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1.
Nucleic Acids Res ; 51(11): e61, 2023 06 23.
Article in English | MEDLINE | ID: mdl-37014016

ABSTRACT

Deep parallel sequencing (NGS) is a viable tool for monitoring scFv and Fab library dynamics in many antibody engineering high-throughput screening efforts. Although very useful, the commonly used Illumina NGS platform cannot handle the entire sequence of scFv or Fab in a single read, usually focusing on specific CDRs or resorting to sequencing VH and VL variable domains separately, thus limiting its utility in comprehensive monitoring of selection dynamics. Here we present a simple and robust method for deep sequencing repertoires of full length scFv, Fab and Fv antibody sequences. This process utilizes standard molecular procedures and unique molecular identifiers (UMI) to pair separately sequenced VH and VL. We show that UMI assisted VH-VL matching allows for a comprehensive and highly accurate mapping of full length Fv clonal dynamics in large highly homologous antibody libraries, as well as identification of rare variants. In addition to its utility in synthetic antibody discovery processes, our method can be instrumental in generating large datasets for machine learning (ML) applications, which in the field of antibody engineering has been hampered by conspicuous paucity of large scale full length Fv data.


Subject(s)
Gene Library , Single-Chain Antibodies , Immunoglobulin Heavy Chains/genetics , Single-Chain Antibodies/genetics , High-Throughput Nucleotide Sequencing , Machine Learning
2.
Proc Natl Acad Sci U S A ; 114(41): 10900-10905, 2017 10 10.
Article in English | MEDLINE | ID: mdl-28973872

ABSTRACT

Natural proteins must both fold into a stable conformation and exert their molecular function. To date, computational design has successfully produced stable and atomically accurate proteins by using so-called "ideal" folds rich in regular secondary structures and almost devoid of loops and destabilizing elements, such as cavities. Molecular function, such as binding and catalysis, however, often demands nonideal features, including large and irregular loops and buried polar interaction networks, which have remained challenging for fold design. Through five design/experiment cycles, we learned principles for designing stable and functional antibody variable fragments (Fvs). Specifically, we (i) used sequence-design constraints derived from antibody multiple-sequence alignments, and (ii) during backbone design, maintained stabilizing interactions observed in natural antibodies between the framework and loops of complementarity-determining regions (CDRs) 1 and 2. Designed Fvs bound their ligands with midnanomolar affinities and were as stable as natural antibodies, despite having >30 mutations from mammalian antibody germlines. Furthermore, crystallographic analysis demonstrated atomic accuracy throughout the framework and in four of six CDRs in one design and atomic accuracy in the entire Fv in another. The principles we learned are general, and can be implemented to design other nonideal folds, generating stable, specific, and precise antibodies and enzymes.


Subject(s)
Acyl-Carrier Protein S-Acetyltransferase/metabolism , Antibodies/chemistry , Antibodies/metabolism , Immunoglobulin Fragments/metabolism , Insulin/metabolism , Acyl-Carrier Protein S-Acetyltransferase/immunology , Antibodies/immunology , Binding Sites, Antibody , Complementarity Determining Regions/chemistry , Complementarity Determining Regions/immunology , Complementarity Determining Regions/metabolism , Crystallography, X-Ray , Humans , Immunoglobulin Fragments/chemistry , Immunoglobulin Fragments/immunology , Insulin/immunology , Ligands , Models, Molecular , Mycobacterium tuberculosis/enzymology , Protein Conformation
4.
PLoS One ; 10(6): e0130394, 2015.
Article in English | MEDLINE | ID: mdl-26114501

ABSTRACT

MamA is a highly conserved protein found in magnetotactic bacteria (MTB), a diverse group of prokaryotes capable of navigating according to magnetic fields - an ability known as magnetotaxis. Questions surround the acquisition of this magnetic navigation ability; namely, whether it arose through horizontal or vertical gene transfer. Though its exact function is unknown, MamA surrounds the magnetosome, the magnetic organelle embedding a biomineralised nanoparticle and responsible for magnetotaxis. Several structures for MamA from a variety of species have been determined and show a high degree of structural similarity. By determining the structure of MamA from Desulfovibrio magneticus RS-1 using X-ray crystallography, we have opened up the structure-sequence landscape. As such, this allows us to perform structural- and phylogenetic-based analyses using a variety of previously determined MamA from a diverse range of MTB species across various phylogenetic groups. We found that MamA has remained remarkably constant throughout evolution with minimal change between different taxa despite sequence variations. These findings, coupled with the generation of phylogenetic trees using both amino acid sequences and 16S rRNA, indicate that magnetotaxis likely did not spread via horizontal gene transfer and instead has a significantly earlier, primordial origin.


Subject(s)
Bacterial Proteins/chemistry , Desulfovibrio/chemistry , Evolution, Molecular , Gene Transfer, Horizontal , Phylogeny , Bacterial Proteins/genetics , Crystallography, X-Ray , Desulfovibrio/genetics , Protein Structure, Tertiary , RNA, Bacterial/genetics , RNA, Ribosomal, 16S/genetics
6.
Proteins ; 83(8): 1385-406, 2015 Aug.
Article in English | MEDLINE | ID: mdl-25670500

ABSTRACT

Computational design of protein function has made substantial progress, generating new enzymes, binders, inhibitors, and nanomaterials not previously seen in nature. However, the ability to design new protein backbones for function--essential to exert control over all polypeptide degrees of freedom--remains a critical challenge. Most previous attempts to design new backbones computed the mainchain from scratch. Here, instead, we describe a combinatorial backbone and sequence optimization algorithm called AbDesign, which leverages the large number of sequences and experimentally determined molecular structures of antibodies to construct new antibody models, dock them against target surfaces and optimize their sequence and backbone conformation for high stability and binding affinity. We used the algorithm to produce antibody designs that target the same molecular surfaces as nine natural, high-affinity antibodies; in five cases interface sequence identity is above 30%, and in four of those the backbone conformation at the core of the antibody binding surface is within 1 Å root-mean square deviation from the natural antibodies. Designs recapitulate polar interaction networks observed in natural complexes, and amino acid sidechain rigidity at the designed binding surface, which is likely important for affinity and specificity, is high compared to previous design studies. In designed anti-lysozyme antibodies, complementarity-determining regions (CDRs) at the periphery of the interface, such as L1 and H2, show greater backbone conformation diversity than the CDRs at the core of the interface, and increase the binding surface area compared to the natural antibody, potentially enhancing affinity and specificity.


Subject(s)
Complementarity Determining Regions/chemistry , Computational Biology/methods , Protein Conformation , Protein Engineering/methods , Sequence Analysis, Protein/methods , Algorithms , Amino Acid Sequence , Fuzzy Logic , Humans , Molecular Sequence Data
7.
Nature ; 502(7469): 65-70, 2013 Oct 03.
Article in English | MEDLINE | ID: mdl-24048479

ABSTRACT

Somatic cells can be inefficiently and stochastically reprogrammed into induced pluripotent stem (iPS) cells by exogenous expression of Oct4 (also called Pou5f1), Sox2, Klf4 and Myc (hereafter referred to as OSKM). The nature of the predominant rate-limiting barrier(s) preventing the majority of cells to successfully and synchronously reprogram remains to be defined. Here we show that depleting Mbd3, a core member of the Mbd3/NuRD (nucleosome remodelling and deacetylation) repressor complex, together with OSKM transduction and reprogramming in naive pluripotency promoting conditions, result in deterministic and synchronized iPS cell reprogramming (near 100% efficiency within seven days from mouse and human cells). Our findings uncover a dichotomous molecular function for the reprogramming factors, serving to reactivate endogenous pluripotency networks while simultaneously directly recruiting the Mbd3/NuRD repressor complex that potently restrains the reactivation of OSKM downstream target genes. Subsequently, the latter interactions, which are largely depleted during early pre-implantation development in vivo, lead to a stochastic and protracted reprogramming trajectory towards pluripotency in vitro. The deterministic reprogramming approach devised here offers a novel platform for the dissection of molecular dynamics leading to establishing pluripotency at unprecedented flexibility and resolution.


Subject(s)
Cellular Reprogramming/physiology , Induced Pluripotent Stem Cells/physiology , Models, Biological , Animals , Cell Line , Cells, Cultured , Cellular Reprogramming/genetics , DNA-Binding Proteins/genetics , Embryonic Stem Cells , Female , Gene Expression Regulation , HEK293 Cells , Humans , Kruppel-Like Factor 4 , Male , Mice , Transcription Factors/genetics
8.
J Struct Biol ; 180(3): 479-87, 2012 Dec.
Article in English | MEDLINE | ID: mdl-22917855

ABSTRACT

Magnetotactic bacteria enclose the magnetosome, a unique prokaryotic sub-cellular organelle that allows the biomineralization of magnetic nano-crystals. Membrane-coated magnetosomes are arranged into a linear chain that permits magnetotactic bacteria to navigate geomagnetic fields. Magnetosome assembly and biomineralization are controlled by conserved magnetosome-associated proteins, including MamA, a tetra-trico-peptide repeat (TPR)-containing protein that was shown to coat the magnetosome membrane. In this study, two MamA structures from Candidatus Magnetobacterium bavaricum (Mbav) were determined via X-ray crystallography. These structures confirm that Mbav MamA folds as a sequential TPR protein and shares a high degree of structural similarity with homologous MamA proteins from Magnetospirillum species. Furthermore, the two TPR-containing domains of MamA are separated by an interphylum-conserved region containing a flexible hinge that is involved in ligand binding and recognition. Finally, substantial differences were found in the local stabilization of the MamA N-terminal domain as a result of the loss of an evolutionary conserved salt bridge.


Subject(s)
Bacterial Proteins/chemistry , Gram-Negative Bacteria/chemistry , Magnetosomes/chemistry , Amino Acid Sequence , Bacterial Proteins/genetics , Conserved Sequence , Crystallography, X-Ray , Escherichia coli , Gram-Negative Bacteria/classification , Gram-Negative Bacteria/genetics , Magnetic Fields , Magnetospirillum/chemistry , Magnetospirillum/genetics , Metal Nanoparticles/chemistry , Molecular Docking Simulation , Molecular Sequence Data , Phylogeny , Protein Stability , Protein Structure, Tertiary , Recombinant Proteins/chemistry , Recombinant Proteins/genetics
9.
J Cell Sci ; 125(Pt 14): 3333-42, 2012 Jul 15.
Article in English | MEDLINE | ID: mdl-22505609

ABSTRACT

The Msn2 and Msn4 transcription factors play crucial roles in the yeast general stress response. Previous studies identified several large functional domains of Msn2, mainly through crude truncations. Here, using bioinformatics and experimental approaches to examine Msn2 structure-function relationships, we have identified new functional motifs in the Msn2 transcriptional-activating domain (TAD). Msn2 is predicted to adopt an intrinsically disordered structure with two short structural motifs in its TAD. Mutations in these motifs dramatically decreased Msn2 transcriptional activity, yeast stress survival and Msn2 nuclear localization levels. Using the split-ubiquitin assay, we found that these motifs are important for the interaction of Msn2 with Gal11, a subunit of the mediator complex. Finally, we show that one of these motifs is functionally conserved in several yeast species, highlighting a common mechanism of Msn2 transcriptional activation throughout yeast evolution.


Subject(s)
DNA-Binding Proteins/genetics , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae/genetics , Transcription Factors/genetics , Yeasts/genetics , Amino Acid Motifs , Amino Acid Sequence , Conserved Sequence , DNA Mutational Analysis , DNA-Binding Proteins/metabolism , Mutagenesis, Site-Directed , Phosphorylation , Protein Folding , Protein Structure, Tertiary , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Stress, Physiological/genetics , Structure-Activity Relationship , Transcription Factors/metabolism , Transcriptional Activation , Yeasts/metabolism
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