• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

空间转录组学揭示了甲状腺乳头状癌微环境中与预后相关的细胞异质性。

Spatial transcriptomics reveals prognosis-associated cellular heterogeneity in the papillary thyroid carcinoma microenvironment.

机构信息

Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China.

Chronic Disease Laboratory, Institutes for Life Sciences, South China University of Technology, Guangzhou, China.

出版信息

Clin Transl Med. 2024 Mar;14(3):e1594. doi: 10.1002/ctm2.1594.

DOI:10.1002/ctm2.1594
PMID:38426403
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10905537/
Abstract

BACKGROUND

Papillary thyroid carcinoma (PTC) is the most common malignant endocrine tumour, and its incidence and prevalence are increasing considerably. Cellular heterogeneity in the tumour microenvironment is important for PTC prognosis. Spatial transcriptomics is a powerful technique for cellular heterogeneity study.

METHODS

In conjunction with a clinical pathologist identification method, spatial transcriptomics was employed to characterise the spatial location and RNA profiles of PTC-associated cells within the tissue sections. The spatial RNA-clinical signature genes for each cell type were extracted and applied to outlining the distribution regions of specific cells on the entire section. The cellular heterogeneity of each cell type was further revealed by ContourPlot analysis, monocle analysis, trajectory analysis, ligand-receptor analysis and Gene Ontology enrichment analysis.

RESULTS

The spatial distribution region of tumour cells, typical and atypical follicular cells (FCs and AFCs) and immune cells were accurately and comprehensively identified in all five PTC tissue sections. AFCs were identified as a transitional state between FCs and tumour cells, exhibiting a higher resemblance to the latter. Three tumour foci were shared among all patients out of the 13 observed. Notably, tumour foci No. 2 displayed elevated expression levels of genes associated with lower relapse-free survival in PTC patients. We discovered key ligand-receptor interactions, including LAMB3-ITGA2, FN1-ITGA3 and FN1-SDC4, involved in the transition of PTC cells from FCs to AFCs and eventually to tumour cells. High expression of these patterns correlated with reduced relapse-free survival. In the tumour immune microenvironment, reduced interaction between myeloid-derived TGFB1 and TGFBR1 in tumour focus No. 2 contributed to tumourigenesis and increased heterogeneity. The spatial RNA-clinical analysis method developed here revealed prognosis-associated cellular heterogeneity in the PTC microenvironment.

CONCLUSIONS

The occurrence of tumour foci No. 2 and three enhanced ligand-receptor interactions in the AFC area/tumour foci reduced the relapse-free survival of PTC patients, potentially leading to improved prognostic strategies and targeted therapies for PTC patients.

摘要

背景

甲状腺乳头状癌(PTC)是最常见的恶性内分泌肿瘤,其发病率和患病率显著增加。肿瘤微环境中的细胞异质性对 PTC 的预后很重要。空间转录组学是研究细胞异质性的强大技术。

方法

结合临床病理学家的鉴定方法,利用空间转录组学来描述组织切片中 PTC 相关细胞的空间位置和 RNA 谱。提取每个细胞类型的空间 RNA-临床特征基因,并应用于勾勒出整个切片上特定细胞的分布区域。通过 ContourPlot 分析、monocle 分析、轨迹分析、配体-受体分析和基因本体论富集分析,进一步揭示了每个细胞类型的细胞异质性。

结果

在所有五例 PTC 组织切片中,准确全面地鉴定了肿瘤细胞、典型和非典型滤泡细胞(FCs 和 AFCs)和免疫细胞的空间分布区域。AFCs 被鉴定为 FCs 和肿瘤细胞之间的过渡状态,与后者更为相似。在观察到的 13 个肿瘤病灶中,有 3 个肿瘤病灶在所有患者中共享。值得注意的是,2 号肿瘤病灶显示出与 PTC 患者无复发生存率降低相关的基因表达水平升高。我们发现了关键的配体-受体相互作用,包括 LAMB3-ITGA2、FN1-ITGA3 和 FN1-SDC4,这些相互作用涉及 PTC 细胞从 FCs 向 AFCs 再向肿瘤细胞的转变。这些模式的高表达与无复发生存率降低相关。在肿瘤免疫微环境中,2 号肿瘤病灶中髓系衍生的 TGFB1 和 TGFBR1 之间的相互作用减少导致肿瘤发生和异质性增加。这里开发的空间 RNA-临床分析方法揭示了 PTC 微环境中与预后相关的细胞异质性。

结论

2 号肿瘤病灶的发生和 AFC 区/肿瘤病灶中三个增强的配体-受体相互作用降低了 PTC 患者的无复发生存率,可能为 PTC 患者提供了改进的预后策略和靶向治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/7d5ebb737dee/CTM2-14-e1594-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/14bbbc0600e6/CTM2-14-e1594-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/3f15c6dac229/CTM2-14-e1594-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/50f13a411338/CTM2-14-e1594-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/7434f35800a0/CTM2-14-e1594-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/f9dfc8e43ff0/CTM2-14-e1594-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/eb809bca3ab5/CTM2-14-e1594-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/7d5ebb737dee/CTM2-14-e1594-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/14bbbc0600e6/CTM2-14-e1594-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/3f15c6dac229/CTM2-14-e1594-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/50f13a411338/CTM2-14-e1594-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/7434f35800a0/CTM2-14-e1594-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/f9dfc8e43ff0/CTM2-14-e1594-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/eb809bca3ab5/CTM2-14-e1594-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bdc1/10905537/7d5ebb737dee/CTM2-14-e1594-g008.jpg

相似文献

1
Spatial transcriptomics reveals prognosis-associated cellular heterogeneity in the papillary thyroid carcinoma microenvironment.空间转录组学揭示了甲状腺乳头状癌微环境中与预后相关的细胞异质性。
Clin Transl Med. 2024 Mar;14(3):e1594. doi: 10.1002/ctm2.1594.
2
Identification of ferroptosis genes in immune infiltration and prognosis in thyroid papillary carcinoma using network analysis.利用网络分析鉴定甲状腺乳头状癌免疫浸润和预后中的铁死亡基因
BMC Genomics. 2021 Jul 27;22(1):576. doi: 10.1186/s12864-021-07895-6.
3
Integrated analysis of tumor microenvironment features to establish a diagnostic model for papillary thyroid cancer using bulk and single-cell RNA sequencing technology.基于 bulk 和单细胞 RNA 测序技术的肿瘤微环境特征综合分析,建立甲状腺乳头状癌的诊断模型。
J Cancer Res Clin Oncol. 2023 Dec;149(18):16837-16850. doi: 10.1007/s00432-023-05420-8. Epub 2023 Sep 21.
4
Tumor Mutation Burden Predicts Relapse in Papillary Thyroid Carcinoma With Changes in Genes and Immune Microenvironment.肿瘤突变负荷通过基因和免疫微环境变化预测甲状腺乳头状癌复发
Front Endocrinol (Lausanne). 2021 Jun 23;12:674616. doi: 10.3389/fendo.2021.674616. eCollection 2021.
5
Single-Cell Transcriptome Analysis Reveals Inter-Tumor Heterogeneity in Bilateral Papillary Thyroid Carcinoma.单细胞转录组分析揭示双侧甲状腺乳头状癌的肿瘤间异质性。
Front Immunol. 2022 Apr 20;13:840811. doi: 10.3389/fimmu.2022.840811. eCollection 2022.
6
TREM2 Is a Prognostic Biomarker and Correlated with an Immunosuppressive Microenvironment in Thyroid Cancer.TREM2 是甲状腺癌的预后生物标志物,并与免疫抑制微环境相关。
Dis Markers. 2022 Nov 16;2022:1807386. doi: 10.1155/2022/1807386. eCollection 2022.
7
Genome-wide scanning for CHD1L gene in papillary thyroid carcinoma complicated with type 2 diabetes mellitus.甲状腺乳头状癌合并2型糖尿病中CHD1L基因的全基因组扫描
Clin Transl Oncol. 2021 Dec;23(12):2536-2547. doi: 10.1007/s12094-021-02656-z. Epub 2021 Jul 10.
8
Interactions between LAMP3+ dendritic cells and T-cell subpopulations promote immune evasion in papillary thyroid carcinoma.LAMP3+ 树突状细胞与 T 细胞亚群之间的相互作用促进甲状腺乳头状癌的免疫逃逸。
J Immunother Cancer. 2024 May 30;12(5):e008983. doi: 10.1136/jitc-2024-008983.
9
ALDH5A1 acts as a tumour promoter and has a prognostic impact in papillary thyroid carcinoma.醛脱氢酶5A1(ALDH5A1)作为一种肿瘤促进因子,对甲状腺乳头状癌具有预后影响。
Cell Biochem Funct. 2021 Mar;39(2):317-325. doi: 10.1002/cbf.3584. Epub 2020 Sep 2.
10
Identification of gene co-expression modules and hub genes associated with lymph node metastasis of papillary thyroid cancer.鉴定与甲状腺乳头状癌淋巴结转移相关的基因共表达模块和枢纽基因。
Endocrine. 2019 Dec;66(3):573-584. doi: 10.1007/s12020-019-02021-9. Epub 2019 Jul 22.

引用本文的文献

1
Machine learning-driven multi-omics analysis identifies a prognostic gene signature associated with programmed cell death and metabolism in hepatocellular carcinoma.机器学习驱动的多组学分析鉴定出与肝细胞癌程序性细胞死亡和代谢相关的预后基因特征。
Biol Proced Online. 2025 Aug 9;27(1):29. doi: 10.1186/s12575-025-00286-1.
2
Identification of prognostic genes related to T cell proliferation in papillary thyroid cancer based on single-cell RNA sequencing and bulk RNA sequencing data.基于单细胞RNA测序和批量RNA测序数据鉴定与甲状腺乳头状癌中T细胞增殖相关的预后基因
Clin Exp Med. 2025 Aug 2;25(1):273. doi: 10.1007/s10238-025-01826-5.
3

本文引用的文献

1
Epithelial cells activate fibroblasts to promote esophageal cancer development.上皮细胞激活成纤维细胞促进食管癌的发展。
Cancer Cell. 2023 May 8;41(5):903-918.e8. doi: 10.1016/j.ccell.2023.03.001. Epub 2023 Mar 23.
2
Spatial transcriptomics reveals niche-specific enrichment and vulnerabilities of radial glial stem-like cells in malignant gliomas.空间转录组学揭示了恶性神经胶质瘤中放射状胶质干细胞样细胞的龛位特异性富集和脆弱性。
Nat Commun. 2023 Feb 23;14(1):1028. doi: 10.1038/s41467-023-36707-6.
3
Distinct molecular subtypes of papillary thyroid carcinoma and gene signature with diagnostic capability.
Current Bioinformatics Tools in Precision Oncology.
精准肿瘤学中的当前生物信息学工具
MedComm (2020). 2025 Jul 9;6(7):e70243. doi: 10.1002/mco2.70243. eCollection 2025 Jul.
4
Spatial Transcriptomics in Thyroid Cancer: Applications, Limitations, and Future Perspectives.甲状腺癌中的空间转录组学:应用、局限性及未来展望
Cells. 2025 Jun 19;14(12):936. doi: 10.3390/cells14120936.
5
Hypoxia-induced RHCG as a key regulator in psoriasis and its modulation by secukinumab.缺氧诱导的RHCG作为银屑病的关键调节因子及其被司库奇尤单抗的调节作用
APL Bioeng. 2025 May 9;9(2):026115. doi: 10.1063/5.0250742. eCollection 2025 Jun.
6
Detection of mRNA Transcript Variants.mRNA转录变体的检测
Genes (Basel). 2025 Mar 16;16(3):343. doi: 10.3390/genes16030343.
7
Identification of GJC1 as a novel diagnostic marker for papillary thyroid carcinoma using weighted gene co-expression network analysis and machine learning algorithm.使用加权基因共表达网络分析和机器学习算法鉴定GJC1作为甲状腺乳头状癌的新型诊断标志物
Discov Oncol. 2025 Mar 17;16(1):339. doi: 10.1007/s12672-025-02137-7.
8
Preoperative circulating tumor cells level is associated with lymph node metastasis in patients with unifocal papillary thyroid carcinoma.术前循环肿瘤细胞水平与单灶性乳头状甲状腺癌患者的淋巴结转移相关。
World J Surg Oncol. 2025 Feb 11;23(1):47. doi: 10.1186/s12957-025-03702-8.
9
New Horizons of Biomarkers in Metastatic Thyroid Cancer.转移性甲状腺癌生物标志物的新视野
J Cancer. 2025 Jan 1;16(1):241-264. doi: 10.7150/jca.101395. eCollection 2025.
10
Causal effects of thyroid volume change on thyroid disease: a Mendelian randomization study.甲状腺体积变化对甲状腺疾病的因果效应:一项孟德尔随机化研究。
Gland Surg. 2024 Nov 30;13(11):2163-2173. doi: 10.21037/gs-24-441. Epub 2024 Nov 26.
甲状腺乳头癌的不同分子亚型和具有诊断能力的基因特征。
Oncogene. 2022 Nov;41(47):5121-5132. doi: 10.1038/s41388-022-02499-0. Epub 2022 Oct 17.
4
Computational solutions for spatial transcriptomics.空间转录组学的计算解决方案。
Comput Struct Biotechnol J. 2022 Sep 1;20:4870-4884. doi: 10.1016/j.csbj.2022.08.043. eCollection 2022.
5
Thyroid Carcinoma, Version 2.2022, NCCN Clinical Practice Guidelines in Oncology.甲状腺癌临床实践指南(NCCN 指南)2022 年第 2 版。
J Natl Compr Canc Netw. 2022 Aug;20(8):925-951. doi: 10.6004/jnccn.2022.0040.
6
Spatially resolved multi-omics deciphers bidirectional tumor-host interdependence in glioblastoma.空间分辨多组学解析胶质母细胞瘤中肿瘤-宿主的双向相互依赖关系。
Cancer Cell. 2022 Jun 13;40(6):639-655.e13. doi: 10.1016/j.ccell.2022.05.009.
7
Spatially informed cell-type deconvolution for spatial transcriptomics.基于空间转录组学的空间信息细胞类型去卷积
Nat Biotechnol. 2022 Sep;40(9):1349-1359. doi: 10.1038/s41587-022-01273-7. Epub 2022 May 2.
8
Advances in mixed cell deconvolution enable quantification of cell types in spatial transcriptomic data.混合细胞去卷积技术的进展使对空间转录组数据中细胞类型的定量成为可能。
Nat Commun. 2022 Jan 19;13(1):385. doi: 10.1038/s41467-022-28020-5.
9
Hallmarks of Cancer: New Dimensions.癌症的特征:新视角。
Cancer Discov. 2022 Jan;12(1):31-46. doi: 10.1158/2159-8290.CD-21-1059.
10
Comprehensive analysis of spatial architecture in primary liver cancer.原发性肝癌空间结构的综合分析
Sci Adv. 2021 Dec 17;7(51):eabg3750. doi: 10.1126/sciadv.abg3750.