Pub Date : 2026-02-01Epub Date: 2025-08-11DOI: 10.1007/s12094-025-04016-7
Ivan Henriquez, Barbara Malave, Gemma Benitez-Gabella, David Parada, Marta Canela, Raquel García-Pablo, Rocio Benavides, Francesc Rius, Meritxell Arenas
Background: TMPRSS2:ERG gene fusion is a common alteration in prostate cancer and is regulated by androgen receptor signaling. We investigated whether ERG expression, assessed by immunohistochemistry (IHC), predicts clinical outcomes in patients with intermediate- or high-risk localized prostate cancer treated with combined androgen blockade (CAB) and radiotherapy (RT).
Material and methods: We retrospectively analyzed patients treated with CAB (GnRH agonists + antiandrogens) and normofractionated RT. ERG expression was evaluated using IHC. Overall survival (OS) was estimated with Kaplan-Meier curves. Prostate cancer-specific survival (PCSS), biochemical recurrence-free survival (bRFS), and progression-free survival (PFS) were assessed using competing risk models.
Results: A total of 86 patients were included (median follow-up 173 months). ERG expression was positive in 69%. No significant differences were observed in OS (HR 1.03; p = 0.92), PCSS (HR 0.44; p = 0.22), bRFS (HR 0.51; p = 0.19), or PFS (HR 0.56; p = 0.30) between ERG-positive and ERG-negative groups.
Conclusions: ERG expression assessed by IHC was not associated with clinical outcomes in this population. These results do not support its role as a predictive biomarker in patients treated with CAB and RT. Further prospective studies are warranted to confirm these findings.
{"title":"ERG expression is not predictive of outcome in patients with intermediate- and high-risk localized prostate cancer treated with combined androgen blockade and radiotherapy.","authors":"Ivan Henriquez, Barbara Malave, Gemma Benitez-Gabella, David Parada, Marta Canela, Raquel García-Pablo, Rocio Benavides, Francesc Rius, Meritxell Arenas","doi":"10.1007/s12094-025-04016-7","DOIUrl":"10.1007/s12094-025-04016-7","url":null,"abstract":"<p><strong>Background: </strong>TMPRSS2:ERG gene fusion is a common alteration in prostate cancer and is regulated by androgen receptor signaling. We investigated whether ERG expression, assessed by immunohistochemistry (IHC), predicts clinical outcomes in patients with intermediate- or high-risk localized prostate cancer treated with combined androgen blockade (CAB) and radiotherapy (RT).</p><p><strong>Material and methods: </strong>We retrospectively analyzed patients treated with CAB (GnRH agonists + antiandrogens) and normofractionated RT. ERG expression was evaluated using IHC. Overall survival (OS) was estimated with Kaplan-Meier curves. Prostate cancer-specific survival (PCSS), biochemical recurrence-free survival (bRFS), and progression-free survival (PFS) were assessed using competing risk models.</p><p><strong>Results: </strong>A total of 86 patients were included (median follow-up 173 months). ERG expression was positive in 69%. No significant differences were observed in OS (HR 1.03; p = 0.92), PCSS (HR 0.44; p = 0.22), bRFS (HR 0.51; p = 0.19), or PFS (HR 0.56; p = 0.30) between ERG-positive and ERG-negative groups.</p><p><strong>Conclusions: </strong>ERG expression assessed by IHC was not associated with clinical outcomes in this population. These results do not support its role as a predictive biomarker in patients treated with CAB and RT. Further prospective studies are warranted to confirm these findings.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":"663-671"},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144818148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-08-22DOI: 10.1007/s12094-025-04030-9
Ruiyu Yang, Yimin Hu, Qingguo Liu, Pingping Huang
Background: This study investigates the differential expression of ENO2 in serum extracellular vesicles (EVs) of patients with diffuse large B cell lymphoma (DLBCL) and its correlation with clinicopathological characteristics and prognosis.
Methods: Serum samples before receiving treatment, clinicopathological characteristics, and follow-up information were collected from 78 patients with DLBCL, and 40 patients with reactive hyperplasia of lymph nodes (RH) were selected as the control group. ENO2 expression in serum EVs was detected by RT-qPCR and Western blot. The diagnostic value of ENO2 in serum EVs for DLBCL was analyzed by ROC curve. The correlation between ENO2 expression and clinicopathological data was analyzed by chi square test. The 5-year overall survival (OS) was analyzed by Kaplan-Meier method. The COX proportional hazards model was employed for analyzing prognostic risk factors of DLBCL.
Results: ENO2 is highly expressed in serum EVs of DLBCL patients. ENO2 in serum EVs has moderate diagnostic efficacy for DLBCL, with a sensitivity, specificity, and AUC of 0.808, 0.725, and 0.789, respectively. ENO2 expression is closely related to ECOG score, LDH level, Ann Arbor stage, IPI, and Bcl-2. DLBCL patients with age (> 60 years), ECOG (2-4), LDH level (High), Ann Arbor stage (III + IV), IPI score (3-5), Ki-67 (≥ 70%), Bcl-2 (positive), and ENO2 protein (high expression) have lower 5-year OS. ENO2 protein (high expression), ECOG (2-4), Ann Arbor stage (III + IV), and Ki-67 (≥ 70%) are independent prognostic risk factor for DLBCL.
Conclusions: ENO2 is correlated with the clinicopathological characteristics of DLBCL and is an independent prognostic risk factor.
{"title":"Clinical value of ENO2 in serum extracellular vesicles for the diagnosis and prognosis of diffuse large B-cell lymphoma patients.","authors":"Ruiyu Yang, Yimin Hu, Qingguo Liu, Pingping Huang","doi":"10.1007/s12094-025-04030-9","DOIUrl":"10.1007/s12094-025-04030-9","url":null,"abstract":"<p><strong>Background: </strong>This study investigates the differential expression of ENO2 in serum extracellular vesicles (EVs) of patients with diffuse large B cell lymphoma (DLBCL) and its correlation with clinicopathological characteristics and prognosis.</p><p><strong>Methods: </strong>Serum samples before receiving treatment, clinicopathological characteristics, and follow-up information were collected from 78 patients with DLBCL, and 40 patients with reactive hyperplasia of lymph nodes (RH) were selected as the control group. ENO2 expression in serum EVs was detected by RT-qPCR and Western blot. The diagnostic value of ENO2 in serum EVs for DLBCL was analyzed by ROC curve. The correlation between ENO2 expression and clinicopathological data was analyzed by chi square test. The 5-year overall survival (OS) was analyzed by Kaplan-Meier method. The COX proportional hazards model was employed for analyzing prognostic risk factors of DLBCL.</p><p><strong>Results: </strong>ENO2 is highly expressed in serum EVs of DLBCL patients. ENO2 in serum EVs has moderate diagnostic efficacy for DLBCL, with a sensitivity, specificity, and AUC of 0.808, 0.725, and 0.789, respectively. ENO2 expression is closely related to ECOG score, LDH level, Ann Arbor stage, IPI, and Bcl-2. DLBCL patients with age (> 60 years), ECOG (2-4), LDH level (High), Ann Arbor stage (III + IV), IPI score (3-5), Ki-67 (≥ 70%), Bcl-2 (positive), and ENO2 protein (high expression) have lower 5-year OS. ENO2 protein (high expression), ECOG (2-4), Ann Arbor stage (III + IV), and Ki-67 (≥ 70%) are independent prognostic risk factor for DLBCL.</p><p><strong>Conclusions: </strong>ENO2 is correlated with the clinicopathological characteristics of DLBCL and is an independent prognostic risk factor.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":"701-710"},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144977389","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Despite the therapeutic advances of immune checkpoint inhibitors in advanced melanoma, early identification of treatment non-responders remains a major clinical need. Dynamic changes in peripheral blood biomarkers may provide a cost-effective and non-invasive strategy to monitor treatment response during the early phase of immunotherapy.
Methods: We retrospectively analyzed 70 patients with advanced melanoma treated with combination ipilimumab and nivolumab between 2017 and 2025. Dynamic changes in neutrophil-to-lymphocyte ratio (ΔNLR), lymphocyte-to-monocyte ratio (ΔLMR), platelet-to-lymphocyte ratio (ΔPLR), systemic immune-inflammation index (ΔSII), eosinophil count (ΔEosinophils), and lactate dehydrogenase (ΔLDH) were calculated as the ratio of post-treatment (prior to the third cycle) to pre-treatment (baseline) values. ROC analysis and logistic regression models assessed each biomarker's predictive value for objective response. Each delta marker was tested in a separate multivariate model adjusted for clinical covariates identified through univariate analysis.
Results: Among 70 patients, 28 (40.0%) achieved an objective response. ΔNLR and ΔLMR showed the strongest discriminative performance (AUCs: 0.836 and 0.793, respectively). In multivariate models incorporating univariate-selected clinical covariates, high ΔNLR (OR = 20.3, 95% CI 4.65-88.45) and low ΔLMR (OR = 22.66, 95% CI 5.07-101.34) remained independently associated with non-response (both p < 0.001). These biomarkers also improved the predictive performance of the clinical model (ΔAUC: + 7.7%).
Conclusions: Routine assessment of early dynamic changes in ΔNLR and ΔLMR after two cycles of ipilimumab-nivolumab therapy can enable timely identification of non-responders in advanced melanoma, allowing early discontinuation or switching of treatment to avoid unnecessary toxicity and cost. These biomarkers rely on standard blood counts and are readily applicable in clinical practice. Nevertheless, the retrospective single-center design and moderate sample size limit the generalizability of our findings, and prospective validation in larger, independent cohorts is warranted.
背景:尽管免疫检查点抑制剂在晚期黑色素瘤的治疗方面取得了进展,但早期识别治疗无反应仍然是一个主要的临床需要。在免疫治疗的早期阶段,外周血生物标志物的动态变化可能为监测治疗反应提供一种具有成本效益和非侵入性的策略。方法:我们回顾性分析了2017年至2025年间70例接受伊匹单抗和纳武单抗联合治疗的晚期黑色素瘤患者。中性粒细胞与淋巴细胞比值(ΔNLR)、淋巴细胞与单核细胞比值(ΔLMR)、血小板与淋巴细胞比值(ΔPLR)、全身免疫炎症指数(ΔSII)、嗜酸性粒细胞计数(ΔEosinophils)和乳酸脱氢酶(ΔLDH)的动态变化计算为治疗后(第三周期之前)与治疗前(基线)值的比值。ROC分析和逻辑回归模型评估了每个生物标志物对客观反应的预测价值。每个δ标记在一个单独的多变量模型中进行测试,该模型根据通过单变量分析确定的临床协变量进行调整。结果:70例患者中,28例(40.0%)达到客观缓解。ΔNLR和ΔLMR的鉴别性能最强(auc分别为0.836和0.793)。在纳入单变量选择临床协变量的多变量模型中,高ΔNLR (OR = 20.3, 95% CI 4.65-88.45)和低ΔLMR (OR = 22.66, 95% CI 5.07-101.34)仍然与无反应独立相关(均p)。在ipilimumab-nivolumab治疗两个周期后,对ΔNLR和ΔLMR的早期动态变化进行常规评估,可以及时识别晚期黑色素瘤无反应,允许早期停药或切换治疗,以避免不必要的毒性和成本。这些生物标志物依赖于标准血细胞计数,很容易应用于临床实践。然而,回顾性单中心设计和中等样本量限制了我们研究结果的普遍性,需要在更大的独立队列中进行前瞻性验证。
{"title":"Dynamic blood-based biomarkers predict early response to ipilimumab and nivolumab in advanced melanoma.","authors":"Gökhan Şahin, Caner Acar, Haydar Çağatay Yüksel, Salih Tunbekici, Fatma Pınar Açar, Gülçin Çelebi, Burçak Karaca","doi":"10.1007/s12094-025-04024-7","DOIUrl":"10.1007/s12094-025-04024-7","url":null,"abstract":"<p><strong>Background: </strong>Despite the therapeutic advances of immune checkpoint inhibitors in advanced melanoma, early identification of treatment non-responders remains a major clinical need. Dynamic changes in peripheral blood biomarkers may provide a cost-effective and non-invasive strategy to monitor treatment response during the early phase of immunotherapy.</p><p><strong>Methods: </strong>We retrospectively analyzed 70 patients with advanced melanoma treated with combination ipilimumab and nivolumab between 2017 and 2025. Dynamic changes in neutrophil-to-lymphocyte ratio (ΔNLR), lymphocyte-to-monocyte ratio (ΔLMR), platelet-to-lymphocyte ratio (ΔPLR), systemic immune-inflammation index (ΔSII), eosinophil count (ΔEosinophils), and lactate dehydrogenase (ΔLDH) were calculated as the ratio of post-treatment (prior to the third cycle) to pre-treatment (baseline) values. ROC analysis and logistic regression models assessed each biomarker's predictive value for objective response. Each delta marker was tested in a separate multivariate model adjusted for clinical covariates identified through univariate analysis.</p><p><strong>Results: </strong>Among 70 patients, 28 (40.0%) achieved an objective response. ΔNLR and ΔLMR showed the strongest discriminative performance (AUCs: 0.836 and 0.793, respectively). In multivariate models incorporating univariate-selected clinical covariates, high ΔNLR (OR = 20.3, 95% CI 4.65-88.45) and low ΔLMR (OR = 22.66, 95% CI 5.07-101.34) remained independently associated with non-response (both p < 0.001). These biomarkers also improved the predictive performance of the clinical model (ΔAUC: + 7.7%).</p><p><strong>Conclusions: </strong>Routine assessment of early dynamic changes in ΔNLR and ΔLMR after two cycles of ipilimumab-nivolumab therapy can enable timely identification of non-responders in advanced melanoma, allowing early discontinuation or switching of treatment to avoid unnecessary toxicity and cost. These biomarkers rely on standard blood counts and are readily applicable in clinical practice. Nevertheless, the retrospective single-center design and moderate sample size limit the generalizability of our findings, and prospective validation in larger, independent cohorts is warranted.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":"635-644"},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144977434","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-08-21DOI: 10.1007/s12094-025-04026-5
Jie Hou, Hui Feng, Minheng Zhang, Dayi Wang, Haixia Fan
Background: Male breast cancer (MBC), a rare disease accounting for less than 1% of all cancers in men and approximately 1% of all breast cancers globally, exhibits unique biological and clinical characteristics that distinguish it from female breast cancer (FBC). To identify the latest developments and trends in MBC research, we performed a comprehensive analysis of relevant literature and generated visual representations of the data. Building on these outcomes, we delve into the insights gained, aiming to enhance the ongoing comprehension of MBC.
Methods: We conducted a search of the Web of Science Core Collection (WoSCC) for English-language articles and reviews on MBC published from 1982 to 2024. Following a rigorous dual-researcher screening process, we refined the dataset to 6802 relevant records. Subsequently, we employed Microsoft Excel for initial data organization and processing. For in-depth analysis and visualization of journal, country/region, author/institution trends, as well as keyword patterns, we utilized a combination of R Package, VOSviewer, and CiteSpace. This multi-tool approach enabled us to extract and present meaningful insights from the data.
Results: MBC research has risen since 1996, with a 2024 peak at 503 publications, reflecting advances like BRCA1/2 gene discoveries. The USA leads in publications and citations, with North America and Europe being the most collaborative regions. Key journals include Breast Cancer Research and Treatment, and leading contributors are Ottini, Laura and Van Diest, Paul J. Research focuses on MBC's genetic links (e.g. BRCA mutations) and clinical features, with emerging topics like precision medicine and immunotherapy.
Conclusion: MBC research has grown but remains concentrated in high-income countries. Future efforts should explore MBC's unique biology, improve diagnostic/therapeutic strategies, and involve global, interdisciplinary collaboration to enhance patient outcomes.
背景:男性乳腺癌(MBC)是一种罕见的疾病,占男性所有癌症的不到1%,约占全球所有乳腺癌的1%,具有独特的生物学和临床特征,将其与女性乳腺癌(FBC)区分开来。为了确定MBC研究的最新发展和趋势,我们对相关文献进行了全面分析,并生成了数据的可视化表示。在这些成果的基础上,我们深入研究了所获得的见解,旨在增强对MBC的持续理解。方法:检索Web of Science Core Collection (WoSCC)中1982 - 2024年间发表的关于MBC的英文文章和评论。经过严格的双研究员筛选过程,我们将数据集细化为6802条相关记录。随后,我们使用Microsoft Excel进行初步的数据组织和处理。为了对期刊、国家/地区、作者/机构趋势以及关键词模式进行深入分析和可视化,我们结合了R Package、VOSviewer和CiteSpace。这种多工具方法使我们能够从数据中提取并呈现有意义的见解。结果:MBC研究自1996年以来一直在上升,2024年达到503篇的峰值,反映了BRCA1/2基因发现等进展。美国在出版物和引用方面领先,北美和欧洲是最合作的地区。主要期刊包括乳腺癌研究与治疗,主要撰稿人是Ottini, Laura和Van Diest, Paul J.研究重点是MBC的遗传联系(如BRCA突变)和临床特征,新兴主题如精准医学和免疫治疗。结论:MBC研究有所增长,但仍集中在高收入国家。未来的努力应该探索MBC独特的生物学,改进诊断/治疗策略,并参与全球跨学科合作,以提高患者的治疗效果。
{"title":"Hotspots and future trends of male breast cancer: a global perspective.","authors":"Jie Hou, Hui Feng, Minheng Zhang, Dayi Wang, Haixia Fan","doi":"10.1007/s12094-025-04026-5","DOIUrl":"10.1007/s12094-025-04026-5","url":null,"abstract":"<p><strong>Background: </strong>Male breast cancer (MBC), a rare disease accounting for less than 1% of all cancers in men and approximately 1% of all breast cancers globally, exhibits unique biological and clinical characteristics that distinguish it from female breast cancer (FBC). To identify the latest developments and trends in MBC research, we performed a comprehensive analysis of relevant literature and generated visual representations of the data. Building on these outcomes, we delve into the insights gained, aiming to enhance the ongoing comprehension of MBC.</p><p><strong>Methods: </strong>We conducted a search of the Web of Science Core Collection (WoSCC) for English-language articles and reviews on MBC published from 1982 to 2024. Following a rigorous dual-researcher screening process, we refined the dataset to 6802 relevant records. Subsequently, we employed Microsoft Excel for initial data organization and processing. For in-depth analysis and visualization of journal, country/region, author/institution trends, as well as keyword patterns, we utilized a combination of R Package, VOSviewer, and CiteSpace. This multi-tool approach enabled us to extract and present meaningful insights from the data.</p><p><strong>Results: </strong>MBC research has risen since 1996, with a 2024 peak at 503 publications, reflecting advances like BRCA1/2 gene discoveries. The USA leads in publications and citations, with North America and Europe being the most collaborative regions. Key journals include Breast Cancer Research and Treatment, and leading contributors are Ottini, Laura and Van Diest, Paul J. Research focuses on MBC's genetic links (e.g. BRCA mutations) and clinical features, with emerging topics like precision medicine and immunotherapy.</p><p><strong>Conclusion: </strong>MBC research has grown but remains concentrated in high-income countries. Future efforts should explore MBC's unique biology, improve diagnostic/therapeutic strategies, and involve global, interdisciplinary collaboration to enhance patient outcomes.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":"541-556"},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144977364","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01DOI: 10.1007/s12094-025-04211-6
Francesco Deodato, Alba Fiorentino, Donato Pezzulla, Gabriella Macchia, Stefania Manfrida, Nicola Dinapoli, Mattia Falchetto Osti, Giuseppe Sanguineti, Alessio Giuseppe Morganti, Elvio Grazioso Russi
Background: Radiation oncology (RO) is essential in cancer treatment. Unplanned interruptions reduce tumor control, yet no validated management guidelines exist. The Italian Association of Radiation and Clinical Oncology (AIRO) conducted a national survey to assess the prevalence, causes, and management strategies for RT interruptions across Italy.
Methods: This cross-sectional survey was conducted between April and June 2022. A 34-question survey was emailed to directors of all Italian ROT centers, covering: (1) demographic and institutional characteristics; (2) radiobiological knowledge of ROT interruptions; (3) clinical management and compensation strategies.
Results: A total of 104 centers responded. Respondents had a median age of 57 years (range 34-74), and most worked in General Hospitals (64%). Centers had a median of 2 LINACs (range 1-6), with 16% operating only one LINAC. 96% of radiation oncologists (Ros) considered ROT interruptions a critical issue, particularly in curative (51%) and adjuvant (29%) settings. 42% defined an interruption of > 5 days as critical, and 63% believed treatment phase did not influence impact. 29% of ROs followed formal guidelines [e.g., Royal College of Radiographers (RCR)]. The main causes of interruptions were LINAC breakdowns (22%), toxicity (22%), and patient compliance issues (22%). 24% of ROs followed codified procedures for managing interruptions; 84% regularly monitored treatment breaks. Dose recovery strategies: 28% always compensated, 59% occasionally compensated, primarily by increasing total dose (48%) or working on Saturdays (20%).
Conclusion: This study reveals variability in ROT interruption management, stressing the need for AIRO guidelines, collaboration, and modern radiobiological integration.
{"title":"Managing unplanned radiotherapy interruptions in Italy: results from an AIRO survey.","authors":"Francesco Deodato, Alba Fiorentino, Donato Pezzulla, Gabriella Macchia, Stefania Manfrida, Nicola Dinapoli, Mattia Falchetto Osti, Giuseppe Sanguineti, Alessio Giuseppe Morganti, Elvio Grazioso Russi","doi":"10.1007/s12094-025-04211-6","DOIUrl":"https://doi.org/10.1007/s12094-025-04211-6","url":null,"abstract":"<p><strong>Background: </strong>Radiation oncology (RO) is essential in cancer treatment. Unplanned interruptions reduce tumor control, yet no validated management guidelines exist. The Italian Association of Radiation and Clinical Oncology (AIRO) conducted a national survey to assess the prevalence, causes, and management strategies for RT interruptions across Italy.</p><p><strong>Methods: </strong>This cross-sectional survey was conducted between April and June 2022. A 34-question survey was emailed to directors of all Italian ROT centers, covering: (1) demographic and institutional characteristics; (2) radiobiological knowledge of ROT interruptions; (3) clinical management and compensation strategies.</p><p><strong>Results: </strong>A total of 104 centers responded. Respondents had a median age of 57 years (range 34-74), and most worked in General Hospitals (64%). Centers had a median of 2 LINACs (range 1-6), with 16% operating only one LINAC. 96% of radiation oncologists (Ros) considered ROT interruptions a critical issue, particularly in curative (51%) and adjuvant (29%) settings. 42% defined an interruption of > 5 days as critical, and 63% believed treatment phase did not influence impact. 29% of ROs followed formal guidelines [e.g., Royal College of Radiographers (RCR)]. The main causes of interruptions were LINAC breakdowns (22%), toxicity (22%), and patient compliance issues (22%). 24% of ROs followed codified procedures for managing interruptions; 84% regularly monitored treatment breaks. Dose recovery strategies: 28% always compensated, 59% occasionally compensated, primarily by increasing total dose (48%) or working on Saturdays (20%).</p><p><strong>Conclusion: </strong>This study reveals variability in ROT interruption management, stressing the need for AIRO guidelines, collaboration, and modern radiobiological integration.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146100622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: NK/T-cell lymphoma (NKTCL) is a malignant tumor associated with Epstein-Barr virus (EBV) infection. Histone acetylation, which can regulate gene expression, plays a crucial role in epigenetic control. Sodium butyrate (NaB), a nonspecific inhibitor of histone deacetylase (HDAC), has antitumor effects on various malignancies. However, the mechanism of NaB in NKTCL remains poorly understood.
Methods: NKTCL cells were treated with specified concentrations of NaB for designated durations. Cell viability was assessed using the CCK-8 method, whereas flow cytometry was used to evaluate apoptosis and the cell cycle. RT-qPCR and western blot analyses were conducted to measure the expression levels of genes associated with the cell cycle, apoptosis, autophagy, HDAC, EBV, and molecules in the PI3K/Akt/mTOR and JAK/STAT signaling pathways.
Results: NaB downregulated the expression of HDAC 3, 4, 5, 8, 9, and 10 in NKTCL cell lines, leading to a significant reduction in cell viability and G2 phase cell cycle arrest. NaB induced apoptosis in NKTCL cell lines and inhibited the JAK/STAT signaling pathway, which was further promoted by the JAK2 inhibitor fedratinib. Moreover, NaB induced autophagy and suppressed the PI3K/Akt/mTOR signaling pathway in NKTCL cell lines. Additionally, NaB upregulated the transcription of lytic genes (TK, BMRF1, BMRF2, BRLF1, BMLF1, BNRF1, and BZLF1) in NKTCL, indicating its potential to induce EBV lytic infection.
Conclusions: NaB effectively promotes apoptosis and inhibits the JAK/STAT signaling pathway in NKTCL, which is further promoted by the JAK2 inhibitors fedratinib. Furthermore, NaB induces EBV reactivation and lytic infection in NKTCL, suggesting its ability to transition EBV from a latent to a lytic form.
{"title":"Sodium butyrate induces apoptosis enhanced by JAK2 inhibitor Fedratinib in NK/T-cell lymphoma cell.","authors":"Dongyun Tu, Tianyi Lu, Meng Zhang, Xiaolong Song, Deming Wu, Wenya Xu, Linyan Xu, Wei Sang","doi":"10.1007/s12094-026-04250-7","DOIUrl":"https://doi.org/10.1007/s12094-026-04250-7","url":null,"abstract":"<p><strong>Background: </strong>NK/T-cell lymphoma (NKTCL) is a malignant tumor associated with Epstein-Barr virus (EBV) infection. Histone acetylation, which can regulate gene expression, plays a crucial role in epigenetic control. Sodium butyrate (NaB), a nonspecific inhibitor of histone deacetylase (HDAC), has antitumor effects on various malignancies. However, the mechanism of NaB in NKTCL remains poorly understood.</p><p><strong>Methods: </strong>NKTCL cells were treated with specified concentrations of NaB for designated durations. Cell viability was assessed using the CCK-8 method, whereas flow cytometry was used to evaluate apoptosis and the cell cycle. RT-qPCR and western blot analyses were conducted to measure the expression levels of genes associated with the cell cycle, apoptosis, autophagy, HDAC, EBV, and molecules in the PI3K/Akt/mTOR and JAK/STAT signaling pathways.</p><p><strong>Results: </strong>NaB downregulated the expression of HDAC 3, 4, 5, 8, 9, and 10 in NKTCL cell lines, leading to a significant reduction in cell viability and G<sub>2</sub> phase cell cycle arrest. NaB induced apoptosis in NKTCL cell lines and inhibited the JAK/STAT signaling pathway, which was further promoted by the JAK2 inhibitor fedratinib. Moreover, NaB induced autophagy and suppressed the PI3K/Akt/mTOR signaling pathway in NKTCL cell lines. Additionally, NaB upregulated the transcription of lytic genes (TK, BMRF1, BMRF2, BRLF1, BMLF1, BNRF1, and BZLF1) in NKTCL, indicating its potential to induce EBV lytic infection.</p><p><strong>Conclusions: </strong>NaB effectively promotes apoptosis and inhibits the JAK/STAT signaling pathway in NKTCL, which is further promoted by the JAK2 inhibitors fedratinib. Furthermore, NaB induces EBV reactivation and lytic infection in NKTCL, suggesting its ability to transition EBV from a latent to a lytic form.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146100972","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-08-12DOI: 10.1007/s12094-025-04015-8
María Carmen Areses Manrique, Luis León-Mateos, Sofia Silva-Díaz, Ana Alonso, Martín Lázaro-Quintela, Natalia Fernández Núñez, Francisco Javier Afonso-Afonso, Pablo Freijido-Álvarez, Manuel Fernández-Bruno, Soledad Cameselle-García, Clara González-Ojea, Gerardo Huidobro, Blanca Távara-Silva, Carme García-Lorenzo, Javier Álvarez, Patricia Cordeiro González, Jesús García Mata, Cristina Azpitarte-Raposeiras, Luis Ruiz de Almirón Lomo, Víctor Cebey-López, Joaquín Mosquera Martínez, Jorge García-González, Lucía Santomé, Margarita Amenedo, José Luis Fírvida-Pérez
Purpose: We aimed to evaluate the effectiveness and safety of osimertinib as a first-line therapy in patients with advanced EGFR-mutated non-small cell lung cancer (aNSCLC) in a Spanish real-world setting.
Methods: This retrospective observational study was conducted at eight centers. The primary objective was to assess the effect of osimertinib on progression-free survival (PFS). The secondary objective was to evaluate the objective response rate (ORR), disease control rate (DCR), overall survival (OS), and drug toxicity.
Results: A total of 181 patients with aNSCLC were included in this study. The median PFS and OS were 15.8 (95% CI 12.5-19.0) and 29.3 (95% CI 21.1-37.5) months, respectively. An Eastern Cooperative Oncology Group Performance Status (ECOG PS) score ≥ 2 was associated with shorter PFS, whereas the presence of common EGFR mutations (exon 19 deletion and exon 21 L858R) was associated with longer PFS. Similarly, the age ≥ 70 years and an ECOG PS ≥ 2 were associated with a shorter OS, whereas the exon 19 deletion was associated with a longer OS. In addition, the overall ORR was 71.3% (CI 95% 64.7-77.9%), and the DCR was 87.8% (CI 95% 83.1-92.6%), with exon 19 deletion associated with a greater treatment response. Finally, 77% of the patients reported mild adverse reactions. Severe toxicity was not observed.
Conclusions: This study supports the effectiveness and tolerable safety profile of osimertinib as first-line treatment for patients with aNSCLC in a real-world setting. Exon 19 deletion appears to be a strong predictor of greater effectiveness in patients with aNSCLC.
目的:我们旨在评估在西班牙现实环境中,奥西替尼作为晚期egfr突变的非小细胞肺癌(aNSCLC)患者一线治疗的有效性和安全性。方法:在8个中心进行回顾性观察性研究。主要目的是评估奥西替尼对无进展生存期(PFS)的影响。次要目的是评估客观缓解率(ORR)、疾病控制率(DCR)、总生存期(OS)和药物毒性。结果:共有181例aNSCLC患者纳入本研究。中位PFS和OS分别为15.8个月(95% CI 12.5-19.0)和29.3个月(95% CI 21.1-37.5)。Eastern Cooperative Oncology Group Performance Status (ECOG PS)评分≥2与PFS较短相关,而常见EGFR突变(外显子19缺失和外显子21 L858R)的存在与PFS较长相关。同样,年龄≥70岁和ECOG PS≥2与较短的生存期相关,而外显子19缺失与较长的生存期相关。此外,总体ORR为71.3% (CI 95% 64.7-77.9%), DCR为87.8% (CI 95% 83.1-92.6%),外显子19缺失与更大的治疗反应相关。最后,77%的患者报告轻度不良反应。未观察到严重毒性。结论:本研究支持奥西替尼作为一线治疗aNSCLC患者的有效性和可耐受的安全性。外显子19缺失似乎是对aNSCLC患者更有效的一个强有力的预测因子。
{"title":"Real-world clinical experience with osimertinib in advanced EGFR-mutated non-small cell lung cancer.","authors":"María Carmen Areses Manrique, Luis León-Mateos, Sofia Silva-Díaz, Ana Alonso, Martín Lázaro-Quintela, Natalia Fernández Núñez, Francisco Javier Afonso-Afonso, Pablo Freijido-Álvarez, Manuel Fernández-Bruno, Soledad Cameselle-García, Clara González-Ojea, Gerardo Huidobro, Blanca Távara-Silva, Carme García-Lorenzo, Javier Álvarez, Patricia Cordeiro González, Jesús García Mata, Cristina Azpitarte-Raposeiras, Luis Ruiz de Almirón Lomo, Víctor Cebey-López, Joaquín Mosquera Martínez, Jorge García-González, Lucía Santomé, Margarita Amenedo, José Luis Fírvida-Pérez","doi":"10.1007/s12094-025-04015-8","DOIUrl":"10.1007/s12094-025-04015-8","url":null,"abstract":"<p><strong>Purpose: </strong>We aimed to evaluate the effectiveness and safety of osimertinib as a first-line therapy in patients with advanced EGFR-mutated non-small cell lung cancer (aNSCLC) in a Spanish real-world setting.</p><p><strong>Methods: </strong>This retrospective observational study was conducted at eight centers. The primary objective was to assess the effect of osimertinib on progression-free survival (PFS). The secondary objective was to evaluate the objective response rate (ORR), disease control rate (DCR), overall survival (OS), and drug toxicity.</p><p><strong>Results: </strong>A total of 181 patients with aNSCLC were included in this study. The median PFS and OS were 15.8 (95% CI 12.5-19.0) and 29.3 (95% CI 21.1-37.5) months, respectively. An Eastern Cooperative Oncology Group Performance Status (ECOG PS) score ≥ 2 was associated with shorter PFS, whereas the presence of common EGFR mutations (exon 19 deletion and exon 21 L858R) was associated with longer PFS. Similarly, the age ≥ 70 years and an ECOG PS ≥ 2 were associated with a shorter OS, whereas the exon 19 deletion was associated with a longer OS. In addition, the overall ORR was 71.3% (CI 95% 64.7-77.9%), and the DCR was 87.8% (CI 95% 83.1-92.6%), with exon 19 deletion associated with a greater treatment response. Finally, 77% of the patients reported mild adverse reactions. Severe toxicity was not observed.</p><p><strong>Conclusions: </strong>This study supports the effectiveness and tolerable safety profile of osimertinib as first-line treatment for patients with aNSCLC in a real-world setting. Exon 19 deletion appears to be a strong predictor of greater effectiveness in patients with aNSCLC.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":"494-503"},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144838478","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-08-21DOI: 10.1007/s12094-025-04034-5
Dayana Torres-Cuenca, Juan Eduardo Ortiz, Fabricio González-Andrade
Background: Thyroid nodules categorized as TIRADS 3 are typically considered low risk for malignancy (estimated < 5%) under the 2017 ACR TI-RADS guidelines. However, the real-world application of these criteria may vary, with many TIRADS 3 nodules undergoing fine-needle aspiration (FNA) despite recommendations for surveillance. This study aimed to identify clinical and ultrasonographic predictors of malignancy in TIRADS 3 nodules to enhance risk stratification.
Methods: This retrospective, single-center study included 200 patients aged 18-65 years with ultrasound-confirmed TIRADS 3 thyroid nodules who underwent FNA between January 2021 and December 2022. Although ACR guidelines recommend biopsy for nodules ≥ 2.5 cm, FNA was also performed in smaller nodules presenting with high-risk features such as capsule bulging or central-peripheral vascularity. Data were collected from anonymized hospital records. Multivariate logistic regression was used to identify independent predictors of malignancy.
Results: The malignancy rate was 20%, exceeding the expected threshold for TIRADS 3 nodules. Capsule expansion (OR 18.50, p < 0.001), central-peripheral vascularity (OR 4.99, p = 0.004), and a family history of thyroid cancer (OR 13.08, p = 0.001) were identified as significant predictors. All malignancy diagnoses were based on cytological findings (Bethesda V/VI), with no histopathologic confirmation available.
Conclusion: Certain TIRADS 3 nodules may possess a higher malignancy risk than traditionally assumed. Incorporating additional ultrasound features and clinical context may improve diagnostic accuracy. Future prospective studies with histopathological confirmation are warranted to validate these predictors.
{"title":"Unmasking risk in low-suspicion thyroid nodules: clinical and sonographic predictors of malignancy in TIRADS 3, a retrospective single-center study.","authors":"Dayana Torres-Cuenca, Juan Eduardo Ortiz, Fabricio González-Andrade","doi":"10.1007/s12094-025-04034-5","DOIUrl":"10.1007/s12094-025-04034-5","url":null,"abstract":"<p><strong>Background: </strong>Thyroid nodules categorized as TIRADS 3 are typically considered low risk for malignancy (estimated < 5%) under the 2017 ACR TI-RADS guidelines. However, the real-world application of these criteria may vary, with many TIRADS 3 nodules undergoing fine-needle aspiration (FNA) despite recommendations for surveillance. This study aimed to identify clinical and ultrasonographic predictors of malignancy in TIRADS 3 nodules to enhance risk stratification.</p><p><strong>Methods: </strong>This retrospective, single-center study included 200 patients aged 18-65 years with ultrasound-confirmed TIRADS 3 thyroid nodules who underwent FNA between January 2021 and December 2022. Although ACR guidelines recommend biopsy for nodules ≥ 2.5 cm, FNA was also performed in smaller nodules presenting with high-risk features such as capsule bulging or central-peripheral vascularity. Data were collected from anonymized hospital records. Multivariate logistic regression was used to identify independent predictors of malignancy.</p><p><strong>Results: </strong>The malignancy rate was 20%, exceeding the expected threshold for TIRADS 3 nodules. Capsule expansion (OR 18.50, p < 0.001), central-peripheral vascularity (OR 4.99, p = 0.004), and a family history of thyroid cancer (OR 13.08, p = 0.001) were identified as significant predictors. All malignancy diagnoses were based on cytological findings (Bethesda V/VI), with no histopathologic confirmation available.</p><p><strong>Conclusion: </strong>Certain TIRADS 3 nodules may possess a higher malignancy risk than traditionally assumed. Incorporating additional ultrasound features and clinical context may improve diagnostic accuracy. Future prospective studies with histopathological confirmation are warranted to validate these predictors.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":"689-700"},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144976950","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-08-03DOI: 10.1007/s12094-025-04011-y
Roman Vion, Céline Calbrix, Anca Berghian, Emilie Lévêque, Maxime Fontanilles, Cédric Paquin, Philippe Ruminy, Jean Rouvet, Marianne Leheurteur, Nathalie Olympios, Vinciane Rainville, Frédéric Di Fiore, Florian Clatot
Background: Antibody-drug conjugates (ADC) improved survival in patients with HER2-positive MBC. To date, there is no prognostic biomarker in routine practice for these patients. HER2-ECD is associated with poor prognosis but has not yet been studied in patients receiving ADC.
Methods: This monocentric retrospective study assessed in HER2-positive MBC patients shows the prognostic value on OS and PFS of (1) baseline HER2-ECD and CA15-3 and (2) HER2-ECD and CA15-3 after 3 months of treatment with TDM-1. At baseline, patients were divided according to the median value of HER2-ECD and CA15-3 from study population. For kinetic assessments, we compared survival outcomes according to the evolution of HER2-ECD and CA15-3 (stable/decrease vs increase).
Results: 40 patients were included. For both biomarkers, baseline values were not prognostic for OS neither PFS. Patients with stable or decrease HER2-ECD at 3 months had a significantly longer OS (median 43 versus 15.3 months, p < 0.0001) and PFS (median 9.4 versus 2.9 months, p = 0.0018) than patients with decrease, confirmed in multivariate analysis (p = 0.004 for OS and < 0.0001 for PFS). In contrast, CA15-3 kinetic was only prognostic for PFS (median 9.6 versus 4.9 months, p = 0.019), confirmed in multivariate analysis (p = 0.008).
Conclusion: In this retrospective cohort, HER2-ECD kinetic was a prognostic biomarker for OS and PFS in patients with an HER2-positive MBC treated with TDM-1.
{"title":"Prognostic value of circulating HER2 extracellular domain in patients with HER2-positive metastatic breast carcinoma treated with TDM-1 (trastuzumab emtansine).","authors":"Roman Vion, Céline Calbrix, Anca Berghian, Emilie Lévêque, Maxime Fontanilles, Cédric Paquin, Philippe Ruminy, Jean Rouvet, Marianne Leheurteur, Nathalie Olympios, Vinciane Rainville, Frédéric Di Fiore, Florian Clatot","doi":"10.1007/s12094-025-04011-y","DOIUrl":"10.1007/s12094-025-04011-y","url":null,"abstract":"<p><strong>Background: </strong>Antibody-drug conjugates (ADC) improved survival in patients with HER2-positive MBC. To date, there is no prognostic biomarker in routine practice for these patients. HER2-ECD is associated with poor prognosis but has not yet been studied in patients receiving ADC.</p><p><strong>Methods: </strong>This monocentric retrospective study assessed in HER2-positive MBC patients shows the prognostic value on OS and PFS of (1) baseline HER2-ECD and CA15-3 and (2) HER2-ECD and CA15-3 after 3 months of treatment with TDM-1. At baseline, patients were divided according to the median value of HER2-ECD and CA15-3 from study population. For kinetic assessments, we compared survival outcomes according to the evolution of HER2-ECD and CA15-3 (stable/decrease vs increase).</p><p><strong>Results: </strong>40 patients were included. For both biomarkers, baseline values were not prognostic for OS neither PFS. Patients with stable or decrease HER2-ECD at 3 months had a significantly longer OS (median 43 versus 15.3 months, p < 0.0001) and PFS (median 9.4 versus 2.9 months, p = 0.0018) than patients with decrease, confirmed in multivariate analysis (p = 0.004 for OS and < 0.0001 for PFS). In contrast, CA15-3 kinetic was only prognostic for PFS (median 9.6 versus 4.9 months, p = 0.019), confirmed in multivariate analysis (p = 0.008).</p><p><strong>Conclusion: </strong>In this retrospective cohort, HER2-ECD kinetic was a prognostic biomarker for OS and PFS in patients with an HER2-positive MBC treated with TDM-1.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":"711-718"},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144776808","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-01Epub Date: 2025-08-08DOI: 10.1007/s12094-025-04014-9
Na Hu, Yunpeng Luo, Maowen Tang, Gang Yan, Shengmei Yuan, Fangyan Li, Pinggui Lei
Background: This study aimed to develop and validate a hybrid deep learning (DL) model that integrates convolutional neural network (CNN) and vision transformer (ViT) architectures to predict distant metastasis (DM) in patients with non-small cell lung cancer (NSCLC) using 18F-FDG PET/CT images.
Methods: A retrospective analysis was conducted on a cohort of consecutively registered patients who were newly diagnosed and untreated for NSCLC. A total of 167 patients with available PET/CT images were included in the analysis. DL features were extracted using a combination of CNN and ViT architectures, followed by feature selection, model construction, and evaluation of model performance using the receiver operating characteristic (ROC) and the area under the curve (AUC).
Results: The ViT-based DL model exhibited strong predictive capabilities in both the training and validation cohorts, achieving AUCs of 0.824 and 0.830 for CT features, and 0.602 and 0.694 for PET features, respectively. Notably, the model that integrated both PET and CT features demonstrated a notable AUC of 0.882 in the validation cohort, outperforming models that utilized either PET or CT features alone. Furthermore, this model outperformed the CNN model (ResNet 50), which achieved an AUC of 0.752 [95% CI 0.613, 0.890], p < 0.05. Decision curve analysis further supported the efficacy of the ViT-based DL model.
Conclusion: The ViT-based DL developed in this study demonstrates considerable potential in predicting DM in patients with NSCLC, potentially informing the creation of personalized treatment strategies. Future validation through prospective studies with larger cohorts is necessary.
背景:本研究旨在开发和验证一种混合深度学习(DL)模型,该模型集成了卷积神经网络(CNN)和视觉变压器(ViT)架构,利用18F-FDG PET/CT图像预测非小细胞肺癌(NSCLC)患者的远处转移(DM)。方法:回顾性分析一组连续登记的新诊断和未经治疗的非小细胞肺癌患者。共有167例可获得PET/CT图像的患者被纳入分析。使用CNN和ViT架构结合提取DL特征,然后进行特征选择、模型构建和使用接收者工作特征(ROC)和曲线下面积(AUC)评估模型性能。结果:基于vit的DL模型在训练和验证队列中均表现出较强的预测能力,CT特征的auc分别为0.824和0.830,PET特征的auc分别为0.602和0.694。值得注意的是,整合PET和CT特征的模型在验证队列中显示出显著的AUC为0.882,优于仅使用PET或CT特征的模型。此外,该模型优于CNN模型(ResNet 50),后者的AUC为0.752 [95% CI 0.613, 0.890]。结论:本研究中建立的基于viti的DL在预测非小细胞肺癌患者糖尿病方面具有相当大的潜力,可能为个性化治疗策略的制定提供信息。未来有必要通过更大队列的前瞻性研究进行验证。
{"title":"Development and validation of a transformer-based deep learning model for predicting distant metastasis in non-small cell lung cancer using <sup>18</sup>FDG PET/CT images.","authors":"Na Hu, Yunpeng Luo, Maowen Tang, Gang Yan, Shengmei Yuan, Fangyan Li, Pinggui Lei","doi":"10.1007/s12094-025-04014-9","DOIUrl":"10.1007/s12094-025-04014-9","url":null,"abstract":"<p><strong>Background: </strong>This study aimed to develop and validate a hybrid deep learning (DL) model that integrates convolutional neural network (CNN) and vision transformer (ViT) architectures to predict distant metastasis (DM) in patients with non-small cell lung cancer (NSCLC) using <sup>18</sup>F-FDG PET/CT images.</p><p><strong>Methods: </strong>A retrospective analysis was conducted on a cohort of consecutively registered patients who were newly diagnosed and untreated for NSCLC. A total of 167 patients with available PET/CT images were included in the analysis. DL features were extracted using a combination of CNN and ViT architectures, followed by feature selection, model construction, and evaluation of model performance using the receiver operating characteristic (ROC) and the area under the curve (AUC).</p><p><strong>Results: </strong>The ViT-based DL model exhibited strong predictive capabilities in both the training and validation cohorts, achieving AUCs of 0.824 and 0.830 for CT features, and 0.602 and 0.694 for PET features, respectively. Notably, the model that integrated both PET and CT features demonstrated a notable AUC of 0.882 in the validation cohort, outperforming models that utilized either PET or CT features alone. Furthermore, this model outperformed the CNN model (ResNet 50), which achieved an AUC of 0.752 [95% CI 0.613, 0.890], p < 0.05. Decision curve analysis further supported the efficacy of the ViT-based DL model.</p><p><strong>Conclusion: </strong>The ViT-based DL developed in this study demonstrates considerable potential in predicting DM in patients with NSCLC, potentially informing the creation of personalized treatment strategies. Future validation through prospective studies with larger cohorts is necessary.</p>","PeriodicalId":50685,"journal":{"name":"Clinical & Translational Oncology","volume":" ","pages":"463-473"},"PeriodicalIF":2.5,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144800861","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}