Understanding how the NuRD complex assembles and functions in mouse embryonic stem cells (mESC's)
Lead Research Organisation:
University of Cambridge
Department Name: Biochemistry
Abstract
The Nucleosome Remodeling and Deacetylation (NuRD) protein complex plays a key role in controlling the way our genomes are packaged inside the cell into a structure called chromatin. This packaging in turn controls whether particular genes (sequences of DNA) are/are not expressed. In particular, the NuRD complex controls gene expression as embryonic stem (ES) cells first start to differentiate into all the different types of specialised cells in the body. Without some of the NuRD complex components, ES cells cannot differentiate at all, clearly demonstrating its importance. So how does the NuRD complex form? And how does it affect gene expression in ES cells? These are the questions we hope to answer.
Up until now, we (and the field as a whole) have focussed on trying to understand which components make up the NuRD complex, which regions of the genome it interacts with, and which genes are affected by it. However, we have recently shown that we can make the individual components and assemble the NuRD complex outside of a cell. This will allow us to study its structure and how it interacts with the small regions of the genome to which it binds. We have shown using cutting-edge imaging that we can track single NuRD complex components inside a cell and watch in real-time how they assemble on chromatin. We can also study how the NuRD complex affects the binding of other proteins, and ultimately gene expression. We now envisage a highly inter-disciplinary research program that combines these approaches to determine the structure of the NuRD complex, understand how NuRD complexes assemble and interact with different parts of the genome, and how they control gene expression.
Our long-term goal is to use this understanding to control the differentiation of stem cells. This understanding when applied to either ES cells, or adult cells that have been induced to become stem cells (iPS cells), could have enormous potential - e.g. for providing a source of human tissue to study disease progression, or to develop drugs for personalised molecular therapies. We will also attempt to develop small molecule inhibitors and activators of NuRD complexes to control chromatin structure. Our research may in the long-term facilitate our ability to directly influence gene expression profiles, stem cell differentiation and disease.
Up until now, we (and the field as a whole) have focussed on trying to understand which components make up the NuRD complex, which regions of the genome it interacts with, and which genes are affected by it. However, we have recently shown that we can make the individual components and assemble the NuRD complex outside of a cell. This will allow us to study its structure and how it interacts with the small regions of the genome to which it binds. We have shown using cutting-edge imaging that we can track single NuRD complex components inside a cell and watch in real-time how they assemble on chromatin. We can also study how the NuRD complex affects the binding of other proteins, and ultimately gene expression. We now envisage a highly inter-disciplinary research program that combines these approaches to determine the structure of the NuRD complex, understand how NuRD complexes assemble and interact with different parts of the genome, and how they control gene expression.
Our long-term goal is to use this understanding to control the differentiation of stem cells. This understanding when applied to either ES cells, or adult cells that have been induced to become stem cells (iPS cells), could have enormous potential - e.g. for providing a source of human tissue to study disease progression, or to develop drugs for personalised molecular therapies. We will also attempt to develop small molecule inhibitors and activators of NuRD complexes to control chromatin structure. Our research may in the long-term facilitate our ability to directly influence gene expression profiles, stem cell differentiation and disease.
Technical Summary
We have developed a novel chromosome conformation capture (Hi-C) method to determine genome structure in single mouse ES cells. We find that highly NuRD-regulated genes form clusters (which we confirmed using super-resolution microscopy) that associate with active enhancers/promoters, which bind key transcription factors such as KLF4. These results suggest that NuRD may regulate the binding of key transcription factors. We now want to understand how NuRD assembles and how it affects the binding of e.g. KLF4 to regulate gene expression.
To study NuRD assembly we have purified a core NuRD complex, with deacetylase but not chromatin remodelling activity, and have carried out preliminary cryo-EM and cross-linking mass spectrometry (CL-MS). We have also purified larger NuRD complexes with the chromatin remodeller CHD4, as well as complexes of CHD4 and mono-/di-nucleosomes. To understand how the various components contribute to NuRD activity, we will use a deacetylation assay and a single-molecule Förster Resonance Energy Transfer (FRET) assay for nucleosome remodelling. We will also use these assays to study small molecules that have been found by our collaborators to bind to NuRD, or to regulate Human stem cell self-renewal, and utilise them in the single-molecule imaging approaches described below. Finally, we will determine structures of NuRD/nucleosome complexes by cryo-EM/CL-MS, and later by X-ray crystallography after generating smaller constructs from limited proteolysis and CL-MS analysis.
In parallel, we have developed approaches for single-molecule tracking of proteins in live ES cells and we have developed a novel single-molecule FRET approach for the tracking of protein complexes. These studies have suggested cell-cycle dependent assembly of NuRD. We would now like to use these approaches to study how NuRD assembles at specific genomic loci and how it affects the binding of proteins like KLF4.
To study NuRD assembly we have purified a core NuRD complex, with deacetylase but not chromatin remodelling activity, and have carried out preliminary cryo-EM and cross-linking mass spectrometry (CL-MS). We have also purified larger NuRD complexes with the chromatin remodeller CHD4, as well as complexes of CHD4 and mono-/di-nucleosomes. To understand how the various components contribute to NuRD activity, we will use a deacetylation assay and a single-molecule Förster Resonance Energy Transfer (FRET) assay for nucleosome remodelling. We will also use these assays to study small molecules that have been found by our collaborators to bind to NuRD, or to regulate Human stem cell self-renewal, and utilise them in the single-molecule imaging approaches described below. Finally, we will determine structures of NuRD/nucleosome complexes by cryo-EM/CL-MS, and later by X-ray crystallography after generating smaller constructs from limited proteolysis and CL-MS analysis.
In parallel, we have developed approaches for single-molecule tracking of proteins in live ES cells and we have developed a novel single-molecule FRET approach for the tracking of protein complexes. These studies have suggested cell-cycle dependent assembly of NuRD. We would now like to use these approaches to study how NuRD assembles at specific genomic loci and how it affects the binding of proteins like KLF4.
Planned Impact
Who might benefit from this research?
Beneficiaries or 'users' within the commercial private sector who will gain from our research include pharmaceutical and small biotech companies who are either interested in the NuRD complex and targeting this for therapeutic benefit, or who might apply the technology we develop to understanding how their own proteins of interest assemble and function as complexes inside living cells. Our research specifically involves collaborations with groups in Belgium, Germany, France, The Netherlands and Spain, nurturing stronger relations with the European research community.
How might they benefit from this research?
It is increasingly clear that epigenetic regulation of chromatin structure and gene expression is a dynamic and reversible process, which underlies normal development. When it malfunctions, however, it can contribute to many diseases. The NuRD complex brings together key proteins that mediate epigenetic regulation through the deacetylation and demethylation of histones as well as proteins that remodel nucleosomes. Several of the proteins/enzymes and protein interactions in this complex are emerging as potential drug targets, and it will be important to understand how it interacts with and remodels chromatin structure, if we are to design appropriate therapeutic approaches.
Perhaps more importantly, however, the NuRD complex has a central role in the reprogramming of adult cells into induced pluripotent stem (iPS) cells and the differentiation of stem cells towards a committed lineage. Our long-term goal is to understand how the NuRD complex controls these early steps of differentiation of ES cells - there is already evidence that small molecule inhibitors of HDACs, lysine demethylases and the G9a methyl-transferase may help in the generation of iPS cells and their directed differentiation along particular lineages.
We envisage that our structures and studies of the mechanistic behaviour of the NuRD complex will provide key information for future structure based drug design and may attract R&D investment. Our protocols for the production and assembly of the recombinant complex will be readily accessible to industrial and academic groups for small molecule screening programmes. Such screens could lead to the development of drugs or therapies, which may subsequently progress to clinical trials. In this way, we hope to advance the economic competitiveness of the U.K.
As mentioned above, our long-term goal is to use the understanding we gain, to develop approaches to control ES cell differentiation. This understanding, when applied to embryonic and induced pluripotent stem cells, will have enormous potential for providing a source of human tissue to study disease progression, and to develop drugs for personalised molecular therapies. In addition, aberrant gene regulation by these complexes is clearly implicated in cancer. Cures and ameliorative therapies for many diseases may thus be possible through the manipulation of transcriptional profiles and the control of stem cell differentiation. The development of small molecule inhibitors and activators of the NuRD complex to control chromatin structure may facilitate our ability to directly influence transcriptional profiles, stem cell renewal/differentiation and cancer. There are important opportunities in the treatment of diabetes and neurodegenerative disorders (for example, Parkinson's and Alzheimer's Disease) as well as cancer.
Transferrable skills gained by staff employed over the duration of the project will include the ability to communicate scientific findings to the wider public, presenting research in the form of posters and talks, writing up scientific conclusions in the form of manuscripts, writing grant proposals and training in the management and supervision of PhD and undergraduate students.
Beneficiaries or 'users' within the commercial private sector who will gain from our research include pharmaceutical and small biotech companies who are either interested in the NuRD complex and targeting this for therapeutic benefit, or who might apply the technology we develop to understanding how their own proteins of interest assemble and function as complexes inside living cells. Our research specifically involves collaborations with groups in Belgium, Germany, France, The Netherlands and Spain, nurturing stronger relations with the European research community.
How might they benefit from this research?
It is increasingly clear that epigenetic regulation of chromatin structure and gene expression is a dynamic and reversible process, which underlies normal development. When it malfunctions, however, it can contribute to many diseases. The NuRD complex brings together key proteins that mediate epigenetic regulation through the deacetylation and demethylation of histones as well as proteins that remodel nucleosomes. Several of the proteins/enzymes and protein interactions in this complex are emerging as potential drug targets, and it will be important to understand how it interacts with and remodels chromatin structure, if we are to design appropriate therapeutic approaches.
Perhaps more importantly, however, the NuRD complex has a central role in the reprogramming of adult cells into induced pluripotent stem (iPS) cells and the differentiation of stem cells towards a committed lineage. Our long-term goal is to understand how the NuRD complex controls these early steps of differentiation of ES cells - there is already evidence that small molecule inhibitors of HDACs, lysine demethylases and the G9a methyl-transferase may help in the generation of iPS cells and their directed differentiation along particular lineages.
We envisage that our structures and studies of the mechanistic behaviour of the NuRD complex will provide key information for future structure based drug design and may attract R&D investment. Our protocols for the production and assembly of the recombinant complex will be readily accessible to industrial and academic groups for small molecule screening programmes. Such screens could lead to the development of drugs or therapies, which may subsequently progress to clinical trials. In this way, we hope to advance the economic competitiveness of the U.K.
As mentioned above, our long-term goal is to use the understanding we gain, to develop approaches to control ES cell differentiation. This understanding, when applied to embryonic and induced pluripotent stem cells, will have enormous potential for providing a source of human tissue to study disease progression, and to develop drugs for personalised molecular therapies. In addition, aberrant gene regulation by these complexes is clearly implicated in cancer. Cures and ameliorative therapies for many diseases may thus be possible through the manipulation of transcriptional profiles and the control of stem cell differentiation. The development of small molecule inhibitors and activators of the NuRD complex to control chromatin structure may facilitate our ability to directly influence transcriptional profiles, stem cell renewal/differentiation and cancer. There are important opportunities in the treatment of diabetes and neurodegenerative disorders (for example, Parkinson's and Alzheimer's Disease) as well as cancer.
Transferrable skills gained by staff employed over the duration of the project will include the ability to communicate scientific findings to the wider public, presenting research in the form of posters and talks, writing up scientific conclusions in the form of manuscripts, writing grant proposals and training in the management and supervision of PhD and undergraduate students.
Publications
Basu S
(2018)
FRET-enhanced photostability allows improved single-molecule tracking of proteins and protein complexes in live mammalian cells.
in Nature communications
Basu S
(2024)
Publisher Correction: Live-cell three-dimensional single-molecule tracking reveals modulation of enhancer dynamics by NuRD.
in Nature structural & molecular biology
Basu S
(2023)
Live-cell three-dimensional single-molecule tracking reveals modulation of enhancer dynamics by NuRD
in Nature Structural & Molecular Biology
Carr AR
(2017)
Three-Dimensional Super-Resolution in Eukaryotic Cells Using the Double-Helix Point Spread Function.
in Biophysical journal
Lando D
(2018)
Combining fluorescence imaging with Hi-C to study 3D genome architecture of the same single cell.
in Nature protocols
Lando D
(2018)
Calculation of 3D genome structures for comparison of chromosome conformation capture experiments with microscopy: An evaluation of single-cell Hi-C protocols.
in Nucleus (Austin, Tex.)
| Title | MOESM1 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 1: Figure S1. Citrullination of HP1? identified by MS/MS. A Multiple sequence alignment of paralogues of mouse HP1 protein sequences using Clustal Omega. Functional domains of HP1 (CD, HR and CSD) and C-terminal and N-terminal extensions are colour-coded as indicated in panel D. Isoleucine residues in the P × V × L motif, known to diminish dimerisation of HP1, are highlighted in yellow. B/C MS/MS fragmentation tables relating to the fragmentation spectra depicted in Fig. 1B and C, including the mass accuracies of identified fragments. D Schematic illustration of HP1? mutants used in this study. Changes in amino acids are indicated. Functional domains of HP1 are illustrated: CD (blue) is the chromodomain; HR (orange) is the hinge region; and CSD (green) is the chromoshadow domain. C-terminal and N-terminal extensions are indicated in grey |
| Type Of Art | Image |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM1_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Title | MOESM10 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 10: Movie 3. SPT of mESC expressing HP1?WT cultured in the absence of LIF. Movie of representative mESCs expressing HP1?WT cultured in the absence of LIF for 72 h of experiment (i) labelled with HaloTag-JF549 ligand imaged at 561 nm. Fluorescent images were collected as movies of 1000 frames at 500 ms time resolution |
| Type Of Art | Film/Video/Animation |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM10_of_Citrullination_of_HP1_chromodomain_affects_a... |
| Title | MOESM11 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 11: Movie 4. SPT of mESC expressing HP1?R38/9A cultured in the absence of LIF. Movie of representative mESCs expressing HP1?R38/9A cultured in the absence of LIF for 72 h of experiment (i) labelled with HaloTag-JF549 ligand imaged at 561 nm. Fluorescent images were collected as movies of 1000 frames at 500 ms time resolution |
| Type Of Art | Film/Video/Animation |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM11_of_Citrullination_of_HP1_chromodomain_affects_a... |
| Title | MOESM12 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 12: Figure S6. HP1? R38 and R39 determine chromatin residence time in differentiating mESCs. Bayesian Information Criterion (BIC) of residence time modes. The relative likelihood for each model for each data set was determined by use of the BIC comparing different models for single-particle tracking data. The fit with the lowest BIC was used (light blue). Representative results for experiment (i) are shown as a proof of principle. For both HP1?WT and HP1?R38/9A, two binding modes were identified as most likely. Parameters describe: tres: residence times; a1/(a1 + a2): percentage molecules binding specifically and unspecifically |
| Type Of Art | Image |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM12_of_Citrullination_of_HP1_chromodomain_affects_a... |
| Title | MOESM2 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 2: Figure S2. Mutation of R38 and R39 impairs HP1?'s binding to H3K9me3 in vitro. A Unprocessed images of Coomassie-blue stained gels showing the results from pulldown assays analysing binding of GST-HP1?WT, GST-HP1?R38/9A, GST-HP1?R38/9K, GST-HP1?R38A and GST-HP1?R39A mutant proteins to H3K9me3(1-16) or unmethylated H3(1-16) peptides, as indicated. 25% of input amounts are shown. (i)-(iii) show replicates quantified in Fig. 2A. B BLI sensorgrams showing the normalised binding profiles of recombinant GST-HP1?WT, GST-HP1?R38/9K and GST-HP1?R38/9A binding to biotinylated H3K9me3(1-16) peptides. On the left sensorgram, association (30-150 s) and dissociation (150-270 s) were each measured over the course of 120 s. Results of one experiment are shown. Protein concentrations used are WT: 28.0 µM; R38/9K: 25.5 µM; R38/9A: 28.3 µM. C BLI sensorgrams showing the normalised binding profiles of recombinant GST-HP1?WT, GST-HP1?R38/9K, -HP1?R38/9A and GST binding to biotinylated H3 peptides (H3K9me3(1-16): left panel) or H3(1-16) peptides (H3: right panel). Association (30-150 s) and dissociation (150-270 s) were each measured over the course of 120 s. Results of one experiment are shown. Concentrations used from top to bottom were WT: 28.0 µM, 18.7 µM, 12.4 µM, 8.3 µM, 2.8 µM, 0.9 µM and 0.3 µM; R38/9 K: 25.5 µM, 17.0 µM, 11.3 µM, 7.6 µM, 2.5 µM, 0.8 µM and 0.3 µM; R38/9A: 28.3 µM, 18.9 µM, 12.6 µM, 8.4 µM, 2.8 µM, 0.9 µM and 0.3 µM; GST: 30.6 µM, 20.4 µM, 13.6 µM, 9.1 µM and 3.0 µM |
| Type Of Art | Image |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM2_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Title | MOESM4 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 4: Figure S3. PADI4 citrullinates HP1? in vitro. A/B As a known PADI4 target, recombinant H3.1 was incubated with recombinant PADI4 in the presence of activating calcium. No calcium reactions serve as negative controls. Reactions were resolved by SDS-PAGE and analysed by immunoblot analysis using (A) an anti-H3R2-citrulline antibody and (B) an anti-peptidyl-citrulline antibody (Pan-Cit). C Unprocessed images of in vitro citrullination assays relating to Fig. 3A. GST-HP1?WT, GST-HP1?R38K, GST-HP1?R39K or GST-HP1?R38/9K mutants were treated with GST-PADI4 in the presence or absence of activating calcium, as indicated. Reactions were resolved by SDS-PAGE and analysed by immunoblot analysis using an anti-peptidyl-citrulline antibody. Images of three biological replicates (i-iii) are shown together with their respective ImageJ quantifications. Quantifications of lanes shown in Fig. 3A are highlighted in red. D Dot blot analysis of site-specific polyclonal antibody raised against citrullinated mouse HP1?R38/9. Peptides (HP1?(34-44) unmodified (HP1? UM), double Cit R38/9-Cit (HP1?R38/9-Cit), single Cit R38-Cit (HP1?R38-Cit), single Cit R39-Cit (HP1?R39-Cit), single Cit R108-Cit (HP1?(104-111)R108-Cit) and single Cit R107-Cit (HP1a(103-112)-R107-Cit)) were immobilised on PVDF membranes at indicated amounts (1-125 ng) and incubated with a purified HP1?-R38/9-Cit antibody. E/F Images of in vitro citrullination assays of GST-HP1?WT or HP1?R38/9K mutant protein treated with GST-PADI4 in the presence or absence of activating calcium. Reactions were resolved by SDS-PAGE and analysed by immunoblot analysis using (E) a purified HP1?-R38/9-Cit or (F) an anti-peptidyl-citrulline (Pan-Cit) antibody. G Unprocessed images of in vitro citrullination assays relating to Fig. 3B. GST-HP1?WT or -HP1?R38/9K mutant proteins were treated with GST-PADI4, with or without activating calcium, in the presence or absence of H3(1-16) or H3K9me3(1-16) peptides, as indicated. Reactions were resolved by SDS-PAGE and analysed by immunoblot analysis using an anti-peptidyl-citrulline antibody. Images of three replicates (i-iii) are shown together with their respective ImageJ quantifications. Quantifications of lanes shown in Fig. 3B are highlighted in red. Images (i-ii) depict autoradiograms whilst image (iii) was acquired using a Chemidoc⢠imaging system |
| Type Of Art | Image |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM4_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Title | MOESM5 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 5: Figure S4. Differentiation of mESCs. A Immunoprecipitation (IP) of endogenous HP1? from nuclear lysates of mESCs before and after 72 h LIF withdrawal. IPs were performed with anti-HP1? and anti-HA control antibodies and analysed by immunoblotting using an anti-peptidyl-citrulline antibody (a-Citrulline). Subsequently the same immunoblots were stripped and re-probed with an anti-HP1? antibody (a-HP1?). 4% of input amounts of each IP are indicated. Replicate (i) is shown in Fig. 4D. B Stable exogenous expression of mEos3.2-HaloTag-HP1? fusion proteins does not affect total mRNA level of pluripotency markers in mESCs. RT-PCR data for the indicated genes were normalised to Ć-actin mRNA expression. Bars represent ± SEM (n = 2). C The mRNA levels of pluripotency markers in mESCs decrease after withdrawal of LIF. The mRNA levels of the indicated genes were measured by RT-PCR over a course of 3 days after withdrawal of LIF. RT-PCR data were normalised to Ć-actin mRNA expression, and expression fold change was determined relative to d0 time point using the ddCT method. Bars represent ± SEM (n = 2). D Representative light field microscope images of mESCs before and after 72 h LIF withdrawal, captured with a Leica EC3 camera at 20 × magnification. Scale bars: 100 µm |
| Type Of Art | Image |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM5_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Title | MOESM6 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 6: Figure S5. Single-particle tracking to measure HP1 dynamics in vivo. A Immunoblot analysis of whole cell extracts of mESCs stably expressing or mEos3.2-HaloTag-HP1?WT or fusion proteins. Anti-HP1? antibody detects endogenous and fusion proteins. Ć-Tubulin levels are shown as a loading control. B Representative raw SPT data of mEos3.2-HaloTag-HP1?WT and HP1?I165K molecules in mESCs. Histograms depict fraction of jumps plotted against jump distance [nm] of HaloTag-JF549-tagged HP1 in mESCs. C Representative jump distance (JD) analyses of mEos3.2-HaloTag-HP1?WT and I165K molecules in mESCs. Cumulative fraction of jumps plotted against JD [µm]. Yellow line indicates the result of fit to JDs of bound molecules (D = 0.1 µm2 s-1); orange line shows the result of fit to JDs of diffusing molecules (D = 0.6 µm2 s-1); blue line shows result of fit to JDs combining both bound and diffusing molecules; and purple line shows the raw data. D SPT of mEos3.2-HaloTag-HP1?WT and HP1?I165K mutant proteins. Cells were labelled with HaloTag-JF549 ligand and subjected to SPT. At 561 nm, fluorescent images were collected as movies of 10,000 frames at 13.5 ms time resolution. Plot depicts diffusion coefficients (D) [µm2 s-1] of the indicated HP1 molecules. Bars represent ± SD, n = 4-5, two-way ANOVA multiple comparisons with Sidak post hoc test (****p value: 0.0001). E Percentages of molecules within diffusing and bound fraction are shown. Bars represent ± SD (n = 4-5), two-way ANOVA multiple comparisons with Sidak post hoc test (ns. p value > 0.165). F Tabulated summary of results shown in D and E. Errors represent ± SD (n = 4-5) |
| Type Of Art | Image |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM6_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Title | MOESM8 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 8: Movie 1. SPT of mESC expressing HP1?WT cultured in the presence of LIF. Movie of representative mESCs expressing HP1?WT cultured in the presence of LIF of experiment (i) labelled with HaloTag-JF549 ligand imaged at 561 nm. Fluorescent images were collected as movies of 1000 frames at 500 ms time resolution |
| Type Of Art | Film/Video/Animation |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM8_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Title | MOESM9 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 9: Movie 2. SPT of mESC expressing HP1?R38/9A cultured in the presence of LIF. Movie of representative mESCs expressing HP1?R38/9A cultured in the presence of LIF of experiment (i) labelled with HaloTag-JF549 ligand imaged at 561 nm. Fluorescent images were collected as movies of 1000 frames at 500 ms time resolution |
| Type Of Art | Film/Video/Animation |
| Year Produced | 2019 |
| URL | https://springernature.figshare.com/articles/MOESM9_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Description | Understanding mammalian interphase genome structure in mouse ES cells |
| Amount | £2,031,409 (GBP) |
| Funding ID | 206291/Z/17/Z |
| Organisation | Wellcome Trust |
| Sector | Charity/Non Profit |
| Country | United Kingdom |
| Start | 04/2017 |
| End | 09/2023 |
| Title | 3D DH-PSF images |
| Description | More recently, we have developed a comprehensive approach for recording and processing single molecule images obtained using 3D DH-PSF microscopy. |
| Type Of Material | Improvements to research infrastructure |
| Year Produced | 2023 |
| Provided To Others? | No |
| Impact | In preparation. |
| Title | 3D tracks |
| Description | We have also further developed a new tool developed by the Holcman group (Basu et al., BioRxiv, 2020; Basu et al., Nat Struct. Mol. Biol., 2023) for the analysis of 3D tracks of single molecules to study the dynamics of proteins. |
| Type Of Material | Improvements to research infrastructure |
| Year Produced | 2020 |
| Provided To Others? | Yes |
| Impact | Improvements to the analysis of 3D tracks of single molecules to study the dynamics of proteins. |
| URL | https://www.biorxiv.org/content/10.1101/2020.04.03.003178v2 |
| Title | Single cell method |
| Description | We have developed a comprehensive approach for determining and processing single cell Hi-C data, as well as calculating and visualizing 3D genome structures of single cells. |
| Type Of Material | Improvements to research infrastructure |
| Year Produced | 2017 |
| Provided To Others? | Yes |
| Impact | Led to improvements in determining and processing single cell Hi-C data, as well as calculating and visualizing 3D genome structures of single cells. |
| URL | https://www.nature.com/articles/nature21429 |
| Title | Calculation of 3D genome structures for comparison of chromosome conformation capture experiments with microscopy: An evaluation of single-cell Hi-C protocols |
| Description | Single-cell chromosome conformation capture approaches are revealing the extent of cell-to-cell variability in the organization and packaging of genomes. These single-cell methods, unlike their multi-cell counterparts, allow straightforward computation of realistic chromosome conformations that may be compared and combined with other, independent, techniques to study 3D structure. Here we discuss how single-cell Hi-C and subsequent 3D genome structure determination allows comparison with data from microscopy. We then carry out a systematic evaluation of recently published single-cell Hi-C datasets to establish a computational approach for the evaluation of single-cell Hi-C protocols. We show that the calculation of genome structures provides a useful tool for assessing the quality of single-cell Hi-C data because it requires a self-consistent network of interactions, relating to the underlying 3D conformation, with few errors, as well as sufficient longer-range cis- and trans-chromosomal contacts. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2018 |
| Provided To Others? | Yes |
| URL | https://tandf.figshare.com/articles/Calculation_of_3D_genome_structures_for_comparison_of_chromosome... |
| Title | Calculation of 3D genome structures for comparison of chromosome conformation capture experiments with microscopy: An evaluation of single-cell Hi-C protocols |
| Description | Single-cell chromosome conformation capture approaches are revealing the extent of cell-to-cell variability in the organization and packaging of genomes. These single-cell methods, unlike their multi-cell counterparts, allow straightforward computation of realistic chromosome conformations that may be compared and combined with other, independent, techniques to study 3D structure. Here we discuss how single-cell Hi-C and subsequent 3D genome structure determination allows comparison with data from microscopy. We then carry out a systematic evaluation of recently published single-cell Hi-C datasets to establish a computational approach for the evaluation of single-cell Hi-C protocols. We show that the calculation of genome structures provides a useful tool for assessing the quality of single-cell Hi-C data because it requires a self-consistent network of interactions, relating to the underlying 3D conformation, with few errors, as well as sufficient longer-range cis- and trans-chromosomal contacts. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2018 |
| Provided To Others? | Yes |
| URL | https://tandf.figshare.com/articles/Calculation_of_3D_genome_structures_for_comparison_of_chromosome... |
| Title | Enhancer-promoter interactions are reconfigured through the formation of long-range multiway hubs as mouse ES cells exit pluripotency |
| Description | Original code |
| Type Of Material | Database/Collection of data |
| Year Produced | 2024 |
| Provided To Others? | Yes |
| URL | https://zenodo.org/doi/10.5281/zenodo.10654151 |
| Title | Enhancer-promoter interactions are reconfigured through the formation of long-range multiway hubs as mouse ES cells exit pluripotency |
| Description | Original code |
| Type Of Material | Database/Collection of data |
| Year Produced | 2024 |
| Provided To Others? | Yes |
| URL | https://zenodo.org/doi/10.5281/zenodo.10654152 |
| Title | GSE179007 |
| Description | Cut&Run and Hi-C datasets associated with Basu et al., 2020 and Basu et al., 2023 are available from the Gene Expression Omnibus (GEO) repository under accession code GSE179007. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2020 |
| Provided To Others? | Yes |
| Impact | Publications: Basu et al., 2020; Basu et al., 2023. |
| Title | GSE214264 |
| Description | Single-nucleus Hi-C, population Hi-C, ChIP-seq and single-cell RNA-seq datasets associated with Lando et al., 2023 are available from the Gene Expression Omnibus (GEO) repository under accession codes GSE80280 and GSE214264. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | Publication in review. |
| Title | GSE80280 |
| Description | The ChIP-seq, RNA-seq and Hi-C data and structures reported in Stevens et al., 2017 have been made available at the Gene Expression Omnibus (GEO) repository under accession code GSE80280. |
| Type Of Material | Database/Collection of data |
| Year Produced | 2017 |
| Provided To Others? | Yes |
| Impact | Publication: Stevens et al., 2017 |
| Title | Imaging data from "Live-cell 3D single-molecule tracking reveals modulation of enhancer dynamics by NuRD" |
| Description | 3D 20ms, 3D 500ms and 2D dCas9 raw videos, localisation, tracking and trajectory analysis data From 'Live-cell 3D single-molecule tracking reveals modulation of enhancer dynamics by NuRD" (2021). Biorxiv. https://doi.org/10.1101/2020.04.03.003178 |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| URL | https://zenodo.org/record/7985268 |
| Title | Imaging data from "Live-cell 3D single-molecule tracking reveals modulation of enhancer dynamics by NuRD" |
| Description | 3D 20ms, 3D 500ms and 2D dCas9 raw videos, localisation, tracking and trajectory analysis data From 'Live-cell 3D single-molecule tracking reveals modulation of enhancer dynamics by NuRD" (2021). Biorxiv. https://doi.org/10.1101/2020.04.03.003178 |
| Type Of Material | Database/Collection of data |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| URL | https://zenodo.org/record/7985267 |
| Title | MOESM13 of Citrullination of HP1Ćl chromodomain affects association with chromatin |
| Description | Additional file 13: Table S3. List of RT-PCR primers used in this study |
| Type Of Material | Database/Collection of data |
| Year Produced | 2019 |
| Provided To Others? | Yes |
| URL | https://springernature.figshare.com/articles/MOESM13_of_Citrullination_of_HP1_chromodomain_affects_a... |
| Title | MOESM3 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 3: Table S1. Raw BLI data. Raw BLI data of GST, GST-HP1?WT, R38/9A and R38/9K proteins at different concentrations to H3K9me3(1-16) and H3(1-16) unmethylated peptides |
| Type Of Material | Database/Collection of data |
| Year Produced | 2019 |
| Provided To Others? | Yes |
| URL | https://springernature.figshare.com/articles/MOESM3_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Title | MOESM7 of Citrullination of HP1? chromodomain affects association with chromatin |
| Description | Additional file 7: Table S2. STP data of single replicates. This file contains a summary of all biological replicates of analysed STP data of mESCs expressing HP1?WT, R38/9A or I165K mutant proteins cultured in the presence or absence of LIF for 72 h labelled with HaloTag-JF549 ligand imaged at 561 nm at 13.5 and 500 ms time resolution |
| Type Of Material | Database/Collection of data |
| Year Produced | 2019 |
| Provided To Others? | Yes |
| URL | https://springernature.figshare.com/articles/MOESM7_of_Citrullination_of_HP1_chromodomain_affects_as... |
| Description | David Holcman |
| Organisation | Ćcole Normale SupĆ©rieure, Paris |
| Country | France |
| Sector | Academic/University |
| PI Contribution | Development of a machine learning approach to analyse 3D tracks of single molecule localisations. |
| Collaborator Contribution | Development of a machine learning approach to analyse 3D tracks of single molecule localisations. |
| Impact | Development of a machine learning approach to analyse 3D tracks of single molecule localisations. Contribution to research and publications. |
| Start Year | 2016 |
| Description | Luke Lavis |
| Organisation | Howard Hughes Medical Institute |
| Department | Janelia Research Campus |
| Country | United States |
| Sector | Academic/University |
| PI Contribution | Testing of dyes for single molecular/super-resolution imaging |
| Collaborator Contribution | Development of dyes for single molecule/super-resolution imaging |
| Impact | Testing & development of dyes for single molecule/super-resolution imaging. |
| Start Year | 2017 |
| Description | Thomas Schalch |
| Organisation | University of Leicester |
| Country | United Kingdom |
| Sector | Academic/University |
| PI Contribution | Attended to explore possible future partnerships. |
| Collaborator Contribution | Organised a Japan-UK conference on "Regulation through chromatin" funded by the BBSRC/UKRI at Leicester. |
| Impact | Organised a Japan-UK conference on "Regulation through chromatin" funded by the BBSRC/UKRI at Leicester. EDL and BH attended as speakers. |
| Start Year | 2022 |
| Description | Tim Stevens |
| Organisation | Medical Research Council (MRC) |
| Department | MRC Laboratory of Molecular Biology (LMB) |
| Country | United Kingdom |
| Sector | Academic/University |
| PI Contribution | Development of software for processing single cell Hi-C experiments and calculation of 3D genome structures. |
| Collaborator Contribution | Development of software for processing single cell Hi-C experiments and calculation of 3D genome structures. |
| Impact | Development of software for processing single cell Hi-C experiments and calculation of 3D genome structures. Contribution to research and publications. |
| Start Year | 2014 |
| Title | 3D genome structure and visualisation |
| Description | 3D genome structure and visualisation |
| Type Of Technology | New/Improved Technique/Technology |
| Year Produced | 2017 |
| Open Source License? | Yes |
| Impact | Improvements to 3D genome structure and visualisation |
| Title | Hi-C data processing and analysis |
| Description | Hi-C data processing and analysis: NucProcess (https://github.com/tjs23/nuc_processing); NucTools (https://github.com/tjs23/nuc_tools) |
| Type Of Technology | New/Improved Technique/Technology |
| Year Produced | 2017 |
| Open Source License? | Yes |
| Impact | Improved Hi-C data processing and analysis |
| URL | https://github.com/tjs23/nuc_tools |
| Title | Ubuntu (Linux) virtual machine for Nuc3D software |
| Description | Ubuntu (Linux) virtual machine which has the Nuc3D software installed |
| Type Of Technology | New/Improved Technique/Technology |
| Year Produced | 2017 |
| Open Source License? | Yes |
| Impact | Facilitates use of Nuc3D software on Ubuntu (Linux) virtual machine |
