single cell sequencing

单细胞测序
  • 文章类型: Journal Article
    血管肉瘤是一种罕见的内皮源性恶性肿瘤,在解剖学上极为多样化,病因学,分子和免疫特性。虽然结合靶向药物和免疫疗法的新型治疗方法在几种癌症的患者预后方面取得了显着改善,它们对血管肉瘤的影响仍然不大。由于其异质性,目前在该疾病实体中缺乏新的药物靶标,也没有可靠的生物标志物来预测对常规治疗的反应.这篇综述旨在研究血管肉瘤的分子和免疫景观及其病因。解剖部位,预后和治疗选择。我们总结了当前基于分子和免疫谱分析表征血管肉瘤亚型的努力。最后,我们重点介绍了诸如单细胞空间\"组学\"等有前景的技术,这些技术可能会进一步加深我们对血管肉瘤的理解,并提出可以类似地应用于其他罕见癌症研究的策略.
    Angiosarcoma is a rare endothelial-derived malignancy that is extremely diverse in anatomy, aetiology, molecular and immune characteristics. While novel therapeutic approaches incorporating targeted agents and immunotherapy have yielded significant improvements in patient outcomes across several cancers, their impact on angiosarcoma remains modest. Contributed by its heterogeneous nature, there is currently a lack of novel drug targets in this disease entity and no reliable biomarkers that predict response to conventional treatment. This review aims to examine the molecular and immune landscape of angiosarcoma in association with its aetiology, anatomical sites, prognosis and therapeutic options. We summarise current efforts to characterise angiosarcoma subtypes based on molecular and immune profiling. Finally, we highlight promising technologies such as single-cell spatial \"omics\" that may further our understanding of angiosarcoma and propose strategies that can be similarly applied for the study of other rare cancers.
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  • 文章类型: Journal Article
    原理:胶质母细胞瘤(GBM)微环境中肿瘤细胞的异质性对抑制GBM进展提出了复杂的挑战。了解不同GBM细胞亚簇与非肿瘤细胞之间相互作用的具体机制至关重要。方法:在本研究中,我们使用了一种综合方法,整合了神经胶质瘤单细胞和空间转录组学。这使我们能够检查GBM内的分子相互作用和空间定位,专注于特定的肿瘤细胞亚群,GBM亚簇6和M2型肿瘤相关巨噬细胞(M2TAMs)。结果:我们的分析揭示了特定肿瘤细胞亚群之间的显着相关性,GBM簇6和M2型TAM。进一步的体外和体内实验证明了GBM亚簇6中CEBPB转录网络的特定调节作用,M2TAM的招募,和两极分化。这种调节涉及用于巨噬细胞募集的分子如MCP1和用于M2极化的SPP1-整合素αvβ1-Akt信号传导途径。结论:我们的发现不仅加深了我们对M2TAM形成的理解,特别强调了GBM内异质细胞在这一过程中所起的不同作用,同时也为有效控制GBM的恶性进展提供了新的见解。
    Rationale: The heterogeneity of tumor cells within the glioblastoma (GBM) microenvironment presents a complex challenge in curbing GBM progression. Understanding the specific mechanisms of interaction between different GBM cell subclusters and non-tumor cells is crucial. Methods: In this study, we utilized a comprehensive approach integrating glioma single-cell and spatial transcriptomics. This allowed us to examine the molecular interactions and spatial localization within GBM, focusing on a specific tumor cell subcluster, GBM subcluster 6, and M2-type tumor-associated macrophages (M2 TAMs). Results: Our analysis revealed a significant correlation between a specific tumor cell subcluster, GBM cluster 6, and M2-type TAMs. Further in vitro and in vivo experiments demonstrated the specific regulatory role of the CEBPB transcriptional network in GBM subcluster 6, which governs its tumorigenicity, recruitment of M2 TAMs, and polarization. This regulation involves molecules such as MCP1 for macrophage recruitment and the SPP1-Integrin αvβ1-Akt signaling pathway for M2 polarization. Conclusion: Our findings not only deepen our understanding of the formation of M2 TAMs, particularly highlighting the differential roles played by heterogeneous cells within GBM in this process, but also provided new insights for effectively controlling the malignant progression of GBM.
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  • 文章类型: Journal Article
    对免疫疗法的异质性耐药性仍然是癌症治疗中的主要挑战。经常导致疾病进展和死亡。使用TE-seq和匹配的40-plexPhenoCycler组织成像,我们对具有先天抵抗的转移性黑色素瘤患者的肿瘤进行了纵向多模态单细胞分析,获得性抵抗力,或对免疫疗法的反应。我们建立了多模式整合工具包来对齐转录组特征,细胞表位,和空间信息,以提供更深入的了解肿瘤。通过纵向分析,我们确定了一个“免疫稳定”的肿瘤微环境,其特征是肿瘤周围淋巴样聚集体和肿瘤中T细胞的低浸润,以及治疗后MITFSPARCL1和CENPF黑色素瘤亚克隆的出现。B细胞相关特征在淋巴聚集体的分子组成中的富集与更好的存活相关。这些发现为建立微环境细胞相互作用和空间结构的分子组成提供了进一步的见解,可以为治疗干预提供信息。
    Heterogeneous resistance to immunotherapy remains a major challenge in cancer treatment, often leading to disease progression and death. Using CITE-seq and matched 40-plex PhenoCycler tissue imaging, we performed longitudinal multimodal single-cell analysis of tumors from metastatic melanoma patients with innate resistance, acquired resistance, or response to immunotherapy. We established the multimodal integration toolkit to align transcriptomic features, cellular epitopes, and spatial information to provide deeper insights into the tumors. With longitudinal analysis, we identified an \"immune-striving\" tumor microenvironment marked by peri-tumor lymphoid aggregates and low infiltration of T cells in the tumor and the emergence of MITF+SPARCL1+ and CENPF+ melanoma subclones after therapy. The enrichment of B cell-associated signatures in the molecular composition of lymphoid aggregates was associated with better survival. These findings provide further insights into the establishment of microenvironmental cell interactions and molecular composition of spatial structures that could inform therapeutic intervention.
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  • 文章类型: Journal Article
    背景:肝癌(LC)是一种普遍的恶性肿瘤,是全球癌症相关死亡率的主要原因。进行了广泛的研究,以提高患者的治疗效果并制定有效的预防策略,从分子机制到临床干预。单细胞测序,作为一种新颖的生物分析技术,显著促进了对肝癌整体认知和动态变化的理解。然而,在这一具体研究领域缺乏文献计量学分析。因此,本研究的目的是通过文献计量学的方法,对肝癌研究中单细胞测序领域的知识结构和研究热点进行全面概述。
    方法:在科学核心收藏(WoSCC)数据库的网络上搜索了截至2023年12月31日与单细胞测序技术在肝癌研究中的应用有关的出版物。听者,CiteSpace,和R包“bibliometrix”用于进行此文献计量分析。
    结果:共有来自34个国家的331种出版物,主要由中国和美国领导,包括在这项研究中。研究重点是单细胞测序技术在肝癌中的应用,相关出版物的数量逐年增加。参与这一领域的主要研究机构是复旦大学,中山大学,和中国科学院。免疫学和自然通讯前沿是该领域最受欢迎的期刊,而Cell是最常被共同引用的期刊。这些出版物由2799人撰写,范佳和周健发表的论文最多,LlovetJm是最常被共同引用的作者。利用单细胞测序探索肝癌的免疫微环境,以及它在免疫疗法和化疗中的意义,仍然是这个领域的焦点。新兴的研究热点以“基因表达”等关键词为特征,\'预后\',\'肿瘤异质性\',\'免疫调节\',和“肿瘤免疫微环境”。
    结论:这是第一个文献计量学研究,全面总结了单细胞测序在肝癌中应用的研究趋势和进展。这项研究确定了最近的研究前沿和热点方向,为研究人员探索肝癌的景观提供了有价值的参考,了解免疫微环境的组成,利用单细胞测序技术指导和提高肝癌患者的预后。
    BACKGROUND: Liver cancer (LC) is a prevalent malignancy and a leading cause of cancer-related mortality worldwide. Extensive research has been conducted to enhance patient outcomes and develop effective prevention strategies, ranging from molecular mechanisms to clinical interventions. Single-cell sequencing, as a novel bioanalysis technology, has significantly contributed to the understanding of the global cognition and dynamic changes in liver cancer. However, there is a lack of bibliometric analysis in this specific research area. Therefore, the objective of this study is to provide a comprehensive overview of the knowledge structure and research hotspots in the field of single-cell sequencing in liver cancer research through the use of bibliometrics.
    METHODS: Publications related to the application of single-cell sequencing technology to liver cancer research as of December 31, 2023, were searched on the web of science core collection (WoSCC) database. VOSviewers, CiteSpace, and R package \"bibliometrix\" were used to conduct this bibliometric analysis.
    RESULTS: A total of 331 publications from 34 countries, primarily led by China and the United States, were included in this study. The research focuses on the application of single cell sequencing technology to liver cancer, and the number of related publications has been increasing year by year. The main research institutions involved in this field are Fudan University, Sun Yat-Sen University, and the Chinese Academy of Sciences. Frontiers in Immunology and Nature Communications is the most popular journal in this field, while Cell is the most frequently co-cited journal. These publications are authored by 2799 individuals, with Fan Jia and Zhou Jian having the most published papers, and Llovet Jm being the most frequently co-cited author. The use of single cell sequencing to explore the immune microenvironment of liver cancer, as well as its implications in immunotherapy and chemotherapy, remains the central focus of this field. The emerging research hotspots are characterized by keywords such as \'Gene-Expression\', \'Prognosis\', \'Tumor Heterogeneity\', \'Immunoregulation\', and \'Tumor Immune Microenvironment\'.
    CONCLUSIONS: This is the first bibliometric study that comprehensively summarizes the research trends and developments on the application of single cell sequencing in liver cancer. The study identifies recent research frontiers and hot directions, providing a valuable reference for researchers exploring the landscape of liver cancer, understanding the composition of the immune microenvironment, and utilizing single-cell sequencing technology to guide and enhance the prognosis of liver cancer patients.
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  • 文章类型: Journal Article
    使用治疗性免疫调节实现长期疾病控制是一个长期存在的概念,在血液恶性肿瘤中具有悠久的传统。除了异基因造血干细胞移植,继续为其他具有挑战性的诊断提供潜在的治愈性治疗,近年来,在免疫检查点阻断的白血病和淋巴瘤的免疫治疗方面取得了令人印象深刻的进展,双特异性单克隆抗体,和CART细胞疗法。尽管他们取得了成功,无反应,复发,免疫毒性仍然很常见,因此优先阐明潜在机制并确定预测性生物标志物.现在,越来越多的单细胞基因组工具提供了一个系统的免疫学观点,以前所未有的分辨率解决免疫疗法的分子和细胞机制。这里,我们回顾了利用这些技术进步来跟踪免疫反应的最新研究,免疫抗性的出现,和毒性。随着单细胞免疫监测工具的发展和变得更容易获得,我们期望它们广泛用于常规临床应用,以催化更精确的治疗指导个人免疫反应。
    Achieving long-term disease control using therapeutic immunomodulation is a long-standing concept with a strong tradition in blood malignancies. Besides allogeneic hematopoietic stem cell transplantation that continues to provide potentially curative treatment for otherwise challenging diagnoses, recent years have seen impressive progress in immunotherapies for leukemias and lymphomas with immune checkpoint blockade, bispecific monoclonal antibodies, and CAR T cell therapies. Despite their success, non-response, relapse, and immune toxicities remain frequent, thus prioritizing the elucidation of the underlying mechanisms and identifying predictive biomarkers. The increasing availability of single-cell genomic tools now provides a system\'s immunology view to resolve the molecular and cellular mechanisms of immunotherapies at unprecedented resolution. Here, we review recent studies that leverage these technological advancements for tracking immune responses, the emergence of immune resistance, and toxicities. As single-cell immune monitoring tools evolve and become more accessible, we expect their wide adoption for routine clinical applications to catalyze more precise therapeutic steering of personal immune responses.
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  • 文章类型: Journal Article
    全基因组关联研究(GWAS)极大地促进了我们对疾病遗传基础的理解。然而,挑战依然存在,特别是在解释影响疾病相关细胞基因的连锁不平衡中的非编码变体时。解决关键障碍——识别因果变异,发现目标基因,了解他们的网络影响是至关重要的。这个图形审查导航先进的技术,充分利用GWAS未来的治疗突破。
    Genome-wide association studies (GWAS) significantly advanced our understanding of the genetic underpinnings of diseases. However, challenges persist, particularly in interpreting non-coding variants in linkage disequilibrium that affect genes in disease-relevant cells. Addressing key obstacles-identifying causal variants, uncovering target genes, and understanding their network impact-is crucial. This graphical review navigates advanced techniques to fully leverage GWAS for future therapeutic breakthroughs.
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  • 文章类型: Journal Article
    骨髓增生异常肿瘤(MDS)传统上是通过血细胞计数评估来研究的,细胞遗传学,和形态学。近年来,分子检测的引入提高了我们诊断MDS的能力。可测量(最小)残留疾病(MRD)在MDS中的作用正在演变,分子和流式细胞术技术已用于多项研究。在这次审查中,我们将强调MDS中MRD的不断发展的概念,概述所使用的各种技术,并概述报告MRD的研究以及与结局的相关性。
    Myelodysplastic Neoplasms (MDS) have been traditionally studied through the assessment of blood counts, cytogenetics, and morphology. In recent years, the introduction of molecular assays has improved our ability to diagnose MDS. The role of Measurable (minimal) Residual Disease (MRD) in MDS is evolving, and molecular and flow cytometry techniques have been used in several studies. In this review, we will highlight the evolving concept of MRD in MDS, outline the various techniques utilized, and provide an overview of the studies reporting MRD and the correlation with outcomes.
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  • 文章类型: Journal Article
    端粒作为线性染色体的保护性末端,由端粒酶(TERT)合成。极短的端粒基本上有助于衰老相关疾病,并且与称为端粒病的广谱病症相关。在心肌细胞中,端粒长度与心肌病密切相关,但端粒短是该疾病的原因还是结果仍然不明确。在这项研究中,我们使用诱导型CRISPri人诱导多能干细胞(hiPSC)细胞系沉默TERT表达,从而能够产生具有长端粒和短端粒的hiPSC和hiPSC衍生的心肌细胞.hiPSC的端粒酶活性降低和端粒长度缩短诱导与心脏发育途径相关的整体转录组变化。因此,向心肌细胞的分化潜能严重受损,单细胞RNA测序显示端粒最短的细胞向更平滑肌细胞样的身份转变.心肌细胞功能不良和对压力敏感性增加与端粒缩短的程度直接相关。我们的数据共同证明了TERT依赖性心肌分化缺陷,强调CRISPRiTERThiPSCs模型是一个强大的平台,可以研究心脏和端粒病变中短端粒的机制和后果。
    Telomeres as the protective ends of linear chromosomes, are synthesized by the enzyme telomerase (TERT). Critically short telomeres essentially contribute to aging-related diseases and are associated with a broad spectrum of disorders known as telomeropathies. In cardiomyocytes, telomere length is strongly correlated with cardiomyopathies but it remains ambiguous whether short telomeres are the cause or the result of the disease. In this study, we employed an inducible CRISPRi human induced pluripotent stem cell (hiPSC) line to silence TERT expression enabling the generation of hiPSCs and hiPSC-derived cardiomyocytes with long and short telomeres. Reduced telomerase activity and shorter telomere lengths of hiPSCs induced global transcriptomic changes associated with cardiac developmental pathways. Consequently, the differentiation potential towards cardiomyocytes was strongly impaired and single cell RNA sequencing revealed a shift towards a more smooth muscle cell like identity in the cells with the shortest telomeres. Poor cardiomyocyte function and increased sensitivity to stress directly correlated with the extent of telomere shortening. Collectively our data demonstrates a TERT dependent cardiomyogenic differentiation defect, highlighting the CRISPRi TERT hiPSCs model as a powerful platform to study the mechanisms and consequences of short telomeres in the heart and also in the context of telomeropathies.
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  • 文章类型: Journal Article
    背景:越来越多的研究表明,髓核细胞(NPC)的退变是椎间盘退变(IVDD)进展的关键部分。然而,关于人类退化NPC中单细胞转录组对比的研究相对较少。此外,尚未阐明人类变性髓核细胞中Wnt/Ca2信号传导的差异。本研究旨在研究Wnt/Ca2+信号通路在人类正常和变性髓核细胞中的差异表达,并试图探讨其机制。
    方法:我们使用先前发表的发现进行了生物信息学分析,以构建正常和变性髓核的单细胞表达谱。然后,使用深入的差异分析来表征人类正常和变性髓核细胞之间Wnt/Ca2信号通路的表达。
    结果:将获得的细胞数据分为五个不同的软骨细胞簇,其中软骨细胞4和软骨细胞5在退变的髓核组织中占很高的比例,但很少在正常的髓核组织。Wnt/Ca2+信号通路内相关基因,比如WNT5B,FZD1,PLC(PLCB1),CaN(PPP3CA)和NAFATC1主要存在于来自变性髓核组织的软骨细胞3、软骨细胞4和软骨细胞5中。此外,作为激活Wnt信号通路的受体,LRP5主要在变性髓核细胞的软骨细胞5中高表达。六个基因,ANGPTL4,PTGES,IGFBP3、GDF15、TRIB3和TNFRSF10B,与细胞凋亡和炎症反应有关,并广泛存在于软骨细胞4和软骨细胞5中,可能与髓核细胞的退变密切相关。
    结论:单细胞RNA测序显示Wnt/Ca2+信号在人正常和变性髓核细胞中的差异表达,这种差异表达可能与变性髓核细胞中软骨细胞4和软骨细胞5的丰度密切相关。在变性的髓核细胞中,LRP5激活Wnt5B,通过调节Wnt/Ca2+信号通路促进髓核细胞凋亡和炎症反应,从而促进椎间盘退变。软骨细胞4中的ANGPTL4、IGFBP3、PTGES和软骨细胞5中的TRIB3、GDF15、TNFRSF10B可能在此过程中起重要作用。
    BACKGROUND: Increasing studies have shown degeneration of nucleus pulposus cells (NPCs) as an critical part of the progression of intervertebral disc degeneration (IVDD). However, there are relatively few studies on single-cell transcriptome contrasts in human degenerated NPCs. Moreover, differences in Wnt/Ca2+ signaling in human degenerated nucleus pulposus cells have not been elucidated. The aim of this study is to investigate the differential expression of Wnt/Ca2+ signaling pathway between normal and degenerated nucleus pulposus cells in humans and try to investigate its mechanism.
    METHODS: We performed bioinformatics analysis using our previously published findings to construct single cell expression profiles of normal and degenerated nucleus pulposus. Then, in-depth differential analysis was used to characterize the expression of Wnt/Ca2+ signaling pathway between normal and degenerated nucleus pulposus cells in humans.
    RESULTS: The obtained cell data were clustered into five different chondrocytes clusters, which chondrocyte 4 and chondrocyte 5 mainly accounted for a high proportion in degenerated nucleus pulposus tissues, but rarely in normal nucleus pulposus tissues. Genes associated within the Wnt/Ca2+ signaling pathway, such as Wnt5B, FZD1, PLC (PLCB1), CaN (PPP3CA) and NAFATC1 are mainly present in chondrocyte 3, chondrocyte 4 and chondrocyte 5 from degenerated nucleus pulposus tissues. In addition, as a receptor that activates Wnt signaling pathway, LRP5 is mainly highly expressed in chondrocyte 5 of degenerated nucleus pulposus cells. Six genes, ANGPTL4, PTGES, IGFBP3, GDF15, TRIB3 and TNFRSF10B, which are associated with apoptosis and inflammatory responses, and are widespread in chondrocyte 4 and chondrocyte 5, may be closely related to degenerative of nucleus pulposus cells.
    CONCLUSIONS: Single-cell RNA sequencing revealed differential expression of Wnt/Ca2+ signaling in human normal and degenerated nucleus pulposus cells, and this differential expression may be closely related to the abundance of chondrocyte 4 and chondrocyte 5 in degenerated nucleus pulposus cells. In degenerated nucleus pulposus cells, LRP5 activate Wnt5B, which promotes nucleus pulposus cell apoptosis and inflammatory response by regulating the Wnt/Ca2+ signaling pathway, thereby promoting disc degeneration. ANGPTL4, IGFBP3, PTGES in chondrocyte 4 and TRIB3, GDF15, TNFRSF10B in chondrocyte 5 may play an important role in this process.
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  • 文章类型: Journal Article
    背景:在免疫治疗时代,肿瘤的高度异质性和肿瘤微环境(TME)的复杂性极大地影响了肿瘤的发展和癌症的预后。在这项研究中,我们旨在描绘肺腺癌(LUAD)的单细胞特征景观,并开发出整合肿瘤异质性和TME的综合特征,用于预后分层。
    方法:对来自14例LUAD患者的肿瘤组织和匹配的正常组织进行单细胞标记逆转录测序(STRT-seq),用于免疫景观描述和候选关键基因选择用于签名构建。进行Kaplan-Meier存活分析和体外细胞实验以确认基因功能。获得了来自11个独立队列的1949名患者的转录组学概况,其中包括9个公共数据集和2个内部队列用于验证。
    结果:我们选择了11个与细胞间相互作用密切相关的关键基因,肿瘤发展,T细胞表型转化,和Ma/Mo细胞分布,包括HLA-DPB1,FAM83A,ITGB4,OAS1,FHL2,S100P,FSCN1,SFTPD,SPP1,DBH-AS1,CST3,并建立了整合的11个基因签名,将患者分为高评分或低评分组,以评估预后的好坏。此外,通过11个独立的队列验证了签名的预后预测效能,免疫治疗预测效能也通过我们接受免疫治疗治疗的内部队列得到验证.此外,体外细胞实验和药物敏感性预测进一步证实了该特征在整个RNA谱谱中的基因功能和普适性.
    结论:这种单细胞特征的11个基因标记可能为预后分层和治疗选择提供潜在指导。
    背景:国家重点研发项目(2022YFC2505004,2022YFC2505000至Z.W.和J.W.)提供了对该研究的支持,北京市自然科学基金(7242114,J.X.),国家自然科学基金(82102886,J.X.,81871889和82072586至Z.W.),北京新星计划(20220484119至J.X.),国家自然科学基金总纲(J.W.82272796),国家自然科学基金专项计划(J.W.82241229),CAMS医学创新基金(2021-1-I2M-012,2022-I2M-1-009至Z.W.和J.W.),北京市自然科学基金(7212084至Z.W.),CAMS肺癌转化研究重点实验室(2018PT31035至J.W.),爱友基金会(KY201701toJ.W.)。中国医学科学院肿瘤医院肿瘤内科重点基金(CICAMS-MOCP2022003toJ.X.).
    BACKGROUND: The high heterogeneity of tumour and the complexity of tumour microenvironment (TME) greatly impacted the tumour development and the prognosis of cancer in the era of immunotherapy. In this study, we aimed to portray the single cell-characterised landscape of lung adenocarcinoma (LUAD), and develop an integrated signature incorporating both tumour heterogeneity and TME for prognosis stratification.
    METHODS: Single-cell tagged reverse transcription sequencing (STRT-seq) was performed on tumour tissues and matched normal tissues from 14 patients with LUAD for immune landscape depiction and candidate key genes selection for signature construction. Kaplan-Meier survival analyses and in-vitro cell experiments were conducted to confirm the gene functions. The transcriptomic profile of 1949 patients from 11 independent cohorts including nine public datasets and two in-house cohorts were obtained for validation.
    RESULTS: We selected 11 key genes closely related to cell-to-cell interaction, tumour development, T cell phenotype transformation, and Ma/Mo cell distribution, including HLA-DPB1, FAM83A, ITGB4, OAS1, FHL2, S100P, FSCN1, SFTPD, SPP1, DBH-AS1, CST3, and established an integrated 11-gene signature, stratifying patients to High-Score or Low-Score group for better or worse prognosis. Moreover, the prognostically-predictive potency of the signature was validated by 11 independent cohorts, and the immunotherapeutic predictive potency was also validated by our in-house cohort treated by immunotherapy. Additionally, the in-vitro cell experiments and drug sensitivity prediction further confirmed the gene function and generalizability of this signature across the entire RNA profile spectrum.
    CONCLUSIONS: This single cell-characterised 11-gene signature might offer insights for prognosis stratification and potential guidance for treatment selection.
    BACKGROUND: Support for the study was provided by National key research and development project (2022YFC2505004, 2022YFC2505000 to Z.W. and J.W.), Beijing Natural Science Foundation (7242114 to J.X.), National Natural Science Foundation of China of China (82102886 to J.X., 81871889 and 82072586 to Z.W.), Beijing Nova Program (20220484119 to J.X.), NSFC general program (82272796 to J.W.), NSFC special program (82241229 to J.W.), CAMS Innovation Fund for Medical Sciences (2021-1-I2M-012, 2022-I2M-1-009 to Z.W. and J.W.), Beijing Natural Science Foundation (7212084 to Z.W.), CAMS Key lab of translational research on lung cancer (2018PT31035 to J.W.), Aiyou Foundation (KY201701 to J.W.). Medical Oncology Key Foundation of Cancer Hospital Chinese Academy of Medical Sciences (CICAMS-MOCP2022003 to J.X.).
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