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1.
Biotechnol Bioeng ; 114(6): 1231-1240, 2017 06.
Article in English | MEDLINE | ID: mdl-27943241

ABSTRACT

While quantitative structure activity relationship (QSAR) models have been employed successfully for the prediction of small model protein chromatographic behavior, there have been few reports to date on the use of this methodology for larger, more complex proteins. Recently our group generated focused libraries of antibody Fab fragment variants with different combinations of surface hydrophobicities and electrostatic potentials, and demonstrated that the unique selectivities of multimodal resins can be exploited to separate these Fab variants. In this work, results from linear salt gradient experiments with these Fabs were employed to develop QSAR models for six chromatographic systems, including multimodal (Capto MMC, Nuvia cPrime, and two novel ligand prototypes), hydrophobic interaction chromatography (HIC; Capto Phenyl), and cation exchange (CEX; CM Sepharose FF) resins. The models utilized newly developed "local descriptors" to quantify changes around point mutations in the Fab libraries as well as novel cluster descriptors recently introduced by our group. Subsequent rounds of feature selection and linearized machine learning algorithms were used to generate robust, well-validated models with high training set correlations (R2 > 0.70) that were well suited for predicting elution salt concentrations in the various systems. The developed models then were used to predict the retention of a deamidated Fab and isotype variants, with varying success. The results represent the first successful utilization of QSAR for the prediction of chromatographic behavior of complex proteins such as Fab fragments in multimodal chromatographic systems. The framework presented here can be employed to facilitate process development for the purification of biological products from product-related impurities by in silico screening of resin alternatives. Biotechnol. Bioeng. 2017;114: 1231-1240. © 2016 Wiley Periodicals, Inc.


Subject(s)
Antibodies, Monoclonal/analysis , Antibodies, Monoclonal/chemistry , Immunoglobulin Fab Fragments/analysis , Immunoglobulin Fab Fragments/chemistry , Models, Chemical , Quantitative Structure-Activity Relationship , Computer Simulation , Reproducibility of Results , Sensitivity and Specificity
2.
Sci Rep ; 6: 26236, 2016 05 19.
Article in English | MEDLINE | ID: mdl-27196125

ABSTRACT

The Glucagon-like peptide-1 receptor (GLP-1R) is a member of the class B G protein-coupled receptor (GPCR) family and a well-established target for the treatment of type 2 diabetes. The N-terminal extracellular domain (ECD) of GLP-1R is important for GLP-1 binding and the crystal structure of the GLP-1/ECD complex was reported previously. The first structure of a class B GPCR transmembrane (TM) domain was solved recently, but the full length receptor structure is still not well understood. Here we describe the molecular details of antibody-mediated antagonism of the GLP-1R using both in vitro pharmacology and x-ray crystallography. We showed that the antibody Fab fragment (Fab 3F52) blocked the GLP-1 binding site of the ECD directly and thereby acts as a competitive antagonist of native GLP-1. Interestingly, Fab 3F52 also blocked a short peptide agonist believed to engage primarily the transmembrane and extracellular loop region of GLP-1R, whereas functionality of an allosteric small-molecule agonist was not inhibited. This study has implications for the structural understanding of the GLP-1R and related class B GPCRs, which is important for the development of new and improved therapeutics targeting these receptors.


Subject(s)
Antibodies/chemistry , Antibodies/immunology , Glucagon-Like Peptide-1 Receptor/antagonists & inhibitors , Glucagon-Like Peptide-1 Receptor/chemistry , Binding Sites , Crystallography, X-Ray , Humans , Protein Binding , Protein Conformation
3.
Methods Mol Biol ; 1211: 103-23, 2014.
Article in English | MEDLINE | ID: mdl-25218381

ABSTRACT

High-throughput analyses of gene expression such as microarrays and RNA-sequencing are widely used in early drug discovery to identify disease-associated genes. To further characterize the expression of selected genes, in situ hybridization (ISH) using RNA probes (riboprobes) is a powerful tool to localize mRNA expression at the cellular level in normal and diseased tissues, especially for novel drug targets, where research tools like specific antibodies are often lacking.We describe a sensitive ISH protocol using radiolabelled riboprobes suitable for both paraffin-embedded and cryo-preserved tissue. The riboprobes are generated by in vitro transcription using PCR products as templates, which is less time consuming compared to traditional transcription from linearized plasmids, and offers a relatively simple way to generate several probes per gene, e.g., for splice variant analyses. To ensure reliable ISH results, we have incorporated a number of specificity controls in our standard experimental setup. We design antisense probes to cover two non-overlapping parts of the gene of interest, and use the corresponding sense probes as controls for unspecific binding. Probes are furthermore tested on sections of paraffin-embedded or cryo-preserved positive and negative control cells with known gene expression. Our protocol thus provides a method for sensitive and specific ISH, which is suitable for target validation and characterization in early drug discovery.


Subject(s)
In Situ Hybridization/methods , RNA, Messenger/analysis , Animals , Cryopreservation/methods , Drug Discovery/methods , Humans , Paraffin Embedding , Polymerase Chain Reaction/methods , RNA Probes/analysis , RNA Probes/genetics , RNA, Messenger/genetics , Transcription, Genetic
4.
DNA Repair (Amst) ; 7(4): 655-62, 2008 Apr 02.
Article in English | MEDLINE | ID: mdl-18295552

ABSTRACT

The Mre11 and Pso2 nucleases function in homologous recombination and interstrand cross-link (ICL) repair pathways, respectively, while the Exo1 nuclease is involved in homologous recombination and mismatch repair. Characterization of the sensitivity of single, double and triple mutants for these nucleases in Saccharomyces cerevisiae to various DNA damaging agents reveals complex interactions that depend on the type of DNA damage. The pso2 mutant is uniquely sensitive to agents that generate ICLs and mre11-H125N shows the highest sensitivity of the single mutants for ionizing radiation and methyl methane sulfonate. However, elimination of all three nucleases confers higher sensitivity to IR than any of the single or double mutant combinations indicating a high degree of redundancy and versatility in the response to DNA damage. In response to ICL agents, double-strand breaks are still formed in the triple nuclease mutant indicating that none of these nucleases are responsible for unhooking cross-links.


Subject(s)
DNA Repair , Endodeoxyribonucleases/metabolism , Exodeoxyribonucleases/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/genetics , DNA Damage , Endodeoxyribonucleases/genetics , Exodeoxyribonucleases/genetics , Gamma Rays , Methyl Methanesulfonate/toxicity , Mutagens/toxicity , Radiation Tolerance/genetics , Saccharomyces cerevisiae/drug effects , Saccharomyces cerevisiae/enzymology , Saccharomyces cerevisiae/radiation effects , Saccharomyces cerevisiae Proteins/genetics
5.
Genetics ; 171(4): 1561-70, 2005 Dec.
Article in English | MEDLINE | ID: mdl-16143598

ABSTRACT

The Mre11-Rad50-Xrs2 complex is involved in DNA double-strand break repair, telomere maintenance, and the intra-S phase checkpoint. The Mre11 subunit has nuclease activity in vitro, but the role of the nuclease in DNA repair and telomere maintenance remains controversial. We generated six mre11 alleles with substitutions of conserved residues within the Mre11-phosphoesterase motifs and compared the phenotypes conferred, as well as exonuclease activity and complex formation, by the mutant proteins. Substitutions of Asp16 conferred the most severe DNA repair and telomere length defects. Interactions between Mre11-D16A or Mre11-D16N and Rad50 or Xrs2 were severely compromised, whereas the mre11 alleles with greater DNA repair proficiency also exhibited stable complex formation. At all of the targeted residues, alanine substitution resulted in a more severe defect in DNA repair compared to the more conservative asparagine substitutions, but all of the mutant proteins exhibited <2% of the exonuclease activity observed for wild-type Mre11. Our results show that the structural integrity of the Mre11-Rad50-Xrs2 complex is more important than the catalytic activity of the Mre11 nuclease for the overall functions of the complex in vegetative cells.


Subject(s)
DNA Repair , Endodeoxyribonucleases/genetics , Exodeoxyribonucleases/genetics , Multiprotein Complexes/metabolism , Mutation/genetics , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae/genetics , DNA-Binding Proteins/metabolism , Exonucleases/metabolism , Gamma Rays , Hydroxyurea , Immunoprecipitation , Methyl Methanesulfonate , Multiprotein Complexes/genetics , Saccharomyces cerevisiae Proteins/metabolism , Telomere/genetics
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