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Gamarra N, Chittenden C, Sundararajan K, Schwartz JP, Lundqvist S, Robles D, Dixon-Luinenburg O, Marcus J, Maslan A, Franklin JM, Streets A, Straight AF, Altemose N. DiMeLo-cito: a one-tube protocol for mapping protein-DNA interactions reveals CTCF bookmarking in mitosis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.11.642717. [PMID: 40161611 PMCID: PMC11952428 DOI: 10.1101/2025.03.11.642717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/02/2025]
Abstract
Genome regulation relies on complex and dynamic interactions between DNA and proteins. Recently, powerful methods have emerged that leverage third-generation sequencing to map protein-DNA interactions genome-wide. For example, Directed Methylation with Long-read sequencing (DiMeLo-seq) enables mapping of protein-DNA interactions along long, single chromatin fibers, including in highly repetitive genomic regions. However, DiMeLo-seq involves lossy centrifugation-based wash steps that limit its applicability to many sample types. To address this, we developed DiMeLo-cito, a single-tube, wash-free protocol that maximizes the yield and quality of genomic DNA obtained for long-read sequencing. This protocol enables the interrogation of genome-wide protein binding with as few as 100,000 cells and without the requirement of a nuclear envelope, enabling confident measurement of protein-DNA interactions during mitosis. Using this protocol, we detected strong binding of CTCF to mitotic chromosomes in diploid human cells, in contrast with earlier studies in karyotypically unstable cancer cell lines, suggesting that CTCF "bookmarks" specific sites critical for maintaining genome architecture across cell divisions. By expanding the capabilities of DiMeLo-seq to a broader range of sample types, DiMeLo-cito can provide new insights into genome regulation and organization.
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Affiliation(s)
- Nathan Gamarra
- Stanford University, Department of Genetics, Palo Alto, California 94304, USA
| | - Cy Chittenden
- Stanford University, Department of Genetics, Palo Alto, California 94304, USA
| | - Kousik Sundararajan
- Stanford University, Department of Biochemistry, Palo Alto, California 94304, USA
| | - Jacob P. Schwartz
- Stanford University, Department of Molecular and Cellular Physiology, Palo Alto, California 94304, USA
| | - Sofia Lundqvist
- University of California, Berkeley, Department of Bioengineering, Berkeley, California 94720, USA
| | - Denise Robles
- University of California, Berkeley, Department of Bioengineering, Berkeley, California 94720, USA
| | - Oberon Dixon-Luinenburg
- University of California, Berkeley, Department of Bioengineering, Berkeley, California 94720, USA
| | - Jeremy Marcus
- University of California, Berkeley, Department of Bioengineering, Berkeley, California 94720, USA
| | - Annie Maslan
- University of California, Berkeley, Department of Bioengineering, Berkeley, California 94720, USA
| | - J. Matthew Franklin
- Stanford University, Department of Genetics, Palo Alto, California 94304, USA
| | - Aaron Streets
- University of California, Berkeley, Department of Bioengineering, Berkeley, California 94720, USA
- Chan Zuckerberg Biohub – San Francisco, San Francisco, California 94158, USA
| | - Aaron F. Straight
- Stanford University, Department of Biochemistry, Palo Alto, California 94304, USA
| | - Nicolas Altemose
- Stanford University, Department of Genetics, Palo Alto, California 94304, USA
- Chan Zuckerberg Biohub – San Francisco, San Francisco, California 94158, USA
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2
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Kirichuk O, Srimasorn S, Zhang X, Roberts ARE, Coche-Guerente L, Kwok JCF, Bureau L, Débarre D, Richter RP. Competitive Specific Anchorage of Molecules onto Surfaces: Quantitative Control of Grafting Densities and Contamination by Free Anchors. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2023; 39:18410-18423. [PMID: 38049433 PMCID: PMC10734310 DOI: 10.1021/acs.langmuir.3c02567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 10/30/2023] [Accepted: 11/20/2023] [Indexed: 12/06/2023]
Abstract
The formation of surfaces decorated with biomacromolecules such as proteins, glycans, or nucleic acids with well-controlled orientations and densities is of critical importance for the design of in vitro models, e.g., synthetic cell membranes and interaction assays. To this effect, ligand molecules are often functionalized with an anchor that specifically binds to a surface with a high density of binding sites, providing control over the presentation of the molecules. Here, we present a method to robustly and quantitatively control the surface density of one or several types of anchor-bearing molecules by tuning the relative concentrations of target molecules and free anchors in the incubation solution. We provide a theoretical background that relates incubation concentrations to the final surface density of the molecules of interest and present effective guidelines toward optimizing incubation conditions for the quantitative control of surface densities. Focusing on the biotin anchor, a commonly used anchor for interaction studies, as a salient example, we experimentally demonstrate surface density control over a wide range of densities and target molecule sizes. Conversely, we show how the method can be adapted to quality control the purity of end-grafted biopolymers such as biotinylated glycosaminoglycans by quantifying the amount of residual free biotin reactant in the sample solution.
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Affiliation(s)
- Oksana Kirichuk
- School
of Biomedical Sciences, Faculty of Biological Sciences, University of Leeds, Leeds LS2 9JT, U.K.
- School
of Physics and Astronomy, Faculty of Engineering and Physical Sciences,
Astbury Centre for Structural Molecular Biology, and Bragg Centre
for Materials Research, University of Leeds, Leeds LS2 9JT, U.K.
- Université
Grenoble-Alpes, CNRS, LIPhy, 38000 Grenoble, France
| | - Sumitra Srimasorn
- School
of Biomedical Sciences, Faculty of Biological Sciences, University of Leeds, Leeds LS2 9JT, U.K.
- School
of Physics and Astronomy, Faculty of Engineering and Physical Sciences,
Astbury Centre for Structural Molecular Biology, and Bragg Centre
for Materials Research, University of Leeds, Leeds LS2 9JT, U.K.
| | - Xiaoli Zhang
- School
of Biomedical Sciences, Faculty of Biological Sciences, University of Leeds, Leeds LS2 9JT, U.K.
- School
of Physics and Astronomy, Faculty of Engineering and Physical Sciences,
Astbury Centre for Structural Molecular Biology, and Bragg Centre
for Materials Research, University of Leeds, Leeds LS2 9JT, U.K.
| | - Abigail R. E. Roberts
- School
of Biomedical Sciences, Faculty of Biological Sciences, University of Leeds, Leeds LS2 9JT, U.K.
- School
of Physics and Astronomy, Faculty of Engineering and Physical Sciences,
Astbury Centre for Structural Molecular Biology, and Bragg Centre
for Materials Research, University of Leeds, Leeds LS2 9JT, U.K.
| | - Liliane Coche-Guerente
- Département
de Chimie Moléculaire, Université
Grenoble-Alpes, CNRS, 38000 Grenoble, France
| | - Jessica C. F. Kwok
- School
of Biomedical Sciences, Faculty of Biological Sciences, University of Leeds, Leeds LS2 9JT, U.K.
- Institute
of Experimental Medicine, Czech Academy of Sciences, Vídeňská 1083, 142 00 Prague, Czech Republic
| | - Lionel Bureau
- Université
Grenoble-Alpes, CNRS, LIPhy, 38000 Grenoble, France
| | | | - Ralf P. Richter
- School
of Biomedical Sciences, Faculty of Biological Sciences, University of Leeds, Leeds LS2 9JT, U.K.
- School
of Physics and Astronomy, Faculty of Engineering and Physical Sciences,
Astbury Centre for Structural Molecular Biology, and Bragg Centre
for Materials Research, University of Leeds, Leeds LS2 9JT, U.K.
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3
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Shaw AM, Hyde C, Merrick B, James-Pemberton P, Squires BK, Olkhov RV, Batra R, Patel A, Bisnauthsing K, Nebbia G, MacMahon E, Douthwaite S, Malim M, Neil S, Martinez Nunez R, Doores K, Mark TKI, Signell AW, Betancor G, Wilson HD, Galão RP, Pickering S, Edgeworth JD. Real-world evaluation of a novel technology for quantitative simultaneous antibody detection against multiple SARS-CoV-2 antigens in a cohort of patients presenting with COVID-19 syndrome. Analyst 2020; 145:5638-5646. [PMID: 32638712 PMCID: PMC7953841 DOI: 10.1039/d0an01066a] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Accepted: 06/29/2020] [Indexed: 01/04/2023]
Abstract
An evaluation of a rapid portable gold-nanotechnology measuring SARS-CoV-2 IgM, IgA and IgG antibody concentrations against spike 1 (S1), spike 2 (S) and nucleocapsid (N) was conducted using serum samples from 74 patients tested for SARS-CoV-2 RNA on admission to hospital, and 47 historical control patients from March 2019. 59 patients were RNA(+) and 15 were RNA(-). A serum (±) classification was derived for all three antigens and a quantitative serological profile was obtained. Serum(+) was identified in 30% (95% CI 11-48) of initially RNA(-) patients, in 36% (95% CI 17-54) of RNA(+) patients before 10 days, 77% (95% CI 67-87) between 10 and 20 days and 95% (95% CI 86-100) after 21 days. The patient-level diagnostic accuracy relative to RNA(±) after 10 days displayed 88% sensitivity (95% CI 75-95) and 75% specificity (95% CI 22-99), although specificity compared with historical controls was 100% (95%CI 91-100). This study provides robust support for further evaluation and validation of this novel technology in a clinical setting and highlights challenges inherent in assessment of serological tests for an emerging disease such as COVID-19.
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Affiliation(s)
- Andrew M Shaw
- Department of Bioscience, College of Life and Environmental Sciences, University of Exeter, Stocker Road, Exeter, EX4 4QD, UK. and Attomarker Ltd, Innovation Centre, University of Exeter, Rennes Drive, Exeter, EX4 4RN, UK
| | - Christopher Hyde
- Exeter Test Group, College of Medicine and Health, University of Exeter, St Luke's Campus, Heavitree Road, Exeter, EX1 2LU, UK
| | - Blair Merrick
- Centre for Clinical Infection and Diagnostics Research, Department of Infectious Diseases, Guy's and St Thomas' NHS Foundation Trust, London SE1 7EH, UK.
| | - Philip James-Pemberton
- Department of Bioscience, College of Life and Environmental Sciences, University of Exeter, Stocker Road, Exeter, EX4 4QD, UK. and Attomarker Ltd, Innovation Centre, University of Exeter, Rennes Drive, Exeter, EX4 4RN, UK
| | - Bethany K Squires
- Attomarker Ltd, Innovation Centre, University of Exeter, Rennes Drive, Exeter, EX4 4RN, UK
| | - Rouslan V Olkhov
- Department of Bioscience, College of Life and Environmental Sciences, University of Exeter, Stocker Road, Exeter, EX4 4QD, UK. and Attomarker Ltd, Innovation Centre, University of Exeter, Rennes Drive, Exeter, EX4 4RN, UK
| | - Rahul Batra
- Centre for Clinical Infection and Diagnostics Research, Department of Infectious Diseases, Guy's and St Thomas' NHS Foundation Trust, London SE1 7EH, UK.
| | - Amita Patel
- Centre for Clinical Infection and Diagnostics Research, Department of Infectious Diseases, Guy's and St Thomas' NHS Foundation Trust, London SE1 7EH, UK.
| | - Karen Bisnauthsing
- Centre for Clinical Infection and Diagnostics Research, Department of Infectious Diseases, Guy's and St Thomas' NHS Foundation Trust, London SE1 7EH, UK.
| | - Gaia Nebbia
- Centre for Clinical Infection and Diagnostics Research, Department of Infectious Diseases, Guy's and St Thomas' NHS Foundation Trust, London SE1 7EH, UK.
| | - Eithne MacMahon
- Centre for Clinical Infection and Diagnostics Research, Department of Infectious Diseases, Guy's and St Thomas' NHS Foundation Trust, London SE1 7EH, UK.
| | - Sam Douthwaite
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Michael Malim
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Stuart Neil
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Rocio Martinez Nunez
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Katie Doores
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Tan Kia Ik Mark
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Adrian W Signell
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Gilberto Betancor
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Harry D Wilson
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Rui Pedro Galão
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Suzanne Pickering
- Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
| | - Jonathan D Edgeworth
- Centre for Clinical Infection and Diagnostics Research, Department of Infectious Diseases, Guy's and St Thomas' NHS Foundation Trust, London SE1 7EH, UK. and Department of Infectious Diseases, School of Immunology & Microbial Sciences, King's College London, UK
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Mechanisms of noncanonical binding dynamics in multivalent protein-protein interactions. Proc Natl Acad Sci U S A 2019; 116:25659-25667. [PMID: 31776263 DOI: 10.1073/pnas.1902909116] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Protein multivalency can provide increased affinity and specificity relative to monovalent counterparts, but these emergent biochemical properties and their mechanistic underpinnings are difficult to predict as a function of the biophysical properties of the multivalent binding partners. Here, we present a mathematical model that accurately simulates binding kinetics and equilibria of multivalent protein-protein interactions as a function of the kinetics of monomer-monomer binding, the structure and topology of the multidomain interacting partners, and the valency of each partner. These properties are all experimentally or computationally estimated a priori, including approximating topology with a worm-like chain model applicable to a variety of structurally disparate systems, thus making the model predictive without parameter fitting. We conceptualize multivalent binding as a protein-protein interaction network: ligand and receptor valencies determine the number of interacting species in the network, with monomer kinetics and structural properties dictating the dynamics of each species. As predicted by the model and validated by surface plasmon resonance experiments, multivalent interactions can generate several noncanonical macroscopic binding dynamics, including a transient burst of high-energy configurations during association, biphasic equilibria resulting from interligand competition at high concentrations, and multiexponential dissociation arising from differential lifetimes of distinct network species. The transient burst was only uncovered when extending our analysis to trivalent interactions due to the significantly larger network, and we were able to predictably tune burst magnitude by altering linker rigidity. This study elucidates mechanisms of multivalent binding and establishes a framework for model-guided analysis and engineering of such interactions.
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Reader PP, Olkhov RV, Reeksting S, Lubben A, Hyde CJ, Shaw AM. A rapid and quantitative technique for assessing IgG monomeric purity, calibrated with the NISTmAb reference material. Anal Bioanal Chem 2019; 411:6487-6496. [PMID: 31375854 PMCID: PMC6718376 DOI: 10.1007/s00216-019-02029-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Revised: 06/19/2019] [Accepted: 07/10/2019] [Indexed: 11/28/2022]
Abstract
The fraction of intact monomer in a sample (moles/moles), the monomeric purity, is measured as a quality control in therapeutic monoclonal antibodies but is often unknown in research samples and remains a major source of variation in quantitative antibody-based techniques such as immunoassay development. Here, we describe a novel multiplex technique for estimating the monomeric purity and antigen affinity of research grade antibody samples. Light scattering was used to simultaneously observe the mass of antibody binding to biosensor surfaces functionalised with antigen (revealing Fab binding kinetics) or protein A/G (PAG). Initial estimates of monomeric purity in 7 antibody samples including a therapeutic infliximab biosimilar were estimated by observing a mass deficit on the PAG surface compared to the NISTmAb standard of high monomeric purity. Monomeric purity estimates were improved in a second step by observing the mass of antigen binding to the mass of antibody on the PAG surface. The NISTmAb and infliximab biosimilar displayed tightly controlled stoichiometries for antigen binding of 1.31 ± 0.57 and 1.71 ± 0.16 (95% confidence interval)—within the theoretical limit of 1–2 antigens per antibody depending on avidity. The other antibodies in the panel displayed antigen binding stoichiometries in the range 0.06–1.15, attributed to lower monomeric purity. The monomeric purity estimates were verified by electrospray ionization mass spectrometry (ESI), the gold standard technique for structural characterization of antibodies. ESI data indicated that the NISTmAb and infliximab biosimilar samples had monomeric purity values of 93.5% and 94.7%, respectively, whilst the research grade samples were significantly lower (54–89%). Our results demonstrate rapid quality control testing for monomeric purity of antibody samples (< 15 min) which could improve the reproducibility of antibody-based experiments.
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Affiliation(s)
- Peter P Reader
- University of Exeter Medical School, Heavitree Road, Exeter, EX1 2LU, UK.,College of Life and Environmental Sciences, University of Exeter, Stocker Road, Exeter, EX4 4QD, UK
| | - Rouslan V Olkhov
- College of Life and Environmental Sciences, University of Exeter, Stocker Road, Exeter, EX4 4QD, UK
| | - Shaun Reeksting
- Chemical Characterisation and Analysis Facility, University of Bath, Claverton Down, Bath, BA2 7AY, UK
| | - Anneke Lubben
- Chemical Characterisation and Analysis Facility, University of Bath, Claverton Down, Bath, BA2 7AY, UK
| | - Christopher J Hyde
- University of Exeter Medical School, Heavitree Road, Exeter, EX1 2LU, UK
| | - Andrew M Shaw
- College of Life and Environmental Sciences, University of Exeter, Stocker Road, Exeter, EX4 4QD, UK.
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