• 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

综合分子和组织学分析定义了食管鳞癌的亚型。

The integrated molecular and histological analysis defines subtypes of esophageal squamous cell carcinoma.

机构信息

Department of Pathology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, People's Republic of China.

Department of Molecular Pathology, The Affiliated Cancer Hospital of Zhengzhou University & Henan Cancer Hospital, Zhengzhou, 450008, People's Republic of China.

出版信息

Nat Commun. 2024 Oct 18;15(1):8988. doi: 10.1038/s41467-024-53164-x.

DOI:10.1038/s41467-024-53164-x
PMID:
39419971
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11487165/
Abstract

Esophageal squamous cell carcinoma (ESCC) is highly heterogeneous. Our understanding of full molecular and immune landscape of ESCC remains limited, hindering the development of personalised therapeutic strategies. To address this, we perform genomic-transcriptomic characterizations and AI-aided histopathological image analysis of 120 Chinese ESCC patients. Here we show that ESCC can be categorized into differentiated, metabolic, immunogenic and stemness subtypes based on bulk and single-cell RNA-seq, each exhibiting specific molecular and histopathological features based on an amalgamated deep-learning model. The stemness subgroup with signature genes, such as WFDC2, SFRP1, LGR6 and VWA2, has the poorest prognosis and is associated with downregulated immune activities, a high frequency of EP300 mutation/activation, functional mutation enrichment in Wnt signalling and the highest level of intratumoural heterogeneity. The immune profiling by transcriptomics and immunohistochemistry reveals ESCC cells overexpress natural killer cell markers XCL1 and CD160 as immune evasion. Strikingly, XCL1 expression also affects the sensitivity of ESCC cells to common chemotherapy drugs. This study opens avenues for ESCC treatment and provides a valuable public resource to better understand ESCC.

摘要

食管鳞状细胞癌(ESCC)具有高度异质性。我们对 ESCC 完整的分子和免疫景观的理解仍然有限,这阻碍了个性化治疗策略的发展。为了解决这个问题,我们对 120 名中国 ESCC 患者进行了基因组-转录组特征分析和人工智能辅助的组织病理学图像分析。在这里,我们展示了 ESCC 可以根据 bulk 和单细胞 RNA-seq 分为分化型、代谢型、免疫原性和干性亚型,每个亚型根据融合的深度学习模型都具有特定的分子和组织病理学特征。具有 WFDC2、SFRP1、LGR6 和 VWA2 等标志性基因的干性亚组预后最差,与免疫活性下调、EP300 突变/激活频率高、Wnt 信号通路功能突变富集以及肿瘤内异质性水平最高有关。通过转录组学和免疫组织化学进行的免疫分析显示,ESCC 细胞过度表达自然杀伤细胞标记物 XCL1 和 CD160 作为免疫逃逸。引人注目的是,XCL1 的表达也影响 ESCC 细胞对常见化疗药物的敏感性。这项研究为 ESCC 的治疗开辟了新途径,并提供了一个有价值的公共资源,以更好地理解 ESCC。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/8299919bc627/41467_2024_53164_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/7f0e8cae0170/41467_2024_53164_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/f36b2f6a5693/41467_2024_53164_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/12cf6b6b07cd/41467_2024_53164_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/1d19d50633b2/41467_2024_53164_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/8299919bc627/41467_2024_53164_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/7f0e8cae0170/41467_2024_53164_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/f36b2f6a5693/41467_2024_53164_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/12cf6b6b07cd/41467_2024_53164_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/1d19d50633b2/41467_2024_53164_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9451/11487165/8299919bc627/41467_2024_53164_Fig5_HTML.jpg

相似文献

1
The integrated molecular and histological analysis defines subtypes of esophageal squamous cell carcinoma.综合分子和组织学分析定义了食管鳞癌的亚型。
Nat Commun. 2024 Oct 18;15(1):8988. doi: 10.1038/s41467-024-53164-x.
2
Spatial transcriptome profiling identifies DTX3L and BST2 as key biomarkers in esophageal squamous cell carcinoma tumorigenesis.空间转录组分析确定DTX3L和BST2为食管鳞状细胞癌肿瘤发生中的关键生物标志物。
Genome Med. 2024 Dec 18;16(1):148. doi: 10.1186/s13073-024-01422-4.
3
Comprehensive Analysis of PD-L1 Expression, Immune Infiltrates, and m6A RNA Methylation Regulators in Esophageal Squamous Cell Carcinoma.食管鳞癌中 PD-L1 表达、免疫浸润与 m6A RNA 甲基化调控因子的综合分析
Front Immunol. 2021 May 12;12:669750. doi: 10.3389/fimmu.2021.669750. eCollection 2021.
4
Multi-omics analysis unveils a four-gene prognostic signature in esophageal squamous carcinoma and the therapeutic potential of PKP1.多组学分析揭示了食管鳞状细胞癌中的四基因预后特征以及PKP1的治疗潜力。
BMC Cancer. 2025 Apr 25;25(1):777. doi: 10.1186/s12885-025-14150-8.
5
SECTM1 acts as an immune-related biomarker of poor prognosis and promotes cancer progression by modulating M2 macrophage polarization in esophageal squamous cell carcinoma.SECTM1作为预后不良的免疫相关生物标志物,并通过调节食管鳞状细胞癌中M2巨噬细胞极化促进癌症进展。
Front Immunol. 2025 Jan 29;16:1507227. doi: 10.3389/fimmu.2025.1507227. eCollection 2025.
6
Unveiling SSR4: a promising biomarker in esophageal squamous cell carcinoma.揭示SSR4:食管鳞状细胞癌中有前景的生物标志物。
Front Immunol. 2025 Feb 24;16:1544154. doi: 10.3389/fimmu.2025.1544154. eCollection 2025.
7
CCL2-CCR2 axis recruits tumor associated macrophages to induce immune evasion through PD-1 signaling in esophageal carcinogenesis.CCL2-CCR2 轴通过 PD-1 信号招募肿瘤相关巨噬细胞诱导免疫逃逸在食管癌变中。
Mol Cancer. 2020 Feb 27;19(1):41. doi: 10.1186/s12943-020-01165-x.
8
Single-Cell Transcriptomics Reveals STAT1 Drives LHPP Downregulation in Esophageal Squamous Cell Carcinoma Progression.单细胞转录组学揭示 STAT1 驱动食管鳞癌进展中 LHPP 的下调。
Technol Cancer Res Treat. 2024 Jan-Dec;23:15330338241293485. doi: 10.1177/15330338241293485.
9
A novel fatty acid metabolism-related signature identifies MUC4 as a novel therapy target for esophageal squamous cell carcinoma.一种新型脂肪酸代谢相关特征可鉴定 MUC4 为食管鳞癌的新型治疗靶点。
Sci Rep. 2024 May 30;14(1):12476. doi: 10.1038/s41598-024-62917-z.
10
Integrated transcriptomics explored the cancer-promoting genes CDKN3 in esophageal squamous cell cancer.整合转录组学研究了食管癌中促进癌症的基因 CDKN3。
J Cardiothorac Surg. 2021 May 27;16(1):148. doi: 10.1186/s13019-021-01534-7.

引用本文的文献

1
CircRNAs: functions and emerging roles in cancer and immunotherapy.环状RNA:在癌症与免疫治疗中的功能及新作用
BMC Med. 2025 Aug 15;23(1):477. doi: 10.1186/s12916-025-04306-5.
2
An effective multistage mouse model of esophageal carcinogenesis for preclinical and computational pathology applications.一种用于临床前和计算病理学应用的有效的多阶段食管癌发生小鼠模型。
Neoplasia. 2025 Aug 6;68:101217. doi: 10.1016/j.neo.2025.101217.
3
MFAP2 promotes the progress of esophageal squamous cell carcinoma by enhancing PTGS2 signaling.MFAP2通过增强PTGS2信号传导促进食管鳞状细胞癌的进展。

本文引用的文献

1
Single-cell transcriptomics reveals immune suppression and cell states predictive of patient outcomes in rhabdomyosarcoma.单细胞转录组学揭示了横纹肌肉瘤中免疫抑制和预测患者结局的细胞状态。
Nat Commun. 2023 May 27;14(1):3074. doi: 10.1038/s41467-023-38886-8.
2
Pan-cancer integrative histology-genomic analysis via multimodal deep learning.基于多模态深度学习的泛癌综合组织学-基因组分析。
Cancer Cell. 2022 Aug 8;40(8):865-878.e6. doi: 10.1016/j.ccell.2022.07.004.
3
Dissecting esophageal squamous-cell carcinoma ecosystem by single-cell transcriptomic analysis.
J Cancer. 2025 Jun 18;16(9):2846-2856. doi: 10.7150/jca.106659. eCollection 2025.
4
SNRPB2: a prognostic biomarker and oncogenic driver in esophageal cancer via β-catenin/c-Myc signaling.SNRPB2:一种通过β-连环蛋白/c-Myc信号通路在食管癌中作为预后生物标志物和致癌驱动因子。
Front Oncol. 2025 Apr 15;15:1536473. doi: 10.3389/fonc.2025.1536473. eCollection 2025.
5
Machine learning technique-based four-autoantibody test for early detection of esophageal squamous cell carcinoma: a multicenter, retrospective study with a nested case-control study.基于机器学习技术的四种自身抗体检测用于食管癌早期诊断:一项多中心回顾性研究及嵌套病例对照研究
BMC Med. 2025 Apr 23;23(1):235. doi: 10.1186/s12916-025-04066-2.
6
CircPRKCA facilitates esophageal squamous cell carcinoma metastasis via m5C-dependent CSF2 mRNA stabilization.环状PRKCA通过m5C依赖的CSF2 mRNA稳定性促进食管鳞状细胞癌转移。
J Transl Med. 2025 Apr 1;23(1):385. doi: 10.1186/s12967-025-06395-5.
7
Integrated Analysis of Single-Cell and Bulk RNA Sequencing Reveals HSD3B7 as a Prognostic Biomarker and Potential Therapeutic Target in ccRCC.单细胞与批量RNA测序的综合分析揭示HSD3B7作为ccRCC的预后生物标志物和潜在治疗靶点
Int J Mol Sci. 2024 Dec 1;25(23):12929. doi: 10.3390/ijms252312929.
8
Pre-Surgical Endoscopic Biopsies Are Representative of Esophageal and Esophago-Gastric Junction Adenocarcinoma Histologic Classes and Survival Risk.术前内镜活检可代表食管及食管胃交界腺癌的组织学类型和生存风险。
Cancers (Basel). 2024 Dec 2;16(23):4045. doi: 10.3390/cancers16234045.
单细胞转录组分析解析食管鳞状细胞癌生态系统。
Nat Commun. 2021 Sep 6;12(1):5291. doi: 10.1038/s41467-021-25539-x.
4
Single-cell RNA sequencing reveals the epithelial cell heterogeneity and invasive subpopulation in human bladder cancer.单细胞 RNA 测序揭示了人类膀胱癌上皮细胞的异质性和侵袭亚群。
Int J Cancer. 2021 Dec 15;149(12):2099-2115. doi: 10.1002/ijc.33794. Epub 2021 Sep 16.
5
EP300 knockdown reduces cancer stem cell phenotype, tumor growth and metastasis in triple negative breast cancer.EP300 敲低降低三阴性乳腺癌中的癌症干细胞表型、肿瘤生长和转移。
BMC Cancer. 2020 Nov 10;20(1):1076. doi: 10.1186/s12885-020-07573-y.
6
Multi-faceted epigenetic dysregulation of gene expression promotes esophageal squamous cell carcinoma.多种表观遗传基因表达调控失调促进食管鳞状细胞癌。
Nat Commun. 2020 Jul 22;11(1):3675. doi: 10.1038/s41467-020-17227-z.
7
Single-Cell RNA-Seq Reveals Cellular Hierarchies and Impaired Developmental Trajectories in Pediatric Ependymoma.单细胞 RNA 测序揭示了儿科室管膜瘤中的细胞层次结构和发育轨迹受损。
Cancer Cell. 2020 Jul 13;38(1):44-59.e9. doi: 10.1016/j.ccell.2020.06.004.
8
The emerging role of cancer cell plasticity and cell-cycle quiescence in immune escape.癌细胞可塑性和细胞周期静止在免疫逃逸中的新作用。
Cell Death Dis. 2020 Jun 18;11(6):471. doi: 10.1038/s41419-020-2669-8.
9
Whole-genome sequencing of 508 patients identifies key molecular features associated with poor prognosis in esophageal squamous cell carcinoma.对 508 名患者进行全基因组测序,确定与食管鳞状细胞癌预后不良相关的关键分子特征。
Cell Res. 2020 Oct;30(10):902-913. doi: 10.1038/s41422-020-0333-6. Epub 2020 May 12.
10
XCL1 expression correlates with CD8-positive T cells infiltration and PD-L1 expression in squamous cell carcinoma arising from mature cystic teratoma of the ovary.XCL1 的表达与卵巢成熟囊性畸胎瘤来源的鳞状细胞癌中 CD8 阳性 T 细胞浸润和 PD-L1 表达相关。
Oncogene. 2020 Apr;39(17):3541-3554. doi: 10.1038/s41388-020-1237-0. Epub 2020 Mar 2.