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Disrupting CDK9 activity suppresses triple-negative breast cancer and is enhanced by EGFR Inhibition. 破坏CDK9活性抑制三阴性乳腺癌,并通过EGFR抑制而增强。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2026-01-08 DOI: 10.1007/s13402-025-01154-6
Vera E van der Noord, Ronan P McLaughlin, Jessica S Karuntu, Jichao He, A Mieke Timmermans, Sunita K C Basnet, Yi Long, Sarah Al Haj Diab, Solomon Tadesse, Natalie Proost, Bastiaan van Gerwen, Bjørn Siteur, Marieke van de Ven, Chantal Pont, Sylvia E Le Dévédec, John W M Martens, Shudong Wang, Yinghui Zhang, Bob van de Water

Purpose: CDK9, in complex with cyclin T1 or T2, is essential for mRNA transcription by enabling paused RNA polymerase II to proceed into elongation. Increasing evidence highlights CDK9's involvement in transcriptional addiction in cancer. Triple-negative breast cancer (TNBC) is an aggressive breast cancer subtype for which effective targeted therapies remain limited. Here, we aimed to define the therapeutic potential of novel CDK9 inhibitors in TNBC.

Methods: We explored the efficacy and mechanism of action of novel CDK9 inhibitors, alone or in combination with EGFR inhibitors, using TNBC cell lines and in vivo xenograft models.

Results: Targeting CDK9 significantly impaired proliferation and induced apoptosis in multiple TNBC cell lines. Transcriptomic analyses revealed that CDK9 inhibitors induced downregulation of genes involved in transcription, cell cycle progression, and oncogenic signalling pathways, including TGF-β and Wnt/β-catenin signalling. Combined CDK9 and EGFR inhibition disrupted transcriptional programs, enhanced TNBC cell death in vitro, and acted synergistically to reduce tumour growth in PDX and Hs578T xenograft models, although this combination was also associated with increased toxicity.

Conclusion: Our results position CDK9 as a promising therapeutic target in TNBC, either alone or in combination with EGFR inhibition, provided that side effects associated with this combination treatment can be controlled.

目的:CDK9与细胞周期蛋白T1或T2复合,通过使暂停的RNA聚合酶II进入延伸,对mRNA转录至关重要。越来越多的证据表明CDK9参与了癌症的转录成瘾。三阴性乳腺癌(TNBC)是一种侵袭性乳腺癌亚型,有效的靶向治疗仍然有限。在这里,我们旨在确定新型CDK9抑制剂在TNBC中的治疗潜力。方法:我们利用TNBC细胞系和体内异种移植模型,探索新型CDK9抑制剂单独或与EGFR抑制剂联合使用的疗效和作用机制。结果:靶向CDK9可显著抑制多种TNBC细胞系的增殖并诱导凋亡。转录组学分析显示,CDK9抑制剂诱导参与转录、细胞周期进程和致癌信号通路的基因下调,包括TGF-β和Wnt/β-catenin信号通路。CDK9和EGFR联合抑制破坏转录程序,增强体外TNBC细胞死亡,并协同作用减少PDX和Hs578T异种移植模型中的肿瘤生长,尽管这种联合也与毒性增加有关。结论:我们的研究结果表明,CDK9作为TNBC的一个有希望的治疗靶点,无论是单独治疗还是与EGFR抑制联合治疗,前提是与这种联合治疗相关的副作用可以得到控制。
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引用次数: 0
The cross-talk and interplay between ferroptosis and cuproptosis in tumor and therapeutics. 铁下垂与铜下垂在肿瘤中的相互作用及治疗。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2026-01-08 DOI: 10.1007/s13402-025-01138-6
Xiangting Zhou, Shuping Peng
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引用次数: 0
Targeting VCP with V8 suppresses glioblastoma development via formation of aggregates and disruption of mitophagy flux. 用V8靶向VCP通过聚集体的形成和线粒体自噬通量的破坏来抑制胶质母细胞瘤的发展。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2026-01-08 DOI: 10.1007/s13402-025-01149-3
Xuejun Cao, Yishen Li, Bin Guo, Yan Liu, Baoshuai Wang, Hao Wang, Jingbo Lu, Libin Wei, Yuan Gao, Yongjian Guo, Tao Wu
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引用次数: 0
The influence of cell-cell fusion on cancer heterogeneity and its promise for targeted treatments. 细胞-细胞融合对肿瘤异质性的影响及其在靶向治疗中的前景。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2026-01-08 DOI: 10.1007/s13402-025-01153-7
Kairui Liu, Jialong Shi, Jiayue Liu, Yue Zhang, Jingjing Liang, Jing Xu, Shuo Chen, Shiwu Zhang
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引用次数: 0
Single-cell and spatial transcriptome sequencing analysis reveals characteristics of a unique subpopulation in high-grade IDH-mutant astrocytoma. 单细胞和空间转录组测序分析揭示了高级别idh突变星形细胞瘤的独特亚群特征。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2025-12-29 DOI: 10.1007/s13402-025-01139-5
Wei Chen, Min Zheng, Jia-Yin An, Guo-Hao Huang, Jing-Peng Liu, Lin Yang, Peng Ren, Ting-Ting Wang, Jean-Philippe Hugnot, Sheng-Qing Lv

Introduction: (Isocitrate dehydrogenase) IDH-mutant astrocytoma is classified as World Health Organization (WHO) grade 2-4 and is second only to IDH wild-type glioblastoma in the incidence of adult glioma. However, few studies use single-cell and spatial transcriptome sequencing to analyze its malignant progression.

Methods: Intraoperative navigation and yellow fluorescence visualization were utilized to accurately isolate high-grade (WHO grade 3-4) and low-grade (WHO grade 2) samples of IDH-mutant astrocytoma for single-cell and spatial transcriptome sequencing. By combining single-cell, spatial transcriptome, The Cancer Genome Atlas (TCGA), and The Chinese Glioma Genome Atlas (CGGA) data, analyses of survival, enriched pathways, transcription factors, intercellular communication, differentiation trajectories, and immune response were performed to identify the characteristics of a unique subpopulation of high-grade IDH-mutant astrocytoma.

Results: Our single-cell RNA sequencing analysis identified a distinct subpopulation (Cluster 7) present in high-grade IDH-mutant astrocytoma, which was localized to the terminus of the pseudotime trajectory. Importantly, this cluster not only exhibited an immunosuppressive phenotype correlated with poor clinical prognosis, but also demonstrated significant enrichment in Developmental Biology and Calcium Signaling pathways. Furthermore, this subpopulation engaged in prominent ligand-receptor interactions, particularly through PTN_PTPRZ1 and MIF_CD74 pairs. Notably, comparative analysis revealed that high-grade astrocytoma displayed both quantitatively and qualitatively enhanced communication networks when compared to their low-grade counterparts.

Conclusions: Our single-cell RNA sequencing analysis identifies a distinct tumor cell subpopulation present in high-grade (WHO grade 3-4) adult IDH-mutant astrocytoma. This cluster, which likely arises from malignant progression in adult astrocytoma, may provide new insights for developing therapeutic strategies against this clinically challenging disease.

简介:(异柠檬酸脱氢酶)IDH突变型星形细胞瘤被世界卫生组织(WHO)列为2-4级,在成人胶质瘤发病率中仅次于IDH野生型胶质母细胞瘤。然而,很少有研究使用单细胞和空间转录组测序来分析其恶性进展。方法:采用术中导航和黄色荧光显示技术,准确分离高级别(WHO分级3-4级)和低级别(WHO分级2级)idh突变星形细胞瘤样本,进行单细胞和空间转录组测序。通过结合单细胞、空间转录组、癌症基因组图谱(TCGA)和中国胶质瘤基因组图谱(CGGA)数据,对生存、富集通路、转录因子、细胞间通讯、分化轨迹和免疫反应进行分析,以确定高级别idh突变星形细胞瘤的独特亚群的特征。结果:我们的单细胞RNA测序分析发现了一个独特的亚群(簇7)存在于高级别idh突变星形细胞瘤中,该亚群定位于假时间轨迹的末端。重要的是,该簇不仅表现出与临床预后不良相关的免疫抑制表型,而且在发育生物学和钙信号通路中也表现出显著的富集。此外,该亚群参与了显著的配体-受体相互作用,特别是通过PTN_PTPRZ1和MIF_CD74对。值得注意的是,对比分析显示,与低级别星形细胞瘤相比,高级别星形细胞瘤在数量和质量上都表现出增强的通信网络。结论:我们的单细胞RNA测序分析确定了高级别(WHO分级3-4级)成人idh突变星形细胞瘤中存在不同的肿瘤细胞亚群。该簇可能源于成人星形细胞瘤的恶性进展,可能为开发针对这种临床挑战性疾病的治疗策略提供新的见解。
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引用次数: 0
PARP7 and aryl hydrocarbon receptor differentially regulate mammary cancer cell proliferation and STING-induced type I interferon signalling. PARP7和芳烃受体差异调节乳腺癌细胞增殖和sting诱导的I型干扰素信号传导。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2025-12-23 DOI: 10.1007/s13402-025-01150-w
Ninni E Olafsen, Samaneh S Åhrling, Marit Rasmussen, Linnea A M Erlingsson, Emma N Granly, Akinori Takaoka, Jason Matthews

Purpose: PARP7 is a negative regulator of type I interferon (IFN-I) and aryl hydrocarbon receptor (AHR) signalling and has important roles in cell proliferation and antitumor immunity. Recently, several cancer cell lines have been reported to be sensitive to the antiproliferative effect of PARP7 inhibition by RBN2397; however, the roles of AHR and IFN-I signalling in this effect are not fully understood.

Methods: Murine mammary cancer cells were treated with AHR ligands, RBN2397 and with the stimulator of interferon genes (STING) agonist, DMXAA. The impact of ligand treatments on AHR and IFN-I signalling and cell proliferation was determined.

Results: RBN2397 enhanced AHR ligand signalling and STING-induced IFN-I responses in both cell lines. Py8119 but not Py230, 4T1 or EO771 cells were sensitive to the antiproliferative effects of RBN2397. In agreement with FOS-related antigen 1 (FOSL1) being required for sensitivity to RBN2397, Py8119 but not Py230 cells expressed FOSL1. However, RBN2397 insensitive 4T1 and EO771 cell lines also expressed FOSL1, suggesting that the role of FOSL1 in RBN2397-mediated growth inhibition exhibits cell line specificity. In Py8119 cells, RBN2397 induced apoptosis which was independent of AHR ligand treatment and DMXAA-induced STING activation. Although Py230 cells were resistant to the antiproliferative effects RBN2397 alone, combined treatment of DMXAA with RBN2397 reduced their proliferation, which was further reduced by AHR loss or its inhibition.

Conclusion: These findings highlight the complexity of the interplay among PARP7, AHR and STING-induced IFN signalling in regulating cancer cell proliferation but also suggest that for some cell lines STING activation might increase their sensitivity to the anti-proliferative effects of RBN2397.

目的:PARP7是I型干扰素(IFN-I)和芳烃受体(AHR)信号传导的负调控因子,在细胞增殖和抗肿瘤免疫中具有重要作用。最近,有报道称几种癌细胞对RBN2397抑制PARP7的抗增殖作用敏感;然而,AHR和IFN-I信号在这种效应中的作用尚未完全了解。方法:用AHR配体RBN2397和干扰素基因刺激剂(STING)激动剂DMXAA处理小鼠乳腺癌细胞。确定配体处理对AHR和IFN-I信号传导和细胞增殖的影响。结果:RBN2397增强了AHR配体信号传导和sting诱导的IFN-I反应。Py8119细胞对RBN2397的抗增殖作用敏感,而Py230、4T1和EO771细胞对RBN2397的抗增殖作用不敏感。与RBN2397敏感性需要fos相关抗原1 (FOSL1)一致,Py8119细胞而Py230细胞不表达FOSL1。然而,RBN2397不敏感的4T1和EO771细胞系也表达FOSL1,这表明FOSL1在RBN2397介导的生长抑制中的作用具有细胞系特异性。在Py8119细胞中,RBN2397诱导的凋亡不依赖于AHR配体处理和dmxaa诱导的STING激活。虽然Py230细胞对单独RBN2397的抗增殖作用具有抗性,但DMXAA与RBN2397联合处理可降低其增殖,并通过AHR缺失或抑制进一步降低其增殖。结论:这些发现突出了PARP7、AHR和STING诱导的IFN信号在调节癌细胞增殖中的相互作用的复杂性,但也表明对于某些细胞系,STING激活可能会增加它们对RBN2397抗增殖作用的敏感性。
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引用次数: 0
Spatially resolved whole-transcriptomic profiling of EGFR-mutated lung adenocarcinomas stratified by PD-L1 expression. 通过PD-L1表达分层的egfr突变肺腺癌的空间解析全转录组学分析。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2025-12-22 DOI: 10.1007/s13402-025-01143-9
Chenxi Yu, Chenxi Shi, Hao Zhou, Na Li, Ruyi Ma, SongBai Liu, Zaixiang Tang, Xianling Zhang, Zhe Lei, Hualong Qin

Purpose: High programmed death-ligand 1 (PD-L1) expression is associated with unfavorable clinical outcomes in epidermal growth factor receptor (EGFR)-mutated lung adenocarcinomas (LUAD) patients treated with tyrosine kinase inhibitors (TKIs) or anti-PD-1/PD-L1 therapy, yet the underlying mechanisms are less explored.

Methods: Bulk RNA sequencing (RNA-seq) datasets were analyzed to investigate intertumoral transcriptional variations linked to PD-L1 expression. Immunohistochemistry (IHC) was utilized to quantify PD-L1 expression on tumor cells. Digital spatial profiling (DSP) was performed on 23 EGFR-mutated LUAD tissue samples to characterize transcriptomic differences in tumor cell (TC), immune cell (IM), and macrophage (MA) compartments between PD-L1 high and low groups. Furthermore, a publicly available DSP dataset was analyzed and IHC was conducted for validation.

Results: Analysis of RNA-seq datasets identified differentially expressed genes, signaling pathways, and immune profiles associated with PD-L1 expression. Compared to low PD-L1 tumors, high PD-L1 tumors exhibited increased infiltration of T regulatory cells (Tregs) and enhanced immunosuppressive signatures. DSP analysis revealed compartment-specific molecular disparities: TC segment in high PD-L1 tumors showed upregulated signatures of cell proliferation, invasion, and metastasis. IM segment displayed increased infiltration of immunosuppressive cells, including Tregs and myeloid-derived suppressor cells and upregulated expression of inhibitory immunomodulators CD276, HAVCR2, and LGALS9C.

Conclusion: Combining bulk and spatial RNA-seq, this study characterized the molecular and immunological hallmarks of EGFR-mutated LUAD in the context of PD-L1 expression, providing new insights into the development of tailored therapeutic strategies for EGFR-mutated LUAD with high PD-L1 expression.

目的:在表皮生长因子受体(EGFR)突变的肺腺癌(LUAD)患者中,高程序性死亡配体1 (PD-L1)表达与酪氨酸激酶抑制剂(TKIs)或抗pd -1/PD-L1治疗的不良临床结果相关,但其潜在机制尚不清楚。方法:分析大量RNA测序(RNA-seq)数据集,研究与PD-L1表达相关的肿瘤间转录变异。免疫组化(IHC)法定量PD-L1在肿瘤细胞中的表达。对23个egfr突变的LUAD组织样本进行数字空间分析(DSP),以表征PD-L1高组和低组之间肿瘤细胞(TC)、免疫细胞(IM)和巨噬细胞(MA)区室的转录组差异。此外,分析了公开可用的DSP数据集,并进行了IHC验证。结果:RNA-seq数据集的分析确定了与PD-L1表达相关的差异表达基因、信号通路和免疫谱。与低PD-L1肿瘤相比,高PD-L1肿瘤表现出T调节细胞(Tregs)浸润增加和免疫抑制特征增强。DSP分析揭示了细胞间特异性的分子差异:高PD-L1肿瘤的TC片段表现出细胞增殖、侵袭和转移的上调特征。IM段显示免疫抑制细胞(包括Tregs和髓源性抑制细胞)浸润增加,抑制性免疫调节剂CD276、HAVCR2和LGALS9C表达上调。结论:本研究结合bulk和spatial RNA-seq,在PD-L1表达的背景下,表征了egfr突变LUAD的分子和免疫学特征,为开发针对高PD-L1表达的egfr突变LUAD的量身定制治疗策略提供了新的见解。
{"title":"Spatially resolved whole-transcriptomic profiling of EGFR-mutated lung adenocarcinomas stratified by PD-L1 expression.","authors":"Chenxi Yu, Chenxi Shi, Hao Zhou, Na Li, Ruyi Ma, SongBai Liu, Zaixiang Tang, Xianling Zhang, Zhe Lei, Hualong Qin","doi":"10.1007/s13402-025-01143-9","DOIUrl":"10.1007/s13402-025-01143-9","url":null,"abstract":"<p><strong>Purpose: </strong>High programmed death-ligand 1 (PD-L1) expression is associated with unfavorable clinical outcomes in epidermal growth factor receptor (EGFR)-mutated lung adenocarcinomas (LUAD) patients treated with tyrosine kinase inhibitors (TKIs) or anti-PD-1/PD-L1 therapy, yet the underlying mechanisms are less explored.</p><p><strong>Methods: </strong>Bulk RNA sequencing (RNA-seq) datasets were analyzed to investigate intertumoral transcriptional variations linked to PD-L1 expression. Immunohistochemistry (IHC) was utilized to quantify PD-L1 expression on tumor cells. Digital spatial profiling (DSP) was performed on 23 EGFR-mutated LUAD tissue samples to characterize transcriptomic differences in tumor cell (TC), immune cell (IM), and macrophage (MA) compartments between PD-L1 high and low groups. Furthermore, a publicly available DSP dataset was analyzed and IHC was conducted for validation.</p><p><strong>Results: </strong>Analysis of RNA-seq datasets identified differentially expressed genes, signaling pathways, and immune profiles associated with PD-L1 expression. Compared to low PD-L1 tumors, high PD-L1 tumors exhibited increased infiltration of T regulatory cells (Tregs) and enhanced immunosuppressive signatures. DSP analysis revealed compartment-specific molecular disparities: TC segment in high PD-L1 tumors showed upregulated signatures of cell proliferation, invasion, and metastasis. IM segment displayed increased infiltration of immunosuppressive cells, including Tregs and myeloid-derived suppressor cells and upregulated expression of inhibitory immunomodulators CD276, HAVCR2, and LGALS9C.</p><p><strong>Conclusion: </strong>Combining bulk and spatial RNA-seq, this study characterized the molecular and immunological hallmarks of EGFR-mutated LUAD in the context of PD-L1 expression, providing new insights into the development of tailored therapeutic strategies for EGFR-mutated LUAD with high PD-L1 expression.</p>","PeriodicalId":49223,"journal":{"name":"Cellular Oncology","volume":"49 1","pages":"2"},"PeriodicalIF":4.8,"publicationDate":"2025-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12722276/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145812015","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Mendelian analysis reveals novel pancreatic cancer-associated gut bacteria with tumor-suppressive effects. 孟德尔分析揭示了具有肿瘤抑制作用的新型胰腺癌相关肠道细菌。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-09-24 DOI: 10.1007/s13402-025-01098-x
Yi Tong, Qian Li, Wei Zhang, Xingli Fan, Hong Tu, Yu Gan
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引用次数: 0
RAB3A-mediated BAG6 translocation promotes non-small cell lung cancer tumorigenesis and progression. rab3a介导的BAG6易位促进非小细胞肺癌的发生和发展。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-10-22 DOI: 10.1007/s13402-025-01123-z
Xiaoli Liu, Wen Wang, Wanwei Cao, Zhanyu Li, Hao Huang, Fang Liu, Yang Wang, Zhijuan Zhong, Hongyu Zhang, Xiaofeng Pei, Hongtao Chen
{"title":"RAB3A-mediated BAG6 translocation promotes non-small cell lung cancer tumorigenesis and progression.","authors":"Xiaoli Liu, Wen Wang, Wanwei Cao, Zhanyu Li, Hao Huang, Fang Liu, Yang Wang, Zhijuan Zhong, Hongyu Zhang, Xiaofeng Pei, Hongtao Chen","doi":"10.1007/s13402-025-01123-z","DOIUrl":"10.1007/s13402-025-01123-z","url":null,"abstract":"","PeriodicalId":49223,"journal":{"name":"Cellular Oncology","volume":" ","pages":"2001-2015"},"PeriodicalIF":4.8,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12698754/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145349496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Machine learning constructs a ferroptosis related signature for predicting prognosis and drug sensitivity in lung cancer. 机器学习构建了预测肺癌预后和药物敏感性的铁下垂相关特征。
IF 4.8 2区 医学 Q2 CELL BIOLOGY Pub Date : 2025-12-01 Epub Date: 2025-10-22 DOI: 10.1007/s13402-025-01121-1
Zihao Li, Yibing Chen, Benxin Hou, Yanjun Mi, Chunlin Fu, Zhaoyang Han, Qing Tang, Weihong Sun, Qing Xia, Yuan Liao, Zhengzhi Zou

Purpose: Ferroptosis is a novel form of iron-dependent programmed cell death that is associated with the progression of various tumors and cancer treatment responses. However, its role in the clinical treatment of lung cancer, particularly in lung adenocarcinoma (LUAD) and lung squamous cell carcinoma (LUSC), remains poorly understood. This study aims to explore the prognostic value of ferroptosis-related genes in lung cancer and establish a reliable predictive model.

Methods: We collected the GSE4573, TCGA-LUAD, and TCGA-LUSC datasets, comprising a total of 1,271 samples and a ferroptosis gene set of 717 genes. Weighted gene coexpression network analysis (WGCNA) was used to identify ferroptosis-related markers, followed by the application of 101 machine learning algorithms combining 10 different approaches to develop a ferroptosis-related signature (FRS) for lung cancer prognosis.

Results: The FRS demonstrated superior performance in predicting the survival of lung cancer patients, significantly outperforming traditional TNM and American Joint Committee on Cancer (AJCC) staging systems. External validation using the GSE13213 dataset also confirmed its robustness. Furthermore, the low-risk group exhibited higher immune microenvironment scores, suggesting a more active anti-tumor immune response, while the high-risk group showed elevated cell proliferation, migration, T-cell exclusion, and TIDE scores, indicating a more aggressive tumor phenotype. Additionally, the low-risk group demonstrated higher sensitivity to multiple drugs, including cisplatin, cyclophosphamide, paclitaxel, erlotinib, Niraparib, Rapamycin, Fulvestrant, and Venetoclax, highlighting its potential for guiding personalized treatment strategies.

Conclusion: The FRS represents a powerful and clinically relevant tool for predicting the survival of lung cancer patients, offering new insights into personalized treatment and therapeutic decision-making.

目的:铁下垂是一种铁依赖性程序性细胞死亡的新形式,与各种肿瘤的进展和癌症治疗反应有关。然而,其在肺癌,特别是肺腺癌(LUAD)和肺鳞状细胞癌(LUSC)的临床治疗中的作用仍然知之甚少。本研究旨在探讨吸铁相关基因在肺癌中的预后价值,建立可靠的预测模型。方法:收集GSE4573、TCGA-LUAD和TCGA-LUSC数据集,共1271个样本和717个铁下垂基因集。采用加权基因共表达网络分析(加权基因共表达网络分析,WGCNA)来鉴定嗜铁相关标记物,然后应用101种机器学习算法结合10种不同的方法来开发肺癌预后的嗜铁相关特征(FRS)。结果:FRS在预测肺癌患者生存方面表现出优越的性能,显著优于传统的TNM和美国癌症联合委员会(AJCC)分期系统。使用GSE13213数据集的外部验证也证实了其鲁棒性。此外,低危组免疫微环境评分较高,表明抗肿瘤免疫反应更活跃,而高危组细胞增殖、迁移、t细胞排斥和TIDE评分升高,表明肿瘤表型更具侵袭性。此外,低风险组对多种药物的敏感性更高,包括顺铂、环磷酰胺、紫杉醇、埃洛替尼、尼拉帕尼、雷帕霉素、Fulvestrant和Venetoclax,这突出了其指导个性化治疗策略的潜力。结论:FRS是预测肺癌患者生存的一种强大的临床相关工具,为个性化治疗和治疗决策提供了新的见解。
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引用次数: 0
期刊
Cellular Oncology
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