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Deciphering potential molecular mechanisms in clear cell renal cell carcinoma based on the ubiquitin-conjugating enzyme E2 related genes: Identifying UBE2C correlates to infiltration of regulatory T cells 基于泛素结合酶E2相关基因解读透明细胞肾细胞癌的潜在分子机制:确定UBE2C与调节性T细胞浸润相关。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-29 DOI: 10.1002/biof.2143
Xiaoqiang Feng, Zhenwei Wang, Meini Cen, Zongtai Zheng, Bangqi Wang, Zongxiang Zhao, Zhihui Zhong, Yesong Zou, Qian Lv, Shiyu Li, Li Huang, Hai Huang, Xiaofu Qiu
<p>Renal clear cell carcinoma (ccRCC) is a highly aggressive and common form of kidney cancer, with limited treatment options for advanced stages. Recent studies have highlighted the importance of the ubiquitin-proteasome system in tumor progression, particularly the role of ubiquitin-conjugating enzyme E2 (UBE2) family members. However, the prognostic significance of UBE2-related genes (UBE2RGs) in ccRCC remains unclear. In this study, bulk RNA-sequencing and single-cell RNA-sequencing data from ccRCC patients were retrieved from the Cancer Genome Atlas and Gene Expression Omnibus databases. Differential expression analysis was performed to identify UBE2RGs associated with ccRCC. A combination of 10 machine learning methods was applied to develop an optimal prognostic model, and its predictive performance was evaluated using area under the curve (AUC) values for 1-, 3-, and 5-year overall survival (OS) in both training and validation cohorts. Functional enrichment analyses of gene ontology and Kyoto Encyclopedia of Genes and Genomes were conducted to explore the biological pathways involved. Correlation analysis was conducted to investigate the association between the risk score and tumor mutational burden (TMB) and immune cell infiltration. Immunotherapy and chemotherapy sensitivity were assessed by immunophenoscore and tumor immune, dysfunction, and exclusion scores to identify potential predictive significance. In vitro, knockdown of the key gene UBE2C in 786-O cells by specific small interfering RNA to validate its impact on apoptosis, migration, cell cycle, migration, invasion of tumor cells, and induction of regulatory T cells (Tregs). Analysis of sc-RNA revealed that UBE2 activity was significantly upregulated in malignant cells, suggesting its role in tumor progression. A three-gene prognostic model comprising UBE2C, UBE2D3, and UBE2T was constructed by Lasoo Cox regression and demonstrated robust predictive accuracy, with AUC values of 0.745, 0.766, and 0.771 for 1-, 3-, and 5-year survival, respectively. The model was validated as an independent prognostic factor in ccRCC. Patients in the high-risk group had a worse prognosis, higher TMB scores, and low responsiveness to immunotherapy. Additionally, immune infiltration and chemotherapy sensitivity analyses revealed that UBE2RGs are associated with various immune cells and drugs, suggesting that UBE2RGs could be a potential therapeutic target for ccRCC. In vitro experiments confirmed that the reduction of UBE2C led to an increase in apoptosis rate, as well as a decrease in tumor cell invasion and metastasis abilities. Additionally, si-UBE2C cells reduced the release of the cytokine Transforming Growth Factor-beta 1 (TGF-β1), leading to a decreased ratio of Tregs in the co-culture system. This study presents a novel three-gene prognostic model based on UBE2RGs that demonstrates significant predictive value for OS, immunotherapy, and chemotherapy in ccRCC patients. The findings underscore
肾透明细胞癌(ccRCC)是一种高度侵袭性和常见的肾癌,晚期治疗选择有限。最近的研究强调了泛素-蛋白酶体系统在肿瘤进展中的重要性,特别是泛素偶联酶E2 (UBE2)家族成员的作用。然而,ube2相关基因(UBE2RGs)在ccRCC中的预后意义尚不清楚。在本研究中,从Cancer Genome Atlas和Gene Expression Omnibus数据库中检索ccRCC患者的大量rna测序和单细胞rna测序数据。进行差异表达分析以鉴定与ccRCC相关的UBE2RGs。采用10种机器学习方法的组合来开发最佳预后模型,并在训练和验证队列中使用1、3和5年总生存期(OS)的曲线下面积(AUC)值来评估其预测性能。对基因本体和京都基因基因组百科全书进行了功能富集分析,以探索所涉及的生物学途径。通过相关分析探讨风险评分与肿瘤突变负荷(tumor mutational burden, TMB)和免疫细胞浸润的关系。通过免疫表型评分和肿瘤免疫、功能障碍和排斥评分评估免疫治疗和化疗敏感性,以确定潜在的预测意义。在体外,通过特异性小干扰RNA敲除786-O细胞中的关键基因UBE2C,验证其对凋亡、迁移、细胞周期、肿瘤细胞迁移、侵袭和诱导调节性T细胞(Tregs)的影响。sc-RNA分析显示,UBE2活性在恶性细胞中显著上调,提示其在肿瘤进展中的作用。通过Lasoo Cox回归构建了由UBE2C、UBE2D3和UBE2T组成的三基因预后模型,该模型具有较强的预测准确性,1年、3年和5年生存率的AUC分别为0.745、0.766和0.771。该模型被证实为ccRCC的独立预后因素。高危组患者预后较差,TMB评分较高,对免疫治疗的反应性较低。此外,免疫浸润和化疗敏感性分析显示,UBE2RGs与多种免疫细胞和药物相关,这表明UBE2RGs可能是ccRCC的潜在治疗靶点。体外实验证实,UBE2C的减少导致细胞凋亡率升高,肿瘤细胞侵袭转移能力下降。此外,si-UBE2C细胞减少了细胞因子转化生长因子-β1 (TGF-β1)的释放,导致共培养体系中Tregs的比例降低。本研究提出了一种基于UBE2RGs的新型三基因预后模型,该模型对ccRCC患者的OS、免疫治疗和化疗具有重要的预测价值。这些发现强调了UBE2家族成员作为ccRCC的生物标志物和治疗靶点的潜力,值得在前瞻性临床试验中进一步研究。
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引用次数: 0
Suppression of colorectal cancer growth: Interplay between curcumin and metformin through DMT1 downregulation and ROS-mediated pathways 抑制结直肠癌生长:姜黄素和二甲双胍通过 DMT1 下调和 ROS 介导的途径相互作用
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-28 DOI: 10.1002/biof.2137
Hui-Yen Chuang, Hui-Wen Chan, Kuang-Chung Shih

The rising incidence of colorectal cancer (CRC) poses significant healthcare challenges. This study explored the therapeutic potential of combined curcumin (CUR) and metformin (MET) treatment in CRC models. Our findings indicate that the combination treatment (COMB) effectively downregulates the expression of divalent metal transporter-1 (DMT-1), leading to a reduction in cell proliferation aligned with suppression of the pAKT/mTOR/Cyclin D1 signaling pathway. The COMB increased reactive oxygen species (ROS) production, triggering activation of the NRF2/KEAP1 pathway. This pathway elicits an antioxidant response to manage oxidative stress in CRC cell lines. Interestingly, the response of NRF2 varied between CT26 and HCT116 cells. Moreover, our study highlights the induction of apoptosis and autophagy, as evidenced by upregulations in Bax/Bcl-2 ratios and autophagy-related protein expressions. Notably, the COMB promoted lipid peroxidation and downregulated xCT levels, suggesting the induction of ferroptosis. Ferroptosis has been shown to activate autophagy, which helps eliminate cells potentially damaged by the increased oxidative stress. Furthermore, the COMB effectively diminished the migratory ability of CRC cells. In vivo experiments using CRC-bearing mouse models, the results confirmed the anti-tumor efficacy of the COMB, leading to substantial inhibition of tumor growth without inducing general toxicity. In conclusion, our study suggests that combining CUR with MET holds promise as a potential option for CRC treatment, with critical mechanisms likely involving ROS elevation, autophagy, and ferroptosis.

结直肠癌(CRC)发病率的上升给医疗保健带来了巨大挑战。本研究探讨了姜黄素(CUR)和二甲双胍(MET)联合治疗 CRC 模型的治疗潜力。我们的研究结果表明,联合治疗(COMB)能有效下调二价金属转运体-1(DMT-1)的表达,从而抑制 pAKT/mTOR/Cyclin D1 信号通路,减少细胞增殖。COMB 增加了活性氧(ROS)的产生,引发了 NRF2/KEAP1 通路的激活。该通路可引起抗氧化反应,以控制 CRC 细胞系中的氧化应激。有趣的是,CT26 和 HCT116 细胞对 NRF2 的反应各不相同。此外,我们的研究还强调了细胞凋亡和自噬的诱导作用,Bax/Bcl-2 比率和自噬相关蛋白表达的上调就是证明。值得注意的是,COMB 促进了脂质过氧化,下调了 xCT 水平,这表明诱导了铁变态反应。研究表明,铁变态反应可激活自噬,从而帮助消除因氧化应激增加而可能受损的细胞。此外,COMB 还能有效降低 CRC 细胞的迁移能力。在使用 CRC 小鼠模型进行的体内实验中,结果证实了 COMB 的抗肿瘤功效,在不引起全身毒性的情况下大幅抑制了肿瘤的生长。总之,我们的研究表明,将 CUR 与 MET 结合有望成为治疗 CRC 的一种潜在选择,其关键机制可能涉及 ROS 升高、自噬和铁变态反应。
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引用次数: 0
Role of miRNAs in breast cancer development and progression: Current research miRNA 在乳腺癌发生和发展中的作用:当前研究。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-27 DOI: 10.1002/biof.2146
Sachin Kumar, Abhishek Ranga

Breast cancer, a complex and heterogeneous ailment impacting numerous women worldwide, persists as a prominent cause of cancer-related fatalities. MicroRNAs (miRNAs), small non-coding RNAs, have garnered significant attention for their involvement in breast cancer's progression. These molecules post-transcriptionally regulate gene expression, influencing crucial cellular processes including proliferation, differentiation, and apoptosis. This review provides an overview of the current research on the role of miRNAs in breast cancer. It discusses the role of miRNAs in breast cancer, including the different subtypes of breast cancer, their molecular characteristics, and the mechanisms by which miRNAs regulate gene expression in breast cancer cells. Additionally, the review highlights recent studies identifying specific miRNAs that are dysregulated in breast cancer and their potential use as diagnostic and prognostic biomarkers. Furthermore, the review explores the therapeutic potential of miRNAs in breast cancer treatment. Preclinical studies have shown the effectiveness of miRNA-based therapies, such as antagomir and miRNA mimic therapies, in inhibiting tumor growth and metastasis. Emerging areas, including the application of artificial intelligence (AI) to advance miRNA research and the “One Health” approach that integrates human and animal cancer insights, are also discussed. However, challenges remain before these therapies can be fully translated into clinical practice. In conclusion, this review emphasizes the significance of miRNAs in breast cancer research and their potential as innovative diagnostic and therapeutic tools. A deeper understanding of miRNA dysregulation in breast cancer is essential for their successful application in clinical settings. With continued research, miRNA-based approaches hold promise for improving patient outcomes in this devastating disease.

乳腺癌是一种影响全球众多女性的复杂而多变的疾病,一直是导致癌症相关死亡的主要原因。微小 RNA(miRNA)是一种小型非编码 RNA,因其参与乳腺癌的进展而备受关注。这些分子通过转录后调节基因表达,影响包括增殖、分化和凋亡在内的关键细胞过程。本综述概述了目前有关 miRNA 在乳腺癌中作用的研究。综述讨论了 miRNA 在乳腺癌中的作用,包括乳腺癌的不同亚型、其分子特征以及 miRNA 在乳腺癌细胞中调控基因表达的机制。此外,综述还重点介绍了最近的研究,这些研究确定了乳腺癌中调控失调的特定 miRNA,以及它们作为诊断和预后生物标志物的潜在用途。此外,综述还探讨了 miRNA 在乳腺癌治疗中的治疗潜力。临床前研究表明,以 miRNA 为基础的疗法(如抗组胺药物和 miRNA 模拟疗法)在抑制肿瘤生长和转移方面非常有效。此外,还讨论了一些新兴领域,包括应用人工智能(AI)推进 miRNA 研究,以及整合人类和动物癌症研究成果的 "一体健康 "方法。然而,在将这些疗法完全转化为临床实践之前,挑战依然存在。总之,本综述强调了 miRNA 在乳腺癌研究中的重要性及其作为创新诊断和治疗工具的潜力。深入了解乳腺癌中的 miRNA 失调对其在临床中的成功应用至关重要。随着研究的不断深入,基于 miRNA 的方法有望改善这种毁灭性疾病的患者预后。
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引用次数: 0
Dose-dependent effects of anthocyanin-rich extracts on obesity-induced inflammation and gut microbiota modulation 富含花青素的提取物对肥胖引起的炎症和肠道微生物群调节作用的剂量依赖性。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-26 DOI: 10.1002/biof.2144
Nicholas Vannuchi, Giovana Jamar, Veridiana Vera de Rosso, Luciana Pellegrini Pisani

Obesity and its associated inflammatory state pose a significant health burden. Anthocyanins, bioactive compounds found in fruits and vegetables, have garnered interest in their potential to attenuate these conditions. Understanding the dose-dependent response of anthocyanins is essential for optimizing their therapeutic potential in preventing and managing obesity. This comprehensive review explores the current knowledge on the dose-dependent effects of anthocyanins on obesity in both human and animal models, analyzing the structure and mechanism of absorption of these compounds. The article also highlights the diverse mechanisms underlying anthocyanin action, the symbiosis between anthocyanins and gut microbiota impacting metabolite production, influencing diverse health outcomes, modulating cytokines, and activating anti-inflammatory pathways. Additionally, their impact on energy metabolism and lipid regulation is discussed, highlighting potential contributions to weight management through AMPK and PPARγ pathways. Despite promising results, dose-dependent effects are fundamental considerations, with some studies indicating less favorable outcomes at higher doses. Future research should focus on optimizing dosages, accounting for individual responses, and translating findings into effective clinical applications for obesity management.

肥胖症及其相关的炎症状态对健康造成了巨大的负担。花青素是一种存在于水果和蔬菜中的生物活性化合物,因其具有减轻这些症状的潜力而备受关注。要优化花青素在预防和控制肥胖症方面的治疗潜力,就必须了解花青素的剂量依赖性反应。这篇综合性综述探讨了花青素在人类和动物模型中对肥胖症的剂量依赖性效应的现有知识,分析了这些化合物的结构和吸收机制。文章还强调了花青素作用的多种机制、花青素与肠道微生物群之间的共生关系,这些共生关系会影响代谢物的产生、影响不同的健康结果、调节细胞因子并激活抗炎途径。此外,还讨论了花青素对能量代谢和脂质调节的影响,强调了通过 AMPK 和 PPARγ 途径对体重管理的潜在贡献。尽管研究结果令人鼓舞,但剂量依赖效应仍是基本考虑因素,一些研究表明剂量越大,效果越差。未来的研究应侧重于优化剂量、考虑个体反应以及将研究结果转化为有效的肥胖控制临床应用。
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引用次数: 0
Insights into an indolicidin-derived low-toxic anti-microbial peptide's efficacy against bacterial cells while preserving eukaryotic cell viability 深入了解一种吲哚苷类低毒抗微生物肽在保持真核细胞活力的同时对细菌细胞的功效。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-21 DOI: 10.1002/biof.2145
Jihyun Kim, Jieun Lee, Eunho Kang, Kyoungmin Lee, Kyungeun Lee, Yeongmi Cheon, Seongsoo Lee, Bokyung Kim, Young Ho Ko, Jin Hae Kim, Su Il In, Chang Hoon Nam

Antimicrobial peptides (AMPs) are a current solution to combat antibiotic resistance, but they have limitations, including their expensive production process and the induction of cytotoxic effects. We have developed novel AMP candidate (peptide 3.1) based on indolicidin, among the shortest naturally occurring AMP. The antimicrobial activity of this peptide is demonstrated by the minimum inhibitory concentration, while the hemolysis tests and MTT assay indicate its low cytotoxicity. In optical diffraction tomography, red blood cells treated with peptide 3.1 showed no discernible effects, in contrast to indolicidin. However, peptide 3.1 did induce cell lysis in E. coli, leading to a reduced potential for the development of antibiotic resistance. To investigate the mechanism underlying membrane selectivity, the structure of peptide 3.1 was analyzed using nuclear magnetic resonance spectroscopy and molecular dynamics simulations. Peptide 3.1 is structured with an increased distinction between hydrophobic and charged residues and remained in close proximity to the eukaryotic membrane. On the other hand, peptide 3.1 exhibited a disordered conformation when approaching the prokaryotic membrane, similar to indolicidin, leading to its penetration into the membrane. Consequently, it appears that the amphipathicity and structural rigidity of peptide 3.1 contribute to its membrane selectivity. In conclusion, this study may lead to the development of Peptide 3.1, a promising commercial candidate based on its low cost to produce and low cytotoxicity. We have also shed light on the mechanism of action of AMP, which exhibits selective toxicity to bacteria while not damaging eukaryotic cells.

抗菌肽(AMPs)是目前对抗抗生素耐药性的一种解决方案,但它们也有局限性,包括生产过程昂贵和诱导细胞毒性效应。我们开发了基于吲哚苷的新型候选 AMP(肽 3.1),吲哚苷是天然存在的 AMP 中最短的一种。最低抑菌浓度证明了该肽的抗菌活性,而溶血试验和 MTT 试验则表明其细胞毒性较低。在光学衍射断层扫描中,用多肽 3.1 处理的红细胞没有显示出明显的效果,这与吲哚啶形成鲜明对比。不过,肽 3.1 确实能诱导大肠杆菌细胞裂解,从而降低产生抗生素耐药性的可能性。为了研究膜选择性的内在机制,我们利用核磁共振光谱和分子动力学模拟分析了多肽 3.1 的结构。多肽 3.1 在结构上增加了疏水残基和带电残基之间的区别,并且仍然紧贴真核生物膜。另一方面,肽 3.1 在接近原核生物膜时表现出无序构象,与吲哚啶相似,导致其穿透膜。由此看来,多肽 3.1 的两亲性和结构刚性有助于其膜选择性。总之,由于肽 3.1 生产成本低、细胞毒性小,这项研究可能会促使肽 3.1 的开发,使其成为一种有前途的商业候选药物。我们还揭示了 AMP 的作用机制,AMP 对细菌具有选择性毒性,而对真核细胞无损伤。
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引用次数: 0
Investigating the dysregulation of genes associated with glucose and lipid metabolism in gastric cancer and their influence on immunity and prognosis 研究胃癌葡萄糖和脂质代谢相关基因的失调及其对免疫和预后的影响。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-07 DOI: 10.1002/biof.2138
Yan Li, Zhaolin Zeng

Gastric cancer (GC) is one of the most prevalent malignant tumors globally, characterized by a high mortality rate. The disruption of glucose and lipid metabolism plays a critical role in the occurrence and progression of GC. By integrating single-cell and bulk RNA sequencing data, we identified 135 marker genes associated with glucose and lipid metabolism in GC. Building on this, we conducted prognosis and immune-related analyses, followed by cluster analysis that depicted various molecular subtypes, elucidating their distinct molecular mechanisms and treatment strategies. This includes examining how genes related to glucose and lipid metabolism influence GC prognosis through immune pathways. Additionally, we established a clinical prognostic model characterized by THRAP3, KLF5, and ABCA1. Notably, the core target gene ABCA1 may serve as a prognostic and immunotherapy biomarker for GC.

胃癌(GC)是全球发病率最高的恶性肿瘤之一,死亡率很高。葡萄糖和脂质代谢紊乱在胃癌的发生和发展中起着至关重要的作用。通过整合单细胞和大量 RNA 测序数据,我们发现了 135 个与 GC 中糖和脂代谢相关的标记基因。在此基础上,我们进行了预后和免疫相关分析,然后通过聚类分析描绘了各种分子亚型,阐明了其不同的分子机制和治疗策略。这包括研究与葡萄糖和脂质代谢相关的基因如何通过免疫途径影响 GC 的预后。此外,我们还建立了以 THRAP3、KLF5 和 ABCA1 为特征的临床预后模型。值得注意的是,核心靶基因 ABCA1 可作为 GC 的预后和免疫治疗生物标志物。
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引用次数: 0
Construction of lysosome-related prognostic signature to predict the survival outcomes and selecting suitable drugs for patients with HNSCC 构建溶酶体相关预后特征,以预测 HNSCC 患者的生存结果并选择合适的药物。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-04 DOI: 10.1002/biof.2140
Bing Cao, Shanshan Gu, Zhisen Shen, Yuna Zhang, Yiming Shen

Lysosomes are digestive organelles responsible for endocytosis and autophagy. Recently, the malignancy and invasiveness head and neck squamous cell carcinoma (HNSCC) has been increasingly studied with the role of lysosomes. A list of lysosome-related genes were obtained from MSigDB. A Spearman correlation and univariate Cox regression analyses combined with differential expression analysis were conducted to detect differentially expressed lysosome-related genes related to prognosis. The prediction of prognostic signature was evaluated by plotting survival curve, ROC, and by developing a nomogram. Immune subtypes, infiltration of immune cells, GSVA, TIDE, IC50 of common chemotherapy and targeted therapy, GO, and KEGG function enrichment analyses were carried out to explore the immune microenvironment of the signature. We constructed a lysosome-related prognostic signature that could function as an independent prognostic indicator for patients with HNSCC. High-risk patients were better suited to receive Doxorubicin, Mitomycin C, Pyrimethamine, anti-PD-L1 and anti-CTLA-4 immunotherapy, whereas low-risk patients had sensitivity to Lapatinib. GO functional enrichment analysis showed that prognostic features were strongly associated with epidermis-related functions (e.g., epidermal cell differentiation, epidermal development, and keratinization). In addition, a KEGG function enrichment analysis revealed a potential relationship between the risk assessment model and cardiomyopathy. We constructed a prognostic signature based on lysosome-related genes and successfully predicted the survival outcome of HNSCC patients, which not only provides potential guidance for personalized treatment but also provides a new idea for precision treatment of HNSCC.

溶酶体是负责内吞和自噬的消化细胞器。最近,关于头颈部鳞状细胞癌(HNSCC)的恶性程度和侵袭性的研究越来越多地涉及溶酶体的作用。研究人员从 MSigDB 中获得了溶酶体相关基因的列表。通过斯皮尔曼相关分析和单变量考克斯回归分析以及差异表达分析来检测与预后相关的溶酶体相关差异表达基因。通过绘制生存曲线、ROC和建立提名图,对预后特征的预测进行了评估。我们还进行了免疫亚型、免疫细胞浸润、GSVA、TIDE、常见化疗和靶向治疗的IC50、GO和KEGG功能富集分析,以探索特征的免疫微环境。我们构建的溶酶体相关预后特征可作为HNSCC患者的独立预后指标。高危患者更适合接受多柔比星、丝裂霉素C、嘧啶、抗PD-L1和抗CTLA-4免疫疗法,而低危患者对拉帕替尼敏感。GO功能富集分析表明,预后特征与表皮相关功能(如表皮细胞分化、表皮发育和角质化)密切相关。此外,KEGG 功能富集分析显示风险评估模型与心肌病之间存在潜在关系。我们构建了基于溶酶体相关基因的预后特征,并成功预测了HNSCC患者的生存结局,这不仅为个性化治疗提供了潜在指导,也为HNSCC的精准治疗提供了新思路。
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引用次数: 0
Navigating the immune landscape with plasma cells: A pan-cancer signature for precision immunotherapy 用浆细胞驾驭免疫环境:精准免疫疗法的泛癌症特征。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-04 DOI: 10.1002/biof.2142
Bicheng Ye, Aimin Jiang, Feng Liang, Changcheng Wang, Xiaoqing Liang, Pengpeng Zhang

Immunotherapy has revolutionized cancer treatment; however, predicting patient response remains a significant challenge. Our study identified a novel plasma cell signature, Plasma cell.Sig, through a pan-cancer single-cell RNA sequencing analysis, which predicts patient outcomes to immunotherapy with remarkable accuracy. The signature was developed using rigorous machine learning algorithms and validated across multiple cohorts, demonstrating superior predictive power with an area under the curve (AUC) exceeding 0.7. Notably, the low-risk group, as classified by Plasma cell.Sig, exhibited enriched immune cell infiltration and heightened tumor immunogenicity, indicating an enhanced responsiveness to immunotherapy. Conversely, the high-risk group showed reduced immune activity and potential mechanisms of immune evasion. These findings not only enhance understanding of the intrinsic and extrinsic immune landscapes within the tumor microenvironment but also pave the way for more precise, biomarker-guided immunotherapy approaches in oncology.

免疫疗法给癌症治疗带来了革命性的变化;然而,预测患者的反应仍然是一项重大挑战。我们的研究通过泛癌症单细胞 RNA 测序分析发现了一种新型浆细胞特征 Plasma cell.Sig,它能准确预测患者对免疫疗法的疗效。该特征采用严格的机器学习算法开发,并在多个队列中得到验证,显示出卓越的预测能力,曲线下面积(AUC)超过0.7。值得注意的是,根据 Plasma cell.Sig 分类的低风险组显示出丰富的免疫细胞浸润和肿瘤免疫原性增强,表明对免疫疗法的反应性增强。相反,高危组则表现出免疫活性降低和潜在的免疫逃避机制。这些发现不仅加深了人们对肿瘤微环境中内在和外在免疫环境的了解,还为肿瘤学中更精确的、以生物标记物为指导的免疫疗法铺平了道路。
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引用次数: 0
Machine learning models reveal ARHGAP11A's impact on lymph node metastasis and stemness in NSCLC 机器学习模型揭示了 ARHGAP11A 对 NSCLC 淋巴结转移和干细胞的影响。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-31 DOI: 10.1002/biof.2141
Xiaoli Wang, Yan Zhou, Xiaomin Lu, Lili Shao

Most patients with non-small cell lung cancer (NSCLC) are diagnosed at an advanced stage of the disease, which complicates treatment due to a heightened risk of metastasis. Consequently, the timely identification of biomarkers associated with lymph node metastasis is essential for improving the clinical management of NSCLC patients. In this research, the WGCNA algorithm was utilized to pinpoint genes linked to lymph node metastasis in NSCLC. A cluster analysis was carried out to investigate how these genes correlate with the prognosis and the outcomes of immunotherapy for NSCLC patients. Following this, diagnostic and prognostic models were created and validated through various machine learning methodologies. The random forest technique highlighted the importance of ARHGAP11A, leading to an in-depth examination of its role in NSCLC. By analyzing 78 tissue chip samples from NSCLC patients, the study confirmed the association between ARHGAP11A expression, patient prognosis, and lymph node metastasis. Finally, the influence of ARHGAP11A on NSCLC cells was assessed through cell function experiments. This research utilized the WGCNA technique to identify 25 genes that are related to lymph node metastasis, clarifying their connections with tumor invasion, growth, and the activation of stemness pathways. Cluster analysis revealed significant associations between these genes and lymph node metastasis in NSCLC, especially concerning immunotherapy and targeted treatments. A diagnostic system that combines various machine learning approaches demonstrated strong efficacy in forecasting both the diagnosis and prognosis of NSCLC. Importantly, ARHGAP11A was identified as a key prognostic gene associated with lymph node metastasis in NSCLC. Molecular docking analyses suggested that ARHGAP11A has a strong affinity for targeted therapies within NSCLC. Additionally, immunohistochemical assessments confirmed that higher levels of ARHGAP11A expression correlate with unfavorable outcomes for NSCLC patients. Experiments on cells showed that reducing ARHGAP11A expression can hinder the proliferation, metastasis, and stemness traits of NSCLC cells. This investigation reveals the novel insight that ARHGAP11A may function as a potential biomarker connected to lymph node metastasis in NSCLC. Moreover, reducing the expression of ARHGAP11A has demonstrated the ability to diminish tumor stemness characteristics, presenting a promising opportunity for improving treatment strategies for this condition.

大多数非小细胞肺癌(NSCLC)患者都是在疾病晚期确诊的,由于转移风险增加,治疗变得更加复杂。因此,及时发现与淋巴结转移相关的生物标志物对于改善 NSCLC 患者的临床治疗至关重要。本研究利用WGCNA算法来确定与NSCLC淋巴结转移相关的基因。通过聚类分析,研究了这些基因与 NSCLC 患者的预后和免疫疗法效果的相关性。随后,通过各种机器学习方法创建并验证了诊断和预后模型。随机森林技术突出了ARHGAP11A的重要性,从而对其在NSCLC中的作用进行了深入研究。通过分析78例NSCLC患者的组织芯片样本,研究证实了ARHGAP11A表达、患者预后和淋巴结转移之间的关联。最后,通过细胞功能实验评估了 ARHGAP11A 对 NSCLC 细胞的影响。这项研究利用WGCNA技术鉴定了25个与淋巴结转移相关的基因,明确了它们与肿瘤侵袭、生长和干性通路激活的关系。聚类分析揭示了这些基因与NSCLC淋巴结转移之间的重要关联,尤其是在免疫疗法和靶向治疗方面。一个结合了多种机器学习方法的诊断系统在预测NSCLC的诊断和预后方面表现出了强大的功效。重要的是,ARHGAP11A被确定为与NSCLC淋巴结转移相关的关键预后基因。分子对接分析表明,ARHGAP11A 与 NSCLC 靶向疗法有很强的亲和力。此外,免疫组化评估证实,ARHGAP11A表达水平越高,NSCLC患者的预后越差。细胞实验表明,减少ARHGAP11A的表达可以阻碍NSCLC细胞的增殖、转移和干性特征。这项研究揭示了一个新观点,即ARHGAP11A可能是与NSCLC淋巴结转移相关的潜在生物标志物。此外,减少ARHGAP11A的表达已被证明能够减少肿瘤干性特征,为改善该疾病的治疗策略提供了一个大有可为的机会。
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引用次数: 0
The carcinogenesis of esophageal squamous cell cancer is positively regulated by USP13 through WISP1 deubiquitination 食管鳞状细胞癌的发生受 USP13 通过 WISP1 去泛素化的正向调控。
IF 5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-29 DOI: 10.1002/biof.2139
An Wang, Youbo Wang, Qinyun Ma, Xiaofeng Chen

The objective was to determine whether USP13 stabilizes WISP1 protein and contributes to tumorigenicity and metastasis in ESCC through the Wnt/CTNNB1 signaling pathway. ESCC cell lines (KYSE150 and TE10) were treated with the proteasome inhibitor MG-132, followed by siRNA screening of deubiquitinases (DUBs) to identify regulators of WISP1. Mass spectrometry, immunoprecipitation, and in vitro functional assays were conducted to explore the interaction between USP13 and WISP1 and to assess the effects of USP13 downregulation on cell proliferation, migration, invasion, epithelial–mesenchymal transition (EMT), and apoptosis. Additionally, in vivo experiments using mouse models were performed to evaluate the impact of USP13 knockdown on tumor growth and metastasis. USP13 was identified as a key regulator of WISP1, stabilizing its protein levels through deubiquitination. Downregulation of USP13 resulted in reduced WISP1 protein stability, decreased cell proliferation, migration, and EMT, and increased apoptosis in vitro. In vivo, USP13 knockdown significantly inhibited tumor growth and lung metastasis. WISP1 overexpression in USP13-knockdown cells partially rescued these phenotypes, confirming the functional role of the USP13/WISP1 axis. Furthermore, knockdown of USP13 or WISP1 impaired the activation of the Wnt/CTNNB1 signaling pathway and reduced immune checkpoint marker expression, indicating a mechanism by which USP13 promotes immune evasion in ESCC. USP13 stabilizes WISP1 through deubiquitination, enhancing ESCC progression by activating the Wnt/CTNNB1 pathway and promoting immune evasion, making USP13 a potential therapeutic target in ESCC.

研究的目的是确定 USP13 是否能稳定 WISP1 蛋白,并通过 Wnt/CTNNB1 信号通路促进 ESCC 的致瘤性和转移。用蛋白酶体抑制剂 MG-132 处理 ESCC 细胞系(KYSE150 和 TE10),然后用 siRNA 筛选去泛素酶 (DUB),以确定 WISP1 的调节因子。研究人员进行了质谱分析、免疫沉淀和体外功能测试,以探索 USP13 与 WISP1 之间的相互作用,并评估 USP13 下调对细胞增殖、迁移、侵袭、上皮-间质转化(EMT)和凋亡的影响。此外,还利用小鼠模型进行了体内实验,以评估 USP13 下调对肿瘤生长和转移的影响。研究发现,USP13 是 WISP1 的关键调控因子,通过去泛素化稳定 WISP1 蛋白水平。下调 USP13 会导致 WISP1 蛋白稳定性降低,细胞增殖、迁移和 EMT 减少,体外凋亡增加。在体内,敲除 USP13 能显著抑制肿瘤生长和肺转移。在 USP13 敲除的细胞中过量表达 WISP1 可部分修复这些表型,证实了 USP13/WISP1 轴的功能作用。此外,敲除 USP13 或 WISP1 会影响 Wnt/CTNNB1 信号通路的激活,并降低免疫检查点标记物的表达,这表明 USP13 在 ESCC 中促进免疫逃避的机制。USP13通过去泛素化稳定WISP1,通过激活Wnt/CTNNB1通路和促进免疫逃避来加强ESCC的进展,从而使USP13成为ESCC的潜在治疗靶点。
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BioFactors
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