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lncRNA-based prognostic model for pancreatic cancer centered on the TME with exploratory LLPS connections. 基于lncrna的胰腺癌预后模型以TME为中心,具有探索性LLPS连接。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-23 eCollection Date: 2026-01-01 DOI: 10.3389/fonc.2026.1753321
Yaqing Wei, Xiguang Sun, Changjun Ding, Yifei Wang, Zheran Lu, Chenhui Zhang, Hao Yao, Hao Huang

Introduction: Liquid-Liquid Phase Separation (LLPS), tumor microenvironment (TME), and long non-coding RNA (lncRNA) all have varying degrees of influence on the expression regulation of tumors. However, research on the association of these three in pancreatic cancer (PC) still requires further exploration. This study seeks to establish the relationships among these three themes through bioinformatics and to identify biomarkers that can predict the prognosis of PC patients.

Methods: Data sets from The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) are obtained from the UCSC platform. lncRNAs associated with the LLPS and TME gene sets are screened, and model lncRNAs are identified through comprehensive analysis conducted with least absolute shrinkage and selection operator (LASSO) regression and cox proportional hazards (COX) regression. Additionally, the predictive efficacy of the model lncRNAs is validated through multiple databases and cohorts. Furthermore, the expression of the model lncRNAs is validated at a biological level.

Results: A comprehensive analysis establishes an optimal combination consisting of 5 lncRNAs. The Kaplan-Meier curves and receiver operating characteristic (ROC) curves for each cohort demonstrates the effectiveness of the model lncRNAs characteristics. Additionally, the COX regression analysis of clinical characteristics and the analysis of mutation data further indicates the stability of the model lncRNAs. Furthermore, the expression levels of model lncRNAs in cell lines are consistent with the analysis results.

Conclusion: The model lncRNAs identified in this study, which are correlated with LLPS and TME, demonstrate significant potential as independent biomarkers for predicting the prognosis of PC patients.

导读:液-液相分离(LLPS)、肿瘤微环境(TME)、长链非编码RNA (lncRNA)对肿瘤的表达调控均有不同程度的影响。然而,三者在胰腺癌(PC)中的相关性研究仍需进一步探索。本研究旨在通过生物信息学建立这三个主题之间的关系,并确定可以预测PC患者预后的生物标志物。方法:从UCSC平台获取癌症基因组图谱(TCGA)和国际癌症基因组联盟(ICGC)的数据集。筛选与LLPS和TME基因集相关的lncrna,通过最小绝对收缩和选择算子(LASSO)回归和cox比例风险(cox)回归进行综合分析,确定模型lncrna。此外,通过多个数据库和队列验证了模型lncrna的预测功效。此外,模型lncrna的表达在生物学水平上得到了验证。结果:综合分析确定了由5个lncrna组成的最佳组合。每个队列的Kaplan-Meier曲线和受试者工作特征(ROC)曲线证明了模型lncrna特征的有效性。此外,临床特征的COX回归分析和突变数据的分析进一步表明了模型lncrna的稳定性。此外,模型lncrna在细胞系中的表达水平与分析结果一致。结论:本研究中发现的与LLPS和TME相关的模型lncrna具有作为预测PC患者预后的独立生物标志物的巨大潜力。
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引用次数: 0
Determinants and survival benefits of achieving textbook outcome for intrahepatic cholangiocarcinoma in the era of neoadjuvant therapy. 在新辅助治疗时代,肝内胆管癌达到教科书结局的决定因素和生存益处。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2026-01-01 DOI: 10.3389/fonc.2026.1737204
Jiawei Hu, Yihang Wang, Haoran Diao, Shuangda Miao, Xiaoxiao Zhang, Qi Li, Yanzhi Pan, Yun Jin, Yuanquan Yu, Jiangtao Li

Background: Intrahepatic cholangiocarcinoma (ICC) is a highly aggressive malignancy with a poor prognosis. Radical resection is the modality to cure patients with ICC. Thus, surgical quality is the key prognostic factor for survival. Textbook outcome (TO) is a multidimensional composite indicator reflecting surgical care quality. However, the association between neoadjuvant therapies-particularly those incorporating targeted and/or immunotherapeutic agents into chemotherapy regimens-and the attainment of TO in ICC remains unclear and warrants further investigation.

Materials and methods: This retrospective study analyzed 187 patients with ICC who underwent curative resection. TO was defined as the simultaneous achievement of R0 resection, with no perioperative blood transfusion, no postoperative complications, no mortality within 30 days, no unplanned readmission within 30 days, and a postoperative length of stay not exceeding the 75th percentile. Logistic regression was used to identify factors associated with TO, with further analysis focused on the role of neoadjuvant therapy. Cox regression was used to evaluate prognostic factors for overall survival (OS), and a prognostic nomogram incorporating TO was developed and validated.

Results: TO was achieved in 53 patients (28.3%), which was significantly associated with improved OS (p = 0.003) and recurrence-free survival (p < 0.001). Multivariable analysis identified neoadjuvant therapy [odds ratio (OR) = 2.687, p = 0.014], higher body mass index, higher albumin levels, lower carcinoembryonic antigen levels, and reduced blood loss as independent predictors of TO. Combination neoadjuvant regimens (chemotherapy plus targeted/immunotherapy; OR = 2.647, p = 0.009) were the primary contributors to this positive association. A nomogram integrating TO, lymph node metastasis, prothrombin time, and adjuvant therapy demonstrated excellent predictive accuracy for survival (1-year area under the curve = 0.891).

Conclusion: Achieving TO is associated with significantly improved survival in patients with ICC. Combined neoadjuvant therapy, including targeted or immunotherapy, is an independent positive predictor of TO, which challenges conventional perspectives. The proposed TO-integrated nomogram is a practical tool for prognostic prediction and surgical quality assessment.

背景:肝内胆管癌(ICC)是一种预后差的高度侵袭性恶性肿瘤。根治性切除是治疗ICC患者的主要方法。因此,手术质量是生存的关键预后因素。教科书预后(TO)是反映手术护理质量的多维复合指标。然而,新辅助治疗-特别是那些将靶向和/或免疫治疗药物纳入化疗方案-与ICC中TO的实现之间的关系尚不清楚,需要进一步研究。材料和方法:本回顾性研究分析了187例行根治性切除的ICC患者。TO定义为同时实现R0切除,无围手术期输血,无术后并发症,30天内无死亡,30天内无意外再入院,术后住院时间不超过75个百分位数。我们使用逻辑回归来确定与to相关的因素,并进一步分析新辅助治疗的作用。Cox回归用于评估总生存期(OS)的预后因素,并开发并验证了包含to的预后nomogram。结果:53例患者(28.3%)达到了TO,与改善的OS (p = 0.003)和无复发生存率(p < 0.001)显著相关。多变量分析发现,新辅助治疗[比值比(OR) = 2.687, p = 0.014]、较高的体重指数、较高的白蛋白水平、较低的癌胚抗原水平和减少的失血量是TO的独立预测因素。联合新辅助方案(化疗加靶向/免疫治疗;OR = 2.647, p = 0.009)是这种正相关的主要因素。结合TO,淋巴结转移,凝血酶原时间和辅助治疗的nomogram显示了极好的生存率预测准确性(1年曲线下面积= 0.891)。结论:达到TO与ICC患者生存率的显著提高相关。联合新辅助治疗,包括靶向或免疫治疗,是一个独立的阳性预测因子,这挑战了传统的观点。所提出的to综合nomogram是一种实用的预后预测和手术质量评估工具。
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引用次数: 0
Efficacy and tolerability of mogamulizumab in mycosis fungoides and Sézary Syndrome: a monocentric retrospective study. 莫加单抗治疗蕈样真菌病和ssamzary综合征的疗效和耐受性:一项单中心回顾性研究。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1748746
Antonio Giordano, Luana Fianchi, Marianna Criscuolo, Martina Quattrone, Alessia Di Pilla, Livio Pagano

Background: Mycosis Fungoides (MF) is a common subtype of primary cutaneous T-cell lymphoma (CTCL), a group of non-Hodgkin lymphomas. The clinical spectrum of MF ranges from isolated cutaneous lesions to widespread involvement of lymph nodes, blood, and skin, as seen in its aggressive variant, Sézary Syndrome (SS). Mogamulizumab, a defucosylated humanized IgG1-κ anti-CCR4 monoclonal antibody approved for relapsed/refractory MF/SS, has demonstrated a favorable safety and efficacy profile in multiple case series.

Methods: This retrospective, monocentric observational study analyzed data from 12 patients treated with Mogamulizumab between January 1, 2019, and December 31, 2024. We aim to evaluate the tolerability and clinical response to Mogamulizumab in patients with MF/SS.

Results: Of the 12 patients treated, 8 had MF and 4 had SS. The median follow-up time was 29.9 months (range 2.8-68.6 months). Four patients discontinued mogamulizumab: 3 due to disease progression and 1 due to the development of breast cancer. Adverse events included MAR in 4 patients (33%) and colitis in 1 patient (6%). The observed median PFS after mogamulizumab therapy was 5.4 months, and the observed ORR was 50%. For all 12 patients, the median time to response (TTR) was 129 days. The observed median overall survival (OS) was 11.5 months, with 1 reported death due to septic shock in a patient who underwent salvage allo-HSCT after mogamulizumab failure.

Conclusions: The results of this study reaffirm the efficacy of Mogamulizumab therapy for patients with Mycosis Fungoides and Sézary Syndrome in a real-world setting, which involves treatment decisions that must often consider patient heterogeneity, comorbidities, and prior lines of therapy.

背景:蕈样真菌病(MF)是原发性皮肤t细胞淋巴瘤(CTCL)的一种常见亚型,是一组非霍奇金淋巴瘤。MF的临床范围从孤立的皮肤病变到广泛累及淋巴结、血液和皮肤,如其侵袭性变型ssamzary综合征(SS)所示。Mogamulizumab是一种去聚焦的人源化IgG1-κ抗ccr4单克隆抗体,已被批准用于治疗复发/难治性MF/SS,在多个病例系列中显示出良好的安全性和有效性。方法:这项回顾性、单中心观察性研究分析了2019年1月1日至2024年12月31日期间接受Mogamulizumab治疗的12例患者的数据。我们的目标是评估MF/SS患者对Mogamulizumab的耐受性和临床反应。结果:12例患者中,MF 8例,SS 4例。中位随访时间29.9个月(2.8 ~ 68.6个月)。4名患者停止使用莫加单抗:3名由于疾病进展,1名由于乳腺癌的发展。不良事件包括4例(33%)MAR和1例(6%)结肠炎。mogamulizumab治疗后观察到的中位PFS为5.4个月,观察到的ORR为50%。所有12例患者的中位缓解时间(TTR)为129天。观察到的中位总生存期(OS)为11.5个月,在mogamulizumab失败后接受补救性异源造血干细胞移植的患者中,有1例报告死于感染性休克。结论:本研究的结果重申了Mogamulizumab治疗蕈样真菌病和ssamzary综合征患者在现实世界中的疗效,这涉及到必须经常考虑患者异质性、合并症和既往治疗线的治疗决策。
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引用次数: 0
Correction: A case report of malignant hypertension and multiorgan dysfunction during immunotherapy for gallbladder cancer. 更正:胆囊癌免疫治疗中出现恶性高血压和多器官功能障碍1例。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2026-01-01 DOI: 10.3389/fonc.2026.1771057
Caroline Anthon, Hugo Pierret, Frederic Houssiau, Selda Aydin, Astrid De Cuyper, Cédric Van Marcke, Marc Van Den Eynde, Filomena Mazzeo, Frank Cornelis, Rachel Galot, Francois P Duhoux, Jean-François Baurain, Emmanuel Seront

[This corrects the article DOI: 10.3389/fonc.2025.1658621.].

[这更正了文章DOI: 10.3389/fonc.2025.1658621.]。
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引用次数: 0
Correction: Differential diagnosis of benign and malignant vertebral compression fractures based on CT radiomics model. 更正:基于CT放射组学模型的良恶性椎体压缩性骨折鉴别诊断。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2026-01-01 DOI: 10.3389/fonc.2026.1784208
Xinrui Liu, Song Chen, Yifan Wang, Jiashi Cao, Zhuangfei Niu, Yuxian Jin, Xingdan Pan, Zhengwei Zhang, Tielong Liu, Wei Liang, Panfeng Yu, Weiwei Zou

[This corrects the article DOI: 10.3389/fonc.2025.1697550.].

[这更正了文章DOI: 10.3389/fonc.2025.1697550.]。
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引用次数: 0
Preoperative fibrinogen-to-lymphocyte ratio as a prognostic biomarker for non-muscle-invasive bladder cancer. 术前纤维蛋白原与淋巴细胞比值作为非肌肉浸润性膀胱癌的预后生物标志物。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2026-01-01 DOI: 10.3389/fonc.2026.1707696
Xueqiao Zhang, Shiqiang Su, Lizhe Liu, Feifan Song, Xiongjie Cui, Yunpeng Cao, Chao Li, Shen Li, Hanxing He, Yuanhui Kang, Jin Zhang

Objective: Although the fibrinogen-to-lymphocyte ratio (FLR) is an established prognostic biomarker in various solid tumors, its role in non-muscle-invasive bladder cancer (NMIBC) remains poorly defined. This study aimed not only to investigate the predictive value of preoperative FLR for overall survival (OS) in NMIBC patients undergoing transurethral resection of bladder tumor (TURBt), but also to develop and validate a novel FLR-based nomogram as a practical clinical tool.

Methods: This retrospective study enrolled 304 NMIBC patients who underwent TURBt at the Shijiazhuang People's Hospital between November 2013 and January 2024, with OS as the primary endpoint. The optimal prognostic cutoff for FLR was determined by maximizing the Youden index via receiver operating characteristic (ROC) curve analysis. Propensity score matching (1:2) was employed to balance baseline confounders. The dose-response relationship between continuous FLR and mortality risk was evaluated using restricted cubic splines (RCS), which confirmed a linear association. Subsequently, independent prognostic factors identified through Cox proportional hazards regression were integrated to construct a nomogram. The model's predictive accuracy and clinical utility were then comprehensively evaluated using the concordance index (C-index), calibration curves, time-dependent ROC curves, and decision curve analysis (DCA).

Results: The optimal FLR cutoff was identified as 2.91. Patients in the high-FLR group (FLR ≥ 2.91) exhibited significantly poorer OS (P < 0.001) and cancer-specific survival (CSS; P = 0.004). RCS analysis confirmed a significant positive linear association between increasing FLR levels and all-cause mortality risk. Critically, multivariate Cox regression validated FLR as an independent predictor for both OS (Hazard Ratio (HR): 1.520, 95% Confidence Interval (CI): 1.149-2.010) and CSS (HR: 1.536, 95% CI: 1.033-2.284). Integrating FLR into a baseline model improved the C-index for OS prediction from 0.739 to 0.772. The resulting nomogram demonstrated robust discrimination (C-index: 0.772), excellent calibration, and superior net clinical benefit in DCA.

Conclusion: Preoperative FLR is an independent predictor of overall survival in NMIBC, characterized by a robust linear dose-response relationship with mortality risk. This cost-effective biomarker, integrated into our validated nomogram, enhances risk stratification to guide personalized postoperative management.

目的:虽然纤维蛋白原与淋巴细胞比率(FLR)是各种实体肿瘤的预后生物标志物,但其在非肌肉浸润性膀胱癌(NMIBC)中的作用仍不明确。本研究不仅旨在探讨术前FLR对经尿道膀胱肿瘤切除术(turt)的NMIBC患者总生存(OS)的预测价值,而且还旨在开发和验证一种新的基于FLR的nomogram临床实用工具。方法:本回顾性研究纳入2013年11月至2024年1月在石家庄市人民医院行TURBt的304例NMIBC患者,以OS为主要终点。通过受试者工作特征(ROC)曲线分析,通过最大化约登指数来确定FLR的最佳预后截止值。采用倾向评分匹配(1:2)来平衡基线混杂因素。使用限制性三次样条(RCS)评估了持续FLR与死亡风险之间的剂量-反应关系,证实了线性关联。随后,整合通过Cox比例风险回归确定的独立预后因素,构建nomogram。然后使用一致性指数(C-index)、校准曲线、随时间变化的ROC曲线和决策曲线分析(DCA)综合评价模型的预测准确性和临床实用性。结果:最佳FLR截止值为2.91。高FLR组(FLR≥2.91)患者的OS (P < 0.001)和癌症特异性生存率(CSS; P = 0.004)明显较差。RCS分析证实FLR水平升高与全因死亡风险之间存在显著的正线性关联。重要的是,多变量Cox回归验证了FLR是OS(风险比(HR): 1.520, 95%可信区间(CI): 1.149-2.010)和CSS (HR: 1.536, 95% CI: 1.033-2.284)的独立预测因子。将FLR整合到基线模型中,OS预测的c指数从0.739提高到0.772。所得到的nomogram显示了稳健的辨别力(C-index: 0.772),良好的校准效果,以及DCA的净临床效益。结论:术前FLR是NMIBC患者总生存率的独立预测因子,其特点是与死亡风险呈强线性剂量-反应关系。这种具有成本效益的生物标志物与我们验证的nomogram相结合,增强了风险分层,从而指导个性化的术后管理。
{"title":"Preoperative fibrinogen-to-lymphocyte ratio as a prognostic biomarker for non-muscle-invasive bladder cancer.","authors":"Xueqiao Zhang, Shiqiang Su, Lizhe Liu, Feifan Song, Xiongjie Cui, Yunpeng Cao, Chao Li, Shen Li, Hanxing He, Yuanhui Kang, Jin Zhang","doi":"10.3389/fonc.2026.1707696","DOIUrl":"10.3389/fonc.2026.1707696","url":null,"abstract":"<p><strong>Objective: </strong>Although the fibrinogen-to-lymphocyte ratio (FLR) is an established prognostic biomarker in various solid tumors, its role in non-muscle-invasive bladder cancer (NMIBC) remains poorly defined. This study aimed not only to investigate the predictive value of preoperative FLR for overall survival (OS) in NMIBC patients undergoing transurethral resection of bladder tumor (TURBt), but also to develop and validate a novel FLR-based nomogram as a practical clinical tool.</p><p><strong>Methods: </strong>This retrospective study enrolled 304 NMIBC patients who underwent TURBt at the Shijiazhuang People's Hospital between November 2013 and January 2024, with OS as the primary endpoint. The optimal prognostic cutoff for FLR was determined by maximizing the Youden index via receiver operating characteristic (ROC) curve analysis. Propensity score matching (1:2) was employed to balance baseline confounders. The dose-response relationship between continuous FLR and mortality risk was evaluated using restricted cubic splines (RCS), which confirmed a linear association. Subsequently, independent prognostic factors identified through Cox proportional hazards regression were integrated to construct a nomogram. The model's predictive accuracy and clinical utility were then comprehensively evaluated using the concordance index (C-index), calibration curves, time-dependent ROC curves, and decision curve analysis (DCA).</p><p><strong>Results: </strong>The optimal FLR cutoff was identified as 2.91. Patients in the high-FLR group (FLR ≥ 2.91) exhibited significantly poorer OS (P < 0.001) and cancer-specific survival (CSS; P = 0.004). RCS analysis confirmed a significant positive linear association between increasing FLR levels and all-cause mortality risk. Critically, multivariate Cox regression validated FLR as an independent predictor for both OS (Hazard Ratio (HR): 1.520, 95% Confidence Interval (CI): 1.149-2.010) and CSS (HR: 1.536, 95% CI: 1.033-2.284). Integrating FLR into a baseline model improved the C-index for OS prediction from 0.739 to 0.772. The resulting nomogram demonstrated robust discrimination (C-index: 0.772), excellent calibration, and superior net clinical benefit in DCA.</p><p><strong>Conclusion: </strong>Preoperative FLR is an independent predictor of overall survival in NMIBC, characterized by a robust linear dose-response relationship with mortality risk. This cost-effective biomarker, integrated into our validated nomogram, enhances risk stratification to guide personalized postoperative management.</p>","PeriodicalId":12482,"journal":{"name":"Frontiers in Oncology","volume":"16 ","pages":"1707696"},"PeriodicalIF":3.5,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12872508/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146141716","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Optimizing second-line endocrine-based treatment in HR positive HER2 negative metastatic breast cancer: a comprehensive expert statement from the Gulf Cooperation Council Region. 优化HR阳性HER2阴性转移性乳腺癌的二线内分泌治疗:来自海湾合作委员会地区的综合专家声明
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1706670
Ahmed Alshehri, Abdullah Khalaf Altwairgi, Abdulwahab AlTourah, Ahmed Alwbari, Aref Chehal, Francois Calaud, Hashem Al-Hashem, Husam Marashi, Sherif Elsamany, Syed Hammad Tirmazy

Optimizing second-line therapy for hormone receptor-positive (HR+) and human epidermal growth factor receptor 2-negative (HER2-negative) metastatic breast cancer (mBC) in the Gulf Cooperation Council (GCC) is challenged by variations in diagnostic capacity, drug accessibility, comorbidities, and treatment pathways compared with other regions. While international guidelines provide an overarching evidence framework for breast cancer management, their practical application at the regional level often requires adaptation to local healthcare resources. There is an unmet need to optimize the treatment sequencing strategies for patients with HR+/HER2-negative mBC in the GCC region through expert guidance. Given this context, a virtual advisory board involving 10 oncologists from the GCC region was convened in November 2024. The panel aimed to review current evidence and develop pragmatic, implementable recommendations for second-line management. This consensus uniquely contextualizes global evidence for GCC-specific healthcare constraints, addressing gaps in diagnostic access, affordability, and real-world feasibility, while providing treatment recommendations that help clinicians refine therapeutic strategies and incorporate patient preferences for improved outcomes. The panel recommends early genomic testing (PIK3CA, AKT, BRCA, ESR1) to guide therapy, prioritizing targeted agents such as oral SERDs and PI3K/AKT inhibitors in second-line sequencing, cautious use of alpelisib in diabetic patients, and incorporating patient preferences through shared decision-making and multidisciplinary care.

与其他地区相比,在海湾合作委员会(GCC),优化激素受体阳性(HR+)和人表皮生长因子受体2阴性(her2阴性)转移性乳腺癌(mBC)的二线治疗面临着诊断能力、药物可及性、合并症和治疗途径差异的挑战。虽然国际准则为乳腺癌管理提供了一个总体证据框架,但在区域一级的实际应用往往需要适应当地的卫生保健资源。通过专家指导,优化GCC地区HR+/ her2阴性mBC患者的治疗序列策略,这一需求尚未得到满足。有鉴于此,一个由来自海湾合作委员会地区的10名肿瘤学家组成的虚拟咨询委员会于2024年11月召开。该小组旨在审查目前的证据,并为二线管理制定务实、可实施的建议。这一共识独特地结合了gcc特定医疗保健限制的全球证据,解决了诊断可及性、可负担性和现实世界可行性方面的差距,同时提供了治疗建议,帮助临床医生完善治疗策略并结合患者偏好以改善结果。专家组建议早期基因组检测(PIK3CA、AKT、BRCA、ESR1)来指导治疗,在二线测序中优先考虑口服serd和PI3K/AKT抑制剂等靶向药物,在糖尿病患者中谨慎使用alpelisib,并通过共同决策和多学科护理结合患者的偏好。
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引用次数: 0
Translational impact of machine learning-driven predictive modeling with pathway-based plasma metabolomic biomarkers for lung cancer detection. 机器学习驱动的预测建模与基于途径的血浆代谢组学生物标志物在肺癌检测中的转化影响。
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2025-01-01 DOI: 10.3389/fonc.2025.1718863
Eyad Himdiat, Jean-François Haince, Rashid A Bux, Guoyu Huang, Paramjit S Tappia, Bram Ramjiawan, Maria Vaida

Objectives: The detection of lung cancer at its early stages remains essential for better survival outcomes, but current diagnostic approaches show limited sensitivity and often suffer from poor generalizability and a lack of interpretability.

Methods: This retrospective study develops a machine-learning pipeline that integrates plasma metabolite measurements with pathways to derive a pathway-informed biomarker panel for lung cancer screening.

Results: Using 800 plasma samples from the Cooperative Human Tissue Network biobank (586 cancer, 214 controls) with 166 metabolites and 60 derived pathways, we identified a subset of 41 predictors (9 pathways, 26 metabolites, 6 demographic variables) through an ensemble selection framework. Several models were tested with the Support Vector Machines (SVM) model, achieving the best results. The model delivered an overall 97% accuracy with a ROC AUC of 0.97 on this subset. After eliminating pathway-related metabolites from the initial dataset, feature selection reduced the number of variables from 170 to 41, retaining biological relevance and minimizing overfitting. The glutaminolysis and tryptophan metabolism pathway analysis yielded the most enhanced biological indicators.

Conclusions: This noninvasive, interpretable approach using plasma panel could facilitate cost-effective, early-stage lung cancer screening for at high-risk population cohort, with strong translational potential in clinical settings. Future work should focus on multi-center validation, prospective validation, assessing potential longitudinal biomarker stability, and integration with other omics data to further advance precision oncology, ultimately improving early detection and patient outcomes in lung cancer management.

目的:肺癌的早期检测对于更好的生存结果仍然至关重要,但目前的诊断方法显示出有限的敏感性,并且通常具有较差的通用性和缺乏可解释性。方法:本回顾性研究开发了一种机器学习管道,将血浆代谢物测量与途径相结合,以获得用于肺癌筛查的途径知情生物标志物面板。结果:使用来自合作人体组织网络生物库的800份血浆样本(586份癌症样本,214份对照样本),包含166种代谢物和60种衍生途径,我们通过集合选择框架确定了41种预测因子(9种途径,26种代谢物,6种人口统计学变量)。用支持向量机(SVM)模型对多个模型进行了测试,取得了较好的结果。该模型在该子集上的总体准确率为97%,ROC AUC为0.97。在从初始数据集中消除途径相关代谢物后,特征选择将变量数量从170个减少到41个,保留了生物学相关性并最大限度地减少了过拟合。谷氨酰胺水解和色氨酸代谢途径分析的生物学指标增强最大。结论:这种无创、可解释的血浆检测方法可以促进高成本效益的高风险人群早期肺癌筛查,在临床环境中具有很强的转化潜力。未来的工作应侧重于多中心验证、前瞻性验证、评估潜在的纵向生物标志物稳定性,以及与其他组学数据的整合,以进一步推进精准肿瘤学,最终改善肺癌治疗的早期发现和患者预后。
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引用次数: 0
Brain metastases from non-small cell lung cancer: molecular subtypes and emerging CNS-directed precision therapies. 非小细胞肺癌脑转移:分子亚型和新兴的cns定向精准治疗
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2026-01-01 DOI: 10.3389/fonc.2026.1717432
Mehek Sharma, Anvay Shah, Kimberly A Rivera-Caraballo, Girindra Raval, Balveen Kaur, Gerald C Wallace

Non-small-cell lung cancer (NSCLC) is a leading cause of morbidity and mortality globally, due in large part to the development of NSCLC-associated brain metastases (L-BM). Upon initial presentation, 11-26% of patients with NSCLC will have L-BM, while half of patients with NSCLC will develop L-BM over the course of their disease. The emergence of PD-1/PD-L1 immunotherapy and targeted therapies for EGFR, ALK, and ROS1 mutations has transformed the treatment landscape and improved outcomes for select patient populations. CNS progression remains a major challenge due to therapy resistance, the blood-brain barrier (BBB), and the unique molecular and transcriptomic adaptations exhibited by NSCLC brain metastases which differs markedly from primary lung tumors. In this review, we examine the molecular drivers of CNS metastasis, oncogenic signaling-targeted therapies, and next-generation CNS drug-delivery strategies including intraventricular or intranasal administration, focused ultrasound, nanocarriers, and efflux transporter modulation. Furthermore, we provide a comprehensive update on recent and ongoing preclinical and clinical studies, highlighting novel CNS-penetrant agents with demonstrated intracranial efficacy. Understanding these mechanisms and refining targeted approaches are critical to improving CNS disease control, survival outcomes, and quality of life for NSCLC patients with brain involvement.

非小细胞肺癌(NSCLC)是全球发病率和死亡率的主要原因,很大程度上是由于NSCLC相关脑转移(L-BM)的发展。在初次就诊时,11-26%的NSCLC患者会发生L-BM,而一半的NSCLC患者在病程中会发生L-BM。针对EGFR、ALK和ROS1突变的PD-1/PD-L1免疫疗法和靶向疗法的出现改变了治疗前景,改善了特定患者群体的预后。由于治疗耐药、血脑屏障(BBB)以及NSCLC脑转移所表现出的独特的分子和转录组适应(与原发性肺肿瘤明显不同),中枢神经系统进展仍然是一个主要挑战。在这篇综述中,我们研究了中枢神经系统转移的分子驱动因素,致癌信号靶向治疗,以及下一代中枢神经系统药物递送策略,包括脑室内或鼻内给药,聚焦超声,纳米载体和外排转运体调节。此外,我们提供了最近和正在进行的临床前和临床研究的全面更新,重点介绍了具有颅内疗效的新型中枢神经系统渗透剂。了解这些机制和改进靶向方法对于改善中枢神经系统疾病控制、生存结果和脑受累非小细胞肺癌患者的生活质量至关重要。
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引用次数: 0
Comparative effectiveness of two first-line, ICI-based regimens for advanced HCC: a target trial emulation using an electronic medical record network. 两种基于ci的一线HCC治疗方案的疗效比较:使用电子病历网络的目标试验模拟
IF 3.5 3区 医学 Q2 ONCOLOGY Pub Date : 2026-01-22 eCollection Date: 2026-01-01 DOI: 10.3389/fonc.2026.1776032
Chihiro Shiraishi, Miho Shigyou, Ryuichi Inoue, Toru Ogura, Susumu Kaneshige, Toshinobu Hayashi

Introduction: Head-to-head comparative evidence of the relative efficacies of atezolizumab plus bevacizumab (Atezo+Bev) and tremelimumab plus durvalumab (Treme+Dur) as first-line therapies for advanced hepatocellular carcinoma (HCC) remains limited. Thus, in the present study, we compared the real-world efficacy and safety of these two modalities using a target trial emulation approach.

Methods: Using the TriNetX Research Network, we identified adults (≥20 years) with HCC (ICD-10 C22.0) who initiated first-line Atezo+Bev or Treme+Dur (November 2022- November 2024). Propensity score matching (1:1) was used to balance the baseline characteristics. The primary outcome measure was overall survival (OS). Secondary outcomes included 1- or 2-year OS and organ-specific immune-related adverse events (irAEs) within 12 months, based on pre-specified ICD-10 definitions.

Results: After matching, 640 patients were included in each group. Residual imbalance persisted in hepatic reserve markers (albumin, international normalized ratio, and platelet count; standardized mean differences >0.1). One-year OS was numerically higher in the Atezo+Bev group than in the Treme+Dur group (61% vs 55%; hazard ratio [HR], 0.806; 95% confidence interval [CI], 0.665-0.976; p = 0.027). Two-year OS (HR, 0.864; 95% CI, 0.723-1.031; p = 0.105) and overall OS showed no significant differences (median: 19.4 vs 19.0 months [591 vs 578 days]; HR, 0.886; 95% CI, 0.743-1.057; p = 0.179). Most irAEs were similar; however, the time-to-first hepatic irAEs favored Atezo+Bev (HR, 0.678; 95% CI, 0.487-0.943; p = 0.020). Notably, respiratory irAEs occurred significantly earlier in the Treme+Dur group than in the Atezo+Bev group (mean onset: 2.4 vs 3.2 days; p = 0.031).

Conclusions: In this real-world target trial emulation, Atezo+Bev and Treme+Dur demonstrated broadly comparable long-term OS rates when used as first-line therapies for HCC. While baseline hepatic reserve plays an important role, the treatment regimen itself may contribute to earlier onset of hepatic and respiratory irAE. Careful monitoring for early-onset hepatic dysfunction and respiratory irAEs may be warranted in patients treated with Treme+Dur combination therapy.

导语:atezolizumab + bevacizumab (Atezo+Bev)和tremelimumab + durvalumab (Treme+Dur)作为晚期肝细胞癌(HCC)一线治疗的相对疗效的头对头比较证据仍然有限。因此,在本研究中,我们使用目标试验模拟方法比较了这两种模式的实际疗效和安全性。方法:使用TriNetX研究网络,我们确定了患有HCC (ICD-10 C22.0)的成人(≥20岁),他们在2022年11月至2024年11月期间接受了一线Atezo+Bev或Treme+Dur治疗。倾向评分匹配(1:1)用于平衡基线特征。主要结局指标为总生存期(OS)。根据预先指定的ICD-10定义,次要结局包括1年或2年的生存期和12个月内器官特异性免疫相关不良事件(irAEs)。结果:经配对后,每组纳入640例患者。肝储备标志物(白蛋白、国际标准化比值和血小板计数;标准化平均差异bb0.1)仍然存在残余失衡。Atezo+Bev组的1年OS数值高于Treme+Dur组(61% vs 55%;风险比[HR], 0.806; 95%可信区间[CI], 0.665-0.976; p = 0.027)。2年OS (HR, 0.864; 95% CI, 0.723-1.031; p = 0.105)和总OS无显著差异(中位数:19.4 vs 19.0个月[591 vs 578天];HR, 0.886; 95% CI, 0.743-1.057; p = 0.179)。大多数irae是相似的;然而,到第一次肝脏irae的时间倾向于Atezo+Bev (HR, 0.678; 95% CI, 0.487-0.943; p = 0.020)。值得注意的是,Treme+Dur组发生呼吸系统irae的时间明显早于Atezo+Bev组(平均发病时间:2.4天vs 3.2天;p = 0.031)。结论:在这个现实世界的目标试验模拟中,Atezo+Bev和Treme+Dur作为HCC的一线治疗时,显示出大致相当的长期OS率。虽然基线肝储备起着重要作用,但治疗方案本身可能导致肝脏和呼吸道irAE的早期发病。在接受Treme+Dur联合治疗的患者中,可能需要仔细监测早发性肝功能障碍和呼吸道irae。
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Frontiers in Oncology
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