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A radiomics and machine learning-based method for dynamic assessment of tumor burden after neoadjuvant therapy in esophageal cancer. 基于放射组学和机器学习的食管癌新辅助治疗后肿瘤负荷动态评估方法。
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s12885-025-15520-y
Yan Zhu, Tingting Chen, Shuangqing Chen, Genji Bai, Zhenzhong Zhang
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引用次数: 0
Prognostic heterogeneity of HPV-associated oropharyngeal cancer in a Taiwanese population. 台湾人群hpv相关口咽癌的预后异质性。
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s12885-025-15528-4
Peng-Tzu Liu, Chun-Ju Chiang, Ya-Wen Yang, Wen-Chung Lee, Wan-Lun Hsu, Tzu-I Chen, Hui-Ling Lee, Cheng-Ping Wang, Li-Jen Liao, Chia-Chuan Wang, Vinchi Wang, Yong-Chen Chen

Background: Oropharyngeal squamous cell carcinoma (OPSCC) is increasing worldwide, with a well-established link to human papillomavirus (HPV). However, evidence on how lifestyle risk factors-particularly smoking, alcohol consumption, and betel-quid chewing-modify the prognostic impact of HPV-associated disease remains limited, especially in regions with high exposure burden such as Taiwan. Understanding the interplay between viral and lifestyle determinants is essential for accurate prognostication and treatment planning.

Methods: We conducted a retrospective cohort study of 5,671 OPSCC patients using data from the Taiwan Cancer Registry between 2018 and 2021. p16 status was used as a surrogate marker for HPV infection. Overall survival and cancer-specific survival were compared across p16 status, age, sex, tumor location, cancer stage, lifestyle risk factors and treatment pattern using Kaplan-Meier method and multiple Cox models. Treatment-stratified analyses were additionally performed to evaluate whether lifestyle risk factors modified prognosis within p16-positive disease.

Results: Overall, 23.2% of OPSCC cases were p16-positive, with substantially higher p16 positivity among females (52.5%) and in tonsillar subsites. p16-positive patients had significantly better 5-year overall survival (69.0%; 95% CI, 66.0%-71.8%) than p16-negative patients (37.9%; 36.1%-39.6%). However, among p16-positive individuals, the presence of multiple lifestyle risk factors markedly attenuated the survival advantage, reducing 5-year overall survival from 78.6% (74.0%-82.5%) in those without lifestyle exposures to 57.6% (52.6%-62.4%) in those with smoking plus other risks. These gradients persisted after multivariable adjustment and across treatment modalities. In contrast, lifestyle risk factors were not independently associated with survival in p16-negative OPSCC, where prognosis was primarily driven by tumor stage, subsite, and treatment.

Conclusions: This nationwide study provides novel evidence that the prognostic benefit associated with p16 positivity is substantially attenuated by multiple lifestyle risk factors. These findings highlight the importance of integrating viral and behavioral determinants into prognostic assessment and treatment planning. They also underscore the need to pair HPV-associated prevention strategies with efforts to reduce tobacco, alcohol, and betel-quid use in regions with high burdens of these exposures.

背景:口咽鳞状细胞癌(OPSCC)在世界范围内呈上升趋势,与人乳头瘤病毒(HPV)有明确的联系。然而,关于生活方式风险因素(尤其是吸烟、饮酒和嚼槟榔液)如何改变hpv相关疾病的预后影响的证据仍然有限,特别是在台湾等高暴露负担地区。了解病毒和生活方式决定因素之间的相互作用对于准确预测和制定治疗计划至关重要。方法:我们对5671例OPSCC患者进行了回顾性队列研究,研究数据来自2018年至2021年台湾癌症登记处的数据。p16状态被用作HPV感染的替代标志物。采用Kaplan-Meier法和多重Cox模型比较p16状态、年龄、性别、肿瘤位置、癌症分期、生活方式危险因素和治疗方式的总生存率和癌症特异性生存率。此外,还进行了治疗分层分析,以评估生活方式风险因素是否会影响p16阳性疾病的预后。结果:总体而言,23.2%的OPSCC病例p16阳性,其中女性(52.5%)和扁桃体亚位的p16阳性明显较高。p16阳性患者的5年总生存率(69.0%;95% CI, 66.0%-71.8%)明显优于p16阴性患者(37.9%;36.1%-39.6%)。然而,在p16阳性个体中,多种生活方式风险因素的存在显著削弱了生存优势,使5年总生存率从无生活方式暴露者的78.6%(74.0%-82.5%)降低到吸烟加其他风险者的57.6%(52.6%-62.4%)。这些梯度在多变量调整和跨治疗方式后仍然存在。相比之下,生活方式风险因素与p16阴性OPSCC的生存并无独立关联,其预后主要由肿瘤分期、亚位点和治疗驱动。结论:这项全国性的研究提供了新的证据,证明p16阳性的预后益处被多种生活方式风险因素大大削弱。这些发现强调了将病毒和行为决定因素整合到预后评估和治疗计划中的重要性。它们还强调有必要将hpv相关预防战略与在这些暴露负担高的地区减少烟草、酒精和槟榔液使用的努力结合起来。
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引用次数: 0
Association of HMGB1 expression with prognosis of non-small cell lung cancer: a systematic review and meta-analysis. HMGB1表达与非小细胞肺癌预后的关系:一项系统综述和荟萃分析
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2026-01-05 DOI: 10.1186/s12885-025-15508-8
Ting Zheng, Xingxing Li, Jianjiang Jin, Li Zhou

Background: The prognostic significance of high mobility group box 1 (HMGB1) expression in the non-small cell lung cancer (NSCLC) population remains controversial. This study endeavors to systematically evaluate the relation of HMGB1 expression levels to NSCLC prognosis via a comprehensive meta-analysis.

Methods: Embase, the Cochrane Library, Web of Science, as well as PubMed were retrieved for eligible studies until September 18, 2025. Two reviewers independently extracted relevant data and appraised the study quality. The study quality was examined via the Newcastle-Ottawa Scale (NOS). Hazard Ratio (HR) with corresponding confidence intervals (CIs) for survival outcomes were calculated and summarized respectively. Subgroup analysis, regression analysis, sensitivity analysis and publication bias were conducted to investigate the findings further.

Results: 11 studies on 4,527 NSCLC patients were encompassed. All eligible studies had high methodological quality. The pooled HR of OS was 1.08 (95% CI: 0.91-1.29, P = 0.356), suggesting no significant association of HMGB1 expression levels with NSCLC prognosis. Subgroup analysis of studies with sample sizes < 100 revealed a significant relation of high HMGB1 expression to poorer OS (HR: 1.51, 95% CI: 1.22-1.87). Conversely, when HMGB1 expression level was detected before chemotherapy, high HMGB1 expression was linked to improved OS (HR: 0.96, 95% CI: 0.93-0.99).

Conclusion: This meta-analysis demonstrated that HMGB1 expression was not significantly associated with OS in the overall NSCLC population, but may have context-dependent prognostic value warranting further investigation.

背景:高迁移率组框1 (HMGB1)表达在非小细胞肺癌(NSCLC)人群中的预后意义仍有争议。本研究通过综合meta分析,系统评价HMGB1表达水平与NSCLC预后的关系。方法:Embase、Cochrane图书馆、Web of Science以及PubMed检索符合条件的研究,截止到2025年9月18日。两名审稿人独立提取相关数据并评价研究质量。研究质量通过纽卡斯尔-渥太华量表(NOS)进行检验。分别计算和总结生存结果的风险比(HR)和相应的置信区间(CIs)。采用亚组分析、回归分析、敏感性分析和发表偏倚等方法对研究结果进行进一步探讨。结果:11项研究纳入了4527例非小细胞肺癌患者。所有符合条件的研究均具有较高的方法学质量。合并OS的HR为1.08 (95% CI: 0.91-1.29, P = 0.356),提示HMGB1表达水平与NSCLC预后无显著相关性。结论:该荟萃分析表明,HMGB1表达与总体NSCLC人群的OS无显著相关性,但可能具有上下文依赖的预后价值,值得进一步研究。
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引用次数: 0
Incorporating tumor deposits into the TNM staging of gastric cancer: a retrospective cohort study for prognostic validation and staging optimization. 将肿瘤沉积物纳入胃癌TNM分期:一项用于预后验证和分期优化的回顾性队列研究。
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2026-01-03 DOI: 10.1186/s12885-025-15526-6
Yang Li, Yisheng Zhang, Haiyuan Zhao, Zhengguang Wang, Ke Chen, Yinhua Liu, Jun Zhao, Ran Xu

Background: Tumor deposits (TD) have been identified as adverse prognostic indicators in gastric cancer (GC); however, their incorporation into the TNM staging system remains controversial. This study aimed to determine the most effective approach for integrating TD into the TNM staging system to improve prognostic accuracy.

Methods: A retrospective analysis was performed on clinicopathological and follow-up data from patients who underwent radical surgery for gastric cancer (GC) at Yijishan Hospital, affiliated with Wannan Medical College, between January 2012 and December 2021. Patients were classified into TD-negative and TD-positive groups according to the presence or absence of TD in postoperative pathological reports.

Results: A total of 4,972 patients were analyzed, of whom 575 (11.56%) had TD. These patients were matched in a 1:1 ratio with 523 TD-negative patients. Several clinicopathological factors, including tumor size, T stage, N stage, neural invasion, and vascular invasion, were significantly associated with the presence of TD. Survival analysis revealed that patients with TD had significantly lower 5-year overall survival (OS) rates than those without TD across all TNM stage subgroups (I-II, IIIa, IIIb, and IIIc) (P < 0.05). The 5-year OS rates of patients with TD in stages I-II, IIIa, IIIb, and IIIc were comparable to those of TD-negative patients in stages IIIa, IIIc, IIIc, and IV, respectively (P > 0.05). The proposed staging system incorporating TD demonstrated the highest χ2 value (181.658), the highest C-index (0.634), and the lowest - 2 log-likelihood (8427.456), indicating improved prognostic stratification.

Conclusion: TD represent independent prognostic factors in GC, distinct from the T, N, and M categories, and should be incorporated into the TNM staging system.

背景:肿瘤沉积(Tumor deposits, TD)已被认为是胃癌(GC)的不良预后指标;然而,将它们纳入TNM分期系统仍存在争议。本研究旨在确定将TD纳入TNM分期系统以提高预后准确性的最有效方法。方法:回顾性分析2012年1月至2021年12月皖南医学院附属一积山医院胃癌根治性手术患者的临床病理及随访资料。根据术后病理报告中有无TD,将患者分为TD阴性组和TD阳性组。结果:共分析4972例患者,其中575例(11.56%)发生TD。这些患者与523例td阴性患者按1:1比例配对。几个临床病理因素,包括肿瘤大小、T分期、N分期、神经侵犯和血管侵犯,与TD的存在显著相关。生存分析显示,在所有TNM分期亚组(I-II, IIIa, IIIb和IIIc)中,TD患者的5年总生存率(OS)明显低于无TD患者(P < 0.05)。纳入TD的分期系统χ2值最高(181.658),c -指数最高(0.634),- 2对数似然最低(8427.456),表明预后分层得到改善。结论:TD是胃癌的独立预后因素,不同于T、N、M分类,应纳入TNM分期体系。
{"title":"Incorporating tumor deposits into the TNM staging of gastric cancer: a retrospective cohort study for prognostic validation and staging optimization.","authors":"Yang Li, Yisheng Zhang, Haiyuan Zhao, Zhengguang Wang, Ke Chen, Yinhua Liu, Jun Zhao, Ran Xu","doi":"10.1186/s12885-025-15526-6","DOIUrl":"https://doi.org/10.1186/s12885-025-15526-6","url":null,"abstract":"<p><strong>Background: </strong>Tumor deposits (TD) have been identified as adverse prognostic indicators in gastric cancer (GC); however, their incorporation into the TNM staging system remains controversial. This study aimed to determine the most effective approach for integrating TD into the TNM staging system to improve prognostic accuracy.</p><p><strong>Methods: </strong>A retrospective analysis was performed on clinicopathological and follow-up data from patients who underwent radical surgery for gastric cancer (GC) at Yijishan Hospital, affiliated with Wannan Medical College, between January 2012 and December 2021. Patients were classified into TD-negative and TD-positive groups according to the presence or absence of TD in postoperative pathological reports.</p><p><strong>Results: </strong>A total of 4,972 patients were analyzed, of whom 575 (11.56%) had TD. These patients were matched in a 1:1 ratio with 523 TD-negative patients. Several clinicopathological factors, including tumor size, T stage, N stage, neural invasion, and vascular invasion, were significantly associated with the presence of TD. Survival analysis revealed that patients with TD had significantly lower 5-year overall survival (OS) rates than those without TD across all TNM stage subgroups (I-II, IIIa, IIIb, and IIIc) (P < 0.05). The 5-year OS rates of patients with TD in stages I-II, IIIa, IIIb, and IIIc were comparable to those of TD-negative patients in stages IIIa, IIIc, IIIc, and IV, respectively (P > 0.05). The proposed staging system incorporating TD demonstrated the highest χ<sup>2</sup> value (181.658), the highest C-index (0.634), and the lowest - 2 log-likelihood (8427.456), indicating improved prognostic stratification.</p><p><strong>Conclusion: </strong>TD represent independent prognostic factors in GC, distinct from the T, N, and M categories, and should be incorporated into the TNM staging system.</p>","PeriodicalId":9131,"journal":{"name":"BMC Cancer","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145896297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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 significance of peripheral blood parameters as a prognostic biomarker in patients receiving neoadjuvant chemotherapy for breast cancer. 外周血参数作为乳腺癌新辅助化疗患者预后生物标志物的临床意义
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2026-01-03 DOI: 10.1186/s12885-025-15510-0
Tae-In Yoon, Seunghee Baek, Ji Hyeon Lee, Tae Kyung Yoo, Jisun Kim, Il Yong Chung, Beom Seok Ko, Hee Jeong Kim, Jong Won Lee, Byung Ho Son, Sae Byul Lee
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引用次数: 0
Association between serum uric acid levels and clinical outcomes of immunotherapy in advanced colorectal cancer patients. 晚期结直肠癌患者血清尿酸水平与免疫治疗临床结果的关系
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2026-01-03 DOI: 10.1186/s12885-025-15431-y
Sufeng Fan, Mingchen Shao, Wang Ma

Background: Immune checkpoint inhibitors (ICIs) have revolutionized the treatment of microsatellite instability-high (MSI-H) or mismatch repair-deficient (dMMR) colorectal cancer, offering durable clinical benefits to a subset of patients. However, long-term survival is heterogeneous, and effective risk-stratification biomarkers for this subgroup are needed. This study investigated the prognostic significance of baseline serum uric acid (UA) levels in patients with dMMR/MSI-H colorectal cancer undergoing ICI therapy.

Patients and methods: This retrospective study enrolled 171 patients with advanced dMMR/MSI-H colorectal cancer receiving ICIs (monotherapy or combined with chemotherapy/targeted agents). Serum UA was measured within three days pre-treatment. An optimal UA cut-off was determined by receiver operating characteristic (ROC) curve analysis. Kaplan-Meier estimates and Cox proportional hazards models assessed the UA-overall survival (OS) association.

Results: Median follow-up was 21.1 months (range: 1.2-48.0). ROC analysis identified an optimal serum UA threshold of 274 µmol/L (Area Under Curve (AUC) = 0.82; sensitivity = 70.0%; specificity = 70.8%). Patients with UA ≥ 274 µmol/L exhibited significantly shorter OS compared to those with lower UA (Hazard Ratio (HR) = 2.31; 95% CI: 1.04-6.12; p = 0.001). Multivariate analysis confirmed elevated UA as an independent predictor of poorer OS (HR = 2.73; 95% CI: 1.37-6.16; p = 0.015), alongside stage IV disease, concurrent use of multiple ICI agents and the use of immunotherapy in the ≥ 3rd-line setting.

Conclusion: Elevated baseline serum UA is associated with poorer long-term survival in patients with dMMR/MSI-H advanced colorectal cancer receiving immunotherapy. As an accessible and cost-effective biomarker, UA shows potential for early risk-stratification and guiding individualized treatment strategies within this immunotherapy-sensitive population.

背景:免疫检查点抑制剂(ICIs)已经彻底改变了微卫星不稳定性高(MSI-H)或错配修复缺陷(dMMR)结直肠癌的治疗,为一部分患者提供了持久的临床益处。然而,长期生存是异质性的,需要有效的风险分层生物标志物。本研究探讨了基线血清尿酸(UA)水平对dMMR/MSI-H结直肠癌患者行ICI治疗的预后意义。患者和方法:本回顾性研究纳入171例接受ICIs(单药或联合化疗/靶向药物)的晚期dMMR/MSI-H结直肠癌患者。治疗前3天测定血清尿酸。通过受试者工作特征(ROC)曲线分析确定最佳UA截止值。Kaplan-Meier估计和Cox比例风险模型评估了ua与总生存期(OS)的关联。结果:中位随访时间为21.1个月(范围:1.2-48.0)。ROC分析确定最佳血清UA阈值为274µmol/L(曲线下面积(Area Under Curve, AUC) = 0.82;灵敏度= 70.0%;特异性= 70.8%)。UA≥274µmol/L的患者的OS明显短于UA较低的患者(风险比(HR) = 2.31;95% ci: 1.04-6.12;p = 0.001)。多因素分析证实,UA升高是较差OS的独立预测因子(HR = 2.73; 95% CI: 1.37-6.16; p = 0.015),与IV期疾病、同时使用多种ICI药物和在≥三线环境中使用免疫治疗一样。结论:在接受免疫治疗的dMMR/MSI-H晚期结直肠癌患者中,基线血清UA升高与较差的长期生存相关。作为一种可获得且具有成本效益的生物标志物,UA显示出在免疫治疗敏感人群中进行早期风险分层和指导个体化治疗策略的潜力。
{"title":"Association between serum uric acid levels and clinical outcomes of immunotherapy in advanced colorectal cancer patients.","authors":"Sufeng Fan, Mingchen Shao, Wang Ma","doi":"10.1186/s12885-025-15431-y","DOIUrl":"https://doi.org/10.1186/s12885-025-15431-y","url":null,"abstract":"<p><strong>Background: </strong>Immune checkpoint inhibitors (ICIs) have revolutionized the treatment of microsatellite instability-high (MSI-H) or mismatch repair-deficient (dMMR) colorectal cancer, offering durable clinical benefits to a subset of patients. However, long-term survival is heterogeneous, and effective risk-stratification biomarkers for this subgroup are needed. This study investigated the prognostic significance of baseline serum uric acid (UA) levels in patients with dMMR/MSI-H colorectal cancer undergoing ICI therapy.</p><p><strong>Patients and methods: </strong>This retrospective study enrolled 171 patients with advanced dMMR/MSI-H colorectal cancer receiving ICIs (monotherapy or combined with chemotherapy/targeted agents). Serum UA was measured within three days pre-treatment. An optimal UA cut-off was determined by receiver operating characteristic (ROC) curve analysis. Kaplan-Meier estimates and Cox proportional hazards models assessed the UA-overall survival (OS) association.</p><p><strong>Results: </strong>Median follow-up was 21.1 months (range: 1.2-48.0). ROC analysis identified an optimal serum UA threshold of 274 µmol/L (Area Under Curve (AUC) = 0.82; sensitivity = 70.0%; specificity = 70.8%). Patients with UA ≥ 274 µmol/L exhibited significantly shorter OS compared to those with lower UA (Hazard Ratio (HR) = 2.31; 95% CI: 1.04-6.12; p = 0.001). Multivariate analysis confirmed elevated UA as an independent predictor of poorer OS (HR = 2.73; 95% CI: 1.37-6.16; p = 0.015), alongside stage IV disease, concurrent use of multiple ICI agents and the use of immunotherapy in the ≥ 3rd-line setting.</p><p><strong>Conclusion: </strong>Elevated baseline serum UA is associated with poorer long-term survival in patients with dMMR/MSI-H advanced colorectal cancer receiving immunotherapy. As an accessible and cost-effective biomarker, UA shows potential for early risk-stratification and guiding individualized treatment strategies within this immunotherapy-sensitive population.</p>","PeriodicalId":9131,"journal":{"name":"BMC Cancer","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145896239","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Predicting PD-L1 expression in advanced EGFR-mutant lung adenocarcinoma patients using NECT, CECT radiomics and clinical features. 利用NECT、CECT放射组学和临床特征预测晚期egfr突变肺腺癌患者PD-L1的表达
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2026-01-03 DOI: 10.1186/s12885-025-15514-w
Jinjin Li, Ziyi Yang, Liangzhong Liu, Fei Tang, Taihao Zheng, Chao Zhang, Yuan Peng, Zhenzhou Yang, Zhiming Zhou, Benxu Tan, Xiaoyue Zhang
{"title":"Predicting PD-L1 expression in advanced EGFR-mutant lung adenocarcinoma patients using NECT, CECT radiomics and clinical features.","authors":"Jinjin Li, Ziyi Yang, Liangzhong Liu, Fei Tang, Taihao Zheng, Chao Zhang, Yuan Peng, Zhenzhou Yang, Zhiming Zhou, Benxu Tan, Xiaoyue Zhang","doi":"10.1186/s12885-025-15514-w","DOIUrl":"https://doi.org/10.1186/s12885-025-15514-w","url":null,"abstract":"","PeriodicalId":9131,"journal":{"name":"BMC Cancer","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145896260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
A CT-based deep learning approach to differentiate multiple primary lung cancers, metastases, and benign nodules. 基于ct的深度学习方法鉴别多发性原发性肺癌、转移性肺癌和良性结节。
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2026-01-02 DOI: 10.1186/s12885-025-15501-1
Yuling Liufu, Ruihua Su, Yanhua Wen, Yubao Guan, Menna Allah Mahmoud

Background: Lung cancer, particularly adenocarcinoma and squamous cell carcinoma, remains a leading cause of cancer-related deaths globally. The diagnosis of multiple primary lung cancers (MPLCs) has become more frequent due to advanced chest CT technology and improved health surveillance. However, differentiating MPLCs from intrapulmonary metastases (IPMs) and multiple benign pulmonary lesions (MBPLs) remains challenging.

Objectives: Distinguishing multiple primary lung cancers from metastases and benign lesions on CT remains challenging yet critical for treatment planning. Current approaches rely on subjective interpretation and invasive procedures. This study aims to develop and validate an automated deep learning classification system to provide rapid, objective diagnoses for optimizing patient management.

Materials and methods: We studied 260 patients (MPLC = 83, IPM = 81, MBPL = 96; 881 axial CT slices). Six pretrained architectures (DenseNet-121, EfficientNet-B1, MambaOut-Kobe, ResNet-50, SwinV2-CR-Tiny-224, ViT-Tiny-Patch16-224) were compared in a five-seed ablation (seeds 42, 789, 1011, 2025, 2048). Pairwise one-vs-rest DeLong tests were aggregated across seeds to compare AUCs. Clinical utility was assessed using decision curve analysis (DCA). The final model (MambaOut-Kobe) underwent stratified five-fold cross-validation.

Results: Considering efficiency, MambaOut-Kobe combined competitive accuracy with the lowest memory (~ 100 ± 14 MB) and low latency (~ 0.0093 ± 0.0017 s/image). Aggregated DeLong testing found no significant AUC differences among these models after multiplicity control. On five-fold cross-validation, MambaOut-Kobe achieved a macro-AUC of 0.946 ± 0.004 (95% CI 0.942-0.950), and an accuracy 0.829 ± 0.029 (95% CI 0.800-0.858). DCA demonstrated a positive net benefit across clinically relevant threshold probabilities compared with treat-all and treat-none strategies. Grad-CAM visualizations highlighted diagnostically relevant regions in CT images, providing interpretable decision-making support.

Conclusions: The MambaOut Kobe model demonstrates outstanding potential for clinical application in classifying MPLC, IPM, and MBPL. Its combination of high accuracy and computational efficiency makes it a promising tool for lung cancer diagnosis and treatment planning. This automated approach could reduce diagnostic uncertainty, minimize unnecessary invasive procedures, and facilitate timely, personalized treatment decisions for patients with multiple lung lesions. Future studies should focus on validating the model on larger, multicenter datasets and enhancing its discriminatory capacity between MPLC and IPM.

背景:肺癌,特别是腺癌和鳞状细胞癌,仍然是全球癌症相关死亡的主要原因。由于先进的胸部CT技术和健康监测的改善,多发性原发性肺癌(MPLCs)的诊断变得越来越频繁。然而,鉴别肺内转移瘤(IPMs)和多发性良性肺病变(MBPLs)仍然具有挑战性。目的:在CT上区分多发原发性肺癌、转移性肺癌和良性肺癌仍然具有挑战性,但对治疗计划至关重要。目前的方法依赖于主观解释和侵入性手术。本研究旨在开发和验证一个自动深度学习分类系统,为优化患者管理提供快速、客观的诊断。材料与方法:260例患者(MPLC = 83, IPM = 81, MBPL = 96; 881张轴向CT片)。比较了6种预训练结构(DenseNet-121、EfficientNet-B1、MambaOut-Kobe、ResNet-50、SwinV2-CR-Tiny-224、viti - tiny - patch16 -224)在5种种子消融(种子42、789、1011、2025、2048)中的应用。两两汇总种子间的单对单DeLong检验来比较auc。采用决策曲线分析(DCA)评估临床效用。最后的模型(MambaOut-Kobe)进行了分层的五重交叉验证。结果:从效率考虑,MambaOut-Kobe将竞争精度与最低内存(~ 100±14 MB)和低延迟(~ 0.0093±0.0017 s/image)相结合。综合DeLong检验发现,在多重控制后,这些模型之间的AUC没有显著差异。经5倍交叉验证,MambaOut-Kobe的宏观auc为0.946±0.004 (95% CI 0.942-0.950),准确度为0.829±0.029 (95% CI 0.800-0.858)。与全部治疗和不治疗策略相比,DCA在临床相关阈值概率上显示出积极的净收益。Grad-CAM可视化显示了CT图像中与诊断相关的区域,提供了可解释的决策支持。结论:MambaOut - Kobe模型在MPLC、IPM和MBPL的分类中具有突出的临床应用潜力。它的高准确度和计算效率的结合使其成为肺癌诊断和治疗计划的一个很有前途的工具。这种自动化方法可以减少诊断的不确定性,最大限度地减少不必要的侵入性手术,并为多发性肺病变患者提供及时、个性化的治疗决策。未来的研究应侧重于在更大的、多中心的数据集上验证该模型,并增强其区分MPLC和IPM的能力。
{"title":"A CT-based deep learning approach to differentiate multiple primary lung cancers, metastases, and benign nodules.","authors":"Yuling Liufu, Ruihua Su, Yanhua Wen, Yubao Guan, Menna Allah Mahmoud","doi":"10.1186/s12885-025-15501-1","DOIUrl":"https://doi.org/10.1186/s12885-025-15501-1","url":null,"abstract":"<p><strong>Background: </strong>Lung cancer, particularly adenocarcinoma and squamous cell carcinoma, remains a leading cause of cancer-related deaths globally. The diagnosis of multiple primary lung cancers (MPLCs) has become more frequent due to advanced chest CT technology and improved health surveillance. However, differentiating MPLCs from intrapulmonary metastases (IPMs) and multiple benign pulmonary lesions (MBPLs) remains challenging.</p><p><strong>Objectives: </strong>Distinguishing multiple primary lung cancers from metastases and benign lesions on CT remains challenging yet critical for treatment planning. Current approaches rely on subjective interpretation and invasive procedures. This study aims to develop and validate an automated deep learning classification system to provide rapid, objective diagnoses for optimizing patient management.</p><p><strong>Materials and methods: </strong>We studied 260 patients (MPLC = 83, IPM = 81, MBPL = 96; 881 axial CT slices). Six pretrained architectures (DenseNet-121, EfficientNet-B1, MambaOut-Kobe, ResNet-50, SwinV2-CR-Tiny-224, ViT-Tiny-Patch16-224) were compared in a five-seed ablation (seeds 42, 789, 1011, 2025, 2048). Pairwise one-vs-rest DeLong tests were aggregated across seeds to compare AUCs. Clinical utility was assessed using decision curve analysis (DCA). The final model (MambaOut-Kobe) underwent stratified five-fold cross-validation.</p><p><strong>Results: </strong>Considering efficiency, MambaOut-Kobe combined competitive accuracy with the lowest memory (~ 100 ± 14 MB) and low latency (~ 0.0093 ± 0.0017 s/image). Aggregated DeLong testing found no significant AUC differences among these models after multiplicity control. On five-fold cross-validation, MambaOut-Kobe achieved a macro-AUC of 0.946 ± 0.004 (95% CI 0.942-0.950), and an accuracy 0.829 ± 0.029 (95% CI 0.800-0.858). DCA demonstrated a positive net benefit across clinically relevant threshold probabilities compared with treat-all and treat-none strategies. Grad-CAM visualizations highlighted diagnostically relevant regions in CT images, providing interpretable decision-making support.</p><p><strong>Conclusions: </strong>The MambaOut Kobe model demonstrates outstanding potential for clinical application in classifying MPLC, IPM, and MBPL. Its combination of high accuracy and computational efficiency makes it a promising tool for lung cancer diagnosis and treatment planning. This automated approach could reduce diagnostic uncertainty, minimize unnecessary invasive procedures, and facilitate timely, personalized treatment decisions for patients with multiple lung lesions. Future studies should focus on validating the model on larger, multicenter datasets and enhancing its discriminatory capacity between MPLC and IPM.</p>","PeriodicalId":9131,"journal":{"name":"BMC Cancer","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145896257","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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 characteristics and survival outcomes of well-responders following definite comprehensive treatment in locally advanced rectal cancer. 局部晚期直肠癌明确综合治疗后反应良好者的临床特点及生存结局。
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2025-12-31 DOI: 10.1186/s12885-025-15525-7
Ganbin Li, Xiaoyuan Qiu, Lai Xu, Junyang Lu, Bin Wu, Yi Xiao, Guole Lin

Background: Patients with a tumor regression grade of 0 or 1 (CAP), are classified as well-responders after neoadjuvant chemoradiotherapy (NCRT). Although well-responders are expected to have superior prognosis, occurrences of recurrence and metastasis still exist.

Methods: Clinical data of patients from January 2017 to 2022 were analyzed.

Inclusion criteria: adenocarcinoma, cT3-4N0 or cTanyN+, receiving NCRT and surgery, CAP 0 ~ 1. The primary endpoint was three-year disease-free survival (3y-DFS). According to occurrence of DFS events, patients were divided into DFS (470, 91.8%) and non-DFS group (42, 8.2%). Cox regression analysis was applied to identify risk factors affecting prognosis of well-responders.

Results: A total of 512 well-responders were included, with mean age of 59.1 ± 10.6 years. Compared to DFS group, patients in non-DFS group had advanced mrT4 stage (33.3% vs. 18.1%, P = 0.017), higher positive rates of mesorectal fascia (52.4% vs. 35.1%, P = 0.026) and extramural vascular invasion (59.5% vs. 36.6%, P = 0.003), advanced ypT4 stage (56.2% vs. 23.8%, P < 0.001), ypN+ (23.8% vs. 9.4%, P = 0.014), and tumor deposits (14.3% vs. 3.6%, P = 0.005). The follow-up was end up to May 2024, with a duration of 36 (18 to 53) months. The tumor recurrence and metastasis rates were 0.8% (4) and 7.0% (36). The estimated 3y-DFS and overall survival in well-responders were 90.1% and 97.4%. Cox analysis identified ypT3 ~ 4 stage as independent risk factor resulting inferior DFS.

Conclusion: Well-responders are expected to have superior prognosis. Special attention should be given to patients with advanced stages or those exhibiting positive mesorectal fascia or extramural vascular invasion, or adverse pathological features.

背景:肿瘤消退等级为0或1 (CAP)的患者被归类为新辅助放化疗(NCRT)后反应良好的患者。虽然反应良好的患者预后较好,但仍然存在复发和转移的情况。方法:对2017年1月~ 2022年患者的临床资料进行分析。纳入标准:腺癌,cT3-4N0或cTanyN+,接受NCRT和手术,CAP 0 ~ 1。主要终点为三年无病生存期(3y-DFS)。根据DFS事件的发生情况将患者分为DFS组(470例,91.8%)和非DFS组(42例,8.2%)。采用Cox回归分析确定影响反应良好患者预后的危险因素。结果:共纳入应答良好者512例,平均年龄59.1±10.6岁。与DFS组相比,非DFS组患者mrT4期晚期(33.3% vs. 18.1%, P = 0.017),直肠系膜膜阳性率(52.4% vs. 35.1%, P = 0.026)和外血管侵犯率(59.5% vs. 36.6%, P = 0.003), ypT4期晚期(56.2% vs. 23.8%, P结论:反应良好者预后较好。应特别注意晚期或表现出直肠系膜筋膜阳性或外血管侵犯或不良病理特征的患者。
{"title":"Clinical characteristics and survival outcomes of well-responders following definite comprehensive treatment in locally advanced rectal cancer.","authors":"Ganbin Li, Xiaoyuan Qiu, Lai Xu, Junyang Lu, Bin Wu, Yi Xiao, Guole Lin","doi":"10.1186/s12885-025-15525-7","DOIUrl":"https://doi.org/10.1186/s12885-025-15525-7","url":null,"abstract":"<p><strong>Background: </strong>Patients with a tumor regression grade of 0 or 1 (CAP), are classified as well-responders after neoadjuvant chemoradiotherapy (NCRT). Although well-responders are expected to have superior prognosis, occurrences of recurrence and metastasis still exist.</p><p><strong>Methods: </strong>Clinical data of patients from January 2017 to 2022 were analyzed.</p><p><strong>Inclusion criteria: </strong>adenocarcinoma, cT3-4N0 or cTanyN+, receiving NCRT and surgery, CAP 0 ~ 1. The primary endpoint was three-year disease-free survival (3y-DFS). According to occurrence of DFS events, patients were divided into DFS (470, 91.8%) and non-DFS group (42, 8.2%). Cox regression analysis was applied to identify risk factors affecting prognosis of well-responders.</p><p><strong>Results: </strong>A total of 512 well-responders were included, with mean age of 59.1 ± 10.6 years. Compared to DFS group, patients in non-DFS group had advanced mrT4 stage (33.3% vs. 18.1%, P = 0.017), higher positive rates of mesorectal fascia (52.4% vs. 35.1%, P = 0.026) and extramural vascular invasion (59.5% vs. 36.6%, P = 0.003), advanced ypT4 stage (56.2% vs. 23.8%, P < 0.001), ypN+ (23.8% vs. 9.4%, P = 0.014), and tumor deposits (14.3% vs. 3.6%, P = 0.005). The follow-up was end up to May 2024, with a duration of 36 (18 to 53) months. The tumor recurrence and metastasis rates were 0.8% (4) and 7.0% (36). The estimated 3y-DFS and overall survival in well-responders were 90.1% and 97.4%. Cox analysis identified ypT3 ~ 4 stage as independent risk factor resulting inferior DFS.</p><p><strong>Conclusion: </strong>Well-responders are expected to have superior prognosis. Special attention should be given to patients with advanced stages or those exhibiting positive mesorectal fascia or extramural vascular invasion, or adverse pathological features.</p>","PeriodicalId":9131,"journal":{"name":"BMC Cancer","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145862077","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Individualized drug screening in cholangiocarcinoma using organoid models and patient-derived tumor xenograft. 利用类器官模型和患者来源的肿瘤异种移植进行胆管癌个体化药物筛选。
IF 3.4 2区 医学 Q2 ONCOLOGY Pub Date : 2025-12-31 DOI: 10.1186/s12885-025-15495-w
Pinsheng Han, Liuyang Zhu, Wen Tong, Sen Liu, Yongdeng Xu, Libo Wang, Tianze Wang, Tianyu Zhao, Yu Miao, Hao Chi, Tao Cui, Ze Wang, Long Yang, Yamin Zhang
{"title":"Individualized drug screening in cholangiocarcinoma using organoid models and patient-derived tumor xenograft.","authors":"Pinsheng Han, Liuyang Zhu, Wen Tong, Sen Liu, Yongdeng Xu, Libo Wang, Tianze Wang, Tianyu Zhao, Yu Miao, Hao Chi, Tao Cui, Ze Wang, Long Yang, Yamin Zhang","doi":"10.1186/s12885-025-15495-w","DOIUrl":"https://doi.org/10.1186/s12885-025-15495-w","url":null,"abstract":"","PeriodicalId":9131,"journal":{"name":"BMC Cancer","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145862049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
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