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Technology-enabled integration of single-cell transcriptomics and microbiome data identifies RNA-targetable host-microbiota networks in colorectal adenoma 技术支持的单细胞转录组学和微生物组数据整合鉴定结直肠腺瘤中rna靶向宿主-微生物群网络。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-11-13 DOI: 10.1016/j.slast.2025.100365
Boyang Ma , Haiyan Hu , Yu Lin , Zhiheng Wang , Qingyu Song
Although mechanism-to-intervention processes are becoming possible because to the convergence of single-cell technologies with RNA treatment methods, combined host-microbiome analysis with systematic target identification for colorectal adenoma is still fragmented. Here, we created a repeatable computational pipeline that combines MaAsLin2 for host-microbiome association modeling, QIIME2/DADA2 for microbiome processing, and Seurat/Harmony for single-cell analysis. Under strict statistical control (FDR < 0.05), three single-cell RNA sequencing datasets (GSE117875, GSE178341, and GSE144735; totaling 426,425 cells) were combined with parallel microbiome datasets (PRJNA397906, PRJNA541510, and PRJNA672605; 975 samples). In adenoma-associated microbiomes, we measured a 26.8 % decrease in Shannon diversity (4.21→3.08), with a notable enrichment of Fusobacterium nucleatum and a depletion of Faecalibacterium prausnitzii. Immune activation patterns, goblet cell malfunction (MUC2 2.4-fold drop), and stem cell expansion (LGR5 3.2-fold increase) were all identified by single-cell analysis. 847 significant host-microbiome interactions were found by integration analysis, and F. nucleatum showed a substantial correlation with markers of inflammatory signaling (NFKB1: β=0.64, FDR<0.001) and stem cell proliferation (LGR5: β=0.72, FDR<0.001). 25 RNA-targetable candidates were identified by systematic prioritizing, including mRNA restoration targets (MUC2, FOXP3) and ASO/siRNA suppression targets (NFKB1, IL1B). By converting host-microbiome interaction networks into systematic RNA therapeutic options, this technology framework creates a template for the translation of transcriptomics into therapeutics and offers a repeatable pipeline for the creation of precision interventions in colorectal disease.
尽管由于单细胞技术与RNA治疗方法的融合,机制到干预的过程正在成为可能,但将宿主-微生物组分析与结直肠腺瘤的系统靶点识别相结合仍然是碎片化的。在这里,我们创建了一个可重复的计算管道,将MaAsLin2用于宿主-微生物组关联建模,QIIME2/DADA2用于微生物组处理,Seurat/Harmony用于单细胞分析。在严格的统计控制(FDR < 0.05)下,将3个单细胞RNA测序数据集(GSE117875、GSE178341和GSE144735,共426,425个细胞)与平行微生物组数据集(PRJNA397906、PRJNA541510和PRJNA672605, 975个样本)进行组合。在腺瘤相关微生物组中,Shannon多样性下降了26.8%(4.21→3.08),其中核梭杆菌显著富集,prausnitzii粪杆菌明显减少。免疫激活模式、杯状细胞功能障碍(MUC2下降2.4倍)和干细胞扩增(LGR5增加3.2倍)均通过单细胞分析确定。整合分析发现了847个显著的宿主-微生物组相互作用,核核F. nucleatum与炎症信号标志物(NFKB1: β=0.64, FDR)存在显著相关性
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引用次数: 0
Mass spectrometry applications for high-throughput experimentation in supporting drug discovery 高通量实验在支持药物发现中的质谱应用。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-12-12 DOI: 10.1016/j.slast.2025.100387
Chang Liu , Hui Zhang
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引用次数: 0
Deciphering OCT4A-dose-dependent transcriptional profiles associated with tumorigenic potential in somatic cancer cells 解读体细胞中与致瘤潜能相关的oct4a剂量依赖性转录谱。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-12-04 DOI: 10.1016/j.slast.2025.100381
Min Tang , Rui Liang , Zhenyu Wu , Cheng Chen , Bo He , Ning Zhou , Sujuan Wang , Xinqiang Xiao , Guangdi Li , Yongfang Jiang , Guozhong Gong , Yanwen Zhou

Aims

The transcription factor OCT4A, a well-established master pluripotency factor, exerts regulatory effects on cell fate determination that are closely associated with its protein levels. This study aims to uncover the downstream gene profile features relevant to tumorigenic potential mediated by OCT4A under varying protein abundance in somatic cancer cells (SCCs).

Materials and methods

CRISPR-Cas9-mediated knockout and doxycycline-inducible OCT4A expression systems were established in cervical (HeLa) and hepatocellular (HepG2, Huh7) cancer cells. Single-cell sequencing, spatial transcriptomic and survival analysis data were used to elucidate the expression pattern of OCT4 in somatic cancer tissues and its prognostic relevance. The plate colony formation assay was performed to assess the tumorigenic capacity of SCCs, and Bulk RNA sequencing coupled with weighted gene co-expression network analysis (WGCNA) identified dose-relevant downstream pathways. Functional enrichment, survival modeling, and RT-qPCR validation were used to construct OCT4A-dose-dependent transcriptional regulatory networks.

Key findings

OCT4 transcript, is heterogeneously present and confined to a small subset of tumor cells within somatic cancer tissues, with a significantly higher proportion of OCT4-positive cells in tumor tissues compared to paired paraneoplastic tissues and is significantly correlated with poor prognosis in SCCs. Endogenous low-level OCT4A positively regulates tumorigenic capacity predominantly through targeting non-coding genes, whereas high-level OCT4A suppresses tumorigenic capacity primarily via protein-coding genes in SCCs. A prognostic model based on high-level OCT4A-regulated protein-coding genes was associated with favorable clinical outcomes, aligning with in vitro phenotypic results.

Significance

Our findings further confirm in SCCs that the functional pleiotropy of OCT4A is closely linked to its protein abundance, and further systematically elucidate the molecular signatures of OCT4A-regulated downstream gene networks associated with tumorigenic phenotypes at differential protein levels, providing novel insights for its translational exploitation in both oncological intervention and regenerative medicine strategies.
目的:转录因子OCT4A是一种公认的主控多能因子,其对细胞命运的调控作用与其蛋白水平密切相关。本研究旨在揭示体细胞(SCCs)中不同蛋白丰度下OCT4A介导的致瘤潜能相关的下游基因谱特征。材料和方法:在宫颈(HeLa)和肝细胞(HepG2, Huh7)癌细胞中建立crispr - cas9介导的敲除和强力霉素诱导的OCT4A表达系统。利用单细胞测序、空间转录组学和生存分析数据来阐明OCT4在体细胞癌组织中的表达模式及其与预后的相关性。通过平板集落形成实验评估SCCs的致瘤能力,Bulk RNA测序结合加权基因共表达网络分析(WGCNA)确定了剂量相关的下游途径。功能富集、生存模型和RT-qPCR验证用于构建oct4a剂量依赖性转录调控网络。关键发现:OCT4转录物异质性存在,局限于体细胞癌组织内的一小部分肿瘤细胞,与配对的副肿瘤组织相比,肿瘤组织中OCT4阳性细胞的比例明显更高,并且与SCCs的不良预后显著相关。内源性低水平OCT4A主要通过靶向非编码基因积极调节致瘤能力,而高水平OCT4A主要通过SCCs中的蛋白质编码基因抑制致瘤能力。基于高水平oct4a调节蛋白编码基因的预后模型与良好的临床结果相关,与体外表型结果一致。意义:我们的研究结果进一步证实了OCT4A的功能多效性与其蛋白丰度密切相关,并进一步系统阐明了OCT4A调控的下游基因网络在不同蛋白水平下与致瘤表型相关的分子特征,为OCT4A在肿瘤干预和再生医学策略中的转化利用提供了新的见解。
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引用次数: 0
Viral peptides remodel the tumor immune microenvironment of cold tumors with RNA-seq insights 病毒肽重塑肿瘤免疫微环境与RNA-Seq的见解。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-12-04 DOI: 10.1016/j.slast.2025.100379
Zhengqi Peng , Qian Chen , Pengkhun Nov , Mohsin Farid Sulehri , Yujing Liu , Hexi Zhu , Wulikaixi Yagufu , Yiteng Chen , Haipeng Tang , Linlang Guo , Mengchuan Wang

Background

Cold tumors, characterized by low cytotoxic T cell infiltration, limit immunotherapy efficacy. Current strategies often depend on tumor-specific antigens or non-specific immune activation, restricting translational potential. Here, we present a peptide-based platform that leverages intratumoral expression of influenza-derived peptides to redirect virus-specific CD8⁺ T cells and remodel the tumor immune microenvironment in an antigen-independent manner.

Methods

In murine 4T1 and CT26 tumor models, the immunodominant influenza A virus peptide NP147–155 was delivered via intratumoral peptide injection or stable lentiviral expression. Immune remodeling was assessed using flow cytometry, cytokine profiling, and transcriptomic profiling. Differential gene expression and pathway analyses identified mechanisms underlying cold-to-hot TME conversion.

Results

Intratumoral NP147–155 expression robustly activated virus-specific CD8⁺ T cells and enhanced IFN-γ secretion. Transcriptomic profiling revealed upregulation of genes associated with cytotoxicity, chemokine signaling, antigen presentation, and the NKG2D-NKG2DL pathway, consistent with increased T cell infiltration and conversion of cold tumors into hot tumors. Tumor growth was significantly suppressed, and durable anti-tumor immunity was established, including in MHC class I-deficient tumors.

Conclusion

This study demonstrates a peptide-based platform to remodel cold tumor immune microenvironments. Integration of transcriptomic profiling provides mechanistic insights and establishes a robust workflow for evaluating immunomodulatory technologies. This tumor-agnostic approach may enhance anti-tumor immunity and improve immunotherapy efficacy in cold tumors.
背景:冷肿瘤以低细胞毒性T细胞浸润为特征,限制了免疫治疗的效果。目前的策略通常依赖于肿瘤特异性抗原或非特异性免疫激活,限制了翻译潜力。在这里,我们提出了一个基于肽的平台,利用流感衍生肽的肿瘤内表达来重定向病毒特异性CD8+ T细胞,并以抗原独立的方式重塑肿瘤免疫微环境。方法:在小鼠4T1和CT26肿瘤模型中,通过瘤内肽注射法或稳定慢病毒表达法给药免疫优势甲型流感病毒肽NP147-155。利用流式细胞术、细胞因子谱和转录组谱评估免疫重塑。差异基因表达和途径分析确定了冷到热TME转化的机制。结果:瘤内NP147-155的表达强烈激活了病毒特异性CD8 + T细胞,增强了IFN-γ的分泌。转录组学分析显示,与细胞毒性、趋化因子信号、抗原呈递和NKG2D-NKG2DL通路相关的基因上调,与T细胞浸润增加和冷肿瘤向热肿瘤转化一致。肿瘤生长被显著抑制,持久的抗肿瘤免疫被建立,包括MHC i类缺陷肿瘤。结论:本研究提供了一个基于肽的平台来重塑冷肿瘤免疫微环境。转录组分析的整合提供了机制的见解,并建立了一个稳健的工作流程,以评估免疫调节技术。这种肿瘤不可知的方法可以增强抗肿瘤免疫,提高冷肿瘤的免疫治疗效果。
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引用次数: 0
Guide to liquid volume measurements: A review of methods and technologies 液体体积测量指南:方法和技术综述。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-12-05 DOI: 10.1016/j.slast.2025.100382
Nathaniel G. Hentz , John Thomas Bradshaw
The need to measure volume is an important component of any liquid-based assay, because the final result is often based upon the concentration of some analyte within the assay. Volume measurements can be used to determine the actual amount of sample throughout an assay. They can also be used to calibrate, routinely verify performance of, or optimize liquid classes for liquid handling platforms or other automated or manual pipetting devices. This review surveys current liquid volume measurement methods and technologies available for use in life science laboratories. Volumes considered in this review range from picoliters to a few milliliters, which are typical for life science assays. While the need for volume measurement extends across many different industries, the focus here is on applications in biopharmaceutical and clinical life science laboratories. This review evaluates key measurable attributes, including the addressable volume range, as well as the attainable precision and accuracy of the method or technology. Several important features are also considered such as the ability to measure actual samples, commercial availability, regulatory compliance, sample type, workflow integration, suitability for in-line use, and relative ease of use.
测量体积的需要是任何液基分析的重要组成部分,因为最终结果通常基于分析中某些分析物的浓度。体积测量可用于确定整个分析过程中样品的实际量。它们还可用于校准,常规验证液体处理平台或其他自动或手动移液装置的性能或优化液体类别。本文综述了目前生命科学实验室中可用的液体体积测量方法和技术。本综述中考虑的体积范围从皮升到几毫升,这是典型的生命科学分析。虽然体积测量的需求扩展到许多不同的行业,但这里的重点是生物制药和临床生命科学实验室的应用。这篇综述评估了关键的可测量属性,包括可寻址的体积范围,以及方法或技术的可实现的精度和准确性。还考虑了几个重要的特性,例如测量实际样本的能力、商业可用性、法规遵从性、样本类型、工作流集成、联机使用的适用性以及相对易用性。
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引用次数: 0
Implementation of a modular digital laboratory infrastructure for SiLA 2 based devices 为基于sila2的设备实现模块化数字实验室基础设施。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-12-04 DOI: 10.1016/j.slast.2025.100380
Ferdinand Lange, Tessa Habich, Sascha Beutel
Laboratory digitalization is a complex field that includes many aspects to consider, such as device control, data management, and data evaluation. This article presents a potential laboratory digitalization process, including the use of open-source software and hardware components from laboratory equipment to data evaluation. It shows what is required and how it can be used. In this example, a SiLA-based continuous chromatography system is used as a model device to demonstrate the possible purification of GFP from crude cell lysate. The current version of the Gateway Module is a translation unit for driver protocols used for device control. It uses SiLA-based drivers within a Docker environment to communicate with the server infrastructure. The Gateway Module software was managed and rolled out with the mkbox-project. Finally, the recorded laboratory data are stored in a data management system and made available for later analysis. The article also discusses how software and hardware are maintained in the background, as well as the update strategy used.
实验室数字化是一个复杂的领域,包括许多方面需要考虑,如设备控制、数据管理和数据评估。本文介绍了一个潜在的实验室数字化过程,包括使用开源软件和硬件组件,从实验室设备到数据评估。它显示了需要什么以及如何使用它。在这个例子中,一个基于sila的连续色谱系统被用作一个模型装置来演示从粗细胞裂解物中纯化绿色荧光蛋白的可能性。网关模块的当前版本是用于设备控制的驱动协议的转换单元。它在Docker环境中使用基于sila的驱动程序与服务器基础设施进行通信。网关模块软件是通过mkbox项目管理和推出的。最后,记录的实验室数据存储在数据管理系统中,供以后分析使用。本文还讨论了如何在后台维护软件和硬件,以及所使用的更新策略。
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引用次数: 0
Low-Cost CNC-Based media dispensing system for biotechnology laboratories 低成本的基于cnc的生物技术实验室介质分配系统。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-12-05 DOI: 10.1016/j.slast.2025.100384
Ping Wu , Matthew Moore , Peter Cieszewski, Kayla Beam, Sivamani Elumalai, Stephen B. Rigoulot
This report outlines the development and implementation of a Computer Numerical Control (CNC) based Automated Media Dispensing System (AMDS) in a plant biotechnology research laboratory. The AMDS, a dual-channel liquid dispensing system, underwent comprehensive testing and refinement over a two-year period. Designed to serve the production demand for a commercial transformation pipeline, the system represents an initial automation step to replace manual media dispensing operations. Performance evaluation demonstrates that this iteration surpasses manual dispensing metrics, achieving a process capability index (Cpk) of 2.28 compared to 1.43 for manual operations, while maintaining comparable time per tray efficiency. The system delivers significant ergonomic benefits by reducing prolonged standing periods associated with manual dispensing tasks. Building upon established automated dispensing principles, the custom-built AMDS achieves core functionality while reducing the barrier to entry, with an estimated material cost of approximately one-fiftieth that of more comprehensive market solutions. The system's modular architecture facilitates future modifications and adaptations, positioning it as a valuable tool for addressing evolving research needs in plant biotechnology while enabling broader adoption of automated dispensing technology.
本报告概述了在植物生物技术研究实验室中基于计算机数控(CNC)的自动介质分配系统(AMDS)的开发和实施。AMDS是一种双通道液体分配系统,经过了两年的全面测试和改进。该系统旨在满足商业改造管道的生产需求,代表了取代人工介质分配操作的初始自动化步骤。性能评估表明,这一迭代超越了手动点胶指标,实现了2.28的过程能力指数(Cpk),而手动操作为1.43,同时保持了相当的每托盘时间效率。该系统通过减少与人工分配任务相关的长时间站立时间,提供了显著的人体工程学效益。基于既定的自动化点胶原理,定制的AMDS实现了核心功能,同时降低了进入门槛,估计材料成本约为更全面的市场解决方案的五分之一。该系统的模块化架构便于未来的修改和调整,将其定位为解决植物生物技术不断发展的研究需求的有价值的工具,同时使自动化分配技术得到更广泛的采用。
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引用次数: 0
Elucidating the role of PBRM1 in NPC via RNA-seq transcriptomic sequencing 通过RNA-seq转录组测序阐明PBRM1在鼻咽癌中的作用。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-12-12 DOI: 10.1016/j.slast.2025.100386
XingYu Yang , Qin Qiu , Yu Tang , WeiDi Sun , XiFang Wu , XiaoJiang Li , YanXin Ren

Purpose

The PBRM1 (PB1) gene, which encodes BAF180, a specific subunit of the PBAF SWI / SNF complex, is extensively studied in some other cancers, yet its effects and related mechanisms in NPC remains inadequately understood. Aerobic glycolysis is one of the hallmarks of cancer, and whether PBRM1 is involved in this metabolic metastasis in NPC remains unclear.

Methods

We established NPC cell lines with knockdown of PBRM1 and performed functional analysis to understand the impact of their production. Based on the RNA-seq data, we mainly analyzed the activity of the AKT-mTOR signaling pathway and examined the expression levels of some key glycolytic genes including HIF 1α, PFKP, ENO 1, PKM and LDHA. Using in vivo experiments, we verified the effect of PBRM1 on the proliferation of NPC.

Results

Our findings indicate that PBRM1 deficiency enhances proliferation, migration, and invasion in both CNE1 and CNE2 cells. Notably, PBRM1 downregulate activates the AKT-mTOR pathway, upregulating glycolytic enzymes and lactate production. Subcutaneous tumor formation assay in nude mice also showed that knockdown of PBRM1 promoted NPC cells growth.

Conclusion

This study illuminates PBRM1′s tumor suppressor role, highlighting the AKT-mTOR pathway and aerobic glycolysis as potential therapeutic targets in NPC.
目的:PBRM1 (PB1)基因编码PBAF SWI / SNF复合物的特异性亚基BAF180,在其他一些癌症中被广泛研究,但其在鼻咽癌中的作用和相关机制仍不充分了解。有氧糖酵解是癌症的标志之一,PBRM1是否参与鼻咽癌的代谢转移尚不清楚。方法:建立PBRM1基因敲低的鼻咽癌细胞系,并进行功能分析,了解其产生的影响。基于RNA-seq数据,我们主要分析了AKT-mTOR信号通路的活性,检测了HIF 1α、PFKP、ENO 1、PKM、LDHA等关键糖酵解基因的表达水平。通过体内实验,我们验证了PBRM1对鼻咽癌细胞增殖的影响。结果:我们的研究结果表明,PBRM1缺失增强了CNE1和CNE2细胞的增殖、迁移和侵袭。值得注意的是,PBRM1下调激活AKT-mTOR通路,上调糖酵解酶和乳酸生成。裸鼠皮下肿瘤形成实验也显示PBRM1的下调促进了鼻咽癌细胞的生长。结论:本研究阐明了PBRM1的肿瘤抑制作用,强调了AKT-mTOR途径和有氧糖酵解是鼻咽癌的潜在治疗靶点。
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引用次数: 0
Single cell and multi omics dissection of periodontal ligament cells identifies regulatory networks and therapeutic targets in skeletal class II malocclusion 牙周韧带细胞单细胞和多组学解剖鉴定骨骼ⅱ类错颌畸形的调节网络和治疗靶点。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-11-29 DOI: 10.1016/j.slast.2025.100372
Yirui Niu , Quan Dai , Min Li
Skeletal Class II malocclusion is a common dentofacial deformity often associated with dysregulation in the growth and remodeling of periodontal tissues. Understanding the cellular heterogeneity and molecular pathways of periodontal ligament (PDL) cells is crucial for identifying novel therapeutic targets. However, traditional bulk sequencing methods lack the resolution to distinguish cell-type-specific gene expression and epigenetic regulation, limiting insights into the pathogenesis of this condition. To address these limitations, we propose an integrated framework utilizing 5200 high-quality PDL Single-Cell RNA combined with Assay for Transposase-Accessible Chromatin using sequencing (scRNA-ATAC-seq) to perform a multi-omics dissection of PDL cells in Class II malocclusion. This approach enables the simultaneous profiling of transcriptomic and chromatin accessibility landscapes at single-cell resolution, uncovering cell-specific regulatory networks. Using this scRNA-ATAC-seq method, we successfully identified 12 distinct PDL cell subpopulations and revealed key transcription factors and signaling pathways involved in aberrant skeletal development. Data integration achieved a 0.94 accuracy score, enabling confident regulatory mapping. The findings provide critical insights into the gene regulatory architecture underlying Class II malocclusion and highlight potential cell-specific therapeutic targets for clinical intervention.
骨骼II类错牙合是一种常见的牙面畸形,通常与牙周组织生长和重塑的失调有关。了解牙周韧带(PDL)细胞的细胞异质性和分子通路对于确定新的治疗靶点至关重要。然而,传统的批量测序方法缺乏区分细胞类型特异性基因表达和表观遗传调控的分辨率,限制了对这种疾病发病机制的了解。为了解决这些限制,我们提出了一个综合框架,利用5200个高质量的PDL单细胞RNA结合转座酶可及染色质测序(scRNA-ATAC-seq)对II类错颌错的PDL细胞进行多组学解剖。这种方法能够在单细胞分辨率下同时分析转录组学和染色质可及性景观,揭示细胞特异性调节网络。使用scRNA-ATAC-seq方法,我们成功鉴定了12个不同的PDL细胞亚群,并揭示了参与异常骨骼发育的关键转录因子和信号通路。数据集成的准确率达到了0.94分,实现了自信的监管映射。这些发现为II类错颌畸形的基因调控结构提供了重要的见解,并强调了临床干预的潜在细胞特异性治疗靶点。
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引用次数: 0
A novel prognostic model in ovarian cancer based on the Nectin family and Necl-like molecules related transcriptomics 基于Nectin家族和necl样分子相关转录组学的卵巢癌预后新模型。
IF 3.7 4区 医学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-01 Epub Date: 2025-12-12 DOI: 10.1016/j.slast.2025.100385
Yixian Liu , Xin Lan , Xiaoyi Zhang , Xinyi Ren , Hongmin Duan , Yanrong Dan , Dong Duan , Ganghua Lu
<div><h3>Background</h3><div>Ovarian cancer (OC) is the deadliest malignant tumor among gynecological tumors. The current treatment measures for OC remain not optimistic, so it is important to determine reliable prognostic biomarkers to prolong OC patients' survival.</div></div><div><h3>Methods</h3><div>The OC-related transcriptome data were downloaded from the University of California Santa Cruz (UCSC) and we obtained the Differentially Expressed Genes (DEGs) between OC and normal samples. The Nectins and Nectin-like (Necl) scores of OC patients were calculated by single-sample Gene Set Enrichment Analysis (ssGSEA), the correlation between these scores and the prognosis of OC patients was explored using the Kaplan-Meier survival curve. DEGs were overlapped with Nectins and Necls-related genes selected by Weighted Gene Co-expression Network Analysis (WGCNA) to obtain the differentially expressed Nectins and Necls-related genes (DENNGs). Next, Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) enrichment analyses were carried out on DENNGs. The Protein-Protein Interaction (PPI) network of DENNGs was constructed and hub genes were screened. In addition, univariate and multivariate Cox regression analysis were used to obtain the prognosis-related genes of OC patients and construct a prognostic model. Gene Set Variation Analysis (GSVA) was performed on the genes of high and low risk groups. SsGSEA algorithm was used to calculate the immune cell scores and the correlation between different immune cells and prognosis-related genes was explored.</div></div><div><h3>Results</h3><div>We obtained 583 DENNGs by crossing 6778 DEGs in OC and 584 Nectin- and Necl-related genes. The scores of Nectins and Necls in the OC group increased significantly, together with the poor prognosis. KEGG and GO analyses showed that DENNGs were mainly associated with cell proliferation, aging, canceration, and virus infection. Univariate and multivariate Cox analyses screened six prognosis-related genes (PTTG1, MELK, CENPF, PLK1, KIF20A, TOP2A) and modeled prognosis risks. Furthermore, a nomogram that integrated the risk model and patient age accurately predicted OC prognosis. The results of GSVA showed that TGF-β-mediated epithelial-mesenchymal transition, tumor cell invasion and metastasis were activated in the high-risk group, while pathways related to tumor cell invasiveness, such as hedgehog (Hh) mediated by hypoxia, were activated in the low-risk group. Finally, we found five immune cells (activated CD4+ <em>T</em> cells, central memory CD4+ <em>T</em> cells, central memory CD8+ <em>T</em> cells, T follicular helper cells (tTFH), and type II helper T cells(Th2)) different between OC and normal samples, and prognosis-related genes were positively correlated with activated CD4+ cells and Th2 of immune cells but negatively correlated with tTFH.</div></div><div><h3>Conclusion</h3><div>We identified six prognosis-related genes and constructed a prognostic mo
背景:卵巢癌是妇科肿瘤中最致命的恶性肿瘤。目前OC的治疗措施仍然不容乐观,因此确定可靠的预后生物标志物对于延长OC患者的生存期至关重要。方法:从加州大学圣克鲁兹分校下载OC相关转录组数据,获得OC与正常样本之间的差异表达基因(differential Expressed Genes, DEGs)。通过单样本基因集富集分析(ssGSEA)计算OC患者的nectin和nectin样蛋白(Necl)评分,并利用Kaplan-Meier生存曲线探讨这些评分与OC患者预后的相关性。deg与加权基因共表达网络分析(Weighted Gene Co-expression Network Analysis, WGCNA)选择的Nectins和necls相关基因重叠,得到差异表达的Nectins和necls相关基因(differential expression genes, denng)。接下来,对denng进行京都基因与基因组百科全书(KEGG)和基因本体(GO)富集分析。构建了denng蛋白-蛋白相互作用(PPI)网络,筛选了枢纽基因。此外,采用单因素和多因素Cox回归分析,获得OC患者预后相关基因,构建预后模型。对高、低危组基因进行基因集变异分析(GSVA)。采用SsGSEA算法计算免疫细胞评分,探讨不同免疫细胞与预后相关基因的相关性。结果:通过6778个OC基因和584个Nectin及necl相关基因杂交,获得583个denng。OC组Nectins和Necls评分明显升高,预后较差。KEGG和GO分析显示,dengs主要与细胞增殖、衰老、癌变和病毒感染有关。单因素和多因素Cox分析筛选了6个预后相关基因(PTTG1、MELK、CENPF、PLK1、KIF20A、TOP2A),并对预后风险进行建模。此外,结合风险模型和患者年龄的nomogram预测了OC的预后。GSVA结果显示,高危组TGF-β介导的上皮-间质转化、肿瘤细胞侵袭转移被激活,低危组缺氧介导的hedgehog (Hh)等与肿瘤细胞侵袭相关的通路被激活。最后,我们发现OC与正常样本的5种免疫细胞(活化CD4+ T细胞、中枢记忆CD4+ T细胞、中枢记忆CD8+ T细胞、T滤泡辅助细胞(tTFH)和II型辅助T细胞(Th2))存在差异,且预后相关基因与免疫细胞的活化CD4+细胞和Th2呈正相关,与tTFH呈负相关。结论:我们鉴定了6个预后相关基因,构建了预后模型,为OC患者的临床预后预测和治疗提供了理论依据。
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