。材料和方法:我们回顾性分析了2014年至2019年间接受68Ga PSMA PET/CT治疗复发性PCa的患者的图像。所有检测到的骨病变人工分组为“成骨细胞(OB)、溶骨(OL)、混合性(M)和放射隐匿性(RO)病变”,并确定数量和百分比。使用LIFEx v7.3.0程序获得不同类型骨转移的不同体积值。PSA水平与这些容积值之间的关系将由Spearman相关检验确定。国际泌尿病理学会(ISUP) PCa分级组与体积值之间的关系将通过Kruskal-Wallis相关检验进行评估。结果:71例患者发生骨转移599例。其中,OB 268例(44.7%),OL 39例(6.5%),M 72例(12.0%),RO 220例(36.7%)。病变总体积(TLV) (p: 0.001)、病变总活动性(TLA) (p: 0.001)和OB-TLA (p: 0.042)在ISUP分级之间存在显著差异。此外,病变总数在ISUP分级间差异有统计学意义(p: 0.019)。PSA水平与RO病变数(r: 0.404, p: 0.016)、RO- tlv (r: 0.471, p: 0.004)、RO- tla (r: 0.528, p: 0.001)相关。结论:在骨密度未受影响的情况下,68Ga-PSMA PET/CT可在早期发现RO病变,识别生化复发的来源。
{"title":"Volumetric 68 Ga-PSMA PET/CT analysis of bone metastasis subtypes in prostate cancer: correlation with prostate-specific antigen and International Society of Urological Pathology grade.","authors":"Nihat Koyluce, Ummuhan Abdulrezzak, Ahmet Tutus","doi":"10.1097/MNM.0000000000002044","DOIUrl":"10.1097/MNM.0000000000002044","url":null,"abstract":"<p><strong>Objective: </strong>The aim of this study was to determine the rate of metastasis types in prostate cancer (PCa) patients with bone metastasis and to evaluate the relationship between volumetric parameters obtained from gallium-68 ( 68 Ga) prostate-specific membrane antigen (PSMA) PET/computed tomography (CT) and prostate-specific antigen (PSA) levels.</p><p><strong>Materials and methods: </strong>We retrospectively reviewed the images of patients who underwent 68 Ga-PSMA PET/CT for restaging for recurrent PCa between 2014 and 2019. All detected bone lesions were manually grouped as 'osteoblastic (OB), osteolytic (OL), mixed (M), and radio-occult (RO) lesions' and the number and percentage were determined. Different volumetric values are obtained for each type of bone metastasis using the LIFEx v7.3.0 program. The relationship between PSA level and these volumetric values will be determined by the Spearman correlation test. The relationship between the International Society of Urological Pathology (ISUP) PCa grade group and volumetric values will be evaluated by the Kruskal-Wallis correlation test.</p><p><strong>Results: </strong>Seventy-one patients had a total of 599 bone metastasis. Of these lesions, 268 were OB (44.7%), 39 were OL (6.5%), 72 were M (12.0%), and 220 were RO (36.7%). Total lesion volume (TLV) (P : 0.001), total lesion activity (TLA) (P : 0.001), and OB-TLA (P : 0.042) were significantly different between ISUP grades. In addition, the total number of lesions showed a statistically significant difference between ISUP grades (P : 0.019). PSA level correlated with RO lesion number ( r : 0.404, P : 0.016), RO-TLV ( r : 0.471, P : 0.004), and RO-TLA ( r : 0.528, P : 0.001).</p><p><strong>Conclusion: </strong>68 Ga-PSMA PET/CT can identify the source of biochemical recurrence by detecting RO lesions at early stages when bone mineral density is not affected.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1240-1248"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144963898","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automatic Lugano staging for risk stratification in lymphoma: a multicenter PET radiomics and machine learning study with survival analysis. 淋巴瘤风险分层的自动卢加诺分期:多中心PET放射组学和机器学习研究与生存分析。
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-09-03 DOI: 10.1097/MNM.0000000000002046
Setareh Hasanabadi, Seyed Mahmud Reza Aghamiri, Ahmad Ali Abin, Maryam Cheraghi, Mehrdad Bakhshayesh Karam, Habibeh Vosoughi, Farshad Emami, Hossein Arabi

Background: Lymphoma staging plays a pivotal role in treatment planning and prognosis. Yet, it still relies on manual interpretation of PET/computed tomography (CT) images, which is time-consuming, subjective, and prone to variability. This study introduces a novel radiomics-based machine learning model for automated lymphoma staging to improve diagnostic accuracy and streamline clinical workflow.

Methods: Imaging data from 241 patients with histologically confirmed lymphoma were retrospectively analyzed. Radiomics features were extracted from segmented lymph nodes and extranodal lesions using PET/CT. Three machine learning classifiers (Logistic Regression, Random Forest, and XGBoost) were trained to distinguish between early-stage (I-II) and advanced-stage (III-IV) lymphoma. Model performance was evaluated using area under the curve (AUC), sensitivity, specificity, and accuracy together with survival analysis.

Results: Among the three models evaluated, the logistic regression model incorporating both nodal and extranodal radiomic features performed the best, achieving an AUC of 0.87 and a sensitivity of 0.88 in the external validation cohort. Including extranodal features significantly improved classification accuracy compared to nodal-only models (AUC: 0.87 vs. 0.75). Survival analysis revealed advanced-stage patients had a fourfold higher mortality risk (hazard ratio: 0.22-0.26, P = 0.0036) and a median survival of 84 months. Key radiomic features, such as tumor shape irregularity and heterogeneity, were strongly associated with staging, aligning with Lugano criteria for extranodal spread.

Conclusion: This study demonstrated the potential of PET radiomics features for automated Lugano staging. Adding extranodal features significantly improved staging accuracy and informed treatment.

背景:淋巴瘤分期在治疗计划和预后中起着关键作用。然而,它仍然依赖于人工解释PET/计算机断层扫描(CT)图像,这是耗时的,主观的,并且容易变化。本研究介绍了一种新的基于放射组学的淋巴瘤自动分期机器学习模型,以提高诊断准确性和简化临床工作流程。方法:回顾性分析241例经组织学证实的淋巴瘤患者的影像学资料。利用PET/CT提取分段淋巴结和结外病变的放射组学特征。三个机器学习分类器(逻辑回归、随机森林和XGBoost)被训练来区分早期(I-II)和晚期(III-IV)淋巴瘤。通过曲线下面积(AUC)、敏感性、特异性和准确性以及生存分析来评估模型的性能。结果:在评估的三种模型中,结合淋巴结和结外放射学特征的逻辑回归模型表现最好,在外部验证队列中实现了0.87的AUC和0.88的灵敏度。与仅节点模型相比,包括结外特征显著提高了分类精度(AUC: 0.87 vs. 0.75)。生存分析显示,晚期患者的死亡风险高出4倍(危险比:0.22-0.26,P = 0.0036),中位生存期为84个月。关键的放射学特征,如肿瘤形状不规则和异质性,与分期密切相关,符合Lugano结外扩散标准。结论:本研究证明了PET放射组学特征在自动卢加诺分期中的潜力。添加结外特征可显著提高分期准确性和知情治疗。
{"title":"Automatic Lugano staging for risk stratification in lymphoma: a multicenter PET radiomics and machine learning study with survival analysis.","authors":"Setareh Hasanabadi, Seyed Mahmud Reza Aghamiri, Ahmad Ali Abin, Maryam Cheraghi, Mehrdad Bakhshayesh Karam, Habibeh Vosoughi, Farshad Emami, Hossein Arabi","doi":"10.1097/MNM.0000000000002046","DOIUrl":"10.1097/MNM.0000000000002046","url":null,"abstract":"<p><strong>Background: </strong>Lymphoma staging plays a pivotal role in treatment planning and prognosis. Yet, it still relies on manual interpretation of PET/computed tomography (CT) images, which is time-consuming, subjective, and prone to variability. This study introduces a novel radiomics-based machine learning model for automated lymphoma staging to improve diagnostic accuracy and streamline clinical workflow.</p><p><strong>Methods: </strong>Imaging data from 241 patients with histologically confirmed lymphoma were retrospectively analyzed. Radiomics features were extracted from segmented lymph nodes and extranodal lesions using PET/CT. Three machine learning classifiers (Logistic Regression, Random Forest, and XGBoost) were trained to distinguish between early-stage (I-II) and advanced-stage (III-IV) lymphoma. Model performance was evaluated using area under the curve (AUC), sensitivity, specificity, and accuracy together with survival analysis.</p><p><strong>Results: </strong>Among the three models evaluated, the logistic regression model incorporating both nodal and extranodal radiomic features performed the best, achieving an AUC of 0.87 and a sensitivity of 0.88 in the external validation cohort. Including extranodal features significantly improved classification accuracy compared to nodal-only models (AUC: 0.87 vs. 0.75). Survival analysis revealed advanced-stage patients had a fourfold higher mortality risk (hazard ratio: 0.22-0.26, P = 0.0036) and a median survival of 84 months. Key radiomic features, such as tumor shape irregularity and heterogeneity, were strongly associated with staging, aligning with Lugano criteria for extranodal spread.</p><p><strong>Conclusion: </strong>This study demonstrated the potential of PET radiomics features for automated Lugano staging. Adding extranodal features significantly improved staging accuracy and informed treatment.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1200-1211"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12588669/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144963944","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}
引用次数: 0
Transfer learning can predict the presence of hibernating myocardium from rest myocardial perfusion images. 迁移学习可以从静息心肌灌注图像中预测冬眠心肌的存在。
IF 1.3 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-12-01 Epub Date: 2025-08-26 DOI: 10.1097/MNM.0000000000002043
Bangkim Chandra Khangembam, Jasim Jaleel, Arup Roy, Ritwik Wakankar, Priyanka Gupta, Chetan Patel

Purpose: Hibernating myocardium is a viable but dysfunctional myocardium state caused by chronic ischemia, with potential for recovery postrevascularization. This study evaluates the feasibility of transfer learning for predicting hibernating myocardium from rest myocardial perfusion images.

Methods: Patients who underwent myocardial viability assessment from January 2017 to September 2022 were split into training (70%) and validation (30%) sets, while those from October 2022 to January 2023 formed the testing set. Hibernating myocardium was defined as a mismatched perfusion-metabolism defect with impaired contractility. Rest myocardial perfusion polar maps were embedded using Google's InceptionV3, followed by data normalization and analysis of variance-based feature selection. Three gradient boosting algorithms were trained with stratified 10-fold cross-validation, validated, and tested. Performance was assessed using area under the curve (AUC), classification accuracy (CA), F1 score, specificity, and model interpretability via SHapley Additive exPlanations (SHAP) plots.

Results: The study included 239 patients (214 males, 25 females, mean age 56 ± 11 years); 123 (51.5%) had hibernating myocardium. All models achieved >0.700 in performance metrics across all datasets. Among them, extreme gradient boosting (xgboost) performed best on the test set (F1 score: 0.800, CA: 0.774, specificity: 0.909, AUC: 0.782). Beeswarm SHAP plots revealed a clear pattern of model interpretability for all models.

Conclusion: This study demonstrates the feasibility of transfer learning for predicting hibernating myocardium from rest myocardial perfusion images. The integration of deep convolutional neural networks with gradient boosting models highlights the potential of machine learning-based myocardial viability assessment, contributing valuable early evidence.

目的:冬眠心肌是由慢性缺血引起的一种有活力但功能失调的心肌状态,具有血管化后恢复的潜力。本研究评估迁移学习从静止心肌灌注图像预测冬眠心肌的可行性。方法:将2017年1月至2022年9月进行心肌活力评估的患者分为训练组(70%)和验证组(30%),2022年10月至2023年1月进行心肌活力评估的患者组成测试组。冬眠心肌被定义为一种不匹配的灌注代谢缺陷,并伴有收缩能力受损。使用谷歌的InceptionV3软件嵌入静息心肌灌注极坐标图,然后进行数据归一化和基于方差的特征选择分析。三种梯度增强算法通过分层10倍交叉验证进行训练、验证和测试。使用曲线下面积(AUC)、分类精度(CA)、F1评分、特异性和SHapley加性解释(SHAP)图的模型可解释性来评估性能。结果:239例患者入组,其中男性214例,女性25例,平均年龄56±11岁;有冬眠心肌123例(51.5%)。所有模型在所有数据集上的性能指标都达到了>.700。其中,极限梯度增强(xgboost)在测试集上表现最好(F1得分:0.800,CA: 0.774,特异性:0.909,AUC: 0.782)。蜂群SHAP图显示了所有模型的清晰的模型可解释性模式。结论:本研究验证了迁移学习方法用于静息心肌灌注图像预测冬眠心肌的可行性。深度卷积神经网络与梯度增强模型的集成突出了基于机器学习的心肌活力评估的潜力,提供了有价值的早期证据。
{"title":"Transfer learning can predict the presence of hibernating myocardium from rest myocardial perfusion images.","authors":"Bangkim Chandra Khangembam, Jasim Jaleel, Arup Roy, Ritwik Wakankar, Priyanka Gupta, Chetan Patel","doi":"10.1097/MNM.0000000000002043","DOIUrl":"10.1097/MNM.0000000000002043","url":null,"abstract":"<p><strong>Purpose: </strong>Hibernating myocardium is a viable but dysfunctional myocardium state caused by chronic ischemia, with potential for recovery postrevascularization. This study evaluates the feasibility of transfer learning for predicting hibernating myocardium from rest myocardial perfusion images.</p><p><strong>Methods: </strong>Patients who underwent myocardial viability assessment from January 2017 to September 2022 were split into training (70%) and validation (30%) sets, while those from October 2022 to January 2023 formed the testing set. Hibernating myocardium was defined as a mismatched perfusion-metabolism defect with impaired contractility. Rest myocardial perfusion polar maps were embedded using Google's InceptionV3, followed by data normalization and analysis of variance-based feature selection. Three gradient boosting algorithms were trained with stratified 10-fold cross-validation, validated, and tested. Performance was assessed using area under the curve (AUC), classification accuracy (CA), F1 score, specificity, and model interpretability via SHapley Additive exPlanations (SHAP) plots.</p><p><strong>Results: </strong>The study included 239 patients (214 males, 25 females, mean age 56 ± 11 years); 123 (51.5%) had hibernating myocardium. All models achieved >0.700 in performance metrics across all datasets. Among them, extreme gradient boosting (xgboost) performed best on the test set (F1 score: 0.800, CA: 0.774, specificity: 0.909, AUC: 0.782). Beeswarm SHAP plots revealed a clear pattern of model interpretability for all models.</p><p><strong>Conclusion: </strong>This study demonstrates the feasibility of transfer learning for predicting hibernating myocardium from rest myocardial perfusion images. The integration of deep convolutional neural networks with gradient boosting models highlights the potential of machine learning-based myocardial viability assessment, contributing valuable early evidence.</p>","PeriodicalId":19708,"journal":{"name":"Nuclear Medicine Communications","volume":" ","pages":"1171-1179"},"PeriodicalIF":1.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144963862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Nuclear Medicine Communications
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