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2.
Nat Biotechnol ; 40(6): 956-964, 2022 06.
Article in English | MEDLINE | ID: mdl-35314813

ABSTRACT

The use of the edible photosynthetic cyanobacterium Arthrospira platensis (spirulina) as a biomanufacturing platform has been limited by a lack of genetic tools. Here we report genetic engineering methods for stable, high-level expression of bioactive proteins in spirulina, including large-scale, indoor cultivation and downstream processing methods. Following targeted integration of exogenous genes into the spirulina chromosome (chr), encoded protein biopharmaceuticals can represent as much as 15% of total biomass, require no purification before oral delivery and are stable without refrigeration and protected during gastric transit when encapsulated within dry spirulina. Oral delivery of a spirulina-expressed antibody targeting campylobacter-a major cause of infant mortality in the developing world-prevents disease in mice, and a phase 1 clinical trial demonstrated safety for human administration. Spirulina provides an advantageous system for the manufacture of orally delivered therapeutic proteins by combining the safety of a food-based production host with the accessible genetic manipulation and high productivity of microbial platforms.


Subject(s)
Spirulina , Animals , Biomass , Humans , Mice , Photosynthesis , Proteins/metabolism , Spirulina/genetics , Spirulina/metabolism
3.
Bioorg Med Chem ; 26(12): 3261-3286, 2018 07 23.
Article in English | MEDLINE | ID: mdl-29754833

ABSTRACT

We previously identified 2-tert-butyl-4-[(3-methoxypropyl)amino]-N-(2-methylpropyl)-N-[(3S,5R)-5-(morpholin-4-ylcarbonyl)piperidin-3-yl]pyrimidine-5-carboxamide 3 as a potent renin inhibitor. Since 3 showed unacceptably low bioavailability (BA) in rats, structural modification, using SBDD and focused on physicochemical properties was conducted to improve its PK profile while maintaining renin inhibitory activity. Conversion of the amino group attached at the 4-position of pyrimidine to methylene group improved PK profile and decreased renin inhibitory activity. New central cores with carbon side chains were explored to improve potency. We had designed a series of 5-membered azoles and fused heterocycles that interacted with the lipophilic S3 pocket. In the course of modification, renin inhibitory activity was enhanced by the formation of an additional hydrogen bonding with the hydroxyl group of Thr77. Consequently, a series of novel benzimidazole derivatives were discovered as potent and orally bioavailable renin inhibitors. Among those, compound 13 exhibited more than five-fold of plasma renin inhibition than aliskiren in cynomolgus monkeys at dose ratio.


Subject(s)
Benzimidazoles/chemistry , Piperidines/chemistry , Protease Inhibitors/chemical synthesis , Renin/antagonists & inhibitors , Administration, Oral , Animals , Benzimidazoles/metabolism , Benzimidazoles/pharmacokinetics , Binding Sites , Biological Availability , Crystallography, X-Ray , Drug Design , Drug Evaluation, Preclinical , Half-Life , Humans , Hydrogen Bonding , Molecular Dynamics Simulation , Piperidines/metabolism , Piperidines/pharmacokinetics , Protease Inhibitors/metabolism , Protease Inhibitors/pharmacokinetics , Protein Structure, Tertiary , Rats , Renin/metabolism , Structure-Activity Relationship
4.
Bioorg Med Chem ; 24(22): 5771-5780, 2016 11 15.
Article in English | MEDLINE | ID: mdl-27687967

ABSTRACT

The action of the aspartyl protease renin is the rate-limiting initial step of the renin-angiotensin-aldosterone system. Therefore, renin is a particularly promising target for blood pressure as well as onset and progression of cardiovascular and renal diseases. New pyrimidine derivatives 5-14 were designed in an attempt to enhance the renin inhibitory activity of compound 3 identified by our previous fragment-based drug design approach. Introduction of a basic amine essential for interaction with the two aspartic acids in the catalytic site and optimization of the S1/S3 binding elements including an induced-fit structural change of Leu114 ('Leu-in' to 'Leu-out') by a rational structure-based drug design approach led to the discovery of N-(piperidin-3-yl)pyrimidine-5-carboxamide 14, a 65,000-fold more potent renin inhibitor than compound 3. Surprisingly, this remarkable enhancement in the inhibitory activity of compound 14 has been achieved by the overall addition of only seven heavy atoms to compound 3. Compound 14 demonstrated excellent selectivity over other aspartyl proteases and moderate oral bioavailability in rats.


Subject(s)
Drug Design , Piperidines/pharmacology , Protease Inhibitors/pharmacology , Pyrimidines/pharmacology , Renin/antagonists & inhibitors , Animals , Crystallography, X-Ray , Dose-Response Relationship, Drug , Humans , Models, Molecular , Molecular Structure , Piperidines/chemical synthesis , Piperidines/chemistry , Protease Inhibitors/chemical synthesis , Protease Inhibitors/chemistry , Pyrimidines/chemical synthesis , Pyrimidines/chemistry , Rats , Rats, Sprague-Dawley , Renin/blood , Structure-Activity Relationship
5.
ACS Med Chem Lett ; 7(10): 933-938, 2016 Oct 13.
Article in English | MEDLINE | ID: mdl-27774132

ABSTRACT

The aspartic proteinase renin is an attractive target for the treatment of hypertension and cardiovascular/renal disease such as chronic kidney disease and heart failure. We introduced an S1' site binder into the lead compound 1 guided by structure-based drug design (SBDD), and further optimization of physicochemical properties led to the discovery of benzimidazole derivative 10 (1-(4-methoxybutyl)-N-(2-methylpropyl)-N-[(3S,5R)-5-(morpholin-4-yl)carbonylpiperidin-3-yl]-1H-benzimidazole-2-carboxamide hydrochloride, TAK-272) as a highly potent and orally active renin inhibitor. Compound 10 demonstrated good oral bioavailability (BA) and long-lasting efficacy in rats. Compound 10 is currently in clinical trials.

6.
Bioorg Med Chem ; 24(22): 6066-6074, 2016 11 15.
Article in English | MEDLINE | ID: mdl-27720325

ABSTRACT

A novel approach was conducted for fragment-based lead discovery and applied to renin inhibitors. The biochemical screening of a fragment library against renin provided the hit fragment which showed a characteristic interaction pattern with the target protein. The hit fragment bound only to the S1, S3, and S3SP (S3 subpocket) sites without any interactions with the catalytic aspartate residues (Asp32 and Asp215 (pepsin numbering)). Prior to making chemical modifications to the hit fragment, we first identified its essential binding sites by utilizing the hit fragment's substructures. Second, we created a new and smaller scaffold, which better occupied the identified essential S3 and S3SP sites, by utilizing library synthesis with high-throughput chemistry. We then revisited the S1 site and efficiently explored a good building block attaching to the scaffold with library synthesis. In the library syntheses, the binding modes of each pivotal compound were determined and confirmed by X-ray crystallography and the library was strategically designed by structure-based computational approach not only to obtain a more active compound but also to obtain informative Structure Activity Relationship (SAR). As a result, we obtained a lead compound offering synthetic accessibility as well as the improved in vitro ADMET profiles. The fragments and compounds possessing a characteristic interaction pattern provided new structural insights into renin's active site and the potential to create a new generation of renin inhibitors. In addition, we demonstrated our FBDD strategy integrating highly sensitive biochemical assay, X-ray crystallography, and high-throughput synthesis and in silico library design aimed at fragment morphing at the initial stage was effective to elucidate a pocket profile and a promising lead compound.


Subject(s)
Drug Discovery , Protease Inhibitors/pharmacology , Renin/antagonists & inhibitors , Animals , CHO Cells , Cell Survival/drug effects , Cricetulus , Crystallography, X-Ray , Dose-Response Relationship, Drug , Hep G2 Cells , Humans , Models, Molecular , Molecular Structure , Protease Inhibitors/chemical synthesis , Protease Inhibitors/chemistry , Renin/metabolism , Structure-Activity Relationship
7.
Acta Crystallogr F Struct Biol Commun ; 70(Pt 11): 1480-4, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25372813

ABSTRACT

Rice weevils (Sitophilus oryzae) use a pectin methylesterase (EC 3.1.1.11), along with other enzymes, to digest cell walls in cereal grains. The enzyme is a right-handed ß-helix protein, but is circularly permuted relative to plant and bacterial pectin methylesterases, as shown by the crystal structure determination reported here. This is the first structure of an animal pectin methylesterase. Diffraction data were collected to 1.8 Šresolution some time ago for this crystal form, but structure solution required the use of molecular-replacement techniques that have been developed and similar structures that have been deposited in the last 15 years. Comparison of the structure of the rice weevil pectin methylesterase with that from Dickeya dandantii (formerly Erwinia chrysanthemi) indicates that the reaction mechanisms are the same for the insect, plant and bacterial pectin methylesterases. The similarity of the structure of the rice weevil enzyme to the Escherichia coli lipoprotein YbhC suggests that the evolutionary origin of the rice weevil enzyme was a bacterial lipoprotein, the gene for which was transferred to a primitive ancestor of modern weevils and other Curculionidae. Structural comparison of the rice weevil pectin methylesterase with plant and bacterial enzymes demonstrates that the rice weevil protein is circularly permuted relative to the plant and bacterial molecules.


Subject(s)
Carboxylic Ester Hydrolases/chemistry , Oryza/enzymology , Animals , Protein Structure, Secondary , Weevils , X-Ray Diffraction
8.
Appl Opt ; 53(24): F31-45, 2014 Aug 20.
Article in English | MEDLINE | ID: mdl-25321139

ABSTRACT

We assess the measurement of hyperspectral reflectance for outdoor monitoring of green algae and cyanobacteria cultures with a multichannel, fiber-coupled spectroradiometer. Reflectance data acquired over a 4-week period are interpreted via numerical inversion of a reflectance model, in which the above-water reflectance is expressed as a quadratic function of the single backscattering albedo, which is dependent on the absorption and backscatter coefficients. The absorption coefficient is treated as the sum of component spectra consisting of the cultured species (green algae or cyanobacteria), dissolved organic matter, and water (including the temperature dependence of the water absorption spectrum). The backscatter coefficient is approximated as the scaled Hilbert transform of the culture absorption spectrum with a wavelength-independent vertical offset. Additional terms in the reflectance model account for the pigment fluorescence features and the water-surface reflection of sunlight and skylight. For the green algae and cyanobacteria, the wavelength-independent vertical offset of the backscatter coefficient is found to scale linearly with daily dry weight measurements, providing the capability for a nonsampling measurement of biomass in outdoor ponds. Other fitting parameters in the reflectance model are compared with auxiliary measurements and physics-based calculations. The model-derived magnitudes of sunlight and skylight water-surface reflections compare favorably with Fresnel reflectance calculations, while the model-derived quantum efficiency of Chl-a fluorescence is found to be in agreement with literature values. Finally, the water temperatures derived from the reflectance model exhibit excellent agreement with thermocouple measurements during the morning hours but correspond to significantly elevated temperatures in the afternoon hours.


Subject(s)
Aquaculture/methods , Chlorophyta/classification , Colorimetry/methods , Cyanobacteria/isolation & purification , Environmental Monitoring/methods , Photometry/methods , Spectrum Analysis/methods , Algorithms
9.
J Appl Phycol ; 26(4): 1619-1629, 2014 Aug 01.
Article in English | MEDLINE | ID: mdl-25110394

ABSTRACT

The fatty acid synthase (FAS) is a conserved primary metabolic enzyme complex capable of tolerating cross-species engineering of domains for the development of modified and overproduced fatty acids. In eukaryotes, acyl-acyl carrier protein thioesterases (TEs) off-load mature cargo from the acyl carrier protein (ACP), and plants have developed TEs for short/medium-chain fatty acids. We showed that engineering plant TEs into the green microalga Chlamydomonas reinhardtii does not result in the predicted shift in fatty acid profile. Since fatty acid biosynthesis relies on substrate recognition and protein-protein interactions between the ACP and its partner enzymes, we hypothesized that plant TEs and algal ACP do not functionally interact. Phylogenetic analysis revealed major evolutionary differences between FAS enzymes, including TEs and ketoacyl synthases (KSs), in which the former is present only in some species, whereas the latter is present in all, and has a common ancestor. In line with these results, TEs appeared to be selective towards their ACP partners whereas KSs showed promiscuous behavior across bacterial, plant and algal species. Based on phylogenetic analyses, in silico docking, in vitro mechanistic crosslinking and in vivo algal engineering, we propose that phylogeny can predict effective interactions between ACPs and partner enzymes.

10.
Biotechnol Bioeng ; 111(9): 1748-57, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24931928

ABSTRACT

Biofuels derived from the mass cultivation of algae represent an emerging industry that aims to partially displace petroleum based fuels. Outdoor, open-pond, and raceway production facilities are attractive options for the mass culture of algae however, this mode of cultivation leaves the algae susceptible to epidemics from a variety of environmental challenges. Infestations can result in complete collapse of the algal populations and destruction of their valuable products making it paramount to understand the host-pathogen relationships of known algal pests in order to develop mitigation strategies. In the present work, we characterize the spatial-temporal response of photosynthetic pigments in Scenedesmus dimorphus to infection from Amoeboaphelidium protococcarum, a destructive endoparasite, with the goal of understanding the potential for early detection of infection via host pigment changes. We employed a hyperspectral confocal fluorescence microscope to quantify these changes in pigmentation with high spatial and spectral resolution during early parasite infection. Carotenoid abundance and autofluorescence increased within the first 24 h of infection while chlorophyll emission remained constant. Changes in host cell photosynthesis and bulk chlorophyll content were found to lag behind parasite replication. The results herein raise the possibility of using host-cell pigment changes as indicators of nascent parasite infection.


Subject(s)
Parasites/growth & development , Pigments, Biological/analysis , Scenedesmus/parasitology , Animals , Chlorophyll/analysis , Microscopy, Confocal/methods , Photosynthesis
11.
PLoS One ; 8(2): e56232, 2013.
Article in English | MEDLINE | ID: mdl-23437098

ABSTRACT

Mass culture of algae for the production of biofuels is a developing technology designed to offset the depletion of fossil fuel reserves. However, large scale culture of algae in open ponds can be challenging because of incidences of infestation with algal parasites. Without knowledge of the identity of the specific parasite and how to control these pests, algal-based biofuel production will be limited. We have characterized a eukaryotic parasite of Scenedesmus dimorphus growing in outdoor ponds used for biofuel production. We demonstrated that as the genomic DNA of parasite FD01 increases, the concentration of S. dimorphus cells decreases; consequently, this is a highly destructive pathogen. Techniques for culture of the parasite and host were developed, and the endoparasite was identified as the Aphelidea, Amoeboaphelidium protococcarum. Phylogenetic analysis of ribosomal sequences revealed that parasite FD01 placed within the recently described Cryptomycota, a poorly known phylum based on two species of Rozella and environmental samples. Transmission electron microscopy demonstrated that aplanospores of the parasite produced filose pseudopodia, which contained fine fibers the diameter of actin microfilaments. Multiple lipid globules clustered and were associated with microbodies, mitochondria and a membrane cisternae, an arrangement characteristic of the microbody-lipid globule complex of chytrid zoospores. After encystment and attachment to the host cells, the parasite injected its protoplast into the host between the host cell wall and plasma membrane. At maturity the unwalled parasite occupied the entire host cell. After cleavage of the protoplast into aplanospores, a vacuole and lipids remained in the host cell. Amoeboaphelidium protococcarum isolate FD01 is characteristic of the original description of this species and is different from strain X-5 recently characterized. Our results help put a face on the Cryptomycota, revealing that the phylum is more diverse than previously understood and include some of the Aphelidea as well as Rozella species and potentially Microsporidia.


Subject(s)
Biofuels , Eukaryota/isolation & purification , Parasites/isolation & purification , Ponds/parasitology , Scenedesmus/parasitology , Animals , Eukaryota/classification , Eukaryota/growth & development , Eukaryota/ultrastructure , Life Cycle Stages , Parasites/cytology , Parasites/growth & development , Parasites/ultrastructure , Phylogeny , Scenedesmus/growth & development , Sequence Analysis, DNA
12.
Bioorg Med Chem ; 21(1): 28-41, 2013 Jan 01.
Article in English | MEDLINE | ID: mdl-23218778

ABSTRACT

A series of piperazine ureas was designed, synthesized, and evaluated for their potential as novel orally available fatty acid amide hydrolase (FAAH) inhibitors that are therapeutically effective against pain. We carried out an optimization study of the lead compound 3 to improve its DMPK profile as well as in vitro potency. We identified the thiazole compound 60j with potent inhibitory activity, high brain permeability, and good bioavailability. Compound 60j showed a potent and dose-dependent anti-nociceptive effect in the acetic acid-induced writhing test in mice.


Subject(s)
Amidohydrolases/antagonists & inhibitors , Analgesics/chemistry , Analgesics/therapeutic use , Piperazines/chemistry , Piperazines/therapeutic use , Urea/analogs & derivatives , Urea/therapeutic use , Amidohydrolases/metabolism , Analgesics/pharmacokinetics , Animals , Humans , Mice , Molecular Docking Simulation , Pain/drug therapy , Pain/enzymology , Piperazine , Piperazines/pharmacokinetics , Rats , Structure-Activity Relationship , Thiazoles/chemistry , Thiazoles/pharmacokinetics , Thiazoles/therapeutic use , Urea/pharmacokinetics
13.
PLoS One ; 7(9): e42949, 2012.
Article in English | MEDLINE | ID: mdl-23028438

ABSTRACT

Microalgae are a promising feedstock for renewable fuels, and algal metabolic engineering can lead to crop improvement, thus accelerating the development of commercially viable biodiesel production from algae biomass. We demonstrate that protein-protein interactions between the fatty acid acyl carrier protein (ACP) and thioesterase (TE) govern fatty acid hydrolysis within the algal chloroplast. Using green microalga Chlamydomonas reinhardtii (Cr) as a model, a structural simulation of docking CrACP to CrTE identifies a protein-protein recognition surface between the two domains. A virtual screen reveals plant TEs with similar in silico binding to CrACP. Employing an activity-based crosslinking probe designed to selectively trap transient protein-protein interactions between the TE and ACP, we demonstrate in vitro that CrTE must functionally interact with CrACP to release fatty acids, while TEs of vascular plants show no mechanistic crosslinking to CrACP. This is recapitulated in vivo, where overproduction of the endogenous CrTE increased levels of short-chain fatty acids and engineering plant TEs into the C. reinhardtii chloroplast did not alter the fatty acid profile. These findings highlight the critical role of protein-protein interactions in manipulating fatty acid biosynthesis for algae biofuel engineering as illuminated by activity-based probes.


Subject(s)
Biofuels , Fatty Acids/biosynthesis , Microalgae/metabolism , Proteins/metabolism , Acyl Carrier Protein/chemistry , Acyl Carrier Protein/metabolism , Amino Acid Sequence , Chlamydomonas reinhardtii/genetics , Chlamydomonas reinhardtii/metabolism , Chloroplasts/metabolism , Gene Expression , Microalgae/genetics , Molecular Docking Simulation , Molecular Sequence Data , Plant Proteins/metabolism , Plants, Genetically Modified , Protein Binding , Protein Conformation , Sequence Alignment , Substrate Specificity , Thiolester Hydrolases/chemistry , Thiolester Hydrolases/metabolism
14.
Protein Eng Des Sel ; 24(8): 597-605, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21708791

ABSTRACT

A new directed evolution method was used to enhance the thermostability of the wild-type GH11 xylanase 2 (known as BD-11) from Hypocrea jecorina (Trichoderma reesei). Both Look-Through Mutagenesis (LTM™), which is a method for rapidly screening selected positions in the protein sequence for amino acids that introduce favorable properties, and Combinatorial Beneficial Mutagenesis (CBM™), which is a method for identifying the best ensemble of individual mutations, were employed to enhance the stability of an enzyme that has been thoroughly engineered by various means during the past 20 years. A diverse set of novel mutations was discovered, including N71D, Y73G, T95G and Y96Q. When these mutations were combined into a single construct (Hjx-81), the purified protein was active even after heating at 100°C for 20 min. This time-effective method should be generally applicable for quickly improving the physico-chemical properties of other industrial and therapeutic enzymes in only several months time.


Subject(s)
Combinatorial Chemistry Techniques/methods , Endo-1,4-beta Xylanases/chemistry , Protein Engineering/methods , Trichoderma/enzymology , Amino Acid Sequence , Directed Molecular Evolution/methods , Endo-1,4-beta Xylanases/genetics , Endo-1,4-beta Xylanases/metabolism , Enzyme Stability , Hot Temperature , Kinetics , Molecular Sequence Data , Mutagenesis , Mutation , Pichia , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Sequence Alignment , Trichoderma/genetics
15.
Acta Crystallogr D Biol Crystallogr ; 66(Pt 5): 616-27, 2010 May.
Article in English | MEDLINE | ID: mdl-20445237

ABSTRACT

Carbonic anhydrase has been well studied structurally and functionally owing to its importance in respiration. A large number of X-ray crystallographic structures of carbonic anhydrase and its inhibitor complexes have been determined, some at atomic resolution. Structure determination of a sulfonamide-containing inhibitor complex has been carried out and the structure was refined at 0.9 A resolution with anisotropic atomic displacement parameters to an R value of 0.141. The structure is similar to those of other carbonic anhydrase complexes, with the inhibitor providing a fourth nonprotein ligand to the active-site zinc. Comparison of this structure with 13 other atomic resolution (higher than 1.25 A) isomorphous carbonic anhydrase structures provides a view of the structural similarity and variability in a series of crystal structures. At the center of the protein the structures superpose very well. The metal complexes superpose (with only two exceptions) with standard deviations of 0.01 A in some zinc-protein and zinc-ligand bond lengths. In contrast, regions of structural variability are found on the protein surface, possibly owing to flexibility and disorder in the individual structures, differences in the chemical and crystalline environments or the different approaches used by different investigators to model weak or complicated electron-density maps. These findings suggest that care must be taken in interpreting structural details on protein surfaces on the basis of individual X-ray structures, even if atomic resolution data are available.


Subject(s)
Carbonic Anhydrase II/antagonists & inhibitors , Carbonic Anhydrase II/chemistry , Carbonic Anhydrase Inhibitors/metabolism , Carbonic Anhydrase II/metabolism , Carbonic Anhydrase Inhibitors/chemistry , Crystallography, X-Ray , Humans , Models, Molecular , Protein Binding , Protein Conformation
16.
Plant Biotechnol J ; 8(6): 719-33, 2010 Aug.
Article in English | MEDLINE | ID: mdl-20230484

ABSTRACT

Recombinant proteins are widely used today in many industries, including the biopharmaceutical industry, and can be expressed in bacteria, yeasts, mammalian and insect cell cultures, or in transgenic plants and animals. In addition, transgenic algae have also been shown to support recombinant protein expression, both from the nuclear and chloroplast genomes. However, to date, there are only a few reports on recombinant proteins expressed in the algal chloroplast. It is unclear whether this is because of few attempts or of limitations of the system that preclude expression of many proteins. Thus, we sought to assess the versatility of transgenic algae as a recombinant protein production platform. To do this, we tested whether the algal chloroplast could support the expression of a diverse set of current or potential human therapeutic proteins. Of the seven proteins chosen, >50% expressed at levels sufficient for commercial production. Three expressed at 2%-3% of total soluble protein, while a forth protein accumulated to similar levels when translationally fused to a well-expressed serum amyloid protein. All of the algal chloroplast-expressed proteins are soluble and showed biological activity comparable to that of the same proteins expressed using traditional production platforms. Thus, the success rate, expression levels, and bioactivity achieved demonstrate the utility of Chlamydomonas reinhardtii as a robust platform for human therapeutic protein production.


Subject(s)
Chlamydomonas reinhardtii/metabolism , Chloroplasts/metabolism , Recombinant Proteins/biosynthesis , Genetic Engineering/methods , Humans , Organisms, Genetically Modified/metabolism , Promoter Regions, Genetic , Recombinant Proteins/isolation & purification
17.
Proc Natl Acad Sci U S A ; 99(24): 15387-92, 2002 Nov 26.
Article in English | MEDLINE | ID: mdl-12426403

ABSTRACT

We report the x-ray crystal structure of human topoisomerase I covalently joined to double-stranded DNA and bound to the clinically approved anticancer agent Topotecan. Topotecan mimics a DNA base pair and binds at the site of DNA cleavage by intercalating between the upstream (-1) and downstream (+1) base pairs. Intercalation displaces the downstream DNA, thus preventing religation of the cleaved strand. By specifically binding to the enzyme-substrate complex, Topotecan acts as an uncompetitive inhibitor. The structure can explain several of the known structure-activity relationships of the camptothecin family of anticancer drugs and suggests that there are at least two classes of mutations that can produce a drug-resistant enzyme. The first class includes changes to residues that contribute to direct interactions with the drug, whereas a second class would alter interactions with the DNA and thereby destabilize the drug-binding site.


Subject(s)
Antineoplastic Agents/pharmacology , DNA/chemistry , Enzyme Inhibitors/pharmacology , Intercalating Agents/pharmacology , Neoplasm Proteins/antagonists & inhibitors , Topoisomerase I Inhibitors , Topotecan/pharmacology , Antineoplastic Agents/chemistry , Crystallography, X-Ray , DNA/metabolism , DNA Topoisomerases, Type I/chemistry , DNA Topoisomerases, Type I/genetics , DNA Topoisomerases, Type I/metabolism , Drug Resistance, Neoplasm , Enzyme Inhibitors/chemistry , Humans , Hydrogen Bonding , Intercalating Agents/chemistry , Macromolecular Substances , Models, Molecular , Molecular Structure , Mutation , Neoplasm Proteins/chemistry , Neoplasm Proteins/genetics , Neoplasm Proteins/metabolism , Peptide Fragments/chemistry , Peptide Fragments/metabolism , Peptide Fragments/physiology , Protein Binding , Protein Conformation , Recombinant Fusion Proteins/chemistry , Recombinant Fusion Proteins/metabolism , Recombinant Fusion Proteins/physiology , Structure-Activity Relationship , Topotecan/chemistry
18.
J Org Chem ; 67(6): 1827-37, 2002 Mar 22.
Article in English | MEDLINE | ID: mdl-11895399

ABSTRACT

We have used a newly developed qualitative computational approach, PROFEC (Pictorial Representation of Free Energy Changes), to visualize the areas of the ligand biotin where modifications of its structure might lead to tighter binding to the protein streptavidin. The PROFEC analysis, which includes protein flexibility and ligand solvation/desolvation, led to the suggestion that the pro-9R hydrogen atom of biotin, which is in alpha-position to the CO(2)(-) group, might be changed to a larger group and lead to better binding with streptavidin and avidin. Free energy calculations supported this suggestion and predicted that the methyl analogue should bind approximately 3 kcal/mol more tightly to streptavidin, with this difference coming exclusively from the relative desolvation free energy of the ligand. The PROFEC analysis further suggested little or no improvement for changing the pro-9S hydrogen atom to a methyl group, and great reduction in changing the ureido N-H groups to N-CH(3). Stimulated by these results, we synthesized 9R-methylbiotin and 9S-methylbiotin, and their binding free energies and enthalpies were measured for interaction with streptavidin and avidin, respectively. In contrast to the calculated results, experiments found both 9-methylbiotin isomers to bind more weakly to streptavidin than biotin. The calculated preference for the binding of the 9R- over the 9S-stereoisomer was observed. In addition, 9-methylbiotin is considerably less soluble in water than biotin, as predicted by the calculation, and the 9R isomer is, to our knowledge, thus far the tightest binding analogue of biotin to streptavidin. Subsequently, X-ray structures of the complexes between streptavidin and both 9R- and 9S-methylbiotin were determined, and the structures were consistent with those used in the free energy calculations. Thus, the reason for the discrepancy between the calculated and experimental binding free energy does not lie in unusual binding modes for the 9-methylbiotins.


Subject(s)
Avidin/chemistry , Biotin/analogs & derivatives , Biotin/chemistry , Streptavidin/chemistry , Algorithms , Binding Sites , Catalysis , Chromatography, High Pressure Liquid , Crystallography, X-Ray , Magnetic Resonance Spectroscopy , Models, Theoretical , Molecular Conformation , Molecular Structure , Stereoisomerism , Structure-Activity Relationship
19.
Drug Discov Today ; 7(3): 187-96, 2002 Feb 01.
Article in English | MEDLINE | ID: mdl-11815235

ABSTRACT

High-throughput protein X-ray crystallography offers an unprecedented opportunity to facilitate drug discovery. The key bottlenecks in the path from target gene to three-dimensional protein structure determination are defined. Special emphasis is placed on the concept that drug discovery projects are typically directed at a key protein target whose structure must be solved within a reasonable time frame to have an impact on the drug discovery process. The time-sensitive nature of structural data has placed growing pressure on the need to automate all aspects of protein crystallography, from gene identification to model building and refinement. Current technological innovations and strategies for automation are discussed with respect to the bottleneck they are intended to eliminate.


Subject(s)
Crystallography, X-Ray/methods , Pharmacology/methods , Automation , Cloning, Molecular , Databases, Factual , Drug Design , Models, Chemical , Molecular Conformation , Proteins/chemistry , Quality Control
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