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MDX-2001-101 study protocol: a phase I/IIa, multicenter, first-in-human, open-label clinical trial evaluating MDX2001 monotherapy in patients with advanced solid tumors. MDX-2001-101研究方案:一项I/IIa期、多中心、首次人体、开放标签临床试验,评估MDX2001单药治疗晚期实体瘤患者的疗效。
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2026-01-06 DOI: 10.1080/14796694.2025.2610468
Ecaterina Dumbrava, Anna Minchom, Jason Henry, Melissa Johnson, David Sommerhalder, Jaime Merchan, Rebecca Heist, Elena Garralda Cabanas, Monette Cotreau, Anne-Laure Goenaga, Dalia Burzyn, Lukas Makris, Kerry Culm, Giovanni Abbadessa

MDX2001 is a tetraspecific T-cell engager-expander antibody engineered to recognize four distinct antigens: cellular mesenchymal-epithelial transition factor (c-MET) and trophoblast antigen 2 (TROP2) to direct T cells to tumor cells, CD3 to activate T cells, and CD28 to enhance T-cell survival and proliferation. MDX2001 has demonstrated potent antitumor activity in nonclinical studies over a wide range of tumor types. Here, we present the protocol design for study MDX-2001-101, a multicenter, open-label, phase I/IIa clinical trial designed to evaluate the safety, tolerability, and antitumor effects of MDX2001 in patients with advanced solid tumors. The study comprises a phase Ia dose escalation guided by a Bayesian optimal interval design with a targeted maximum tolerated dose toxicity rate of 30%, a phase Ib dose expansion, and a phase IIa indication expansion.

MDX2001是一种四特异性T细胞接合扩增剂抗体,可识别四种不同的抗原:细胞间充质上皮转化因子(c-MET)和滋养层抗原2 (TROP2),用于引导T细胞进入肿瘤细胞,CD3用于激活T细胞,CD28用于增强T细胞的存活和增殖。MDX2001在多种肿瘤类型的非临床研究中显示出强大的抗肿瘤活性。在这里,我们提出了MDX-2001-101研究的方案设计,这是一项多中心、开放标签、I/IIa期临床试验,旨在评估MDX2001在晚期实体瘤患者中的安全性、耐受性和抗肿瘤作用。该研究包括由贝叶斯最佳间隔设计指导的Ia期剂量递增,目标最大耐受剂量毒性率为30%,Ib期剂量扩展和IIa期适应症扩展。
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引用次数: 0
Consumer acceptability of a cancer registry-driven familial cancer testing pathway: a qualitative study using the Theoretical Framework of Acceptability. 消费者对癌症登记驱动的家族性癌症检测途径的可接受性:使用可接受性理论框架的定性研究。
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2026-02-07 DOI: 10.1080/14796694.2026.2621128
Zoe Fehlberg, Sue M Evans, Maria Bechelli, Sanne Peters, Anu Abraham, Michael Bogwitz, Ainsley Campbell, Halianna Van Niel, Alison H Trainer, Stephanie Best

Background: Familial cancer test referral rates for rare tumors are suboptimal and follow a social gradient; while cancer registries are legally mandated to collect comprehensive clinical pathological data which could be used to inform clinical practice. We aimed to investigate consumer acceptability of and preferred approach for a cancer registry-driven familial cancer testing notification pathway.

Methods: A qualitative study using semi-structured interviews informed by the Theoretical Framework of Acceptability was conducted.

Results: Nineteen individuals recently disclosed to the Victorian Cancer Registry diagnosed with a cancer meeting local familial cancer testing criteria were interviewed. Participants supported being notified directly by the cancer registry to inform them about familial cancer testing, as they welcomed using existing health data in new ways to optimize health care. Key considerations included the timing, tone, language, information provided in the registry communication, and minimizing the onus on the patient. Assuring data security and verifying the legitimacy of the registry were raised.

Conclusion: Individuals diagnosed with cancer found the service model acceptable. Participants preferred either to action the findings independently, with supporting resources, or permit the cancer registry to directly inform treating clinicians. Ongoing and consumer-informed work is required to develop processes and resources including digital options.

背景:罕见肿瘤的家族性癌症检查转诊率是次优的,并遵循社会梯度;而癌症登记是法律授权收集全面的临床病理数据,可用于通知临床实践。我们的目的是调查消费者对癌症登记驱动的家族癌症检测通知途径的可接受性和首选方法。方法:采用可接受性理论框架下的半结构化访谈进行定性研究。结果:采访了19位最近向维多利亚癌症登记处披露的符合当地家族癌症检测标准的癌症患者。与会者支持由癌症登记处直接通知他们关于家族癌症检测的情况,因为他们欢迎以新的方式使用现有的健康数据来优化医疗保健。关键的考虑因素包括时间、语气、语言、注册沟通中提供的信息,以及尽量减少患者的负担。提出了确保数据安全和验证注册中心合法性的问题。结论:癌症患者认为该服务模式是可接受的。参与者更倾向于在有支持资源的情况下独立地对研究结果采取行动,或者允许癌症登记处直接通知治疗临床医生。需要持续开展了解消费者情况的工作,以开发包括数字选项在内的流程和资源。
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引用次数: 0
Prognostic value of the glucose-to-lymphocyte ratio in surgically treated endometrial cancer: a retrospective cohort study. 手术治疗的子宫内膜癌中葡萄糖与淋巴细胞比值的预后价值:一项回顾性队列研究。
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2026-01-28 DOI: 10.1080/14796694.2026.2622299
Furkan Ceylan, Serhat Sekmek, Ateş Kutay Tenekeci, Safa Can Efil, Sena Kaya Ceylan, Efnan Algın, M Bülent Akıncı, Fahriye Tuba Köş, Didem Şener Dede, Burak Civelek, Mehmet Ali Nahit Şendur, Bülent Yalçın

Background: The glucose-to-lymphocyte ratio (GLR) has recently gained attention as a composite biomarker reflecting systemic inflammation and metabolic dysregulation. While its prognostic value has been reported in various malignancies, its clinical utility in endometrial cancer remains unknown. This study aimed to evaluate the prognostic relevance of GLR in surgically treated patients with endometrial cancer.

Methods: We retrospectively analyzed 165 patients who underwent total abdominal hysterectomy for endometrial cancer between January 2021 and January 2025. GLR was calculated by dividing fasting glucose levels by absolute lymphocyte count. Patients were classified into GLR-high and GLR-low groups using the median value (3.70). Disease-free survival (DFS) and overall survival (OS) were compared using Kaplan - Meier curves and Cox regression analysis.

Results: The median follow-up was 17.4 months. High GLR was independently associated with shorter DFS (HR: 2.05; 95% CI: 1.08-3.89; p = 0.029). A trend toward shorter OS was also noted (HR: 2.29; p = 0.056). Additional factors linked to poorer survival included absence of adjuvant radiotherapy, high tumor grade, and advanced stage.

Conclusion: GLR is an independent prognostic factor for DFS in endometrial cancer and may serve as a readily available, cost-effective biomarker. Further prospective studies are needed for validation.

背景:葡萄糖与淋巴细胞比率(GLR)作为反映全身炎症和代谢失调的复合生物标志物最近受到关注。虽然其在各种恶性肿瘤中的预后价值已被报道,但其在子宫内膜癌中的临床应用仍不清楚。本研究旨在评估手术治疗的子宫内膜癌患者GLR的预后相关性。方法:我们回顾性分析了165例在2021年1月至2025年1月期间因子宫内膜癌接受全腹子宫切除术的患者。GLR通过空腹血糖水平除以绝对淋巴细胞计数计算。采用中位数(3.70)将患者分为glr高组和glr低组。采用Kaplan - Meier曲线和Cox回归分析比较无病生存期(DFS)和总生存期(OS)。结果:中位随访时间为17.4个月。高GLR与较短的DFS独立相关(HR: 2.05; 95% CI: 1.08-3.89; p = 0.029)。OS也有缩短的趋势(HR: 2.29; p = 0.056)。与较差生存率相关的其他因素包括缺乏辅助放疗、肿瘤分级高和晚期。结论:GLR是子宫内膜癌DFS的独立预后因素,可能是一种现成的、具有成本效益的生物标志物。需要进一步的前瞻性研究来验证。
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引用次数: 0
Safety and efficacy of preoperative chemotherapy for obstructive colon cancer with endoscopic stenting: SUCCEED study. 梗阻性结肠癌内镜支架置入术术前化疗的安全性和有效性:成功的研究。
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2026-01-04 DOI: 10.1080/14796694.2025.2610466
Ryosuke Mizuno, Rei Mizuno, Ryosuke Okamura, Ryo Takahashi, Daisuke Ito, Satoshi Nagayama, Tomoaki Okada, Kenjiro Hirai, Takehito Yamamoto, Kenji Kawada, Nobu Oshima, Teppei Murakami, Takamasa Yamamoto, Ben Sasaki, Ryo Matsusue, Yoshinori Hirasaki, Keita Hanada, Kentaro Ueno, Yuki Nakanishi, Junichi Matsubara, Nobuaki Hoshino, Yoshiro Itatani, Koya Hida, Kazutaka Obama

Aims: Self-expanding metal stents (SEMS) are widely used as a bridge to surgery in obstructive colon cancer, offering short-term benefits by reducing postoperative complications and avoiding emergency stoma creation. Additionally, early initiation of systemic chemotherapy may improve oncological outcomes. However, the safety and feasibility of preoperative chemotherapy following SEMS placement remain unclear. This study aims to evaluate the safety and efficacy of neoadjuvant CAPOX chemotherapy after SEMS placement in patients with obstructive colon cancer.

Patients & methods: This is a prospective, multicenter, single-arm Phase II trial involving patients with clinical stage II or III obstructive colon cancer. Eligible patients undergo successful SEMS placement followed by two cycles of CAPOX chemotherapy prior to elective surgery. The primary endpoint is the incidence of severe perioperative complications, defined as a composite of stent-related adverse events and Clavien - Dindo Grade III or higher postoperative complications. Secondary endpoints include chemotherapy-related adverse events, pathological response, and 2-year relapse-free survival. A total of 75 patients are planned for enrollment across 16 hospitals in Japan over 1.5 years. The study is registered in the Japan Registry of Clinical Trials (jRCTs051240077).

目的:自膨胀金属支架(SEMS)被广泛应用于梗阻性结肠癌的手术,通过减少术后并发症和避免紧急造口提供短期效益。此外,早期开始全身化疗可能改善肿瘤预后。然而,SEMS放置后术前化疗的安全性和可行性尚不清楚。本研究旨在评价梗阻性结肠癌患者SEMS放置后新辅助CAPOX化疗的安全性和有效性。患者和方法:这是一项前瞻性、多中心、单臂II期试验,涉及临床II期或III期梗阻性结肠癌患者。符合条件的患者在择期手术前接受成功的SEMS安置和两个周期的CAPOX化疗。主要终点是严重围手术期并发症的发生率,定义为支架相关不良事件和Clavien - Dindo III级或更高级别术后并发症的综合。次要终点包括化疗相关不良事件、病理反应和2年无复发生存期。日本16家医院计划在1.5年内共招募75名患者。该研究已在日本临床试验注册中心注册(jRCTs051240077)。
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引用次数: 0
A plain language summary of how the body processes a lower-dose nilotinib tablet (Danziten™) compared to the existing capsule (Tasigna®). 与现有的胶囊(Tasigna®)相比,较低剂量的尼罗替尼片(Danziten™)是如何被人体处理的。
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2026-02-06 DOI: 10.1080/14796694.2026.2613140
Michael Mauro, Jerald Radich, Dan Douer
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引用次数: 0
Radiomics-based signature of breast cancer on preoperative contrast-enhanced MRI to predict axillary metastasis. 基于放射组学特征的乳腺癌术前对比增强磁共振成像预测腋窝转移。
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2022-12-08 DOI: 10.2217/fon-2022-0333
Danxiang Chen, Xia Liu, Chunlei Hu, Rutian Hao, Ouchen Wang, Yanling Xiao

Aim: This study aimed to predict axillary metastasis using radiology features in dynamic contrast-enhanced MRI. Methods: This study included 243 breast lesions confirmed as malignant based on axillary status. Most outcome-predictive features were selected using four machine-learning algorithms. Receiver operating characteristic analysis was used to reflect diagnostic performance. Results: Least absolute shrinkage and selection operator was used to dimensionally reduce 1137 radiomics features to three features. Three optimal radiomics features were used to model construction. The logistic regression model achieved an accuracy of 97% and 85% in the training and test groups. Clinical utility was evaluated using decision curve analysis. Conclusion: The novel combination of radiomics analysis and machine-learning algorithm could predict axillary metastasis and prevent invasive manipulation.

目的:本研究旨在利用动态对比增强磁共振成像的放射学特征预测腋窝转移。研究方法本研究纳入了 243 例根据腋窝状态确认为恶性的乳腺病变。使用四种机器学习算法筛选出最能预测结果的特征。采用接收者操作特征分析来反映诊断性能。结果显示使用最小绝对收缩和选择算子将 1137 个放射组学特征维度缩减为三个特征。三个最佳放射组学特征被用于构建模型。逻辑回归模型在训练组和测试组的准确率分别为 97% 和 85%。临床实用性通过决策曲线分析进行评估。结论放射组学分析与机器学习算法的新颖结合可以预测腋窝转移并预防侵入性操作。
{"title":"Radiomics-based signature of breast cancer on preoperative contrast-enhanced MRI to predict axillary metastasis.","authors":"Danxiang Chen, Xia Liu, Chunlei Hu, Rutian Hao, Ouchen Wang, Yanling Xiao","doi":"10.2217/fon-2022-0333","DOIUrl":"10.2217/fon-2022-0333","url":null,"abstract":"<p><p><b>Aim:</b> This study aimed to predict axillary metastasis using radiology features in dynamic contrast-enhanced MRI. <b>Methods:</b> This study included 243 breast lesions confirmed as malignant based on axillary status. Most outcome-predictive features were selected using four machine-learning algorithms. Receiver operating characteristic analysis was used to reflect diagnostic performance. <b>Results:</b> Least absolute shrinkage and selection operator was used to dimensionally reduce 1137 radiomics features to three features. Three optimal radiomics features were used to model construction. The logistic regression model achieved an accuracy of 97% and 85% in the training and test groups. Clinical utility was evaluated using decision curve analysis. <b>Conclusion:</b> The novel combination of radiomics analysis and machine-learning algorithm could predict axillary metastasis and prevent invasive manipulation.</p>","PeriodicalId":12672,"journal":{"name":"Future oncology","volume":" ","pages":"553-566"},"PeriodicalIF":2.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10361247","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
Stage II colon cancer: does ChatGPT recommend more intensive adjuvant therapy? A comparison with MDT decisions. II期结肠癌:ChatGPT推荐更强化的辅助治疗吗?与MDT决策的比较。
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2025-12-30 DOI: 10.1080/14796694.2025.2610463
Zeliha Birsin, Seda Jeral, Selin Cebeci, Emir Çerme, Vali Aliyev, Murat Günaltılı, Hamza Abbasov, Ebru Çiçek, Nebi Serkan Demirci, Özkan Alan

Background: Adjuvant chemotherapy decision-making in stage II colon cancer remains challenging. Although multidisciplinary tumor boards (MDTs) guide treatment, their recommendations vary. Artificial intelligence (AI) tools such as ChatGPT may support decision-making, but direct comparative evidence with MDTs is limited.

Methods: We retrospectively analyzed 179 patients with stage II colon cancer who underwent surgery between 2019-2024. MDT recommendations (observation, fluoropyrimidine monotherapy, or oxaliplatin-based chemotherapy) were compared with ChatGPT-5 outputs. Clinical factors - including age, ECOG performance status (PS), tumor stage, minor risk factors, and mismatch repair (MMR) status - were incorporated. Agreement was evaluated using Cohen's kappa (κ) and McNemar's test.

Results: Across the three treatment categories, agreement between MDT and AI was moderate (70.4%, κ = 0.542, p < 0.001), while in the binary comparison of adjuvant therapy versus observation, concordance improved to substantial (91.1%, κ = 0.719, p < 0.001). Discordance mainly reflected AI's tendency to escalate therapy. Agreement decreased in patients ≥70 years, those with ECOG PS 2, and those with multiple risk factors.

Conclusions: AI showed moderate agreement with MDTs in detailed three-category recommendations but substantial concordance in binary adjuvant decisions. While AI may serve as a supportive tool, clinical judgment remains essential, particularly for elderly and frail patients.

背景:II期结肠癌的辅助化疗决策仍然具有挑战性。尽管多学科肿瘤委员会(MDTs)指导治疗,但他们的建议各不相同。ChatGPT等人工智能(AI)工具可能支持决策,但与mdt的直接比较证据有限。方法:回顾性分析2019-2024年间接受手术治疗的179例II期结肠癌患者。MDT建议(观察、氟嘧啶单药治疗或奥沙利铂为基础的化疗)与ChatGPT-5输出进行比较。临床因素包括年龄、ECOG表现状态(PS)、肿瘤分期、次要危险因素和错配修复(MMR)状态。采用Cohen’s kappa (κ)和McNemar’s检验评估一致性。结果:在三个治疗类别中,MDT和AI之间的一致性为中度(70.4%,κ = 0.542, p)。结论:AI在详细的三类建议中与MDT表现出中度一致,但在二元辅助决策中表现出实质性的一致性。虽然人工智能可以作为辅助工具,但临床判断仍然至关重要,尤其是对老年人和体弱患者。
{"title":"Stage II colon cancer: does ChatGPT recommend more intensive adjuvant therapy? A comparison with MDT decisions.","authors":"Zeliha Birsin, Seda Jeral, Selin Cebeci, Emir Çerme, Vali Aliyev, Murat Günaltılı, Hamza Abbasov, Ebru Çiçek, Nebi Serkan Demirci, Özkan Alan","doi":"10.1080/14796694.2025.2610463","DOIUrl":"10.1080/14796694.2025.2610463","url":null,"abstract":"<p><strong>Background: </strong>Adjuvant chemotherapy decision-making in stage II colon cancer remains challenging. Although multidisciplinary tumor boards (MDTs) guide treatment, their recommendations vary. Artificial intelligence (AI) tools such as ChatGPT may support decision-making, but direct comparative evidence with MDTs is limited.</p><p><strong>Methods: </strong>We retrospectively analyzed 179 patients with stage II colon cancer who underwent surgery between 2019-2024. MDT recommendations (observation, fluoropyrimidine monotherapy, or oxaliplatin-based chemotherapy) were compared with ChatGPT-5 outputs. Clinical factors - including age, ECOG performance status (PS), tumor stage, minor risk factors, and mismatch repair (MMR) status - were incorporated. Agreement was evaluated using Cohen's kappa (κ) and McNemar's test.</p><p><strong>Results: </strong>Across the three treatment categories, agreement between MDT and AI was moderate (70.4%, κ = 0.542, p < 0.001), while in the binary comparison of adjuvant therapy versus observation, concordance improved to substantial (91.1%, κ = 0.719, p < 0.001). Discordance mainly reflected AI's tendency to escalate therapy. Agreement decreased in patients ≥70 years, those with ECOG PS 2, and those with multiple risk factors.</p><p><strong>Conclusions: </strong>AI showed moderate agreement with MDTs in detailed three-category recommendations but substantial concordance in binary adjuvant decisions. While AI may serve as a supportive tool, clinical judgment remains essential, particularly for elderly and frail patients.</p>","PeriodicalId":12672,"journal":{"name":"Future oncology","volume":" ","pages":"427-434"},"PeriodicalIF":2.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12893679/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145855280","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
Enzalutamide treatment of patients with advanced prostate cancer across the disease spectrum: plain language review. 恩杂鲁胺治疗各种疾病谱系的晚期前列腺癌患者:简单的语言回顾
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2025-06-29 DOI: 10.1080/14796694.2025.2475730
Paul E Dato, Jose De La Cerda, Andrew J Armstrong, Arun A Azad, Ciara Conduit, Gabriel P Haas, Kenneth Kernen, Zachary W Klaassen, Raj Patel, Fred Saad, Neal D Shore, Stephen J Freedland, Lawrence I Karsh

Goal: To present data from published clinical trials of treatment of patients with prostate cancer with enzalutamide described in plain language and in a dashboard format available at: https://clinical-trials.dimensions.ai/enzalutamide-clinical-review/.

Rationale: Treatments that are clinically active in advanced prostate cancer may benefit patients as they are treated earlier in the disease.

Objective: To show how overall survival improves as patients are treated with enzalutamide earlier in the disease.

目的:以通俗易懂的语言和仪表板格式描述恩杂鲁胺治疗前列腺癌患者的已发表临床试验数据。基本原理:在晚期前列腺癌中,临床有效的治疗方法可能会使患者受益,因为他们在疾病早期就接受了治疗。目的:显示患者在疾病早期接受enzalutamide治疗如何提高总生存率。
{"title":"Enzalutamide treatment of patients with advanced prostate cancer across the disease spectrum: plain language review.","authors":"Paul E Dato, Jose De La Cerda, Andrew J Armstrong, Arun A Azad, Ciara Conduit, Gabriel P Haas, Kenneth Kernen, Zachary W Klaassen, Raj Patel, Fred Saad, Neal D Shore, Stephen J Freedland, Lawrence I Karsh","doi":"10.1080/14796694.2025.2475730","DOIUrl":"10.1080/14796694.2025.2475730","url":null,"abstract":"<p><strong>Goal: </strong>To present data from published clinical trials of treatment of patients with prostate cancer with enzalutamide described in plain language and in a dashboard format available at: https://clinical-trials.dimensions.ai/enzalutamide-clinical-review/.</p><p><strong>Rationale: </strong>Treatments that are clinically active in advanced prostate cancer may benefit patients as they are treated earlier in the disease.</p><p><strong>Objective: </strong>To show how overall survival improves as patients are treated with enzalutamide earlier in the disease.</p>","PeriodicalId":12672,"journal":{"name":"Future oncology","volume":" ","pages":"605-616"},"PeriodicalIF":2.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144527629","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
Machine learning-based prediction of central lymph node metastasis in unifocal papillary thyroid microcarcinoma. 基于机器学习的单灶性甲状腺乳头状微癌中央淋巴结转移预测。
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2026-01-22 DOI: 10.1080/14796694.2026.2619126
Xi Dai, Xiaoyu Zhou, Yating Ruan, Zhiping Wang, Piaofei Chen, Di Wang

Objective: This study aims to develop a machine learning (ML) model to predict the risk of central lymph node metastasis (CLNM) in patients with papillary thyroid microcarcinoma (PTMC) using a combination of clinical and ultrasound features.

Methods: Multiple ML models were integrated, with least absolute shrinkage and selection operator regression applied for feature selection and a LightGBM model optimized for prediction. Clinical and ultrasound features were used to construct the predictive model.

Results: The model demonstrated high predictive accuracy in the validation cohort, with an area under the curve of 0.87. Key features associated with CLNM risk included tumor size, extrathyroidal extension and vascularization.

Conclusions: The ML model showed strong potential for predicting CLNM in PTMC, and interpretability analysis enhanced model transparency. These findings provide valuable support for personalized treatment strategies in clinical practice.

目的:本研究旨在建立机器学习(ML)模型,结合临床和超声特征预测甲状腺乳头状微癌(PTMC)患者中央淋巴结转移(CLNM)的风险。方法:对多个ML模型进行整合,采用最小绝对收缩和选择算子回归进行特征选择,优化LightGBM模型进行预测。结合临床和超声特征构建预测模型。结果:该模型在验证队列中具有较高的预测准确度,曲线下面积为0.87。与CLNM风险相关的关键特征包括肿瘤大小、甲状腺外扩张和血管形成。结论:ML模型在预测PTMC的CLNM方面具有很强的潜力,可解释性分析提高了模型的透明度。这些发现为临床实践中的个性化治疗策略提供了有价值的支持。
{"title":"Machine learning-based prediction of central lymph node metastasis in unifocal papillary thyroid microcarcinoma.","authors":"Xi Dai, Xiaoyu Zhou, Yating Ruan, Zhiping Wang, Piaofei Chen, Di Wang","doi":"10.1080/14796694.2026.2619126","DOIUrl":"10.1080/14796694.2026.2619126","url":null,"abstract":"<p><strong>Objective: </strong>This study aims to develop a machine learning (ML) model to predict the risk of central lymph node metastasis (CLNM) in patients with papillary thyroid microcarcinoma (PTMC) using a combination of clinical and ultrasound features.</p><p><strong>Methods: </strong>Multiple ML models were integrated, with least absolute shrinkage and selection operator regression applied for feature selection and a LightGBM model optimized for prediction. Clinical and ultrasound features were used to construct the predictive model.</p><p><strong>Results: </strong>The model demonstrated high predictive accuracy in the validation cohort, with an area under the curve of 0.87. Key features associated with CLNM risk included tumor size, extrathyroidal extension and vascularization.</p><p><strong>Conclusions: </strong>The ML model showed strong potential for predicting CLNM in PTMC, and interpretability analysis enhanced model transparency. These findings provide valuable support for personalized treatment strategies in clinical practice.</p>","PeriodicalId":12672,"journal":{"name":"Future oncology","volume":" ","pages":"371-382"},"PeriodicalIF":2.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12867363/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146018268","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
Clinical response of immunotherapy targeting programmed cell death receptor 1/programmed cell death ligand 1 in advanced signet-ring-cell gastric cancer. 靶向程序性细胞死亡受体1/程序性细胞死亡配体1免疫治疗晚期印戒细胞胃癌的临床疗效
IF 2.6 4区 医学 Q2 ONCOLOGY Pub Date : 2026-02-01 Epub Date: 2026-01-04 DOI: 10.1080/14796694.2025.2612083
Jie Liang, Xinhua Chen, Huayuan Liang, Liying Zhao, Jiang Yu

Background: The clinical benefit of PD-1/PD-L1-based immunotherapy in gastric signet ring cell carcinoma (GSRCC) remains unclear. This study evaluated the efficacy of first-line immunotherapy in advanced GSRCC.

Methods: This single-center retrospective cohort study assessed the clinical response of patients with advanced GC diagnosed from November 2019 to January 2025 after receiving first-line immunotherapy combined with chemotherapy and/or target therapy, concurrently comparing therapeutic outcomes in GSRCC and non-GSRCC cohorts.

Results: This study included 230 patients, with objective response rate (ORR) achieving 43.9%. Among the 150 non-GSRCC patients, the ORR was 50.7%, compared to 31.3% in the 80 GSRCC patients. Non-GSRCC patients had longer median progression-free survival (PFS: 10.0 vs 7.9 months; p = 0.002) and overall survival (OS: 17.4 vs 15.3 months; p = 0.039). Peritoneal metastasis was independently associated with rapid progression and poor survival (HR 2.63, 95% CI 1.52-5.53; p = 0.001). Among GSRCC patients, those with peritoneal metastasis had significantly shorter PFS (6.6 vs 13.6 months; p < 0.001) and OS (11.0 vs 19.4 months; p = 0.001).

Conclusions: The findings suggest that GSRCC is associated with resistance to immunotherapy in advanced GC. Furthermore, peritoneal metastasis is significantly associated with poor prognosis in GSRCC patients.

背景:PD-1/ pd - l1免疫治疗胃印戒细胞癌(GSRCC)的临床获益尚不清楚。本研究评估了一线免疫治疗对晚期GSRCC的疗效。方法:本单中心回顾性队列研究评估2019年11月至2025年1月诊断为晚期胃癌的患者在接受一线免疫治疗联合化疗和/或靶向治疗后的临床反应,同时比较GSRCC和非GSRCC队列的治疗结果。结果:本研究纳入230例患者,客观缓解率(ORR)达到43.9%。在150例非GSRCC患者中,ORR为50.7%,而80例GSRCC患者的ORR为31.3%。非gsrcc患者的中位无进展生存期(PFS: 10.0 vs 7.9个月;p = 0.002)和总生存期(OS: 17.4 vs 15.3个月;p = 0.039)更长。腹膜转移与快速进展和较差的生存率独立相关(HR 2.63, 95% CI 1.52-5.53; p = 0.001)。在GSRCC患者中,伴有腹膜转移的患者PFS显著缩短(6.6个月vs 13.6个月;p p = 0.001)。结论:研究结果提示GSRCC与晚期胃癌免疫治疗耐药相关。此外,腹膜转移与GSRCC患者预后不良显著相关。
{"title":"Clinical response of immunotherapy targeting programmed cell death receptor 1/programmed cell death ligand 1 in advanced signet-ring-cell gastric cancer.","authors":"Jie Liang, Xinhua Chen, Huayuan Liang, Liying Zhao, Jiang Yu","doi":"10.1080/14796694.2025.2612083","DOIUrl":"10.1080/14796694.2025.2612083","url":null,"abstract":"<p><strong>Background: </strong>The clinical benefit of PD-1/PD-L1-based immunotherapy in gastric signet ring cell carcinoma (GSRCC) remains unclear. This study evaluated the efficacy of first-line immunotherapy in advanced GSRCC.</p><p><strong>Methods: </strong>This single-center retrospective cohort study assessed the clinical response of patients with advanced GC diagnosed from November 2019 to January 2025 after receiving first-line immunotherapy combined with chemotherapy and/or target therapy, concurrently comparing therapeutic outcomes in GSRCC and non-GSRCC cohorts.</p><p><strong>Results: </strong>This study included 230 patients, with objective response rate (ORR) achieving 43.9%. Among the 150 non-GSRCC patients, the ORR was 50.7%, compared to 31.3% in the 80 GSRCC patients. Non-GSRCC patients had longer median progression-free survival (PFS: 10.0 vs 7.9 months; <i>p</i> = 0.002) and overall survival (OS: 17.4 vs 15.3 months; <i>p</i> = 0.039). Peritoneal metastasis was independently associated with rapid progression and poor survival (HR 2.63, 95% CI 1.52-5.53; <i>p</i> = 0.001). Among GSRCC patients, those with peritoneal metastasis had significantly shorter PFS (6.6 vs 13.6 months; <i>p</i> < 0.001) and OS (11.0 vs 19.4 months; <i>p</i> = 0.001).</p><p><strong>Conclusions: </strong>The findings suggest that GSRCC is associated with resistance to immunotherapy in advanced GC. Furthermore, peritoneal metastasis is significantly associated with poor prognosis in GSRCC patients.</p>","PeriodicalId":12672,"journal":{"name":"Future oncology","volume":" ","pages":"327-337"},"PeriodicalIF":2.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12867352/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145899401","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
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Future oncology
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