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PubMed2006

JEDA: Joint entropy diversity analysis. An information-theoretic method for choosing diverse and representative subsets from combinatorial libraries.

The joint entropy-based diversity analysis (JEDA) program is a new method of selecting representative subsets of compounds from combinatorial libraries. Similar to other cell-based diversity analyses, a set of chemical descriptors is used to partition the chemical space of a library of compounds; however, unlike other metrics for choosing a compound from each partition, a Shannon-entropy based scoring function implemented in a probabilistic search algorithm determines a representative subset of compounds. This approach enables the selection of compounds that are not only diverse but that also represent the densities of chemical space occupied by the original chemical library. Additionally, JEDA permits the user to define the size of the subset that the chemist wishes to create so that restrictions on time and chemical reagents can be considered. Subsets created from a chemical library by JEDA are compared to subsets obtained using other partition-based diversity analyses, namely principal components analysis and median partitioning, on a combinatorial library derived from the Comprehensive Medical Chemistry Dataset.

Chemistry, Pharmaceutical↗
PubMed2006

Toward automated biochemotype annotation for large compound libraries.

Combinatorial chemistry allows scientists to probe large synthetically accessible chemical space. However, identifying the sub-space which is selectively associated with an interested biological target, is crucial to drug discovery and life sciences. This paper describes a process to automatically annotate biochemotypes of compounds in a library and thus to identify bioactivity related chemotypes (biochemotypes) from a large library of compounds. The process consists of two steps: (1) predicting all possible bioactivities for each compound in a library, and (2) deriving possible biochemotypes based on predictions. The Prediction of Activity Spectra for Substances program (PASS) was used in the first step. In second step, structural similarity and scaffold-hopping technologies are employed. These technologies are used to derive biochemotypes from bioactivity predictions and the corresponding annotated biochemotypes from MDL Drug Data Report (MDDR) database. About a one million (982,889) commercially available compound library (CACL) has been tested using this process. This paper demonstrates the feasibility of automatically annotating biochemotypes for large libraries of compounds. Nevertheless, some issues need to be considered in order to improve the process. First, the prediction accuracy of PASS program has no significant correlation with the number of compounds in a training set. Larger training sets do not necessarily increase the maximal error of prediction (MEP), nor do they increase the hit structural diversity. Smaller training sets do not necessarily decrease MEP, nor do they decrease the hit structural diversity. Second, the success of systematic bioactivity prediction relies on modeling, training data, and the definition of bioactivities (biochemotype ontology). Unfortunately, the biochemotype ontology was not well developed in the PASS program. Consequently, "ill-defined" bioactivities can reduce the quality of predictions. This paper suggests the ways in which the systematic bioactivities prediction program should be improved.

Chemistry, Pharmaceutical↗
PubMed1985

Recombinant DNA techniques: storage and screening of cDNA libraries with large numbers of individual colonies from initial transformations.

A typical cDNA library with a large number of initial transformants, plated in soft agarose, can be stored and shipped in 12% glycerol at -70 degrees C. To prepare the library for storage, the soft agarose layer is made into a paste and the agarose is removed by Sephadex G-25 filtration. This method of cDNA library storage does not alter the relative representation of the plasmids carried in the library. To achieve a very uniform distribution of colonies at high colony density, an aliquot of the cDNA library is diluted to 3000 to 10,000 colonies/ml. One milliliter of this suspension is evenly distributed on a nitrocellulose filter on an agar plate and air-dried. Filter copies are made and screened by published methods.

Cloning, Molecular↗
PubMed1987

Preserving primary cDNA libraries.

A technique for the long term storage of primary cDNA libraries in a form such that relevant DNA sequences can be readily identified and retrieved is described. cDNA libraries produced using the lambda gt 10 cloning vector were plated out on host bacteria in 0.7% top agarose supplemented with 30% glycerol. Nitrocellulose lifts of these libraries were made and stored. These lifts could be screened at a later time to permit identification of bacteriophage plaques containing specific cDNA inserts. The plated libraries were then transferred to a -70 degrees C freezer. The combination of freezing and glycerol treatment allowed the bacteriophage in these primary cDNA libraries to remain viable for significantly longer than 1 year.

Bacteriophage lambda↗
PubMed1978

The isolation of structural genes from libraries of eucaryotic DNA.

We present a procedure for eucaryotic structural gene isolation which involves the construction and screening of cloned libraries of genomic DNA. Large random DNA fragments are joined to phage lambda vectors by using synthetic DNA linkers. The recombinant molecules are packaged into viable phage particles in vitro and amplified to establish a permanent library. We isolated structural genes together with their associated sequences from three libraries constructed from Drosophila, silkmoth and rabbit genomic DNA. In particular, we obtained a large number of phage recombinants bearing the chorion gene sequence from the silkmoth library and several independent clones of beta-globin genes from the rabbit library. Restriction mapping and hybridization studies reveal the presence of closely linked beta-globin genes.

Base Sequence↗
PubMed1994

In vitro selection from protein and peptide libraries.

In vitro selection from molecular libraries has rapidly come of age as a protein-engineering tool. Dramatic increases in protein affinity can be engineered using phage-display libraries, and specific antibodies can be selected directly from a single 'naïve' library of their genes. Repertoires of small molecules are a potentially valuable resource for drug discovery. Libraries of linear peptides provide ligands for proteins that recognize continuous epitopes, and low-affinity mimics of some small molecules, but generally do not contain mimics of large molecular interfaces. Switching to constrained peptide formats, and deploying more diverse, non-peptide chemical libraries, may bring greater success.

Animals↗
PubMed1993

An M13 phage library displaying random 38-amino-acid peptides as a source of novel sequences with affinity to selected targets.

We have examined the potential of isolating novel ligands from a library of M13 pIII-fusion phage displaying peptides composed of 38 random amino acids (aa). The library was panned with streptavidin (SA) and a polyclonal goat antimouse IgG Fc antibody (Ab) preparation coupled to paramagnetic beads. SA selected two classes of phage from the library. One class exhibited the aa motif, HP(Q/M) theta (where theta signifies a non-polar aa), similar to the motif identified by Devlin et al. [Science 249 (1990) 404-406] using a 15-aa random peptide library displayed on phage. The other class of phage had no discernible motif. In binding experiments, the non-HP(Q/M) theta phage had a slightly higher affinity for SA than did the motif phage. Both classes of SA-binding phage failed to bind native and non-glycosylated forms of avidin, even though SA and avidin are structurally similar and both proteins possess extraordinary affinities for biotin. The polyclonal goat anti-mouse IgG Fc Ab preparation selected phage displaying sequences similar to a region of the mouse IgG Fc. Thus, a single immunodominant epitope on the mouse IgG Fc was identified. Furthermore, a second phage displaying peptides with no discernible sequence similarities to mouse IgG Fc was isolated. Thus, an M13 library displaying 38-aa peptides can yield phage with affinity for various targets. Finally, we have observed a biological bias against odd numbers of Cys residues in the displayed peptides.

Amino Acid Sequence↗
PubMed1995

Identification of functional interaction sites on proteins using bacteriophage-displayed random epitope libraries.

We describe a phage-display-based method to identify epitopes or interaction sites on proteins. DNA encoding the protein of interest is partially degraded with DNase I to generate random fragments of 50-200 bp. These fragments are then cloned into a phagemid vector that has been modified to allow the expression of the random fragments and the construction of a (bacterio)phage-displayed random epitope library. Phages displaying functional epitopes can be selected from these libraries by affinity selection or panning. To test this method we have constructed a random-epitope library for human plasminogen-activator inhibitor 1 and used this library to map the epitope of a monoclonal antibody (mAb) directed against this protein. By alignment of the selected overlapping epitope-containing fragments, we were able to locate the epitope of the mAb on a stretch of 39 amino acids spanning from E128 to V166. The approach may also be applied to more complex systems than single-protein genes, such as viral genomes or complete cDNA libraries.

Amino Acid Sequence↗
PubMed2004

Parallel synthesis of a library of bidentate protein tyrosine phosphatase inhibitors based on the alpha-ketoacid motif.

Protein tyrosine phosphatases (PTPases) regulate intracellular signal transduction pathways by controlling the level of tyrosine phosphorylation in cells. These enzymes play an important role in a variety of diseases including type II diabetes and infection by the bacterium Yersinia pestis, which is the causative agent of bubonic plague. This report describes the synthesis, using parallel solution-phase methods, of a library of 104 potential inhibitors of PTPases. The library members are based on the bis(aryl alpha-ketocarboxylic acid) motif that incorporates a carboxylic acid on the central benzene linker. This carboxylic acid was coupled with a variety of different aromatic amines through an amide linkage. The aromatic component of the resulting amides is designed to make contacts with residues that surround the active site of the PTPase. The library was screened against the Yersinia PTPase and PTP1B. Based upon the screening results, four members of the library were selected for further study. These four compounds were evaluated against the Yersinia PTPase, PTP1B, TCPTP, CD45, and LAR. Compound 14 has an IC(50) value of 590nM against PTP1B and is a reversible competitive inhibitor. This affinity represents a greater than 120-fold increase in potency over compound 2, the parent structure upon which the library was based. A second inhibitor, compound 12, has an IC(50) value of 240nM against the Yersinia PTPase. In general, the selectivity of the inhibitors for PTP1B was good compared to LAR, but modest when compared to TCPTP and CD45.

Benzene↗
PubMed2003

Biological mechanism profiling using an annotated compound library.

We present a method for testing many biological mechanisms in cellular assays using an annotated library of 2036 small organic molecules. This annotated compound library represents a large-scale collection of compounds with diverse, experimentally confirmed biological mechanisms and effects. We found that this chemical library is (1) more structurally diverse than conventional, commercially available libraries, (2) enriched in active compounds in a tumor cell viability assay, and (3) capable of generating hypotheses regarding biological mechanisms underlying cellular processes. We elucidated biological mechanisms relevant to the antiproliferative activity of 85 compounds from this library that were selected using a high-throughput cell viability screen. We developed a novel automated scoring system for identifying statistically enriched mechanisms among such a subset of compounds. This scoring system can identify both previously known and potentially novel antiproliferative mechanisms.

Cell Line, Tumor↗
PubMed2006

Synthetic library design.

Compound libraries have an important role in the drug discovery process. Various computational methods are available as decision support tools for medicinal chemists involved in compound library synthesis programs. These methods can be used to assemble a flexible library design scheme consisting of a structure-based library design followed by property-biased library refinement and final selection according to structure-activity-relationship considerations.

Animals↗
PubMed2002

A mass spectral library based on chemical ionization and collision-induced dissociation.

A so-called CI-CID mass spectral library based on GC-CI-MS-MS, LC-TSP-MS-MS, LC-ESI-MS-MS and LC-APCI-MS-MS data has been created and evaluated. The main advantage of the CI-CID spectral library is the independence of the chemical ionization and/or collision-induced dissociation procedure and the system apparatus used. Comparison of MS-MS spectra from different ionization methods indicate that fragment ions most often have the same m/z values, although the ratios differ widely for many compounds. Therefore, depending on the signal intensity of the fragment ions the m/z values of intense specific ions are put in the library at 100% and less intense ions at 50%. The result is a spectrum with the same m/z values compared to the acquired spectra but with different ratios. At the moment the library has some hundreds of entries produced at five different laboratories. The spreadsheet program, used to interchange data between laboratories, has full functionality of browsing. Spectra are presented in bar graph format and in tabular form. All input data, instrument configurations, experimental conditions, etc., are displayed. Adding search masses of the (un)known compound, all hits (total number and names) show up. The results of an interlaboratory study show that the CI-CID spectrum library can be used by all users. Comparison of spectra generated by different GC- or LC-MS-MS triple quad mass spectrometers and ion trap MS-MS systems, turned out to be fully comparable.

Guidelines as Topic↗
PubMed1998

Application of "one-bead one-compound" combinatorial library methods in signal transduction research.

Using a "split-synthesis" solid phase synthetic approach, bead libraries can be generated such that each bead displays only one chemical entity. This "one-bead one-compound" combinatorial library can then be assayed for specific biological properties using either a solid-phase on-bead binding or functional assay, or a releasable solution phase assay. Positive compound-beads can then be isolated for structure determination. Various assay systems to screen such a "one-bead one-compound" library are described. We have used this combinatorial library method to discover peptides that bind to the cell surface immunoglobulins of murine lymphoma cells. Such peptides, when presented in an oligomeric form to a lymphoma cell are able to induce signal transduction. Additionally, we have also applied the "one-bead one-compound" combinatory library approach to elucidate peptide substrate motifs for protein tyrosine kinases. Multiple distinct peptide motifs were identified for p60(c-src) protein tyrosine kinase. Using the identified peptide substrates as templates, potent and highly specific pseudosubstrate-based peptide inhibitors were developed.

Animals↗
PubMed2000

Identification of lorazepam and sildenafil as examples for the application of LC/ionspray-MS and MS-MS with mass spectra library searching in forensic toxicology.

A mass spectra (MS) library using in-source collision induced dissociation (ESI-CID) as well as a tandem-mass spectra (MS-MS) library with product ion spectra of drugs has recently been developed with a triple-quadrupole ionspray mass spectrometer [1,2]. For the ESI-CID MS library, single-quadrupole mode and for the MS-MS library triple-quadrupole mode have been used. These mass spectra libraries were applied successfully for the general-unknown screening for drugs and metabolites in serum and urine with liquid-chromatography-mass spectrometry (LC-MS) using a PE/SCIEX API 365 with a turboionspray source. As examples, the identification of lorazepam and lorazepam-glucuronide in a serum extract and the identification of sildenafil and alkyloxidated sildenafil in urine are presented here.

Databases, Factual↗
PubMed2001

Identification of inhibitors of heparin-growth factor interactions from combinatorial libraries of four-component condensation reactions.

Chemical libraries based on four-component condensation (4CC) reactions of isocyanides were constructed to identify compounds capable of blocking heparin binding to vascular endothelial growth factor (VEGF) and basic fibroblast growth factor (bFGF). The reaction products in the synthesized libraries contain heparin mimetic functional groups such as carbohydrates, sulfonates, carboxylates, and hydroxy groups. These libraries have been screened for the inhibition of heparin binding to growth factors such as VEGF and bFGF. Single point screening at 5.0 microM of the 18,720 reaction products generated 26 candidates. The IC50S of these 26 compounds were determined using HPLC-purified products and 20 of the 26 showed significant inhibition of heparin binding to VEGF and/or bFGF. Eighteen of the 20 confirmed active compounds have a linear extended structure. Structures identified in this library revealed an initial relationship of structure and activity, thus providing direction for further investigation of this type of heparin mimetic libraries.

Chromatography, High Pressure Liquid↗
PubMed1999

Synthesis and deconvolution of the first combinatorial library of glycosidase inhibitors.

A combinatorial library of 125 compounds with a structure consisting of 1-azafagomine linked at N-1 via an acetic acid linker to a variable tripeptide was synthesised. The library was synthesised by Merrifield split and mix synthesis of the peptide, followed by capping with chloroacetate, regioselective nucleophilic substitution with 1-azafagomine and cleavage from the polymeric support. The library was screened for inhibition of beta-glucosidase, alpha-glucosidase and glycogen phosphorylase and found to display beta-glucosidase inhibition. Deconvolution of the library revealed that some inhibition was caused by all library members but the strongest inhibitor was clearly a compound having three hydroxyproline residues in the peptide fragment. This compound was a weaker but more selective inhibitor than 1-azafagomine itself.

Carbohydrate Sequence↗
PubMed2001

Construction of desosamine containing polyketide libraries using a glycosyltransferase with broad substrate specificity.

BACKGROUND: Combinatorial biosynthesis techniques using polyketide synthases (PKSs) in heterologous host organisms have enabled the production of macrolide aglycone libraries in which many positions of the macrolactone ring have been manipulated. However, the deoxysugar moieties of macrolides, absent in previous libraries, play a critical role in contributing to the antimicrobial properties exhibited by compounds such as erythromycin. Since the glycosidic components of polyketides dramatically alter their molecular binding properties, it would be useful to develop general expression hosts and vectors for synthesis and attachment of deoxysugars to expand the nature and size of such polyketide libraries. RESULTS: A set of nine deoxysugar biosynthetic and auxiliary genes from the picromycin/methymycin (pik) cluster was integrated in the chromosome of Streptomyces lividans to create a host which synthesizes TDP-D-desosamine. The pik desosaminyl transferase was also included so that when the strain was transformed with a previously constructed library of expression plasmids encoding genetically modified PKSs that produce different macrolactones, the resulting strains produced desosaminylated derivatives. Although conversion of the macrolactones was generally low, bioassays revealed that, unlike their aglycone precursors, these novel macrolides possessed antibiotic activity. CONCLUSIONS: Based on the structural differences among the compounds that were glycosylated it appears that the desosaminyl transferase from the pik gene cluster is quite tolerant of changes in the macrolactone substrate. Since others have demonstrated tolerance towards modifications in the sugar substituent, one can imagine employing this approach to alter both polyketide and deoxysugar pathways to produce 'unnatural' natural product libraries.

Amino Sugars↗
PubMed1996

Characterization of benzodiazepine "combinatorial" chemical libraries by on-line immunoaffinity extraction, coupled column HPLC-ion spray mass spectrometry-tandem mass spectrometry.

To characterize combinatorial chemical libraries of small drug compounds, an automated column switching system incorporating an immunoaffinity extraction (IAE) column and two reversed-phase HPLC columns was coupled to a triple-quadrupole mass spectrometer. A Protein G column and antibodies to benzodiazepines were used to screen library components. A pH change in the mobile phase eluted the benzodiazepine-antibody complexes onto a C-18 restricted access media (RAM) column, thereby separating the selected benzodiazepines from the antibody. In a final step, backflushing the RAM column eluted the benzodiazepines onto a C-8 analytical reversed-phase column for separation before detection and preliminary structural characterization using ion spray mass spectrometry (MS) and tandem mass spectrometry (MS/ MS). A known 19-component library and an unknown 20-component library were analyzed. Full-scan IAE/LC/ LC/MS and IAE/LC/LC/MS/MS chromatograms suggested the feasibility of this combination of techniques, although the antibodies used were not highly specific. Inspection of MS/MS spectra of components in the unknown library compared to the MS/MS spectrum of a known standard (chlordiazepoxide) identified a subclass of benzodiazepines. Productions of the known standard and an unknown benzodiazepine were successively captured and fragmented (MSn experiments) using an iontrap mass spectrometer off-line, which confirmed that the unknown was an analogue of chlordiazepoxide.

Benzodiazepines↗