PO.MCB06.03 · 分子与细胞生物学
解析皮肤T细胞淋巴瘤大细胞转化背后的基因调控网络与空间异质性
Deciphering gene regulatory network and spatial heterogeneity underlying cutaneous T cell lymphoma large cell transformation
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
皮肤T细胞淋巴瘤(CTCL)是一种源于皮肤归巢T细胞的罕见恶性肿瘤,其中蕈样肉芽肿(MF)占所有病例的50-70%。尽管MF通常呈惰性临床病程,但一部分MF患者会进展为大细胞转化(LCT),后者与更差的预后相关。从斑片/斑块(PP)病变进展为转化性肿瘤(TT)的疾病进展伴随着多条信号通路(包括氧化磷酸化及MYC)深刻的遗传及转录改变,这对单药治疗策略构成了重大挑战。诸如HDAC抑制剂等表观遗传疗法疗效有限,凸显了鉴定驱动CTCL疾病进展并可能作为靶向脆弱点的关键转录因子(TF)及新型基因调控网络(GRN)的必要性。在本研究中,我们首先对六份MF样本(2份PP及4份TT)采用scMultiome进行基因表达与染色质可及性的联合分析。通过整合TF表达、靶向区域的染色质可及性及邻近基因的表达,我们推断出跨肿瘤微环境细胞类型的细胞类型特异性GRN,包括PP及TT病变中的恶性T细胞,以及其他良性免疫及非免疫细胞。重要的是,该分析鉴定出富集于B细胞的JUND相关GRN及富集于髓系细胞的ATF6网络,证明了稳健的调控信号恢复。应用相同框架,我们鉴定出RUNX2及ATF2为PP恶性T细胞的推定调控因子,并鉴定出LEF1、IKZF2及TCF7为转化性CTCL细胞的关键驱动因子。我们进一步在自有及公开可用的scRNAseq数据集中验证了这些转录因子的关键作用。为研究CTCL中空间解析的染色质可及性格局,我们生成了针对这一罕见癌症的首个空间ATACseq数据集,并对来自同一患者的配对PP及TT病变进行了分析。空间聚类及推断的拷贝数分析揭示了不同的表观遗传克隆结构,包括PP主导克隆、TT主导克隆,以及PP与TT之间的共享克隆。值得注意的是,通过scMultiome在PP或TT中富集的GRN分别在PP主导及TT主导的空间ATAC克隆中得以重现,凸显了跨模态一致的调控程序。总之,这些结果揭示了此前未被认识的、与MF进展相关的GRN,并提供了CTCL首个空间解析的表观遗传图谱。我们的发现展示了可能为新型治疗策略(包括精准表观遗传或联合治疗)的开发提供参考的潜在调控因子及克隆异质性。
查看英文原文 English abstract
Cutaneous T cell lymphoma (CTCL) is a rare malignancy of skin-homing T cells, with Mycosis Fungoides (MF) representing 50-70% of all cases. Although MF typically follows an indolent clinical course, a subset of MF patients progresses to develop large cell transformation (LCT) that is associated with a worse outcome. Disease progression from patch/plaque (PP) lesions to transformed tumor (TT) is accompanied by profound genetic and transcriptional alterations across multiple signaling pathways, including oxidative phosphorylation and MYC, posing a significant challenge for single-agent therapeutic strategies. Epigenetic therapies such as HDAC inhibitors have shown limited efficacy, underscoring the need to identify key transcription factors (TFs) and novel gene regulatory networks (GRNs) that drive CTCL disease progression and may serve as targeted vulnerabilities. In this study, we first performed joint profiling of gene expression and chromatin accessibility using scMultiome on six MF samples (2 PP and 4 TT). By integrating TF expression, chromatin accessibility at targeting regions, and expression of nearby genes, we inferred cell-type specific GRNs across the tumor microenvironment cell types, including the malignant T cells in PP and TT lesions, and other benign immune and non-immune cells. Importantly, this analysis identified JUND-associated GRNs enriched in B cells and ATF6 networks in myeloid cells, demonstrating robust regulatory signal recovery. Applying the same framework, we identified RUNX2 and ATF2 as putative regulators of PP malignant T cells, and LEF1, IKZF2, and TCF7 as key drivers of transformed CTCL cells. We further validated the critical roles of these transcription factors in in-house and publicly available scRNAseq datasets. To investigate the spatially resolved chromatin accessibility landscape in CTCL, we generated the first spatial ATACseq dataset for this rare cancer and profiled paired PP and TT lesions from the same patient. Spatial clustering and inferred copy number analysis revealed distinct epigenetic clone structures, including PP-dominant clones, TT-dominant clones, and shared clones between PP and TT. Notably, GRNs enriched in PP or TT by scMultiome were recapitulated within PP-dominant and TT-dominant spatial ATAC clones, respectively, highlighting consistent regulatory programs across modalities. Together, these results uncover previously unrecognized GRNs associated with MF progression and provide the first spatially resolved epigenetic map of CTCL. Our findings demonstrated potential regulators and clonal heterogeneity that may inform the development of novel therapeutic strategies, including precision epigenetic or combination therapies.
利益披露 Disclosure
X. Song, None.
J. M. Garbarino,
AtlasXomics Inc Employment.
C. Ng,
AtlasXomics Inc Employment.
L. Seminario-Vidal,
Eli Lilly Employment.
C. M. Harro, None..
J. A. Balasi, None..
C. Zhang, None..
N. Sun, None..
D. C. Marchion, None..
S. J. Yoder, None.