VDJ Recombination

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Albert Jeltsch - One of the best experts on this subject based on the ideXlab platform.

  • The SUV39H1 Protein Lysine Methyltransferase Methylates Chromatin Proteins Involved in Heterochromatin Formation and VDJ Recombination
    ACS chemical biology, 2017
    Co-Authors: Srikanth Kudithipudi, Maren Kirstin Schuhmacher, Adam Fiseha Kebede, Albert Jeltsch
    Abstract:

    SUV39H1 is an H3K9 methyltransferase involved in the formation of heterochromatin. We investigated its substrate specificity profile and show recognition of H3 residues between K4 and G12 with highly specific readout of R8. The specificity profile of SUV39H1 is distinct from its paralog SUV39H2, indicating that they can have different additional substrates. Using the specificity profile, several novel SUV39H1 candidate substrates were identified. We observed methylation of 19 novel substrates at the peptide level and for six of them at the protein level. Methylation of RAG2, SET8, and DOT1L was confirmed in cells, which all have important roles in chromatin regulation. Methylation of SET8 allosterically stimulates its H4K20 monomethylation activity connecting SUV39H1 to the generation of increased H4K20me3 levels, another heterochromatic modification. Methylation of RAG2 alters its subnuclear localization, indicating that SUV39H1 might regulate VDJ Recombination. Taken together, our results indicate that ...

  • The SUV39H1 Protein Lysine Methyltransferase Methylates Chromatin Proteins Involved in Heterochromatin Formation and VDJ Recombination
    2017
    Co-Authors: Srikanth Kudithipudi, Maren Kirstin Schuhmacher, Adam Fiseha Kebede, Albert Jeltsch
    Abstract:

    SUV39H1 is an H3K9 methyltransferase involved in the formation of heterochromatin. We investigated its substrate specificity profile and show recognition of H3 residues between K4 and G12 with highly specific readout of R8. The specificity profile of SUV39H1 is distinct from its paralog SUV39H2, indicating that they can have different additional substrates. Using the specificity profile, several novel SUV39H1 candidate substrates were identified. We observed methylation of 19 novel substrates at the peptide level and for six of them at the protein level. Methylation of RAG2, SET8, and DOT1L was confirmed in cells, which all have important roles in chromatin regulation. Methylation of SET8 allosterically stimulates its H4K20 monomethylation activity connecting SUV39H1 to the generation of increased H4K20me3 levels, another heterochromatic modification. Methylation of RAG2 alters its subnuclear localization, indicating that SUV39H1 might regulate VDJ Recombination. Taken together, our results indicate that beyond the generation of H3K9me3, SUV39H1 has additional roles in chromatin biology by direct stimulation of the establishment of H4K20me3 and the regulation of chromatin binding of RAG2

Frederick A Matsen - One of the best experts on this subject based on the ideXlab platform.

  • Deep generative models for T cell receptor protein sequences
    eLife, 2019
    Co-Authors: Kristian Davidsen, Branden J. Olson, William S Dewitt, Jean Feng, Elias Harkins, Philip Bradley, Frederick A Matsen
    Abstract:

    Probabilistic models of adaptive immune repertoire sequence distributions can be used to infer the expansion of immune cells in response to stimulus, differentiate genetic from environmental factors that determine repertoire sharing, and evaluate the suitability of various target immune sequences for stimulation via vaccination. Classically, these models are defined in terms of a probabilistic V(D)J Recombination model which is sometimes combined with a selection model. In this paper we take a different approach, fitting variational autoencoder (VAE) models parameterized by deep neural networks to T cell receptor (TCR) repertoires. We show that simple VAE models can perform accurate cohort frequency estimation, learn the rules of VDJ Recombination, and generalize well to unseen sequences. Further, we demonstrate that VAE-like models can distinguish between real sequences and sequences generated according to a Recombination-selection model, and that many characteristics of VAE-generated sequences are similar to those of real sequences.

  • Consistency of VDJ Rearrangement and Substitution Parameters Enables Accurate B Cell Receptor Sequence Annotation
    PLoS Computational Biology, 2016
    Co-Authors: Duncan K. Ralph, Frederick A Matsen
    Abstract:

    VDJ rearrangement and somatic hypermutation work together to produce antibody-coding B cell receptor (BCR) sequences for a remarkable diversity of antigens. It is now possible to sequence these BCRs in high throughput; analysis of these sequences is bringing new insight into how antibodies develop, in particular for broadly-neutralizing antibodies against HIV and influenza. A fundamental step in such sequence analysis is to annotate each base as coming from a specific one of the V, D, or J genes, or from an N-addition (a.k.a. non-templated insertion). Previous work has used simple parametric distributions to model transitions from state to state in a hidden Markov model (HMM) of VDJ Recombination, and assumed that mutations occur via the same process across sites. However, codon frame and other effects have been observed to violate these parametric assumptions for such coding sequences, suggesting that a non-parametric approach to modeling the Recombination process could be useful. In our paper, we find that indeed large modern data sets suggest a model using parameter-rich per-allele categorical distributions for HMM transition probabilities and per-allele-per-position mutation probabilities, and that using such a model for inference leads to significantly improved results. We present an accurate and efficient BCR sequence annotation software package using a novel HMM "factorization" strategy. This package, called partis (https://github.com/psathyrella/partis/), is built on a new general-purpose HMM compiler that can perform efficient inference given a simple text description of an HMM.

  • The clonal family inference problem.
    2016
    Co-Authors: Duncan K. Ralph, Frederick A Matsen
    Abstract:

    The B cell receptor generation process begins by VDJ Recombination, which makes a naive B cell. When stimulated by antigen, those naive cells diversify through the mutation and selection processes of affinity maturation, creating many lineages of B cells shown here as phylogenetic trees with the naive cells at the root of the tree. The ensemble of B cells descending from a single rearrangement event is called a clonal family. In this paper we develop methods to reconstruct clonal families from B cell receptor sequences.

Katheryn Meek - One of the best experts on this subject based on the ideXlab platform.

  • restoration of atm expression in dna pkcs deficient cells inhibits signal end joining
    Journal of Immunology, 2016
    Co-Authors: Jessica A. Neal, Eric A. Hendrickson, Masumi Abe, Katheryn Meek
    Abstract:

    Unlike most DNA-dependent protein kinase, catalytic subunit (DNA-PKcs)-deficient mouse cell strains, we show in the present study that targeted deletion of DNA-PKcs in two different human cell lines abrogates VDJ signal end joining in episomal assays. Although the mechanism is not well defined, DNA-PKcs deficiency results in spontaneous reduction of ATM expression in many cultured cell lines (including those examined in this study) and in DNA-PKcs-deficient mice. We considered that varying loss of ATM expression might explain differences in signal end joining in different cell strains and animal models, and we investigated the impact of ATM and/or DNA-PKcs loss on VDJ Recombination in cultured human and rodent cell strains. To our surprise, in DNA-PKcs-deficient mouse cell strains that are proficient in signal end joining, restoration of ATM expression markedly inhibits signal end joining. In contrast, in DNA-PKcs-deficient cells that are deficient in signal end joining, complete loss of ATM enhances signal (but not coding) joint formation. We propose that ATM facilitates restriction of signal ends to the classical nonhomologous end-joining pathway.

  • Restoration of ATM Expression in DNA-PKcs–Deficient Cells Inhibits Signal End Joining
    Journal of immunology (Baltimore Md. : 1950), 2016
    Co-Authors: Jessica A. Neal, Eric A. Hendrickson, Masumi Abe, Katheryn Meek
    Abstract:

    Unlike most DNA-dependent protein kinase, catalytic subunit (DNA-PKcs)-deficient mouse cell strains, we show in the present study that targeted deletion of DNA-PKcs in two different human cell lines abrogates VDJ signal end joining in episomal assays. Although the mechanism is not well defined, DNA-PKcs deficiency results in spontaneous reduction of ATM expression in many cultured cell lines (including those examined in this study) and in DNA-PKcs-deficient mice. We considered that varying loss of ATM expression might explain differences in signal end joining in different cell strains and animal models, and we investigated the impact of ATM and/or DNA-PKcs loss on VDJ Recombination in cultured human and rodent cell strains. To our surprise, in DNA-PKcs-deficient mouse cell strains that are proficient in signal end joining, restoration of ATM expression markedly inhibits signal end joining. In contrast, in DNA-PKcs-deficient cells that are deficient in signal end joining, complete loss of ATM enhances signal (but not coding) joint formation. We propose that ATM facilitates restriction of signal ends to the classical nonhomologous end-joining pathway.

Srikanth Kudithipudi - One of the best experts on this subject based on the ideXlab platform.

  • The SUV39H1 Protein Lysine Methyltransferase Methylates Chromatin Proteins Involved in Heterochromatin Formation and VDJ Recombination
    ACS chemical biology, 2017
    Co-Authors: Srikanth Kudithipudi, Maren Kirstin Schuhmacher, Adam Fiseha Kebede, Albert Jeltsch
    Abstract:

    SUV39H1 is an H3K9 methyltransferase involved in the formation of heterochromatin. We investigated its substrate specificity profile and show recognition of H3 residues between K4 and G12 with highly specific readout of R8. The specificity profile of SUV39H1 is distinct from its paralog SUV39H2, indicating that they can have different additional substrates. Using the specificity profile, several novel SUV39H1 candidate substrates were identified. We observed methylation of 19 novel substrates at the peptide level and for six of them at the protein level. Methylation of RAG2, SET8, and DOT1L was confirmed in cells, which all have important roles in chromatin regulation. Methylation of SET8 allosterically stimulates its H4K20 monomethylation activity connecting SUV39H1 to the generation of increased H4K20me3 levels, another heterochromatic modification. Methylation of RAG2 alters its subnuclear localization, indicating that SUV39H1 might regulate VDJ Recombination. Taken together, our results indicate that ...

  • The SUV39H1 Protein Lysine Methyltransferase Methylates Chromatin Proteins Involved in Heterochromatin Formation and VDJ Recombination
    2017
    Co-Authors: Srikanth Kudithipudi, Maren Kirstin Schuhmacher, Adam Fiseha Kebede, Albert Jeltsch
    Abstract:

    SUV39H1 is an H3K9 methyltransferase involved in the formation of heterochromatin. We investigated its substrate specificity profile and show recognition of H3 residues between K4 and G12 with highly specific readout of R8. The specificity profile of SUV39H1 is distinct from its paralog SUV39H2, indicating that they can have different additional substrates. Using the specificity profile, several novel SUV39H1 candidate substrates were identified. We observed methylation of 19 novel substrates at the peptide level and for six of them at the protein level. Methylation of RAG2, SET8, and DOT1L was confirmed in cells, which all have important roles in chromatin regulation. Methylation of SET8 allosterically stimulates its H4K20 monomethylation activity connecting SUV39H1 to the generation of increased H4K20me3 levels, another heterochromatic modification. Methylation of RAG2 alters its subnuclear localization, indicating that SUV39H1 might regulate VDJ Recombination. Taken together, our results indicate that beyond the generation of H3K9me3, SUV39H1 has additional roles in chromatin biology by direct stimulation of the establishment of H4K20me3 and the regulation of chromatin binding of RAG2

Jessica A. Neal - One of the best experts on this subject based on the ideXlab platform.

  • restoration of atm expression in dna pkcs deficient cells inhibits signal end joining
    Journal of Immunology, 2016
    Co-Authors: Jessica A. Neal, Eric A. Hendrickson, Masumi Abe, Katheryn Meek
    Abstract:

    Unlike most DNA-dependent protein kinase, catalytic subunit (DNA-PKcs)-deficient mouse cell strains, we show in the present study that targeted deletion of DNA-PKcs in two different human cell lines abrogates VDJ signal end joining in episomal assays. Although the mechanism is not well defined, DNA-PKcs deficiency results in spontaneous reduction of ATM expression in many cultured cell lines (including those examined in this study) and in DNA-PKcs-deficient mice. We considered that varying loss of ATM expression might explain differences in signal end joining in different cell strains and animal models, and we investigated the impact of ATM and/or DNA-PKcs loss on VDJ Recombination in cultured human and rodent cell strains. To our surprise, in DNA-PKcs-deficient mouse cell strains that are proficient in signal end joining, restoration of ATM expression markedly inhibits signal end joining. In contrast, in DNA-PKcs-deficient cells that are deficient in signal end joining, complete loss of ATM enhances signal (but not coding) joint formation. We propose that ATM facilitates restriction of signal ends to the classical nonhomologous end-joining pathway.

  • Restoration of ATM Expression in DNA-PKcs–Deficient Cells Inhibits Signal End Joining
    Journal of immunology (Baltimore Md. : 1950), 2016
    Co-Authors: Jessica A. Neal, Eric A. Hendrickson, Masumi Abe, Katheryn Meek
    Abstract:

    Unlike most DNA-dependent protein kinase, catalytic subunit (DNA-PKcs)-deficient mouse cell strains, we show in the present study that targeted deletion of DNA-PKcs in two different human cell lines abrogates VDJ signal end joining in episomal assays. Although the mechanism is not well defined, DNA-PKcs deficiency results in spontaneous reduction of ATM expression in many cultured cell lines (including those examined in this study) and in DNA-PKcs-deficient mice. We considered that varying loss of ATM expression might explain differences in signal end joining in different cell strains and animal models, and we investigated the impact of ATM and/or DNA-PKcs loss on VDJ Recombination in cultured human and rodent cell strains. To our surprise, in DNA-PKcs-deficient mouse cell strains that are proficient in signal end joining, restoration of ATM expression markedly inhibits signal end joining. In contrast, in DNA-PKcs-deficient cells that are deficient in signal end joining, complete loss of ATM enhances signal (but not coding) joint formation. We propose that ATM facilitates restriction of signal ends to the classical nonhomologous end-joining pathway.