Polymer model integrates imaging and sequencing to reveal how nanoscale heterochromatin domains influence gene expression

IF 15.7 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Vinayak Vinayak, Ramin Basir, Rosela Golloshi, Joshua Toth, Lucas Sant’Anna, Melike Lakadamyali, Rachel Patton McCord, Vivek B. Shenoy
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引用次数: 0

Abstract

Chromatin organization regulates gene expression, with nanoscale heterochromatin domains playing a fundamental role. Their size varies with microenvironmental stiffness and epigenetic interventions, but how these factors regulate their formation and influence transcription remains unclear. To address this, we developed a sequencing-informed copolymer model that simulates chromatin evolution through diffusion and active epigenetic reactions. Our model predicts the formation of nanoscale heterochromatin domains and quantifies how domain size scales with epigenetic reaction rates, showing that epigenetic and compaction changes primarily occur at domain boundaries. We validated these predictions via Hi-C and super-resolution imaging of hyperacetylated melanoma cells and identified differential expression of metastasis-related genes through RNA-seq. We validated our findings in hMSCs, where epigenetic reaction rates respond to microenvironmental stiffness. Conclusively, our simulations reveal that heterochromatin domain boundaries regulate gene expression and epigenetic memory. These findings demonstrate how external cues drive chromatin organization and transcriptional memory in development and disease.

Abstract Image

聚合物模型集成成像和测序,揭示纳米级异染色质结构域如何影响基因表达
染色质组织调节基因表达,纳米级异染色质结构域起着重要作用。它们的大小随微环境刚度和表观遗传干预而变化,但这些因素如何调节它们的形成和影响转录尚不清楚。为了解决这个问题,我们开发了一个序列信息共聚物模型,通过扩散和活跃的表观遗传反应模拟染色质进化。我们的模型预测了纳米级异染色质结构域的形成,并量化了结构域大小随表观遗传反应速率的变化,表明表观遗传和压实变化主要发生在结构域边界。我们通过高乙酰化黑色素瘤细胞的Hi-C和超分辨率成像验证了这些预测,并通过RNA-seq鉴定了转移相关基因的差异表达。我们在hMSCs中验证了我们的发现,其中表观遗传反应率响应微环境刚度。最后,我们的模拟揭示了异染色质结构域边界调节基因表达和表观遗传记忆。这些发现证明了外部线索在发育和疾病中如何驱动染色质组织和转录记忆。
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来源期刊
Nature Communications
Nature Communications Biological Science Disciplines-
CiteScore
24.90
自引率
2.40%
发文量
6928
审稿时长
3.7 months
期刊介绍: Nature Communications, an open-access journal, publishes high-quality research spanning all areas of the natural sciences. Papers featured in the journal showcase significant advances relevant to specialists in each respective field. With a 2-year impact factor of 16.6 (2022) and a median time of 8 days from submission to the first editorial decision, Nature Communications is committed to rapid dissemination of research findings. As a multidisciplinary journal, it welcomes contributions from biological, health, physical, chemical, Earth, social, mathematical, applied, and engineering sciences, aiming to highlight important breakthroughs within each domain.
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