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Integrating machine learning and multi-omics analysis to explore Treg-associated programmed cell death features in clear cell renal cell carcinoma. 结合机器学习和多组学分析探索透明细胞肾细胞癌中treg相关的程序性细胞死亡特征。
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-09 DOI: 10.1186/s12935-025-04133-x
Haojie Dai, Xi Zhang, Lu Yin, Hongqi Chen, Kui Liu, Jian Li, Heng Li, Lian Sheng, Hongfei Wu, Jiawei Wang, Shaohua He, Qiang Li, Yang Lv

Background: Treg infiltration and programmed cell death are important factors influencing cancer progression, and they interact with each other. However, the significance of Treg-related programmed cell death (PCD) characteristics in clear cell renal cell carcinoma remains unclear.

Methods: Through Mendelian randomization, we identified PCD genes and Treg markers that are highly associated with ccRCC outcomes. Subsequently, based on Treg-related PCD genes, we constructed a diagnostic model utilizing a multi-layer perceptron (MLP) and integrated 10 machine learning algorithms to construct a prognostic model, which was then explained by the SHAP method. After exploring functional differences and chemotherapy sensitivity differences between high- and low-risk groups in the prognostic model, we validated the core gene of the model through in vitro cell experiments. Finally, we screened molecular drugs targeting the core genes using the DSigDB database and performed molecular docking and molecular dynamics validation.

Results: Utilizing Mendelian randomization (MR), we first established causal links between specific Treg subtypes and PCD gene CASP9 with renal cancer outcomes. Leveraging shared Treg-PCD molecular features, we developed a MLP-based diagnostic model achieving an AUC of 0.987 in external validation. Further, a robust prognostic index Treg-Programmed Cell Death Score (TPCDS) was constructed using 101 machine learning combinations, demonstrating superior stratification across multi-cohort data. High TPCDS correlated with immunosuppressive microenvironments including increased Tregs, T-cell exhaustion, HLA downregulation and poor immunotherapy response, while guiding chemotherapy sensitivity. Functional assays confirmed the core gene SLC11A1 as an oncogenic driver promoting proliferation, migration, and invasion. Molecular docking and dynamics simulations identified Atovaquone as a high-affinity inhibitor of SLC11A1.

Conclusion: We explored the significance of Treg and programmed cell death characteristics in the ccRCC tumor microenvironment and established clinically translatable tools for ccRCC diagnosis, prognosis, and personalized therapy selection, thus promoted the application of explainable machine learning models in precision oncology. Furthermore, We have identified SLC11A1 as a highly promising therapeutic target for ccRCC.

背景:Treg浸润和程序性细胞死亡是影响肿瘤进展的重要因素,它们之间存在相互作用。然而,treg相关的程序性细胞死亡(PCD)特征在透明细胞肾细胞癌中的意义尚不清楚。方法:通过孟德尔随机化,我们确定了与ccRCC结果高度相关的PCD基因和Treg标记。随后,基于treg相关的PCD基因,我们利用多层感知器(MLP)构建了诊断模型,并整合了10种机器学习算法构建了预后模型,然后用SHAP方法进行了解释。在探索预后模型中高危组和低危组的功能差异和化疗敏感性差异后,我们通过体外细胞实验验证了模型的核心基因。最后利用DSigDB数据库筛选针对核心基因的分子药物,并进行分子对接和分子动力学验证。结果:利用孟德尔随机化(MR),我们首次建立了特定Treg亚型和PCD基因CASP9与肾癌预后之间的因果关系。利用共享的Treg-PCD分子特征,我们建立了基于mlp的诊断模型,外部验证的AUC为0.987。此外,使用101个机器学习组合构建了一个强大的预后指数treg程序性细胞死亡评分(TPCDS),显示了跨多队列数据的优越分层。高TPCDS与Tregs升高、t细胞耗竭、HLA下调、免疫治疗反应差等免疫抑制微环境相关,同时指导化疗敏感性。功能分析证实核心基因SLC11A1是促进增殖、迁移和侵袭的致癌驱动因子。分子对接和动力学模拟表明,Atovaquone是SLC11A1的高亲和力抑制剂。结论:探讨Treg和程序性细胞死亡特征在ccRCC肿瘤微环境中的意义,建立临床可翻译的ccRCC诊断、预后和个性化治疗选择工具,促进可解释机器学习模型在精准肿瘤学中的应用。此外,我们已经确定SLC11A1是一个非常有希望的治疗ccRCC的靶点。
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引用次数: 0
Molecular subtype-specific breast cancer organoids: development of an FGF-free estradiol valerate culture system for precision drug screening. 分子亚型特异性乳腺癌类器官:用于精确药物筛选的无fgf戊酸雌二醇培养系统的开发。
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-08 DOI: 10.1186/s12935-025-04160-8
Chunyan Zhang, Bing Han, Zhihua Jia, Min Liu, Yanxia Li, Jie Xu, Jie Zheng, Yajing Sun, Yuting Le, Shupeng Zhang, Zhijiang Shao, Jian Wang, Xiaozhi Liu
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引用次数: 0
Modeling primary immunotherapy resistance in metastatic bladder cancer: a syngeneic, bioluminescent mouse model. 转移性膀胱癌原发性免疫治疗耐药模型:一种同基因、生物发光小鼠模型。
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-08 DOI: 10.1186/s12935-025-04117-x
Dongbo Xu, Justine J Jacob, Kyle Wieczorek, Li Wang, Han Yu, Jianmin Wang, Bo Xu, Ahmed A Hussein, Khurshid Guru, David W Goodrich, Qiang Li

Approximately 90% of bladder cancer deaths are due to distant metastases rather than local tumor effects. The current first-line systemic treatment for metastatic bladder cancer (mBC) is chemoimmunotherapy or immunotherapy with pembrolizumab plus enfortumab vedotin (EV). However, most mBC patients treated with chemoimmunotherapy or pembrolizumab/EV do not respond or eventually relapse, highlighting the critical need for robust immunocompetent animal models to elucidate the mechanisms of primary and acquired resistance. We previously generated a syngeneic murine cell line CMV-TRP (triple knockout of Trp53, Rb1, Pten) via ex vivo transduction with adenovirus (Ad5CMVCre). To establish an mBC model, the TKO cells were effectively labeled with a lentiviral luciferase and GFP double-expressing reporter and injected into tail veins of C57 BL/6J mice. Tail vein injection of TKO cells reliably established distant metastases with lung and bone lesions. In immunotherapy experiments, mice injected with TKO-labeled cell lines were randomly treated with an anti-PD-1 or control IgG2a antibody. All mice developed lung and/or bone (hind limb or sacrum) metastases. There was no difference in tumor bioluminescence between the control group and anti-PD-1 group (median proton/second 6.94 × 108 vs. 4.32 × 108, p = 0.85). Kaplan-Meier analysis showed no difference in median survival between the control group and anti-PD-1 group (19 days vs. 20 days, p = 0.47). Histology and immunohistochemical profile of lung and bone metastases revealed high-grade basal-like urothelial carcinoma, closely resembling the profile observed in subcutaneous tumor. No significant changes in immune cell infiltrations (CD4+, CD8+, or F4/80+) between groups may explain anti-PD-1 immunotherapy resistance. Therefore, the novel TKO metastatic model represents a useful and reproducible tool for studying tumor-cell dissemination, bone/lung metastasis, and the underlying mechanisms of anti-PD-1 immunotherapy resistance.

大约90%的膀胱癌死亡是由于远处转移而不是局部肿瘤的影响。目前,转移性膀胱癌(mBC)的一线全身治疗是化学免疫治疗或派姆单抗+强制维多汀(EV)的免疫治疗。然而,大多数接受化疗免疫治疗或派姆单抗/EV治疗的mBC患者没有反应或最终复发,这突出了对强大的免疫能力动物模型的迫切需要,以阐明原发性和获得性耐药的机制。我们之前通过腺病毒(Ad5CMVCre)的体外转导产生了一种同基因的小鼠细胞系CMV-TRP (Trp53, Rb1, Pten的三重敲除)。用慢病毒荧光素酶和GFP双表达报告基因有效标记TKO细胞,并注射到C57 BL/6J小鼠尾静脉中,建立mBC模型。尾静脉注射TKO细胞可靠地确定远处转移灶伴肺和骨病变。在免疫治疗实验中,小鼠注射了tko标记的细胞系,随机给予抗pd -1或对照IgG2a抗体。所有小鼠均发生肺和/或骨(后肢或骶骨)转移。对照组与抗pd -1组肿瘤生物发光差异无统计学意义(中位质子/秒6.94 × 108比4.32 × 108, p = 0.85)。Kaplan-Meier分析显示,对照组和抗pd -1组的中位生存期无差异(19天vs 20天,p = 0.47)。肺和骨转移的组织学和免疫组织化学特征显示高级别基底样尿路上皮癌,与皮下肿瘤的特征非常相似。各组间免疫细胞浸润(CD4+、CD8+或F4/80+)无显著变化,可解释抗pd -1免疫治疗耐药。因此,新的TKO转移模型为研究肿瘤细胞播散、骨/肺转移以及抗pd -1免疫治疗耐药性的潜在机制提供了一个有用且可重复的工具。
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引用次数: 0
PARP1 trapping activates cGAS-STING pathway to induce immunogenic cell death in multiple myeloma. PARP1捕获激活cGAS-STING通路诱导多发性骨髓瘤免疫原性细胞死亡
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-08 DOI: 10.1186/s12935-025-04152-8
Giada Juli, Domenica Ronchetti, Stefania Signorelli, Sara Squillacioti, Nicoletta Polerà, Anna Maienza, Michelangelo Vocaturo, Antonio Galvano, Elisa Taiana, Pierosandro Tagliaferri, Pierfrancesco Tassone, Daniele Caracciolo

Background: Alternative Non-Homologous End Joining (Alt-NHEJ) DNA repair is considered a major player in cancer genomic instability. Here, we investigated cGAS-STING pathway as crucial node in the interplay between Alt-NHEJ repair and immune response, in the aim to discover novel therapeutic vulnerability in Multiple Myeloma (MM).  METHODS: In silico analyses were performed by querying publicly available MM datasets (GSE66293 and CoMMpass). Anti-proliferative activity was evaluated by CellTiter-Glo, while flow cytometry analysis was used to determine the apoptotic process, cell cycle, phagocytosis, micronuclei detection, Calreticulin and T-cell activation markers. Protein expression was detected by western blot of whole or fractioned protein extracts.

Results: By interrogating public MM datasets, a significant correlation between hyperactivation of cGAS-STING mRNA signature and poor PFS and OS in MM was observed. Indeed, Gene Set Enrichment Analysis (GSEA) showed enrichment of DNA repair, TNFA signaling and oxidative phosphorylation in patients with cGAS-STING activation patients, associated to higher mRNA expression of DNA Ligase 3 (LIG3) and PARP1. On this basis, we evaluated the activity of Alt-NHEJ inhibitor Talazoparib (PARP1-inhibitor) on MM cell lines, focusing on their capability to modulate cGAS-STING pathway. We first detected a significant reduction of cell proliferation and the induction of apoptosis following Talazoparib treatment, which in turn induced DNA damage response and cell cycle blockade, and finally cGAS-STING pathway activation as result of PARP1-trapping into chromatin. Next, by performing co-culture experiments with healthy donor's peripheral blood mononuclear cells (PBMCs), we finally demonstrated the induction of immunogenic cell death, which was abrogated in cGAS-knockout cells, underscoring the pathway's functional relevance.

Conclusion: Taken together, our findings indicate that Alt-NHEJ inhibitors are potential immune-stimulating agents for MM with hyperactivation of cGAS-STING pathway, coherently with our working hypothesis.

背景:选择性非同源末端连接(Alt-NHEJ) DNA修复被认为是癌症基因组不稳定的主要因素。在此,我们研究了cGAS-STING通路作为Alt-NHEJ修复与免疫应答相互作用的关键节点,旨在发现多发性骨髓瘤(MM)的新治疗脆弱性。方法:通过查询公开可用的MM数据集(GSE66293和CoMMpass)进行计算机分析。采用CellTiter-Glo检测抗增殖活性,流式细胞术检测凋亡过程、细胞周期、吞噬、微核检测、钙网蛋白和t细胞活化标志物。用western blot检测全蛋白或分离蛋白提取物的蛋白表达。结果:通过查询公开的MM数据集,观察到cGAS-STING mRNA特征的过度激活与MM的不良PFS和OS之间存在显著相关性。事实上,基因集富集分析(GSEA)显示,cGAS-STING激活患者的DNA修复、TNFA信号和氧化磷酸化富集,与DNA连接酶3 (LIG3)和PARP1 mRNA表达升高有关。在此基础上,我们评估了Alt-NHEJ抑制剂Talazoparib (parp1抑制剂)对MM细胞系的活性,重点研究了其对cGAS-STING通路的调节能力。我们首先检测到Talazoparib治疗后细胞增殖显著减少,细胞凋亡诱导,进而诱导DNA损伤反应和细胞周期阻断,最后由于parp1捕获到染色质而激活cGAS-STING通路。接下来,通过与健康供者外周血单个核细胞(PBMCs)进行共培养实验,我们最终证明了免疫原性细胞死亡的诱导,这在cgas敲除细胞中被废除,强调了该途径的功能相关性。结论:综上所述,我们的研究结果表明,Alt-NHEJ抑制剂是cGAS-STING通路过度激活的MM的潜在免疫刺激剂,与我们的工作假设一致。
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引用次数: 0
A vascularized three-dimensional model integrating primary breast tumor cells and microvascular fragments: mimicking the tumor microenvironment involved in chemoresistance. 整合原发乳腺肿瘤细胞和微血管碎片的血管化三维模型:模拟参与化疗耐药的肿瘤微环境。
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-08 DOI: 10.1186/s12935-025-04154-6
Alessandra Lo Cicero, Francesco La Monica, Gabriele Lo Buglio, Simona Campora, Federico Gangemi, Paolo Cinà, Monica Salamone, Margot Lo Pinto, Simone Dario Scilabra, Giulio Ghersi

Background: Tumorigenesis is a complex and dynamic process in which the tumor microenvironment (TME) plays a central role. In solid tumors, the TME contributes to key mechanisms of tumor progression, including metastasis, immune evasion, and resistance to therapies. One major challenge in preclinical cancer research is the development of reliable three-dimensional (3D) in vitro models, which more accurately replicate the in vivo tumor architecture and microenvironmental conditions, such as hypoxia and extracellular matrix (ECM) organization. However, reproducing functional vascular networks and neo-angiogenesis within these models remains a key challenge.

Methods: In this study, an advanced 3D tumor model, referred to as angiotumoroids, was developed by co-culturing primary murine breast tumor cells (PTCs) with species-specific adipose-derived microvascular fragments (MVFs). Angiotumoroids were characterized using scanning electron microscopy and immunostaining, and angiogenesis was evaluated through collagen gel sprouting assays. High-resolution proteomic profiling was conducted, focusing on signatures associated with angiogenesis, extracellular matrix (ECM) composition, and tissue remodeling. Additionally, the response and internalization to anticancer drug treatments were evaluated.

Results: MVFs are successfully integrated in angiotumoroids, resulting in the formation of vasculature-like structures and demonstrating robust structural organization with dynamic modulation of matrix metalloproteinase 9. Formation of neovasculature was visualized through sprouting and branching, driven by both direct PTC-MVF interactions and PTC-conditioned media, highlighting the roles of juxtacrine and paracrine signaling. Proteomic profiling revealed distinct expression patterns associated with angiogenesis, ECM components (including collagen types I and IV), and active ECM remodeling with elevated MMP expression. Additionally, angiotumoroids showed increased expression of ATP-binding cassette (ABC) transporters, particularly ABCB1 (P-glycoprotein), suggesting potential mechanisms of drug efflux. Functionally, angiotumoroids demonstrated reduced sensitivity to doxorubicin compared to PTC spheroids, maintaining structural integrity and higher cell viability post-treatment. Time-course analysis revealed preferential doxorubicin accumulation in MVF-enriched regions, as confirmed by colocalization with CD31, indicating a spatially regulated distribution of the drug mediated by the vascular compartment.

Conclusions: Collectively, these findings establish angiotumoroids as a robust and physiologically relevant in vitro model for studying tumor vascularization, ECM dynamics, and therapeutic response. This platform holds significant promise for predictive cancer research and preclinical drug screening, bridging the gap between traditional in vitro systems and in vivo models.

背景:肿瘤发生是一个复杂的动态过程,其中肿瘤微环境(tumor microenvironment, TME)起着核心作用。在实体肿瘤中,TME参与肿瘤进展的关键机制,包括转移、免疫逃避和对治疗的抵抗。临床前癌症研究的一个主要挑战是开发可靠的三维(3D)体外模型,更准确地复制体内肿瘤结构和微环境条件,如缺氧和细胞外基质(ECM)组织。然而,在这些模型中复制功能血管网络和新血管生成仍然是一个关键的挑战。方法:在本研究中,通过将原代小鼠乳腺肿瘤细胞(ptc)与物种特异性脂肪源性微血管片段(MVFs)共培养,建立了一种先进的三维肿瘤模型,称为类血管肿瘤。通过扫描电镜和免疫染色对类血管瘤进行表征,并通过胶原凝胶发芽试验评估血管新生。进行了高分辨率蛋白质组学分析,重点关注与血管生成,细胞外基质(ECM)组成和组织重塑相关的特征。此外,对抗癌药物治疗的反应和内化进行了评估。结果:MVFs成功整合到类血管肿瘤中,形成血管样结构,并在基质金属蛋白酶9的动态调节下表现出稳健的结构组织。在PTC-MVF直接相互作用和ptc -调节介质的驱动下,通过发芽和分支形成新的脉管系统,突出了近分泌和旁分泌信号的作用。蛋白质组学分析显示不同的表达模式与血管生成、ECM成分(包括I型和IV型胶原)以及MMP表达升高的ECM活性重塑相关。此外,类血管肿瘤显示atp结合盒(ABC)转运蛋白的表达增加,特别是ABCB1 (p -糖蛋白),提示药物外排的潜在机制。功能上,与PTC球体相比,类血管肿瘤对阿霉素的敏感性降低,在处理后保持结构完整性和更高的细胞活力。时间过程分析显示,多柔比星在mvf富集区域优先积累,与CD31共定位证实了这一点,表明药物在血管间室介导的空间调节分布。结论:总的来说,这些发现建立了类血管肿瘤作为研究肿瘤血管化、ECM动力学和治疗反应的一个强大的和生理相关的体外模型。该平台在预测癌症研究和临床前药物筛选方面具有重要前景,弥合了传统体外系统和体内模型之间的差距。
{"title":"A vascularized three-dimensional model integrating primary breast tumor cells and microvascular fragments: mimicking the tumor microenvironment involved in chemoresistance.","authors":"Alessandra Lo Cicero, Francesco La Monica, Gabriele Lo Buglio, Simona Campora, Federico Gangemi, Paolo Cinà, Monica Salamone, Margot Lo Pinto, Simone Dario Scilabra, Giulio Ghersi","doi":"10.1186/s12935-025-04154-6","DOIUrl":"https://doi.org/10.1186/s12935-025-04154-6","url":null,"abstract":"<p><strong>Background: </strong>Tumorigenesis is a complex and dynamic process in which the tumor microenvironment (TME) plays a central role. In solid tumors, the TME contributes to key mechanisms of tumor progression, including metastasis, immune evasion, and resistance to therapies. One major challenge in preclinical cancer research is the development of reliable three-dimensional (3D) in vitro models, which more accurately replicate the in vivo tumor architecture and microenvironmental conditions, such as hypoxia and extracellular matrix (ECM) organization. However, reproducing functional vascular networks and neo-angiogenesis within these models remains a key challenge.</p><p><strong>Methods: </strong>In this study, an advanced 3D tumor model, referred to as angiotumoroids, was developed by co-culturing primary murine breast tumor cells (PTCs) with species-specific adipose-derived microvascular fragments (MVFs). Angiotumoroids were characterized using scanning electron microscopy and immunostaining, and angiogenesis was evaluated through collagen gel sprouting assays. High-resolution proteomic profiling was conducted, focusing on signatures associated with angiogenesis, extracellular matrix (ECM) composition, and tissue remodeling. Additionally, the response and internalization to anticancer drug treatments were evaluated.</p><p><strong>Results: </strong>MVFs are successfully integrated in angiotumoroids, resulting in the formation of vasculature-like structures and demonstrating robust structural organization with dynamic modulation of matrix metalloproteinase 9. Formation of neovasculature was visualized through sprouting and branching, driven by both direct PTC-MVF interactions and PTC-conditioned media, highlighting the roles of juxtacrine and paracrine signaling. Proteomic profiling revealed distinct expression patterns associated with angiogenesis, ECM components (including collagen types I and IV), and active ECM remodeling with elevated MMP expression. Additionally, angiotumoroids showed increased expression of ATP-binding cassette (ABC) transporters, particularly ABCB1 (P-glycoprotein), suggesting potential mechanisms of drug efflux. Functionally, angiotumoroids demonstrated reduced sensitivity to doxorubicin compared to PTC spheroids, maintaining structural integrity and higher cell viability post-treatment. Time-course analysis revealed preferential doxorubicin accumulation in MVF-enriched regions, as confirmed by colocalization with CD31, indicating a spatially regulated distribution of the drug mediated by the vascular compartment.</p><p><strong>Conclusions: </strong>Collectively, these findings establish angiotumoroids as a robust and physiologically relevant in vitro model for studying tumor vascularization, ECM dynamics, and therapeutic response. This platform holds significant promise for predictive cancer research and preclinical drug screening, bridging the gap between traditional in vitro systems and in vivo models.</p>","PeriodicalId":9385,"journal":{"name":"Cancer Cell International","volume":" ","pages":""},"PeriodicalIF":6.0,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145932307","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
Recent advances in structural and functional diversities of cancer lncRNA-encoded peptides: current opportunities and challenges for enhancing cancer diagnosis and treatment. 肿瘤lncrna编码肽结构与功能多样性研究进展:加强癌症诊断与治疗的机遇与挑战
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-07 DOI: 10.1186/s12935-025-04158-2
Aimin Guo, Shanshan Wang, Linan Huang, Yanping He, Qing Xi, David J Craik, Jun Zhang

Long non-coding RNAs (lncRNAs) are broad-spectrum cellular transcripts that can directly act as RNA regulators and/or partly encode functional peptides (lncRNA-encoded peptides, LRPs) in cancer cells. Recently, cancer LRPs have been found to be involved in cancer cell variability and proliferation, thus gaining widespread attention for their potential in cancer diagnosis, prognosis and therapy. As structures determine functions, the structural diversities of LRPs are the sources of functional variations of LRPs in cancers. Since 6135 cancer LRPs are listed in SPENCER database and 24 SPENCER-unlisted cancer LRPs are reported in several previous studies, this article reviews recent advances of cancer LRPs, analyzes amino acid compositions of them, and undertakes in silico evaluations to assess their structural and functional attributes. These LRPs are dominated by the amino acids Glu, Leu, and Ser and are rarer in the amino acids Cys, His, and Trp, and that many of the LRPs are rich in secondary or tertiary structures. Like mRNA-encoded peptides, these structure-rich cancer LRPs have a wide range of functions, including anti-cancer, cell-penetrating, anti-inflammatory, and antibacterial activities. Relatively, two groups of anticancer values (predicted by AntiCP 2.0 and PreTP-Stack) of these LRPs commonly showed positive and negative correlations with their total charge content and metal-bind aa content, respectively. The increasing amount of data and analysis on cancer LRPs, as reported here, offers opportunities to enhance practical cancer diagnosis and treatment, and to overcome remaining research challenges for cancer LRPs.

长链非编码RNA (Long non-coding RNA, lncRNAs)是一种广谱细胞转录物,可以直接作为RNA调节剂和/或部分编码癌细胞中的功能肽(lncRNA-encoded peptides, LRPs)。近年来,肿瘤lrp被发现参与肿瘤细胞的变异性和增殖,在肿瘤诊断、预后和治疗方面的潜力受到广泛关注。由于结构决定功能,lrp的结构多样性是癌症中lrp功能变化的来源。由于SPENCER数据库中已收录了6135种癌症lrp,且已有研究报道了24种未被SPENCER收录的癌症lrp,本文综述了癌症lrp的最新进展,分析了它们的氨基酸组成,并对其结构和功能属性进行了计算机评价。这些lrp以氨基酸Glu、Leu和Ser为主,而在氨基酸Cys、His和Trp中较少,并且许多lrp具有丰富的二级或三级结构。与mrna编码的肽一样,这些富含结构的肿瘤lrp具有广泛的功能,包括抗癌、细胞穿透、抗炎和抗菌活性。相对而言,这两组lrp的抗癌值(通过AntiCP 2.0和prep - stack预测)通常分别与它们的总电荷含量和金属结合aa含量呈正相关和负相关。正如本文所报道的,关于癌症lrp的数据和分析数量的增加,为加强实际的癌症诊断和治疗,以及克服癌症lrp的剩余研究挑战提供了机会。
{"title":"Recent advances in structural and functional diversities of cancer lncRNA-encoded peptides: current opportunities and challenges for enhancing cancer diagnosis and treatment.","authors":"Aimin Guo, Shanshan Wang, Linan Huang, Yanping He, Qing Xi, David J Craik, Jun Zhang","doi":"10.1186/s12935-025-04158-2","DOIUrl":"https://doi.org/10.1186/s12935-025-04158-2","url":null,"abstract":"<p><p>Long non-coding RNAs (lncRNAs) are broad-spectrum cellular transcripts that can directly act as RNA regulators and/or partly encode functional peptides (lncRNA-encoded peptides, LRPs) in cancer cells. Recently, cancer LRPs have been found to be involved in cancer cell variability and proliferation, thus gaining widespread attention for their potential in cancer diagnosis, prognosis and therapy. As structures determine functions, the structural diversities of LRPs are the sources of functional variations of LRPs in cancers. Since 6135 cancer LRPs are listed in SPENCER database and 24 SPENCER-unlisted cancer LRPs are reported in several previous studies, this article reviews recent advances of cancer LRPs, analyzes amino acid compositions of them, and undertakes in silico evaluations to assess their structural and functional attributes. These LRPs are dominated by the amino acids Glu, Leu, and Ser and are rarer in the amino acids Cys, His, and Trp, and that many of the LRPs are rich in secondary or tertiary structures. Like mRNA-encoded peptides, these structure-rich cancer LRPs have a wide range of functions, including anti-cancer, cell-penetrating, anti-inflammatory, and antibacterial activities. Relatively, two groups of anticancer values (predicted by AntiCP 2.0 and PreTP-Stack) of these LRPs commonly showed positive and negative correlations with their total charge content and metal-bind aa content, respectively. The increasing amount of data and analysis on cancer LRPs, as reported here, offers opportunities to enhance practical cancer diagnosis and treatment, and to overcome remaining research challenges for cancer LRPs.</p>","PeriodicalId":9385,"journal":{"name":"Cancer Cell International","volume":" ","pages":""},"PeriodicalIF":6.0,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145917057","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
Rho-related GTP-binding protein RhoE (RND3) regulates multiple myeloma bone disease. rho相关gtp结合蛋白RhoE (RND3)调控多发性骨髓瘤骨病。
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-07 DOI: 10.1186/s12935-025-04166-2
Qianwen Gao, Wenjiao Tang, Ziyue Mi, Siyao He, Haonan Yang, Fangfang Wang, Jingcao Huang, Yue Zhang, Jingjing Wen, Linfeng Li, Hongmei Luo, Xiang Liu, Xinyu Zhai, Xiaohui Zhao, Li Zhang, Ting Niu, Yuhuan Zheng
{"title":"Rho-related GTP-binding protein RhoE (RND3) regulates multiple myeloma bone disease.","authors":"Qianwen Gao, Wenjiao Tang, Ziyue Mi, Siyao He, Haonan Yang, Fangfang Wang, Jingcao Huang, Yue Zhang, Jingjing Wen, Linfeng Li, Hongmei Luo, Xiang Liu, Xinyu Zhai, Xiaohui Zhao, Li Zhang, Ting Niu, Yuhuan Zheng","doi":"10.1186/s12935-025-04166-2","DOIUrl":"https://doi.org/10.1186/s12935-025-04166-2","url":null,"abstract":"","PeriodicalId":9385,"journal":{"name":"Cancer Cell International","volume":" ","pages":""},"PeriodicalIF":6.0,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145917118","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
Leveraging the germ layer development patterns to predict prognosis and identify MEST as a novel therapeutic target in glioma. 利用胚层发育模式预测预后并确定MEST作为胶质瘤的新治疗靶点。
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-07 DOI: 10.1186/s12935-025-04163-5
Wei Zhang, Shunjin Xia, Yanming Xiao, Hongwei Liu, Chaoqian Wang, Luohuan Dai, Yinhua Chen, Xuelei Lin, Hongyi Liu, Nian Jiang

Gliomas represent one of the most common types of primary brain tumor. Due to their poor prognosis and propensity for recurrence, new therapeutic targets are urgently required. A consensus is emerging that there is a significant relationship between tumor formation and embryonic development. However, the precise mechanisms and regulatory targets remain unclear. A variety of bioinformatics techniques, including GSVA, differential expression analysis, machine learning algorithms and others, were employed to elucidate the significance of germ layer development (GLD) in glioma and identify MEST as the key gene. To validate the results, in vivo and in vitro experiments were conducted, including tumor xenografts, RT-qPCR, immunocytofluorescence, transwell assays and others, which confirmed the central role of the selected oncogenic gene. Here, we performed a comprehensive bioinformatics analysis of GLD genes, providing a novel insight into the landscape of the GLD in gliomas, and confirmed the GLD-related gene MEST as a key oncogenic therapeutic target via machine learning feature selection framework. Furthermore, we have identified the core gene MEST and have conducted extensive research to elucidate its pivotal role in glioma progression through in vivo and in vitro experiments. We leveraged the GLD patterns in glioma and found that the MEST might promote the glioma development through activating RAS signaling and Wnt signaling.

胶质瘤是最常见的原发性脑肿瘤之一。由于其预后差,易复发,迫切需要新的治疗靶点。肿瘤的形成与胚胎发育之间存在着重要的关系,这一共识正在形成。然而,确切的机制和监管目标仍不清楚。利用多种生物信息学技术,包括GSVA、差异表达分析、机器学习算法等,阐明了胚层发育(GLD)在胶质瘤中的意义,并确定了MEST是关键基因。为了验证结果,我们进行了体内和体外实验,包括肿瘤异种移植、RT-qPCR、免疫细胞荧光、transwell实验等,证实了所选择的致癌基因的核心作用。在这里,我们对GLD基因进行了全面的生物信息学分析,为胶质瘤中GLD的景观提供了新的见解,并通过机器学习特征选择框架证实了GLD相关基因MEST是一个关键的致癌治疗靶点。此外,我们已经确定了核心基因MEST,并通过体内和体外实验进行了广泛的研究,以阐明其在胶质瘤进展中的关键作用。我们利用胶质瘤中的GLD模式,发现MEST可能通过激活RAS信号和Wnt信号来促进胶质瘤的发展。
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引用次数: 0
Methotrexate-triggered ferroptosis suppresses oral cancer progression by phosphorylated KEAP1-mediated NRF2 degradation to inhibit SLC7A11/GPX4 signaling pathway. 甲氨蝶呤触发的铁上沉症通过磷酸化keap1介导的NRF2降解抑制SLC7A11/GPX4信号通路抑制口腔癌进展。
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-06 DOI: 10.1186/s12935-025-04019-y
Chenchen Yu, Tingting Zhang, Jialu Yuan, Yijing Su, Hongli Zhang, Liqin Xu, Xiaomin Li, Jianan Cui, Rui Xu, Yan Zhou, Hongming Huang, Xiaorong Zhou, Yongqiang Zhou, Erhao Zhang

Background: Oral cancer (OC) is the most common type of head and neck cancer, with a high mortality rate, and is a leading cause of cancer-related deaths worldwide. Drug-induced ferroptosis is a novel form of non-apoptotic cell death that offers a promising strategy for cancer therapy. Accumulating evidence has emphasized the significant role of methotrexate (MTX) in the treatment of many malignancies; however, its role in the ferroptosis pathway in OCs and its underlying mechanisms remain poorly understood.

Methods: After treating the OC cells with MTX, several cellular function assays were performed, including cell proliferation, apoptosis, colony formation, and wound healing assays. Distinctive features of ferroptosis were detected, and qPCR and western blot (WB) assays were performed to validate the expression of genes and proteins related to ferroptosis pathways in MTX-treated cells. In vitro experiments were conducted to further explore the mechanisms by which MTX regulates the stability of nuclear factor erythroid 2-related factor 2 (NRF2) in OC cells. Finally, in a mouse model using MOC1 cells, some experiments were performed to demonstrate MTX-induced ferroptosis and tumor suppression.

Results: In this study, based on in vitro and in vivo experiments, we found that MTX significantly reduced OC cell viability by inducing ferroptosis. Mechanistically, MTX administration increased the phosphorylation of Kelch-like ECH-associated protein 1 (KEAP1) at threonine 43 via activation of the ERK/MAPK signaling pathway, thereby maintaining the protein complex formed by KEAP1 and NRF2. As result of the decreased NRF2 expression, the levels of SLC7A11 and GPX4 proteins were markedly suppressed in MTX-treated OC cells, ultimately leading to the induction of ferroptosis in OC.

Conclusions: Our data demonstrated that MTX-mediated activation of the ERK/KEAP1 signaling pathway significantly induced ferroptosis by inhibiting the NRF2/HO-1/SLC7A11/GPX4 axis, thereby suppressing OC progression. These findings suggest that MTX is a promising candidate for OC treatment, offering a meaningful and effective therapeutic-strategy.

背景:口腔癌(OC)是头颈部最常见的癌症类型,死亡率高,是全球癌症相关死亡的主要原因。药物诱导的铁下垂是一种新的非凋亡细胞死亡形式,为癌症治疗提供了一种有前途的策略。越来越多的证据强调了甲氨蝶呤(MTX)在治疗许多恶性肿瘤中的重要作用;然而,其在OCs中铁下垂途径中的作用及其潜在机制仍然知之甚少。方法:用MTX处理OC细胞后,进行细胞功能测定,包括细胞增殖、凋亡、菌落形成和伤口愈合测定。检测到铁下垂的独特特征,并采用qPCR和western blot (WB)方法验证mtx处理细胞中铁下垂通路相关基因和蛋白的表达。体外实验进一步探讨MTX调控OC细胞核因子红细胞2相关因子2 (NRF2)稳定性的机制。最后,在使用MOC1细胞的小鼠模型中,进行了一些实验来证明mtx诱导的铁下垂和肿瘤抑制。结果:本研究通过体外和体内实验,我们发现MTX通过诱导铁下垂显著降低OC细胞活力。机制上,MTX通过激活ERK/MAPK信号通路,增加kelch样ECH-associated protein 1 (KEAP1)苏氨酸43位点的磷酸化,从而维持KEAP1和NRF2形成的蛋白复合物。由于NRF2表达降低,mtx处理的OC细胞中SLC7A11和GPX4蛋白水平被显著抑制,最终导致OC中铁下垂。结论:我们的数据表明,mtx介导的ERK/KEAP1信号通路的激活通过抑制NRF2/HO-1/SLC7A11/GPX4轴显著诱导铁凋亡,从而抑制OC的进展。这些发现表明甲氨蝶呤是一种有希望的卵巢癌治疗候选药物,提供了一种有意义和有效的治疗策略。
{"title":"Methotrexate-triggered ferroptosis suppresses oral cancer progression by phosphorylated KEAP1-mediated NRF2 degradation to inhibit SLC7A11/GPX4 signaling pathway.","authors":"Chenchen Yu, Tingting Zhang, Jialu Yuan, Yijing Su, Hongli Zhang, Liqin Xu, Xiaomin Li, Jianan Cui, Rui Xu, Yan Zhou, Hongming Huang, Xiaorong Zhou, Yongqiang Zhou, Erhao Zhang","doi":"10.1186/s12935-025-04019-y","DOIUrl":"https://doi.org/10.1186/s12935-025-04019-y","url":null,"abstract":"<p><strong>Background: </strong>Oral cancer (OC) is the most common type of head and neck cancer, with a high mortality rate, and is a leading cause of cancer-related deaths worldwide. Drug-induced ferroptosis is a novel form of non-apoptotic cell death that offers a promising strategy for cancer therapy. Accumulating evidence has emphasized the significant role of methotrexate (MTX) in the treatment of many malignancies; however, its role in the ferroptosis pathway in OCs and its underlying mechanisms remain poorly understood.</p><p><strong>Methods: </strong>After treating the OC cells with MTX, several cellular function assays were performed, including cell proliferation, apoptosis, colony formation, and wound healing assays. Distinctive features of ferroptosis were detected, and qPCR and western blot (WB) assays were performed to validate the expression of genes and proteins related to ferroptosis pathways in MTX-treated cells. In vitro experiments were conducted to further explore the mechanisms by which MTX regulates the stability of nuclear factor erythroid 2-related factor 2 (NRF2) in OC cells. Finally, in a mouse model using MOC1 cells, some experiments were performed to demonstrate MTX-induced ferroptosis and tumor suppression.</p><p><strong>Results: </strong>In this study, based on in vitro and in vivo experiments, we found that MTX significantly reduced OC cell viability by inducing ferroptosis. Mechanistically, MTX administration increased the phosphorylation of Kelch-like ECH-associated protein 1 (KEAP1) at threonine 43 via activation of the ERK/MAPK signaling pathway, thereby maintaining the protein complex formed by KEAP1 and NRF2. As result of the decreased NRF2 expression, the levels of SLC7A11 and GPX4 proteins were markedly suppressed in MTX-treated OC cells, ultimately leading to the induction of ferroptosis in OC.</p><p><strong>Conclusions: </strong>Our data demonstrated that MTX-mediated activation of the ERK/KEAP1 signaling pathway significantly induced ferroptosis by inhibiting the NRF2/HO-1/SLC7A11/GPX4 axis, thereby suppressing OC progression. These findings suggest that MTX is a promising candidate for OC treatment, offering a meaningful and effective therapeutic-strategy.</p>","PeriodicalId":9385,"journal":{"name":"Cancer Cell International","volume":" ","pages":""},"PeriodicalIF":6.0,"publicationDate":"2026-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145910579","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
Single-cell spatial analysis identifies ID1-high endothelial cells in tertiary lymphoid structures as predictors of durable response to immunotherapy in non-small cell lung cancer. 单细胞空间分析发现,三级淋巴样结构中id1高内皮细胞可作为非小细胞肺癌免疫治疗持久反应的预测因子。
IF 6 2区 医学 Q1 ONCOLOGY Pub Date : 2026-01-06 DOI: 10.1186/s12935-025-04161-7
Kinnosuke Matsumoto, Yoshimi Noda, Kensuke Hachiya, Fumitaka Muramatsu, Naoki Okamoto, Weizhen Jia, Takayuki Shiroyama, Masahide Mori, Motohiro Tamiya, Yuhei Kinehara, Akihiro Tamiya, Shigeki Shimizu, Hidekazu Suzuki, Kiyonobu Ueno, Toshie Niki, Satoshi Tetsumoto, Osamu Morimura, Akio Osa, Toshiyuki Minami, Satoshi Nojima, Yoshito Takeda, Yasushi Shintani, Atsushi Kumanogoh, Nobuyuki Takakura
{"title":"Single-cell spatial analysis identifies ID1-high endothelial cells in tertiary lymphoid structures as predictors of durable response to immunotherapy in non-small cell lung cancer.","authors":"Kinnosuke Matsumoto, Yoshimi Noda, Kensuke Hachiya, Fumitaka Muramatsu, Naoki Okamoto, Weizhen Jia, Takayuki Shiroyama, Masahide Mori, Motohiro Tamiya, Yuhei Kinehara, Akihiro Tamiya, Shigeki Shimizu, Hidekazu Suzuki, Kiyonobu Ueno, Toshie Niki, Satoshi Tetsumoto, Osamu Morimura, Akio Osa, Toshiyuki Minami, Satoshi Nojima, Yoshito Takeda, Yasushi Shintani, Atsushi Kumanogoh, Nobuyuki Takakura","doi":"10.1186/s12935-025-04161-7","DOIUrl":"https://doi.org/10.1186/s12935-025-04161-7","url":null,"abstract":"","PeriodicalId":9385,"journal":{"name":"Cancer Cell International","volume":" ","pages":""},"PeriodicalIF":6.0,"publicationDate":"2026-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145910567","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
期刊
Cancer Cell International
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