6,165 results on '"Chromatin chemistry"'
Search Results
2. iDHS-RGME: Identification of DNase I hypersensitive sites by integrating information on nucleotide composition and physicochemical properties.
- Author
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Jin J and Feng J
- Subjects
- Humans, Chromatin metabolism, Chromatin chemistry, Base Composition, Nucleotides metabolism, Nucleotides chemistry, Computational Biology methods, Deoxyribonuclease I metabolism, Deoxyribonuclease I chemistry, Algorithms
- Abstract
As pivotal markers of chromatin accessibility, DNase I hypersensitive sites (DHSs) intimately link to fundamental biological processes encompassing gene expression regulation and disease pathogenesis. Developing efficient and precise algorithms for DHSs identification holds paramount importance for unraveling genome functionality and elucidating disease mechanisms. This study innovatively presents iDHS-RGME, an Extremely Randomized Trees (Extra-Trees)-based algorithm that integrates unique feature extraction techniques for enhanced DHSs prediction. Specifically, iDHS-RGME utilizes two feature extraction approaches: Reverse Complementary Kmer (RCKmer) and Geary Spatial Autocorrelation (GSA), which comprehensively capture sequence attributes from diverse angles, bolstering information richness and accuracy. To address data imbalance, Borderline-SMOTE is employed, followed by Maximum Information Coefficient (MIC) for meticulous feature selection. Comparative evaluations underscored the superiority of the Extra-Trees classifier, which was subsequently adopted for model prediction. Through rigorous five-fold cross-validation, iDHS-RGME achieved remarkable accuracies of 94.71 % and 95.07 % on two independent datasets, outperforming previous models in terms of both precision and effectiveness., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 Elsevier Inc. All rights reserved.)
- Published
- 2024
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3. Fluctuating Chromatin Facilitates Enhancer-Promoter Communication by Regulating Transcriptional Clustering Dynamics.
- Author
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Zhu T, Li C, and Chu X
- Subjects
- Transcription, Genetic, Chromatin chemistry, Chromatin metabolism, Promoter Regions, Genetic, Enhancer Elements, Genetic, Transcription Factors metabolism, Transcription Factors chemistry, Transcription Factors genetics
- Abstract
Enhancers regulate gene expression by forming contacts with distant promoters. Phase-separated condensates or clusters formed by transcription factors (TFs) and cofactors are thought to facilitate these enhancer-promoter (E-P) interactions. Using polymer physics, we developed distinct coarse-grained chromatin models that produce similar ensemble-averaged Hi-C maps but with "stable" and "dynamic" characteristics. Our findings, consistent with recent experiments, reveal a multistep E-P communication process. The dynamic model facilitates E-P proximity by enhancing TF clustering and subsequently promotes direct E-P interactions by destabilizing the TF clusters through chain flexibility. Our study promotes physical understanding of the molecular mechanisms governing E-P communication in transcriptional regulation.
- Published
- 2024
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4. Core enhancers of the 3'RR optimize IgH nuclear position and loop conformation for successful oriented class switch recombination.
- Author
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Bruzeau C, Martin O, Pollet J, Thomas M, Ba Z, Roulois D, Pinaud E, and Le Noir S
- Subjects
- Animals, Mice, Recombination, Genetic, Nucleic Acid Conformation, Immunoglobulin Class Switching genetics, Immunoglobulin Heavy Chains genetics, Enhancer Elements, Genetic, B-Lymphocytes immunology, B-Lymphocytes metabolism, Chromatin chemistry, Chromatin metabolism, Chromatin genetics, Cell Nucleus genetics
- Abstract
In B lymphocytes, class switch recombination (CSR) is an essential process that adapts immunoglobulin (Ig) subtypes to antigen response. Taking place within the Ig heavy chain (IgH) locus, CSR needs controlled transcription of targeted regions governed by the IgH 3' regulatory region (3'RR). This super-enhancer is composed of four core enhancers surrounded by inverted repeated sequences, forming a quasi-palindrome. In addition to transcription, nuclear organization appears to be an important level in CSR regulation. While it is now established that chromatin loop extrusion takes place within IgH locus to facilitate CSR by bringing the donor and acceptor switch regions closer together, the underlying mechanism that triggers CSR loop formation remains partially understood. Here, by combining DNA 3D fluorescence in situhybridization with various high-throughput approaches, we deciphered critical functions for the 3'RR core enhancer element in nuclear addressing, accessibility and chromatin looping of the IgH locus. We conclude that the 3'RR core enhancers are necessary and sufficient to pre-organize the position and conformation of IgH loci in resting B-cell nuclei to enable the deletional recombination events required for productive successful CSR in activated B-cell nuclei., (© The Author(s) 2024. Published by Oxford University Press on behalf of Nucleic Acids Research.)
- Published
- 2024
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5. Structural mechanism of HP1⍺-dependent transcriptional repression and chromatin compaction.
- Author
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Sokolova V, Miratsky J, Svetlov V, Brenowitz M, Vant J, Lewis TS, Dryden K, Lee G, Sarkar S, Nudler E, Singharoy A, and Tan D
- Subjects
- Humans, Models, Molecular, Binding Sites, Heterochromatin metabolism, Heterochromatin chemistry, Chromatin metabolism, Chromatin chemistry, DNA metabolism, DNA chemistry, Protein Multimerization, Chromobox Protein Homolog 5 metabolism, Chromobox Protein Homolog 5 chemistry, Chromosomal Proteins, Non-Histone metabolism, Chromosomal Proteins, Non-Histone chemistry, Nucleosomes metabolism, Nucleosomes chemistry, Cryoelectron Microscopy, Histones metabolism, Histones chemistry, Protein Binding
- Abstract
Heterochromatin protein 1 (HP1) plays a central role in establishing and maintaining constitutive heterochromatin. However, the mechanisms underlying HP1-nucleosome interactions and their contributions to heterochromatin functions remain elusive. Here, we present the cryoelectron microscopy (cryo-EM) structure of an HP1α dimer bound to an H2A.Z-nucleosome, revealing two distinct HP1α-nucleosome interfaces. The primary HP1α binding site is located at the N terminus of histone H3, specifically at the trimethylated lysine 9 (K9me3) region, while a secondary binding site is situated near histone H2B, close to nucleosome superhelical location 4 (SHL4). Our biochemical data further demonstrates that HP1α binding influences the dynamics of DNA on the nucleosome. It promotes DNA unwrapping near the nucleosome entry and exit sites while concurrently restricting DNA accessibility in the vicinity of SHL4. Our study offers a model for HP1α-mediated heterochromatin maintenance and gene silencing. It also sheds light on the H3K9me-independent role of HP1 in responding to DNA damage., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
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6. GEEES: inferring cell-specific gene-enhancer interactions from multi-modal single-cell data.
- Author
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Chen S and Keleş S
- Subjects
- Humans, Transcriptome genetics, Computational Biology methods, Algorithms, Single-Cell Analysis methods, Chromatin metabolism, Chromatin chemistry, Chromatin genetics, Enhancer Elements, Genetic
- Abstract
Motivation: Gene-enhancer interactions are central to transcriptional regulation. Current multi-modal single-cell datasets that profile transcriptome and chromatin accessibility simultaneously in a single cell are yielding opportunities to infer gene-enhancer associations in a cell type specific manner. Computational efforts for such multi-modal single-cell datasets thus far focused on methods for identification and refinement of cell types and trajectory construction. While initial attempts for inferring gene-enhancer interactions have emerged, these have not been evaluated against benchmark datasets that materialized from bulk genomic experiments. Furthermore, existing approaches are limited to inferring gene-enhancer associations at the level of grouped cells as opposed to individual cells, thereby ignoring regulatory heterogeneity among the cells., Results: We present a new approach, GEEES for "Gene EnhancEr IntEractions from Multi-modal Single Cell Data," for inferring gene-enhancer associations at the single-cell level using multi-modal single-cell transcriptome and chromatin accessibility data. We evaluated GEEES alongside several multivariate regression-based alternatives we devised and state-of-the-art methods using a large number of benchmark datasets, providing a comprehensive assessment of current approaches. This analysis revealed significant discrepancies between gold-standard interactions and gene-enhancer associations derived from multi-modal single-cell data. Notably, incorporating gene-enhancer distance into the analysis markedly improved performance across all methods, positioning GEEES as a leading approach in this domain. While the overall improvement in performance metrics by GEEES is modest, it provides enhanced cell representation learning which can be leveraged for more effective downstream analysis. Furthermore, our review of existing experimentally driven benchmark datasets uncovers their limited concordance, underscoring the necessity for new high-throughput experiments to validate gene-enhancer interactions inferred from single-cell data., Availability and Implementation: https://github.com/keleslab/GEEES., (© The Author(s) 2024. Published by Oxford University Press.)
- Published
- 2024
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7. Temporally distinct 3D multi-omic dynamics in the developing human brain.
- Author
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Heffel MG, Zhou J, Zhang Y, Lee DS, Hou K, Pastor-Alonso O, Abuhanna KD, Galasso J, Kern C, Tai CY, Garcia-Padilla C, Nafisi M, Zhou Y, Schmitt AD, Li T, Haeussler M, Wick B, Zhang MJ, Xie F, Ziffra RS, Mukamel EA, Eskin E, Nowakowski TJ, Dixon JR, Pasaniuc B, Ecker JR, Zhu Q, Bintu B, Paredes MF, and Luo C
- Subjects
- Humans, Cell Differentiation genetics, Disease Susceptibility, Epigenomics, Fetus cytology, Fetus embryology, Fetus metabolism, Neuroglia metabolism, Neuroglia cytology, Neurons metabolism, Neurons cytology, Schizophrenia genetics, Schizophrenia metabolism, Single Molecule Imaging, Single-Cell Analysis, Time Factors, Infant, Newborn, Chromatin metabolism, Chromatin genetics, Chromatin chemistry, DNA Methylation genetics, Epigenesis, Genetic, Hippocampus cytology, Hippocampus embryology, Hippocampus growth & development, Hippocampus metabolism, Multiomics, Prefrontal Cortex cytology, Prefrontal Cortex embryology, Prefrontal Cortex growth & development, Prefrontal Cortex metabolism
- Abstract
The human hippocampus and prefrontal cortex play critical roles in learning and cognition
1,2 , yet the dynamic molecular characteristics of their development remain enigmatic. Here we investigated the epigenomic and three-dimensional chromatin conformational reorganization during the development of the hippocampus and prefrontal cortex, using more than 53,000 joint single-nucleus profiles of chromatin conformation and DNA methylation generated by single-nucleus methyl-3C sequencing (snm3C-seq3)3 . The remodelling of DNA methylation is temporally separated from chromatin conformation dynamics. Using single-cell profiling and multimodal single-molecule imaging approaches, we have found that short-range chromatin interactions are enriched in neurons, whereas long-range interactions are enriched in glial cells and non-brain tissues. We reconstructed the regulatory programs of cell-type development and differentiation, finding putatively causal common variants for schizophrenia strongly overlapping with chromatin loop-connected, cell-type-specific regulatory regions. Our data provide multimodal resources for studying gene regulatory dynamics in brain development and demonstrate that single-cell three-dimensional multi-omics is a powerful approach for dissecting neuropsychiatric risk loci., Competing Interests: Competing interests J.R.E. serves on the scientific advisory board of Zymo Research. A.D.S. is an employee of Arima Genomics., (© 2024. The Author(s).)- Published
- 2024
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8. Ion-mediated condensation controls the mechanics of mitotic chromosomes.
- Author
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Witt H, Harju J, Chameau EMJ, Bruinsma CMA, Clement TVM, Nielsen CF, Hickson ID, Peterman EJG, Broedersz CP, and Wuite GJL
- Subjects
- Ions chemistry, Humans, Elasticity, Chromatin metabolism, Chromatin chemistry, Optical Tweezers, Mitosis, Chromosomes metabolism
- Abstract
During mitosis in eukaryotic cells, mechanical forces generated by the mitotic spindle pull the sister chromatids into the nascent daughter cells. How do mitotic chromosomes achieve the necessary mechanical stiffness and stability to maintain their integrity under these forces? Here we use optical tweezers to show that ions involved in physiological chromosome condensation are crucial for chromosomal stability, stiffness and viscous dissipation. We combine these experiments with high-salt histone depletion and theory to show that chromosomal elasticity originates from the chromatin fibre behaving as a flexible polymer, whereas energy dissipation can be explained by modelling chromatin loops as an entangled polymer solution. Taken together, we show how collective properties of mitotic chromosomes, a biomaterial of incredible complexity, emerge from molecular properties, and how they are controlled by the physico-chemical environment., (© 2024. The Author(s).)
- Published
- 2024
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9. Structure of the human TIP60-C histone exchange and acetyltransferase complex.
- Author
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Li C, Smirnova E, Schnitzler C, Crucifix C, Concordet JP, Brion A, Poterszman A, Schultz P, Papai G, and Ben-Shem A
- Subjects
- Humans, Cryoelectron Microscopy, Chromatin metabolism, Chromatin chemistry, Nucleosomes metabolism, Nucleosomes chemistry, Acetylation, Adenosine Triphosphatases metabolism, Adenosine Triphosphatases chemistry, DNA-Binding Proteins metabolism, DNA-Binding Proteins chemistry, Multiprotein Complexes metabolism, Multiprotein Complexes chemistry, Nuclear Proteins, Adaptor Proteins, Signal Transducing, Lysine Acetyltransferase 5 metabolism, Lysine Acetyltransferase 5 chemistry, Histone Acetyltransferases metabolism, Histone Acetyltransferases chemistry, Histones metabolism, Histones chemistry, Models, Molecular, Protein Subunits metabolism, Protein Subunits chemistry
- Abstract
Chromatin structure is a key regulator of DNA transcription, replication and repair
1 . In humans, the TIP60-EP400 complex (TIP60-C) is a 20-subunit assembly that affects chromatin structure through two enzymatic activities: ATP-dependent exchange of histone H2A-H2B for H2A.Z-H2B, and histone acetylation. In yeast, however, these activities are performed by two independent complexes-SWR1 and NuA4, respectively2,3 . How the activities of the two complexes are merged into one supercomplex in humans, and what this association entails for the structure and mechanism of the proteins and their recruitment to chromatin, are unknown. Here we describe the structure of the endogenous human TIP60-C. We find a three-lobed architecture composed of SWR1-like (SWR1L) and NuA4-like (NuA4L) parts, which associate with a TRRAP activator-binding module. The huge EP400 subunit contains the ATPase motor, traverses the junction between SWR1L and NuA4L twice and constitutes the scaffold of the three-lobed architecture. NuA4L is completely rearranged compared with its yeast counterpart. TRRAP is flexibly tethered to NuA4L-in stark contrast to its robust connection to the completely opposite side of NuA4 in yeast4-7 . A modelled nucleosome bound to SWR1L, supported by tests of TIP60-C activity, suggests that some aspects of the histone exchange mechanism diverge from what is seen in yeast8,9 . Furthermore, a fixed actin module (as opposed to the mobile actin subcomplex in SWR1; ref.8 ), the flexibility of TRRAP and the weak effect of extranucleosomal DNA on exchange activity lead to a different, activator-based mode of enlisting TIP60-C to chromatin., Competing Interests: Competing interests: The authors declare no competing interests., (© 2024. The Author(s).)- Published
- 2024
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10. A Molecular View into the Structure and Dynamics of Phase-Separated Chromatin.
- Author
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Golembeski A and Lequieu J
- Subjects
- Thermodynamics, Nucleosomes chemistry, Nucleosomes metabolism, Molecular Dynamics Simulation, Models, Molecular, Acetylation, Chromatin chemistry, Chromatin metabolism
- Abstract
The organization of chromatin is critical for gene expression, yet the underlying mechanisms responsible for this organization remain unclear. Recent work has suggested that phase separation might play an important role in chromatin organization, yet the molecular forces that drive chromatin phase separation are poorly understood. In this work we interrogate a molecular model of chromatin to quantify the driving forces and thermodynamics of chromatin phase separation. By leveraging a multiscale approach, our molecular model is able to reproduce chromatin's chemical and structural details at the level of a few nanometers, yet remain efficient enough to simulate chromatin phase separation across 100 nm length scales. We first demonstrate that our model can reproduce key experiments of phase separating nucleosomal arrays, and then apply our model to quantify the interactions that drive their formation into chromatin condensates with either liquid- or solid-like material properties. We next use our model to characterize the molecular structure within chromatin condensates and find that this structure is irregularly ordered and is inconsistent with existing 30 nm fiber models. Lastly we examine how post-translational modifications can modulate chromatin phase separation and how the acetylation of chromatin can lead to chromatin decompaction while still preserving phase separation. Taken together, our work provides a molecular view into the structure and dynamics of phase-separated chromatin and provides new insights into how phase separation might manifest in the nucleus of living cells.
- Published
- 2024
- Full Text
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11. Characterization of Medusavirus encoded histones reveals nucleosome-like structures and a unique linker histone.
- Author
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Toner CM, Hoitsma NM, Weerawarana S, and Luger K
- Subjects
- Models, Molecular, DNA Viruses genetics, Chromatin metabolism, Chromatin chemistry, Amino Acid Sequence, Histones metabolism, Histones chemistry, Histones genetics, Nucleosomes metabolism, Nucleosomes chemistry, Viral Proteins metabolism, Viral Proteins chemistry, Viral Proteins genetics
- Abstract
The organization of DNA into nucleosomes is a ubiquitous and ancestral feature that was once thought to be exclusive to the eukaryotic domain of life. Intriguingly, several representatives of the Nucleocytoplasmic Large DNA Viruses (NCLDV) encode histone-like proteins that in Melbournevirus were shown to form nucleosome-like particles. Medusavirus medusae (MM), a distantly related giant virus, encodes all four core histone proteins and, unique amongst most giant viruses, a putative acidic protein with two domains resembling eukaryotic linker histone H1. Here, we report the structure of nucleosomes assembled with MM histones and highlight similarities and differences with eukaryotic and Melbournevirus nucleosomes. Our structure provides insight into how variations in histone tail and loop lengths are accommodated within the context of the nucleosome. We show that MM-histones assemble into tri-nucleosome arrays, and that the putative linker histone H1 does not function in chromatin compaction. These findings expand our limited understanding of chromatin organization by virus-encoded histones., (© 2024. The Author(s).)
- Published
- 2024
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12. Improved functions for nonlinear sequence comparison using SEEKR.
- Author
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Li S, Eberhard QE, Ni L, and Calabrese JM
- Subjects
- Humans, Animals, Software, Sequence Analysis, RNA methods, Algorithms, Computational Biology methods, Chromatin genetics, Chromatin metabolism, Chromatin chemistry, Mice, RNA, Long Noncoding genetics
- Abstract
SEquence Evaluation through k -mer Representation (SEEKR) is a method of sequence comparison that uses sequence substrings called k -mers to quantify the nonlinear similarity between nucleic acid species. We describe the development of new functions within SEEKR that enable end-users to estimate P- values that ascribe statistical significance to SEEKR-derived similarities, as well as visualize different aspects of k -mer similarity. We apply the new functions to identify chromatin-enriched lncRNAs that contain XIST -like sequence features, and we demonstrate the utility of applying SEEKR on lncRNA fragments to identify potential RNA-protein interaction domains. We also highlight ways in which SEEKR can be applied to augment studies of lncRNA conservation, and we outline the best practice of visualizing RNA-seq read density to evaluate support for lncRNA annotations before their in-depth study in cell types of interest., (© 2024 Li et al.; Published by Cold Spring Harbor Laboratory Press for the RNA Society.)
- Published
- 2024
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13. Heterochromatin protein 1 alpha (HP1α) undergoes a monomer to dimer transition that opens and compacts live cell genome architecture.
- Author
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Lou J, Deng Q, Zhang X, Bell CC, Das AB, Bediaga NG, Zlatic CO, Johanson TM, Allan RS, Griffin MDW, Paradkar P, Harvey KF, Dawson MA, and Hinde E
- Subjects
- Humans, Fluorescence Resonance Energy Transfer, Microscopy, Fluorescence, Chromatin metabolism, Chromatin chemistry, Chromatin genetics, Methylation, Chromobox Protein Homolog 5, Chromosomal Proteins, Non-Histone metabolism, Chromosomal Proteins, Non-Histone chemistry, Chromosomal Proteins, Non-Histone genetics, Nucleosomes metabolism, Nucleosomes chemistry, Nucleosomes genetics, Histones metabolism, Histones chemistry, Histones genetics, Heterochromatin metabolism, Heterochromatin chemistry, Heterochromatin genetics, Protein Multimerization
- Abstract
Our understanding of heterochromatin nanostructure and its capacity to mediate gene silencing in a living cell has been prevented by the diffraction limit of optical microscopy. Thus, here to overcome this technical hurdle, and directly measure the nucleosome arrangement that underpins this dense chromatin state, we coupled fluorescence lifetime imaging microscopy (FLIM) of Förster resonance energy transfer (FRET) between histones core to the nucleosome, with molecular editing of heterochromatin protein 1 alpha (HP1α). Intriguingly, this super-resolved readout of nanoscale chromatin structure, alongside fluorescence fluctuation spectroscopy (FFS) and FLIM-FRET analysis of HP1α protein-protein interaction, revealed nucleosome arrangement to be differentially regulated by HP1α oligomeric state. Specifically, we found HP1α monomers to impart a previously undescribed global nucleosome spacing throughout genome architecture that is mediated by trimethylation on lysine 9 of histone H3 (H3K9me3) and locally reduced upon HP1α dimerisation. Collectively, these results demonstrate HP1α to impart a dual action on chromatin that increases the dynamic range of nucleosome proximity. We anticipate that this finding will have important implications for our understanding of how live cell heterochromatin structure regulates genome function., (© The Author(s) 2024. Published by Oxford University Press on behalf of Nucleic Acids Research.)
- Published
- 2024
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14. Role of protein-protein interactions on organization and dynamics of a model chromatin.
- Author
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Swain P, Choubey S, and Vemparala S
- Subjects
- Models, Molecular, Proteins chemistry, Proteins metabolism, Chromatin chemistry, Chromatin metabolism, Protein Binding
- Abstract
The three-dimensional organization of chromatin is influenced by chromatin-binding proteins through both specific and non-specific interactions. However, the roles of chromatin sequence and the interactions between binding proteins in shaping chromatin structure remain elusive. By employing a simple polymer-based model of chromatin that explicitly considers sequence-dependent protein binding and protein-protein interactions, we elucidate a mechanism for chromatin organization. We find that tuning protein-protein interactions and protein concentration is sufficient to either promote or inhibit chromatin compartmentalization. Moreover, chromatin sequence and protein-protein attraction strongly affect the structural and dynamic exponents that describe the spatiotemporal organization of chromatin. Strikingly, our model's predictions for the exponents governing chromatin structure and dynamics successfully capture experimental observations, in sharp contrast to previous chromatin models. Overall, our findings have the potential to reinterpret data obtained from various chromosome conformation capture technologies, laying the groundwork for advancing our understanding of chromatin organization., (© 2024 Author(s). Published under an exclusive license by AIP Publishing.)
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- 2024
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15. RNA m 5 C oxidation by TET2 regulates chromatin state and leukaemogenesis.
- Author
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Zou Z, Dou X, Li Y, Zhang Z, Wang J, Gao B, Xiao Y, Wang Y, Zhao L, Sun C, Liu Q, Yu X, Wang H, Hong J, Dai Q, Yang FC, Xu M, and He C
- Subjects
- Animals, Female, Humans, Male, Mice, Cell Proliferation, Hematopoiesis, Histones chemistry, Histones metabolism, Mutation, Oxidation-Reduction, Retroelements genetics, Ubiquitination, Transcription, Genetic, Cell Self Renewal, 5-Methylcytosine metabolism, Carcinogenesis genetics, Carcinogenesis metabolism, Carcinogenesis pathology, Chromatin chemistry, Chromatin genetics, Chromatin metabolism, Dioxygenases deficiency, Dioxygenases genetics, Dioxygenases metabolism, DNA-Binding Proteins deficiency, DNA-Binding Proteins genetics, DNA-Binding Proteins metabolism, Leukemia metabolism, Leukemia genetics, Leukemia pathology, RNA chemistry, RNA genetics, RNA metabolism
- Abstract
Mutation of tet methylcytosine dioxygenase 2 (encoded by TET2) drives myeloid malignancy initiation and progression
1-3 . TET2 deficiency is known to cause a globally opened chromatin state and activation of genes contributing to aberrant haematopoietic stem cell self-renewal4,5 . However, the open chromatin observed in TET2-deficient mouse embryonic stem cells, leukaemic cells and haematopoietic stem and progenitor cells5 is inconsistent with the designated role of DNA 5-methylcytosine oxidation of TET2. Here we show that chromatin-associated retrotransposon RNA 5-methylcytosine (m5 C) can be recognized by the methyl-CpG-binding-domain protein MBD6, which guides deubiquitination of nearby monoubiquitinated Lys119 of histone H2A (H2AK119ub) to promote an open chromatin state. TET2 oxidizes m5 C and antagonizes this MBD6-dependent H2AK119ub deubiquitination. TET2 depletion thereby leads to globally decreased H2AK119ub, more open chromatin and increased transcription in stem cells. TET2-mutant human leukaemia becomes dependent on this gene activation pathway, with MBD6 depletion selectively blocking proliferation of TET2-mutant leukaemic cells and largely reversing the haematopoiesis defects caused by Tet2 loss in mouse models. Together, our findings reveal a chromatin regulation pathway by TET2 through retrotransposon RNA m5 C oxidation and identify the downstream MBD6 protein as a feasible target for developing therapies specific against TET2 mutant malignancies., (© 2024. The Author(s).)- Published
- 2024
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16. Emerging methods and applications in 3D genomics.
- Author
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Pedrotti S, Castiglioni I, Perez-Estrada C, Zhao L, Chen JP, Crosetto N, and Bienko M
- Subjects
- Humans, Animals, Chromatin metabolism, Chromatin chemistry, Chromatin genetics, High-Throughput Nucleotide Sequencing, Genome, Genomics
- Abstract
Since the advent of Hi-C in 2009, a plethora of high-throughput sequencing methods have emerged to profile the three-dimensional (3D) organization of eukaryotic genomes, igniting the era of 3D genomics. In recent years, the genomic resolution achievable by these approaches has dramatically increased and several single-cell versions of Hi-C have been developed. Moreover, a new repertoire of tools not based on proximity ligation of digested chromatin has emerged, enabling the investigation of the higher-order organization of chromatin in the nucleus. In this review, we summarize the expanding portfolio of 3D genomic technologies, highlighting recent developments and applications from the past three years. Lastly, we present an outlook of where this technology-driven field might be headed., Competing Interests: Declaration of competing interest The authors declare no conflict of interest., (Copyright © 2024 The Authors. Published by Elsevier Ltd.. All rights reserved.)
- Published
- 2024
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17. Chromatin remodeling and spatial concerns in DNA double-strand break repair.
- Author
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Downs JA and Gasser SM
- Subjects
- Humans, Animals, Chromatin metabolism, Chromatin chemistry, Nucleosomes metabolism, Nucleosomes chemistry, DNA Breaks, Double-Stranded, Chromatin Assembly and Disassembly, DNA Repair
- Abstract
The substrate for the repair of DNA damage in living cells is not DNA but chromatin. Chromatin bears a range of modifications, which in turn bind ligands that compact or open chromatin structure, and determine its spatial organization within the nucleus. In some cases, RNA in the form of RNA:DNA hybrids or R-loops modulates DNA accessibility. Each of these parameters can favor particular pathways of repair. Chromatin or nucleosome remodelers are key regulators of chromatin structure, and a number of remodeling complexes are implicated in DNA repair. We cover novel insights into the impact of chromatin structure, nuclear organization, R-loop formation, nuclear actin, and nucleosome remodelers in DNA double-strand break repair, focusing on factors that alter repair functional upon ablation., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 The Author(s). Published by Elsevier Ltd.. All rights reserved.)
- Published
- 2024
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18. Structure and dynamics of nuclear A/B compartments and subcompartments.
- Author
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Oji A, Choubani L, Miura H, and Hiratani I
- Subjects
- Humans, Animals, DNA Replication, Euchromatin metabolism, Euchromatin chemistry, Chromatin metabolism, Chromatin chemistry, Cell Nucleus metabolism, Cell Nucleus chemistry, Heterochromatin metabolism, Heterochromatin chemistry
- Abstract
Mammalian chromosomes form a hierarchical structure within the cell nucleus, from chromatin loops, megabase (Mb)-sized topologically associating domains (TADs) to larger-scale A/B compartments. The molecular basis of the structures of loops and TADs has been actively studied. However, the A and B compartments, which correspond to early-replicating euchromatin and late-replicating heterochromatin, respectively, are still relatively unexplored. In this review, we focus on the A/B compartments, discuss their close relationship to DNA replication timing (RT), and introduce recent findings on the features of subcompartments revealed by detailed classification of the A/B compartments. In doing so, we speculate on the structure, potential function, and developmental dynamics of A/B compartments and subcompartments in mammalian cells., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 The Author(s). Published by Elsevier Ltd.. All rights reserved.)
- Published
- 2024
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19. Pioneer factors: Emerging rules of engagement for transcription factors on chromatinized DNA.
- Author
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Carminati M, Vecchia L, Stoos L, and Thomä NH
- Subjects
- Humans, Protein Binding, Animals, Histones metabolism, Histones chemistry, DNA metabolism, DNA chemistry, Transcription Factors metabolism, Transcription Factors chemistry, Chromatin metabolism, Chromatin chemistry, Nucleosomes metabolism, Nucleosomes chemistry
- Abstract
Pioneering transcription factors (TFs) can drive cell fate changes by binding their DNA motifs in a repressive chromatin environment. Recent structures illustrate emerging rules for nucleosome engagement: TFs distort the nucleosomal DNA to gain access or employ alternative DNA-binding modes with smaller footprints, they preferentially access solvent-exposed motifs near the entry/exit sites, and frequently interact with histones. The extent of TF-histone interactions, in turn, depends on the motif location on the nucleosome, the type of DNA-binding fold, and adjacent domains present. TF-histone interactions can phase TF motifs relative to nucleosomes, and we discuss how these complex and surprisingly diverse interactions between nucleosomes and TFs contribute to function., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 The Authors. Published by Elsevier Ltd.. All rights reserved.)
- Published
- 2024
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20. Reorganizing chromatin by cellular deformation.
- Author
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Gupta S, Swoger M, Saldanha R, Schwarz JM, and Patteson AE
- Subjects
- Humans, Animals, Chromatin Assembly and Disassembly, Chromatin metabolism, Chromatin chemistry, Cytoskeleton metabolism
- Abstract
Biologists have the capability to edit a genome at the nanometer scale and then observe whether or not the edit affects the structure of a developing organ or organism at the centimeter scale. Our understanding of the underlying mechanisms driving this emergent phenomenon from a multiscale perspective remains incomplete. This review focuses predominantly on recent experimental developments in uncovering the mechanical interplay between the chromatin and cell scale since mechanics plays a major role in determining nuclear, cellular, and tissue structure. Here, we discuss the generation and transmission of forces through the cytoskeleton, affecting chromatin diffusivity and organization. Decoding such pieces of these multiscale connections lays the groundwork for solving the genotype-to-phenotype puzzle in biology., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 Elsevier Ltd. All rights reserved.)
- Published
- 2024
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21. Structural basis for linker histone H5-nucleosome binding and chromatin fiber compaction.
- Author
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Li W, Hu J, Song F, Yu J, Peng X, Zhang S, Wang L, Hu M, Liu JC, Wei Y, Xiao X, Li Y, Li D, Wang H, Zhou BR, Dai L, Mou Z, Zhou M, Zhang H, Zhou Z, Zhang H, Bai Y, Zhou JQ, Li W, Li G, and Zhu P
- Subjects
- Cryoelectron Microscopy, Protein Binding, Models, Molecular, Nucleosomes metabolism, Nucleosomes ultrastructure, Nucleosomes chemistry, Histones metabolism, Histones chemistry, Chromatin metabolism, Chromatin chemistry
- Abstract
The hierarchical packaging of chromatin fibers plays a critical role in gene regulation. The 30-nm chromatin fibers, a central-level structure bridging nucleosomal arrays to higher-order organizations, function as the first level of transcriptional dormant chromatin. The dynamics of 30-nm chromatin fiber play a crucial role in biological processes related to DNA. Here, we report a 3.6-angstrom resolution cryogenic electron microscopy structure of H5-bound dodecanucleosome, i.e., the chromatin fiber reconstituted in the presence of linker histone H5, which shows a two-start left-handed double helical structure twisted by tetranucleosomal units. An atomic structural model of the H5-bound chromatin fiber, including an intact chromatosome, is built, which provides structural details of the full-length linker histone H5, including its N-terminal domain and an HMG-motif-like C-terminal domain. The chromatosome structure shows that H5 binds the nucleosome off-dyad through a three-contact mode in the chromatin fiber. More importantly, the H5-chromatin structure provides a fine molecular basis for the intra-tetranucleosomal and inter-tetranucleosomal interactions. In addition, we systematically validated the physiological functions and structural characteristics of the tetranucleosomal unit through a series of genetic and genomic studies in Saccharomyces cerevisiae and in vitro biophysical experiments. Furthermore, our structure reveals that multiple structural asymmetries of histone tails confer a polarity to the chromatin fiber. These findings provide structural and mechanistic insights into how a nucleosomal array folds into a higher-order chromatin fiber with a polarity in vitro and in vivo., (© 2024. The Author(s).)
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- 2024
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22. A technique for preserving network structure in randomized Hi-C data.
- Author
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Sizovs A, Melkus G, Rucevskis P, Silina S, Lace L, Celms E, and Viksna J
- Subjects
- Software, Algorithms, Chromatin chemistry, Computational Biology methods
- Abstract
Chromatin interaction data are frequently analyzed as a network to study several aspects of chromatin structure. Hi-C experiments are costly and there is a need to create simulated networks for quality assessment or result validation purposes. Existing tools do not maintain network properties during randomization. We propose an algorithm to modify an existing chromatin interaction graph while preserving the graphs most basic topological features - node degrees and interaction length distribution. The algorithm is implemented in Python and its open-source code as well as the data to reproduce the results are available on Github.
- Published
- 2024
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23. Interplay of chromatin organization and mechanics of the cell nucleus.
- Author
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De Corato M and Gomez-Benito MJ
- Subjects
- Biomechanical Phenomena, Models, Biological, Heterochromatin metabolism, Euchromatin metabolism, Mechanical Phenomena, Cell Nucleus metabolism, Chromatin metabolism, Chromatin chemistry
- Abstract
The nucleus of eukaryotic cells is constantly subjected to different kinds of mechanical stimuli, which can impact the organization of chromatin and, subsequently, the expression of genetic information. Experiments from different groups showed that nuclear deformation can lead to transient or permanent condensation or decondensation of chromatin and the mechanical activation of genes, thus altering the transcription of proteins. Changes in chromatin organization, in turn, change the mechanical properties of the nucleus, possibly leading to an auxetic behavior. Here, we model the mechanics of the nucleus as a chemically active polymer gel in which the chromatin can exist in two states: a self-attractive state representing the heterochromatin and a repulsive state representing euchromatin. The model predicts reversible or irreversible changes in chromatin condensation levels upon external deformations of the nucleus. We find an auxetic response for a broad range of parameters under small and large deformations. These results agree with experimental observations and highlight the key role of chromatin organization in the mechanical response of the nucleus., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 Biophysical Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
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24. Cell dynamics revealed by microscopy advances.
- Author
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Hockenberry MA, Daugird TA, and Legant WR
- Subjects
- Humans, Animals, Chromatin metabolism, Chromatin chemistry, Cell Nucleus metabolism, Single Molecule Imaging, Microscopy methods
- Abstract
Cell biology emerges from spatiotemporally coordinated molecular processes. Recent advances in live-cell microscopy, fueled by a surge in optical, molecular, and computational technologies, have enabled dynamic observations from single molecules to whole organisms. Despite technological leaps, there is still an untapped opportunity to fully leverage their capabilities toward biological insight. We highlight how single-molecule imaging has transformed our understanding of biological processes, with a focus on chromatin organization and transcription in the nucleus. We describe how this was enabled by the close integration of new imaging techniques with analysis tools and discuss the challenges to make a comparable impact at larger scales from organelles to organisms. By highlighting recent successful examples, we describe an outlook of ever-increasing data and the need for seamless integration between dataset visualization and quantification to realize the full potential warranted by advances in new imaging technologies., Competing Interests: Declaration of competing interest W.R.L. is an author on patents related to Lattice Light Sheet Microscopy and its applications including: U.S. Patent #’s: US 11, 221, 476 B2, and US 10,795,144 B2 issued to W.R.L. and coauthors and assigned to Howard Hughes Medical Institute. M.A.H. and T.A.D. declare no competing interests., (Copyright © 2024 Elsevier Ltd. All rights reserved.)
- Published
- 2024
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25. Crosslinking intensity modulates the reliability and sensitivity of chromatin conformation detection at different structural levels.
- Author
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Xu B, Gao X, Li X, Li F, and Zhang Z
- Subjects
- Humans, DNA metabolism, DNA chemistry, Nucleic Acid Conformation, Reproducibility of Results, Chromatin Immunoprecipitation methods, Chromatin metabolism, Chromatin chemistry, Cross-Linking Reagents chemistry, Formaldehyde chemistry
- Abstract
Formaldehyde (FA) is a chemical that facilitates crosslinking between DNA and proteins. It is widely used in various biochemical assays, such as chromosome conformation capture (3C) and Chromatin Immunoprecipitation (ChIP). While the concentration and temperature of FA treatment are recognized as crucial factors in crosslinking, their quantitative effects have largely remained unexplored. In this study, we employed 3C as a model system to systematically assess the impacts of these two factors on crosslinking. Our findings indicate that the strength of crosslinking significantly influences chromatin conformation detection at nearly all known structural levels. Specifically, a delicate balance between sensitivity and reliability is required when detecting higher-level structures, such as chromosome compartments. Conversely, intense crosslinking is preferred when targeting lower-level structures, such as topologically associated domains (TADs) or chromatin loops. Based on our data, we propose a conceptual molecular thermal motion model to elucidate the roles of these two factors in restricting FA crosslinking. Our results not only shed light on the previously overlooked confounding factor in FA crosslinking but also highlight the need for caution in new technology developments that rely on FA crosslinking., (© 2024. The Author(s).)
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- 2024
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26. Local volume concentration, packing domains, and scaling properties of chromatin.
- Author
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Carignano MA, Kroeger M, Almassalha LM, Agrawal V, Li WS, Pujadas-Liwag EM, Nap RJ, Backman V, and Szleifer I
- Subjects
- Nucleosomes metabolism, Nucleosomes chemistry, Humans, Single-Cell Analysis, Chromatin metabolism, Chromatin chemistry
- Abstract
We propose the Self Returning Excluded Volume (SR-EV) model for the structure of chromatin based on stochastic rules and physical interactions. The SR-EV rules of return generate conformationally defined domains observed by single-cell imaging techniques. From nucleosome to chromosome scales, the model captures the overall chromatin organization as a corrugated system, with dense and dilute regions alternating in a manner that resembles the mixing of two disordered bi-continuous phases. This particular organizational topology is a consequence of the multiplicity of interactions and processes occurring in the nuclei, and mimicked by the proposed return rules. Single configuration properties and ensemble averages show a robust agreement between theoretical and experimental results including chromatin volume concentration, contact probability, packing domain identification and size characterization, and packing scaling behavior. Model and experimental results suggest that there is an inherent chromatin organization regardless of the cell character and resistant to an external forcing such as RAD21 degradation., Competing Interests: MC, MK, LA, VA, WL, EP, RN, VB, IS No competing interests declared, (© 2024, Carignano, Kroeger, Almassalha et al.)
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- 2024
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27. Polymer Physics Models Reveal Structural Folding Features of Single-Molecule Gene Chromatin Conformations.
- Author
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Conte M, Abraham A, Esposito A, Yang L, Gibcus JH, Parsi KM, Vercellone F, Fontana A, Di Pierno F, Dekker J, and Nicodemi M
- Subjects
- Humans, DNA chemistry, DNA genetics, Polymers chemistry, Chromatin chemistry, Chromatin genetics, Chromatin metabolism, Molecular Dynamics Simulation, Nucleic Acid Conformation
- Abstract
Here, we employ polymer physics models of chromatin to investigate the 3D folding of a 2 Mb wide genomic region encompassing the human LTN1 gene, a crucial DNA locus involved in key cellular functions. Through extensive Molecular Dynamics simulations, we reconstruct in silico the ensemble of single-molecule LTN1 3D structures, which we benchmark against recent in situ Hi-C 2.0 data. The model-derived single molecules are then used to predict structural folding features at the single-cell level, providing testable predictions for super-resolution microscopy experiments.
- Published
- 2024
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28. Protocol for the purification of replisomes from the Xenopus laevis egg extract system for single-particle cryo-EM analysis.
- Author
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Passaretti P, Cvetkovic MA, Costa A, and Gambus A
- Subjects
- Animals, DNA Replication, Spermatozoa metabolism, Spermatozoa chemistry, Chromatin chemistry, Chromatin metabolism, Ovum, Male, Cell Extracts chemistry, Cell Nucleus metabolism, Xenopus laevis, Cryoelectron Microscopy methods
- Abstract
Here, we present a large-scale FLAG immunoprecipitation protocol to isolate large protein complexes driving DNA replication at replicating chromatin assembled in Xenopus laevis egg extract. We describe how to prepare demembranated sperm nuclei (DNA) and low-speed supernatant egg extract (LSS) and present detailed procedures for sample preparation and application onto grids for negative stain electron microscopy (NS-EM) and cryoelectron microscopy (cryo-EM). For complete details on the use and execution of this protocol, please refer to Cvetkovic et al.
1 ., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)- Published
- 2024
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29. Condensate interfacial forces reposition DNA loci and probe chromatin viscoelasticity.
- Author
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Strom AR, Kim Y, Zhao H, Chang YC, Orlovsky ND, Košmrlj A, Storm C, and Brangwynne CP
- Subjects
- Humans, Viscosity, Biomolecular Condensates metabolism, Biomolecular Condensates chemistry, Genetic Loci, Chromatin metabolism, Chromatin chemistry, DNA metabolism, DNA chemistry, Elasticity
- Abstract
Biomolecular condensates assemble in living cells through phase separation and related phase transitions. An underappreciated feature of these dynamic molecular assemblies is that they form interfaces with other cellular structures, including membranes, cytoskeleton, DNA and RNA, and other membraneless compartments. These interfaces are expected to give rise to capillary forces, but there are few ways of quantifying and harnessing these forces in living cells. Here, we introduce viscoelastic chromatin tethering and organization (VECTOR), which uses light-inducible biomolecular condensates to generate capillary forces at targeted DNA loci. VECTOR can be utilized to programmably reposition genomic loci on a timescale of seconds to minutes, quantitatively revealing local heterogeneity in the viscoelastic material properties of chromatin. These synthetic condensates are built from components that naturally form liquid-like structures in living cells, highlighting the potential role for native condensates to generate forces and do work to reorganize the genome and impact chromatin architecture., Competing Interests: Declaration of interests C.P.B. is a scientific founder, Scientific Advisory Board member, shareholder, and consultant for Nereid Therapeutics., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
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30. SuperTAD-Fast: Accelerating Topologically Associating Domains Detection Through Discretization.
- Author
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Ling Z, Zhang YW, and Li SC
- Subjects
- Computer Simulation, Algorithms, Entropy, Genome, Software, Genetic Techniques, Chromatin chemistry, Chromatin genetics
- Abstract
High-throughput chromosome conformation capture (Hi-C) technology captures spatial interactions of DNA sequences into matrices, and software tools are developed to identify topologically associating domains (TADs) from the Hi-C matrices. With structural information theory, SuperTAD adopted a dynamic programming approach to find the TAD hierarchy with minimal structural entropy. However, the algorithm suffers from high time complexity. To accelerate this algorithm, we design and implement an approximation algorithm with a theoretical performance guarantee. We implemented a package, SuperTAD-Fast. Using Hi-C matrices and simulated data, we demonstrated that SuperTAD-Fast achieved great runtime improvement compared with SuperTAD. SuperTAD-Fast shows high consistency and significant enrichment of structural proteins from Hi-C data of human cell lines in comparison with the existing six hierarchical TADs detecting methods.
- Published
- 2024
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31. ISWI catalyzes nucleosome sliding in condensed nucleosome arrays.
- Author
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Vizjak P, Kamp D, Hepp N, Scacchetti A, Gonzalez Pisfil M, Bartho J, Halic M, Becker PB, Smolle M, Stigler J, and Mueller-Planitz F
- Subjects
- Animals, Chromatin Assembly and Disassembly, Adenosine Triphosphate metabolism, Drosophila melanogaster metabolism, Drosophila melanogaster genetics, Hydrolysis, Drosophila Proteins metabolism, Drosophila Proteins chemistry, Drosophila Proteins genetics, DNA metabolism, DNA chemistry, Chromatin metabolism, Chromatin chemistry, Drosophila metabolism, Nucleosomes metabolism, Nucleosomes chemistry, Adenosine Triphosphatases metabolism, Adenosine Triphosphatases chemistry, Adenosine Triphosphatases genetics, Molecular Dynamics Simulation, Transcription Factors metabolism, Transcription Factors chemistry, Transcription Factors genetics
- Abstract
How chromatin enzymes work in condensed chromatin and how they maintain diffusional mobility inside remains unexplored. Here we investigated these challenges using the Drosophila ISWI remodeling ATPase, which slides nucleosomes along DNA. Folding of chromatin fibers did not affect sliding in vitro. Catalytic rates were also comparable in- and outside of chromatin condensates. ISWI cross-links and thereby stiffens condensates, except when ATP hydrolysis is possible. Active hydrolysis is also required for ISWI's mobility in condensates. Energy from ATP hydrolysis therefore fuels ISWI's diffusion through chromatin and prevents ISWI from cross-linking chromatin. Molecular dynamics simulations of a 'monkey-bar' model in which ISWI grabs onto neighboring nucleosomes, then withdraws from one before rebinding another in an ATP hydrolysis-dependent manner, qualitatively agree with our data. We speculate that monkey-bar mechanisms could be shared with other chromatin factors and that changes in chromatin dynamics caused by mutations in remodelers could contribute to pathologies., (© 2024. The Author(s), under exclusive licence to Springer Nature America, Inc.)
- Published
- 2024
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32. STAG2-RAD21 complex: A unidirectional DNA ratchet mechanism in loop extrusion.
- Author
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Ros-Pardo D, Gómez-Puertas P, and Marcos-Alcalde Í
- Subjects
- Protein Binding, Nucleic Acid Conformation, Nuclear Proteins genetics, Nuclear Proteins chemistry, Nuclear Proteins metabolism, Models, Molecular, Humans, Molecular Dynamics Simulation, Chromatin chemistry, Chromatin genetics, Chromatin metabolism, DNA chemistry, DNA genetics, DNA-Binding Proteins chemistry, DNA-Binding Proteins genetics, DNA-Binding Proteins metabolism, Cell Cycle Proteins metabolism, Cell Cycle Proteins genetics, Cell Cycle Proteins chemistry
- Abstract
DNA loop extrusion plays a key role in the regulation of gene expression and the structural arrangement of chromatin. Most existing mechanistic models of loop extrusion depend on some type of ratchet mechanism, which should permit the elongation of loops while preventing their collapse, by enabling DNA to move in only one direction. STAG2 is already known to exert a role as DNA anchor, but the available structural data suggest a possible role in unidirectional DNA motion. In this work, a computational simulation framework was constructed to evaluate whether STAG2 could enforce such unidirectional displacement of a DNA double helix. The results reveal that STAG2 V-shape allows DNA sliding in one direction, but blocks opposite DNA movement via a linear ratchet mechanism. Furthermore, these results suggest that RAD21 binding to STAG2 controls its flexibility by narrowing the opening of its V-shape, which otherwise remains widely open in absence of RAD21. Therefore, in the proposed model, in addition to its already described role as a DNA anchor, the STAG2-RAD21 complex would be part of a ratchet mechanism capable of exerting directional selectivity on DNA sliding during loop extrusion. The identification of the molecular basis of the ratchet mechanism of loop extrusion is a critical step in unraveling new insights into a broad spectrum of chromatin activities and their implications for the mechanisms of chromatin-related diseases., Competing Interests: Declaration of competing interest No competing interest is declared., (Copyright © 2024 The Author(s). Published by Elsevier B.V. All rights reserved.)
- Published
- 2024
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33. Identification of DNase I hypersensitive sites in the human genome by multiple sequence descriptors.
- Author
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Jin YT, Tan Y, Gan ZH, Hao YD, Wang TY, Lin H, and Tang B
- Subjects
- Humans, Computational Biology methods, Algorithms, Regulatory Sequences, Nucleic Acid genetics, Deoxyribonuclease I metabolism, Deoxyribonuclease I genetics, Deoxyribonuclease I chemistry, Genome, Human, Chromatin genetics, Chromatin metabolism, Chromatin chemistry
- Abstract
DNase I hypersensitive sites (DHSs) are chromatin regions highly sensitive to DNase I enzymes. Studying DHSs is crucial for understanding complex transcriptional regulation mechanisms and localizing cis-regulatory elements (CREs). Numerous studies have indicated that disease-related loci are often enriched in DHSs regions, underscoring the importance of identifying DHSs. Although wet experiments exist for DHSs identification, they are often labor-intensive. Therefore, there is a strong need to develop computational methods for this purpose. In this study, we used experimental data to construct a benchmark dataset. Seven feature extraction methods were employed to capture information about human DHSs. The F-score was applied to filter the features. By comparing the prediction performance of various classification algorithms through five-fold cross-validation, random forest was proposed to perform the final model construction. The model could produce an overall prediction accuracy of 0.859 with an AUC value of 0.837. We hope that this model can assist scholars conducting DNase research in identifying these sites., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 Elsevier Inc. All rights reserved.)
- Published
- 2024
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- View/download PDF
34. Understanding and Simulating the Dynamics of a Polymer-Like Chromatin.
- Author
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Câmara AS and Mascher M
- Subjects
- Polymers chemistry, Chromosomes, Plant genetics, Chromatin genetics, Chromatin metabolism, Chromatin chemistry, Molecular Dynamics Simulation
- Abstract
Chromatin modeling enables the characterization of chromatin architecture at a resolution so far unachievable with experimental techniques. Polymer models fill our knowledge gap on a wide range of structures, from chromatin loops to nuclear compartments. Many physical properties already known for polymers can thus explain the dynamics of chromatin. With molecular simulations, it is possible to probe an ensemble of conformations, which attest to the variability observed in individual cells and the general behavior of a population of cells. In this review, we describe universal characteristics of polymers that chromatin carries. We introduce how these characteristics can be assessed with polymer simulations while also addressing specific aspects of chromatin and its environment. Finally, we give examples of plant chromatin models that, despite their paucity, augur well for the future of polymer simulations to plant chromosome biology., (© 2025. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.)
- Published
- 2025
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35. Methods for Genome-Wide Chromatin Interaction Analysis.
- Author
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Okabe A
- Subjects
- Humans, Genomics methods, Genome-Wide Association Study methods, Animals, Chromatin genetics, Chromatin metabolism, Chromatin chemistry, High-Throughput Nucleotide Sequencing methods
- Abstract
Recent analyses revealed the essential function of chromatin structure in maintaining and regulating genomic information. Advancements in microscopy, nuclear structure observation techniques, and the development of methods utilizing next-generation sequencers (NGSs) have significantly progressed these discoveries. Methods utilizing NGS enable genome-wide analysis, which is challenging with microscopy, and have elucidated concepts of important chromatin structures such as a loop structure, a domain structure called topologically associating domains (TADs), and compartments. In this chapter, I introduce chromatin interaction techniques using NGS and outline the principles and features of each method., (© 2025. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.)
- Published
- 2025
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- View/download PDF
36. Integrative Modeling of 3D Genome Organization by Bayesian Molecular Dynamics Simulations with Hi-C Metainference.
- Author
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Brandani GB
- Subjects
- Animals, Mice, Genome, Genomics methods, Monte Carlo Method, Mouse Embryonic Stem Cells metabolism, Molecular Dynamics Simulation, Bayes Theorem, Chromatin genetics, Chromatin chemistry, Chromatin metabolism
- Abstract
Polymer modeling has been playing an increasingly important role in complementing 3D genome experiments, both to aid their interpretation and to reveal the underlying molecular mechanisms. This chapter illustrates an application of Hi-C metainference, a Bayesian approach to explore the 3D organization of a target genomic region by integrating experimental contact frequencies into a prior model of chromatin. The method reconstructs the conformational ensemble of the target locus by combining molecular dynamics simulation and Monte Carlo sampling from the posterior probability distribution given the data. Using prior chromatin models at both 1 kb and nucleosome resolution, we apply this approach to a 30 kb locus of mouse embryonic stem cells consisting of two well-defined domains linking several gene promoters together. Retaining the advantages of both physics-based and data-driven strategies, Hi-C metainference can provide an experimentally consistent representation of the system while at the same time retaining molecular details necessary to derive physical insights., (© 2025. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.)
- Published
- 2025
- Full Text
- View/download PDF
37. 4D Genome Analysis Using PHi-C2.
- Author
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Shinkai S and Onami S
- Subjects
- Humans, Genomics methods, Genome, Computational Biology methods, Software, Chromatin genetics, Chromatin chemistry, Chromatin metabolism, Algorithms
- Abstract
Hi-C methods reveal 3D genome features but lack correspondence to dynamic chromatin behavior. PHi-C2, Python software, addresses this gap by transforming Hi-C data into polymer models. After the optimization algorithm, it enables us to calculate 3D conformations and conduct dynamic simulations, providing insights into chromatin dynamics, including the mean-squared displacement and rheological properties. This chapter introduces PHi-C2 usage, offering a tutorial for comprehensive 4D genome analysis., (© 2025. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.)
- Published
- 2025
- Full Text
- View/download PDF
38. Read Mapping for Hi-C Analysis.
- Author
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Kelly ST, Tanaka K, Hosaka C, and Yuhara S
- Subjects
- Humans, Chromosomes genetics, Genomics methods, Chromatin genetics, Chromatin chemistry, High-Throughput Nucleotide Sequencing methods, Computational Biology methods, Software, Chromosome Mapping methods
- Abstract
Hi-C is a popular ligation-based technique to detect 3D physical chromosome structure within the nucleus using cross-linking and next-generation sequencing. As an unbiased genome-wide assay based on chromosome conformation capture, it provides rich insights into chromosome structure, dynamic chromosome folding and interactions, and the regulatory state of a cell. Bioinformatics analyses of Hi-C data require dedicated protocols as most genome alignment tools assume that both paired-end reads will map to the same chromosome, resulting in large two-dimensional matrices as processed data. Here, we outline the necessary steps to generate high-quality aligned Hi-C data by separately mapping each read while correcting for biases from restriction enzyme digests. We introduce our own custom open-source pipeline, which enables users to select an aligner of their choosing with high accuracy and performance. This enables users to generate high-resolution datasets with fast turnaround and fewer unmapped reads. Finally, we discuss recent innovations in experimental techniques, bioinformatics techniques, and their applications in clinical testing for diagnostics., (© 2025. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.)
- Published
- 2025
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39. Chromatin condensed domains revealed by AFM, and their transformation in mechanically deformed normal and malignant cell nuclei.
- Author
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Bairamukov VY, Ankudinov AV, Kovalev RA, Pantina RA, Grigoriev SV, and Varfolomeeva EY
- Subjects
- Humans, Fibroblasts metabolism, Fibroblasts cytology, Cell Line, Tumor, Fibrosarcoma pathology, Fibrosarcoma metabolism, Fibrosarcoma genetics, DNA, Superhelical chemistry, DNA, Superhelical metabolism, DNA, Superhelical ultrastructure, Microscopy, Atomic Force methods, Cell Nucleus metabolism, Cell Nucleus ultrastructure, Chromatin metabolism, Chromatin chemistry, Chromatin ultrastructure
- Abstract
It has been generally accepted that heterochromatin is represented by a regular, dense and closed structure, while euchromatin is open and sparse. Recent evidence indicates that chromatin is comprised of irregular nucleosome clutches compacted within the nucleus. Transcriptional events transform the chromatin architecture, resulting in appearance of 100-300 nm nucleosomal aggregates. Meanwhile, the current paradigm of chromatin architecture is largely fragmented. In this communication, we unraveled chromatin ultrastructure of normal and malignant cell nuclei through mechanical deformation of the nuclei and Atomic Force Microscopy (AFM) analysis of the resulting landscape. In human skin fibroblasts cell nuclei, nanodomains of about 16.5-33.5 nm were revealed. Hierarchical folding of the chromatin of normal nuclei was observed: the nanodomains formed irregular fiber-like structures that coalesced into the macroscale chromatin compartments. In fibrosarcoma cell nuclei DNA supercoiling domains (SDs) of about 66.3-113.0 nm, uniformly distributed within the nuclei, were revealed. Transformation of the morphology of the condensed chromatin domains through up- and downregulation of supercoiling was demonstrated., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 Elsevier Inc. All rights reserved.)
- Published
- 2024
- Full Text
- View/download PDF
40. Chromatin phase separation and nuclear shape fluctuations are correlated in a polymer model of the nucleus.
- Author
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Attar AG, Paturej J, Banigan EJ, and Erbaş A
- Subjects
- Polymers chemistry, Polymers metabolism, Euchromatin metabolism, Euchromatin chemistry, Humans, Phase Separation, Cell Nucleus metabolism, Heterochromatin metabolism, Heterochromatin chemistry, Chromatin metabolism, Chromatin chemistry
- Abstract
Abnormal cell nuclear shapes are hallmarks of diseases, including progeria, muscular dystrophy, and many cancers. Experiments have shown that disruption of heterochromatin and increases in euchromatin lead to nuclear deformations, such as blebs and ruptures. However, the physical mechanisms through which chromatin governs nuclear shape are poorly understood. To investigate how heterochromatin and euchromatin might govern nuclear morphology, we studied chromatin microphase separation in a composite coarse-grained polymer and elastic shell simulation model. By varying chromatin density, heterochromatin composition, and heterochromatin-lamina interactions, we show how the chromatin phase organization may perturb nuclear shape. Increasing chromatin density stabilizes the lamina against large fluctuations. However, increasing heterochromatin levels or heterochromatin-lamina interactions enhances nuclear shape fluctuations by a "wetting"-like interaction. In contrast, fluctuations are insensitive to heterochromatin's internal structure. Our simulations suggest that peripheral heterochromatin accumulation could perturb nuclear morphology, while nuclear shape stabilization likely occurs through mechanisms other than chromatin microphase organization.
- Published
- 2024
- Full Text
- View/download PDF
41. Structural biology of shelterin and telomeric chromatin: the pieces and an unfinished puzzle.
- Author
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Hu H, Yan HL, and Nguyen THD
- Subjects
- Humans, Animals, DNA Damage, Protein Binding, Telomere metabolism, Chromatin metabolism, Chromatin chemistry, Shelterin Complex metabolism, Telomere-Binding Proteins metabolism, Telomere-Binding Proteins chemistry
- Abstract
The six-subunit shelterin complex binds to mammalian telomeres and protects them from triggering multiple DNA damage response pathways. The loss of this protective function by shelterin can have detrimental effects on cells. In this review, we first discuss structural studies of shelterin, detailing the contributions of each subunit and inter-subunit interactions in protecting chromosome ends. We then examine the influence of telomeric chromatin dynamics on the function of shelterin at telomeres. These studies provide valuable insights and underscore the challenges that future research must tackle to attain high-resolution structures of shelterin., (© 2024 The Author(s).)
- Published
- 2024
- Full Text
- View/download PDF
42. Effect of active loop extrusion on the two-contact correlations in the interphase chromosome.
- Author
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Starkov D and Belan S
- Subjects
- Chromosomes chemistry, Chromosomes genetics, Nucleic Acid Conformation, Interphase genetics, Chromatin chemistry, Chromatin genetics
- Abstract
The population-averaged contact maps generated by the chromosome conformation capture technique provide important information about the average frequency of contact between pairs of chromatin loci as a function of the genetic distance between them. However, these datasets do not tell us anything about the joint statistics of simultaneous contacts between genomic loci in individual cells. This kind of statistical information can be extracted using the single-cell Hi-C method, which is capable of detecting a large fraction of simultaneous contacts within a single cell, as well as through modern methods of fluorescent labeling and super-resolution imaging. Motivated by the prospect of the imminent availability of relevant experimental data, in this work, we theoretically model the joint statistics of pairs of contacts located along a line perpendicular to the main diagonal of the single-cell contact map. The analysis is performed within the framework of an ideal polymer model with quenched disorder of random loops, which, as previous studies have shown, allows us to take into account the influence of the loop extrusion process on the conformational properties of interphase chromatin., (© 2024 Author(s). Published under an exclusive license by AIP Publishing.)
- Published
- 2024
- Full Text
- View/download PDF
43. Hi-C-guided many-polymer model to decipher 3D genome organization.
- Author
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Shi C, Liu L, and Hyeon C
- Subjects
- Animals, Chromosomes metabolism, Genome, Chromatin metabolism, Chromatin chemistry, Chromatin genetics, Models, Molecular
- Abstract
We propose a high-throughput chromosome conformation capture data-based many-polymer model that allows us to generate an ensemble of multi-scale genome structures. We demonstrate the efficacy of our model by validating the generated structures against experimental measurements and employ them to address key questions regarding genome organization. Our model first confirms a significant correlation between chromosome size and nuclear positioning. Specifically, smaller chromosomes are distributed at the core region, whereas larger chromosomes are at the periphery, interacting with the nuclear envelope. The spatial distribution of A- and B-type compartments, which is nontrivial to infer from the corresponding high-throughput chromosome conformation capture maps alone, can also be elucidated using our model, accounting for an issue such as the effect of chromatin-lamina interaction on the compartmentalization of conventional and inverted nuclei. In accordance with imaging data, the overall shape of the 3D genome structures generated from our model displays significant variation. As a case study, we apply our method to the yellow fever mosquito genome, finding that the predicted morphology displays, on average, a more globular shape than the previously suggested spindle-like organization and that our prediction better aligns with the fluorescence in situ hybridization data. Our model has great potential to be extended to investigate many outstanding issues concerning 3D genome organization., Competing Interests: Declaration of interests The authors declare no competing interests., (Copyright © 2024 Biophysical Society. Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
- Full Text
- View/download PDF
44. Artificially inserted strong promoter containing multiple G-quadruplexes induces long-range chromatin modification.
- Author
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Roy SS, Bagri S, Vinayagamurthy S, Sengupta A, Then CR, Kumar R, Sridharan S, and Chowdhury S
- Subjects
- Humans, Histones metabolism, Histones chemistry, Histones genetics, Enhancer Elements, Genetic, G-Quadruplexes, Promoter Regions, Genetic, Chromatin metabolism, Chromatin chemistry, Chromatin genetics
- Abstract
Although the role of G-quadruplex (G4) DNA structures has been suggested in chromosomal looping this was not tested directly. Here, to test causal function, an array of G4s, or control sequence that does not form G4s, were inserted within chromatin in cells. In vivo G4 formation of the inserted G4 sequence array, and not the control sequence, was confirmed using G4-selective antibody. Compared to the control insert, we observed a remarkable increase in the number of 3D chromatin looping interactions from the inserted G4 array. This was evident within the immediate topologically associated domain (TAD) and throughout the genome. Locally, recruitment of enhancer histone marks and the transcriptional coactivator p300/Acetylated-p300 increased in the G4-array, but not in the control insertion. Resulting promoter-enhancer interactions and gene activation were clear up to 5 Mb away from the insertion site. Together, these show the causal role of G4s in enhancer function and long-range chromatin interactions. Mechanisms of 3D topology are primarily based on DNA-bound architectural proteins that induce/stabilize long-range interactions. Involvement of the underlying intrinsic DNA sequence/structure in 3D looping shown here therefore throws new light on how long-range chromosomal interactions might be induced or maintained., Competing Interests: SR, SB, SV, AS, CT, RK, SS, SC No competing interests declared, (© 2024, Roy et al.)
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- 2024
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45. A DNA condensation code for linker histones.
- Author
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Watson M, Sabirova D, Hardy MC, Pan Y, Carpentier DCJ, Yates H, Wright CJ, Chan WH, Destan E, and Stott K
- Subjects
- Chromatin chemistry, Chromatin metabolism, Chromatin genetics, Animals, Humans, Histones chemistry, Histones metabolism, Histones genetics, DNA chemistry, DNA metabolism, Nucleosomes metabolism, Nucleosomes chemistry
- Abstract
Linker histones play an essential role in chromatin packaging by facilitating compaction of the 11-nm fiber of nucleosomal "beads on a string." The result is a heterogeneous condensed state with local properties that range from dynamic, irregular, and liquid-like to stable and regular structures (the 30-nm fiber), which in turn impact chromatin-dependent activities at a fundamental level. The properties of the condensed state depend on the type of linker histone, particularly on the highly disordered C-terminal tail, which is the most variable region of the protein, both between species, and within the various subtypes and cell-type specific variants of a given organism. We have developed an in vitro model system comprising linker histone tail and linker DNA, which although very minimal, displays surprisingly complex behavior, and is sufficient to model the known states of linker histone-condensed chromatin: disordered "fuzzy" complexes ("open" chromatin), dense liquid-like assemblies (dynamic condensates), and higher-order structures (organized 30-nm fibers). A crucial advantage of such a simple model is that it allows the study of the various condensed states by NMR, circular dichroism, and scattering methods. Moreover, it allows capture of the thermodynamics underpinning the transitions between states through calorimetry. We have leveraged this to rationalize the distinct condensing properties of linker histone subtypes and variants across species that are encoded by the amino acid content of their C-terminal tails. Three properties emerge as key to defining the condensed state: charge density, lysine/arginine ratio, and proline-free regions, and we evaluate each separately using a strategic mutagenesis approach., Competing Interests: Competing interests statement:The authors declare no competing interest.
- Published
- 2024
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46. Loops are geometric catalysts for DNA integration.
- Author
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Battaglia C and Michieletto D
- Subjects
- Chromatin chemistry, Chromatin genetics, Chromatin metabolism, DNA Transposable Elements genetics, DNA, Viral genetics, DNA, Viral chemistry, Mutagenesis, Insertional, Molecular Dynamics Simulation, Nucleic Acid Conformation, DNA chemistry, DNA genetics, Nucleosomes chemistry, Nucleosomes genetics, Nucleosomes metabolism
- Abstract
The insertion of DNA elements within genomes underpins both genetic diversity and disease when unregulated. Most of DNA insertions are not random and the physical mechanisms underlying the integration site selection are poorly understood. Here, we perform Molecular Dynamics simulations to study the insertion of DNA elements, such as viral DNA or transposons, into naked DNA or chromatin substrates. More specifically, we explore the role of loops within the polymeric substrate and discover that they act as 'geometric catalysts' for DNA integration by reducing the energy barrier for substrate deformation. Additionally, we discover that the 1D pattern and 3D conformation of loops have a marked effect on the distribution of integration sites. Finally, we show that loops may compete with nucleosomes to attract DNA integrations. These results may be tested in vitro and they may help to understand patterns of DNA insertions with implications in genome evolution and engineering., (© The Author(s) 2024. Published by Oxford University Press on behalf of Nucleic Acids Research.)
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- 2024
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47. Chromosome structure in Drosophila is determined by boundary pairing not loop extrusion.
- Author
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Bing X, Ke W, Fujioka M, Kurbidaeva A, Levitt S, Levine M, Schedl P, and Jaynes JB
- Subjects
- Animals, Drosophila melanogaster genetics, Chromatin chemistry, Chromatin metabolism, Cohesins, Chromosomal Proteins, Non-Histone metabolism, Chromosomal Proteins, Non-Histone chemistry, Chromosomal Proteins, Non-Histone genetics, Chromosome Structures, Cell Cycle Proteins metabolism, Cell Cycle Proteins genetics, Cell Cycle Proteins chemistry, Drosophila Proteins metabolism, Drosophila Proteins genetics, Drosophila Proteins chemistry, Drosophila genetics
- Abstract
Two different models have been proposed to explain how the endpoints of chromatin looped domains ('TADs') in eukaryotic chromosomes are determined. In the first, a cohesin complex extrudes a loop until it encounters a boundary element roadblock, generating a stem-loop. In this model, boundaries are functionally autonomous: they have an intrinsic ability to halt the movement of incoming cohesin complexes that is independent of the properties of neighboring boundaries. In the second, loops are generated by boundary:boundary pairing. In this model, boundaries are functionally non-autonomous, and their ability to form a loop depends upon how well they match with their neighbors. Moreover, unlike the loop-extrusion model, pairing interactions can generate both stem-loops and circle-loops. We have used a combination of MicroC to analyze how TADs are organized, and experimental manipulations of the even skipped TAD boundary, homie , to test the predictions of the 'loop-extrusion' and the 'boundary-pairing' models. Our findings are incompatible with the loop-extrusion model, and instead suggest that the endpoints of TADs in flies are determined by a mechanism in which boundary elements physically pair with their partners, either head-to-head or head-to-tail, with varying degrees of specificity. Although our experiments do not address how partners find each other, the mechanism is unlikely to require loop extrusion., Competing Interests: XB currently employed by a biotech company; however, this author's experimental contributions to the paper were done prior to taking the biotech job, WK, MF, AK, SL, ML, PS, JJ No competing interests declared, (© 2024, Bing, Ke, Fujioka et al.)
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- 2024
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48. scaDA: A novel statistical method for differential analysis of single-cell chromatin accessibility sequencing data.
- Author
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Zhao F, Ma X, Yao B, Lu Q, and Chen L
- Subjects
- Humans, Computational Biology methods, Alzheimer Disease genetics, Models, Statistical, Chromatin Immunoprecipitation Sequencing methods, Computer Simulation, Animals, Sequence Analysis, DNA methods, Algorithms, Chromatin genetics, Chromatin metabolism, Chromatin chemistry, Single-Cell Analysis methods, Single-Cell Analysis statistics & numerical data
- Abstract
Single-cell ATAC-seq sequencing data (scATAC-seq) has been widely used to investigate chromatin accessibility on the single-cell level. One important application of scATAC-seq data analysis is differential chromatin accessibility (DA) analysis. However, the data characteristics of scATAC-seq such as excessive zeros and large variability of chromatin accessibility across cells impose a unique challenge for DA analysis. Existing statistical methods focus on detecting the mean difference of the chromatin accessible regions while overlooking the distribution difference. Motivated by real data exploration that distribution difference exists among cell types, we introduce a novel composite statistical test named "scaDA", which is based on zero-inflated negative binomial model (ZINB), for performing differential distribution analysis of chromatin accessibility by jointly testing the abundance, prevalence and dispersion simultaneously. Benefiting from both dispersion shrinkage and iterative refinement of mean and prevalence parameter estimates, scaDA demonstrates its superiority to both ZINB-based likelihood ratio tests and published methods by achieving the highest power and best FDR control in a comprehensive simulation study. In addition to demonstrating the highest power in three real sc-multiome data analyses, scaDA successfully identifies differentially accessible regions in microglia from sc-multiome data for an Alzheimer's disease (AD) study that are most enriched in GO terms related to neurogenesis and the clinical phenotype of AD, and AD-associated GWAS SNPs., Competing Interests: The authors have declared that no competing interests exist., (Copyright: © 2024 Zhao et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)
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- 2024
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49. Convolutional neural network-based regression analysis to predict subnuclear chromatin organization from two-dimensional optical scattering signals.
- Author
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Al-Kurdi Y, Direkoǧlu C, Erbilek M, and Arifler D
- Subjects
- Regression Analysis, Scattering, Radiation, Refractometry methods, Machine Learning, Humans, Algorithms, Chromatin chemistry, Neural Networks, Computer, Cell Nucleus chemistry
- Abstract
Significance: Azimuth-resolved optical scattering signals obtained from cell nuclei are sensitive to changes in their internal refractive index profile. These two-dimensional signals can therefore offer significant insights into chromatin organization., Aim: We aim to determine whether two-dimensional scattering signals can be used in an inverse scheme to extract the spatial correlation length ℓ c and extent δ n of subnuclear refractive index fluctuations to provide quantitative information on chromatin distribution., Approach: Since an analytical formulation that links azimuth-resolved signals to ℓ c and δ n is not feasible, we set out to assess the potential of machine learning to predict these parameters via a data-driven approach. We carry out a convolutional neural network (CNN)-based regression analysis on 198 numerically computed signals for nuclear models constructed with ℓ c varying in steps of 0.1 μ m between 0.4 and 1.0 μ m , and δ n varying in steps of 0.005 between 0.005 and 0.035. We quantify the performance of our analysis using a five-fold cross-validation technique., Results: The results show agreement between the true and predicted values for both ℓ c and δ n , with mean absolute percent errors of 8.5% and 13.5%, respectively. These errors are smaller than the minimum percent increment between successive values for respective parameters characterizing the constructed models and thus signify an extremely good prediction performance over the range of interest., Conclusions: Our results reveal that CNN-based regression can be a powerful approach for exploiting the information content of two-dimensional optical scattering signals and hence monitoring chromatin organization in a quantitative manner., (© 2024 The Authors.)
- Published
- 2024
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50. The relationship between nucleosome positioning and higher-order genome folding.
- Author
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Aljahani A, Mauksch C, and Oudelaar AM
- Subjects
- Humans, Animals, Chromatin Assembly and Disassembly, Nucleic Acid Conformation, Chromatin metabolism, Chromatin chemistry, Nucleosomes metabolism, Nucleosomes chemistry, Genome
- Abstract
Eukaryotic genomes are organized into 3D structures, which range from small-scale nucleosome arrays to large-scale chromatin domains. These structures have an important role in the regulation of transcription and other nuclear processes. Despite advances in our understanding of the properties, functions, and underlying mechanisms of genome structures, there are many open questions about the interplay between these structures across scales. In particular, it is not well understood if and how 1D features of nucleosome arrays influence large-scale 3D genome folding patterns. In this review, we discuss recent studies that address these questions and summarize our current understanding of the relationship between nucleosome positioning and higher-order genome folding., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 The Author(s). Published by Elsevier Ltd.. All rights reserved.)
- Published
- 2024
- Full Text
- View/download PDF
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