Daria Stepanova, Meritxell Brunet Guasch, Helen M. Byrne, Tomás Alarcón
{"title":"了解染色质折叠和酶竞争如何影响崎岖的表观遗传景观","authors":"Daria Stepanova, Meritxell Brunet Guasch, Helen M. Byrne, Tomás Alarcón","doi":"arxiv-2409.06116","DOIUrl":null,"url":null,"abstract":"Epigenetics plays a key role in cellular differentiation and maintaining cell\nidentity, enabling cells to regulate their genetic activity without altering\nthe DNA sequence. Epigenetic regulation occurs within the context of\nhierarchically folded chromatin, yet the interplay between the dynamics of\nepigenetic modifications and chromatin architecture remains poorly understood.\nIn addition, it remains unclear what mechanisms drive the formation of rugged\nepigenetic patterns, characterised by alternating genomic regions enriched in\nactivating and repressive marks. In this study, we focus on post-translational\nmodifications of histone H3 tails, particularly H3K27me3, H3K4me3, and H3K27ac.\nWe introduce a mesoscopic stochastic model that incorporates chromatin\narchitecture and competition of histone-modifying enzymes into the dynamics of\nepigenetic modifications in small genomic loci comprising several nucleosomes.\nOur approach enables us to investigate the mechanisms by which epigenetic\npatterns form on larger scales of chromatin organisation, such as loops and\ndomains. Through bifurcation analysis and stochastic simulations, we\ndemonstrate that the model can reproduce uniform chromatin states (open,\nclosed, and bivalent) and generate previously unexplored rugged profiles. Our\nresults suggest that enzyme competition and chromatin conformations with\nhigh-frequency interactions between distant genomic loci can drive the\nemergence of rugged epigenetic landscapes. Additionally, we hypothesise that\nbivalent chromatin can act as an intermediate state, facilitating transitions\nbetween uniform and rugged landscapes. This work offers a powerful mathematical\nframework for understanding the dynamic interactions between chromatin\narchitecture and epigenetic regulation, providing new insights into the\nformation of complex epigenetic patterns.","PeriodicalId":501266,"journal":{"name":"arXiv - QuanBio - Quantitative Methods","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Understanding how chromatin folding and enzyme competition affect rugged epigenetic landscapes\",\"authors\":\"Daria Stepanova, Meritxell Brunet Guasch, Helen M. Byrne, Tomás Alarcón\",\"doi\":\"arxiv-2409.06116\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Epigenetics plays a key role in cellular differentiation and maintaining cell\\nidentity, enabling cells to regulate their genetic activity without altering\\nthe DNA sequence. Epigenetic regulation occurs within the context of\\nhierarchically folded chromatin, yet the interplay between the dynamics of\\nepigenetic modifications and chromatin architecture remains poorly understood.\\nIn addition, it remains unclear what mechanisms drive the formation of rugged\\nepigenetic patterns, characterised by alternating genomic regions enriched in\\nactivating and repressive marks. In this study, we focus on post-translational\\nmodifications of histone H3 tails, particularly H3K27me3, H3K4me3, and H3K27ac.\\nWe introduce a mesoscopic stochastic model that incorporates chromatin\\narchitecture and competition of histone-modifying enzymes into the dynamics of\\nepigenetic modifications in small genomic loci comprising several nucleosomes.\\nOur approach enables us to investigate the mechanisms by which epigenetic\\npatterns form on larger scales of chromatin organisation, such as loops and\\ndomains. Through bifurcation analysis and stochastic simulations, we\\ndemonstrate that the model can reproduce uniform chromatin states (open,\\nclosed, and bivalent) and generate previously unexplored rugged profiles. Our\\nresults suggest that enzyme competition and chromatin conformations with\\nhigh-frequency interactions between distant genomic loci can drive the\\nemergence of rugged epigenetic landscapes. Additionally, we hypothesise that\\nbivalent chromatin can act as an intermediate state, facilitating transitions\\nbetween uniform and rugged landscapes. This work offers a powerful mathematical\\nframework for understanding the dynamic interactions between chromatin\\narchitecture and epigenetic regulation, providing new insights into the\\nformation of complex epigenetic patterns.\",\"PeriodicalId\":501266,\"journal\":{\"name\":\"arXiv - QuanBio - Quantitative Methods\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuanBio - Quantitative Methods\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.06116\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuanBio - Quantitative Methods","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.06116","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Understanding how chromatin folding and enzyme competition affect rugged epigenetic landscapes
Epigenetics plays a key role in cellular differentiation and maintaining cell
identity, enabling cells to regulate their genetic activity without altering
the DNA sequence. Epigenetic regulation occurs within the context of
hierarchically folded chromatin, yet the interplay between the dynamics of
epigenetic modifications and chromatin architecture remains poorly understood.
In addition, it remains unclear what mechanisms drive the formation of rugged
epigenetic patterns, characterised by alternating genomic regions enriched in
activating and repressive marks. In this study, we focus on post-translational
modifications of histone H3 tails, particularly H3K27me3, H3K4me3, and H3K27ac.
We introduce a mesoscopic stochastic model that incorporates chromatin
architecture and competition of histone-modifying enzymes into the dynamics of
epigenetic modifications in small genomic loci comprising several nucleosomes.
Our approach enables us to investigate the mechanisms by which epigenetic
patterns form on larger scales of chromatin organisation, such as loops and
domains. Through bifurcation analysis and stochastic simulations, we
demonstrate that the model can reproduce uniform chromatin states (open,
closed, and bivalent) and generate previously unexplored rugged profiles. Our
results suggest that enzyme competition and chromatin conformations with
high-frequency interactions between distant genomic loci can drive the
emergence of rugged epigenetic landscapes. Additionally, we hypothesise that
bivalent chromatin can act as an intermediate state, facilitating transitions
between uniform and rugged landscapes. This work offers a powerful mathematical
framework for understanding the dynamic interactions between chromatin
architecture and epigenetic regulation, providing new insights into the
formation of complex epigenetic patterns.