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At least 199 records · Page 11Linked to original sources

Intensity-based protein identification by machine learning from a library of tandem mass spectra.

Tandem mass spectrometry (MS/MS) has emerged as a cornerstone of proteomics owing in part to robust spectral interpretation algorithms. Widely used algorithms do not fully exploit the intensity patterns present in mass spectra. Here, we demonstrate that intensity pattern modeling improves peptide and protein identification from MS/MS spectra. We modeled fragment ion intensities using a machine-learning approach that estimates the likelihood of observed intensities given peptide and fragment attributes. From 1,000,000 spectra, we chose 27,000 with high-quality, nonredundant matches as training data. Using the same 27,000 spectra, intensity was similarly modeled with mismatched peptides. We used these two probabilistic models to compute the relative likelihood of an observed spectrum given that a candidate peptide is matched or mismatched. We used a 'decoy' proteome approach to estimate incorrect match frequency, and demonstrated that an intensity-based method reduces peptide identification error by 50-96% without any loss in sensitivity.

Algorithms↗

Problems of medical subject cataloging.

The subject catalog of the University of Colorado Medical Center Library is examined in considerable detail. Annual revisions of the subject catalog required by annual revisions of the subject heading authority list used, NLM's MeSH, are analyzed in terms of man-hours required for the effort and the effect on the catalog's structure. It is contended that, in a divided catalog, changes of headings on a one-for-one equivalency basis are no more difficult than they would be in a computerized catalog, but that in many-for-one changes the manual catalog and the machine catalog face exactly the same dilemma and in the same magnitude, the only solution in either case being the reexamination of many entries. The proliferation of subheadings is shown to present particularly vexing problems in catalog revision. A plea is made to recognize the MeSH system for what it is, a legitimate compromise between the descriptor-oriented terms of a computer coordinate-indexing system, and the subject-heading-oriented terms of the conventional card catalog.

Automation↗

Growth patterns in the National Library of Medicine's serials collection and in Index Medicus journals, 1966-1985.

Data from the National Library of Medicine (NLM) automated Master Serials System and its MEDLINE database were used to chart the growth of NLM's serials collection and of the journals indexed in Index Medicus from 1966 to 1985. The number of live serial titles in the subset of NLM's collection examined increased 30% in the twenty years. The average number of articles per Index Medicus journal increased 56%. The average number of articles in U.S. Index Medicus journals grew more rapidly than the average number in journals published elsewhere. The NLM data provide clear evidence that the years from 1966 to 1985 saw a substantial increase in the percentage of the biomedical serial literature published in English. The period from 1966 to 1985 saw substantial but uneven growth in the number of serial titles in the NLM collection and in the average number of articles in Index Medicus journals. Although data on the number of articles published in Index Medicus journals is unlikely to reflect the number of articles in other journals, the pattern of growth in the number of serials held by NLM probably reflects trends in the universe of all biomedical serials.

Abstracting and Indexing↗

A new strategy for the preparation of peptide-targeted technetium and rhenium radiopharmaceuticals. The automated solid-phase synthesis, characterization, labeling, and screening of a peptide-ligand library targeted at the formyl peptide receptor.

A new solid-phase synthetic methodology was developed that enables libraries of peptide-based Tc(I)/Re(I) radiopharmaceuticals to be prepared using a conventional automated peptide synthesizer. Through the use of a tridentate ligand derived from N-alpha-Fmoc-l-lysine, which we refer to as a single amino acid chelate (SAAC), a series of 12 novel bioconjugates [R-NH(CO)ZLF(SAAC)G, R = ethyl, isopropyl, n-propyl, tert-butyl, n-butyl, benzyl; Z = Met, Nle] that are designed to target the formyl peptide receptor (FPR) were prepared. Construction of the library was carried out in a multiwell format on an Advanced ChemTech 348 peptide synthesizer where multi-milligram quantities of each peptide were isolated in high purity without HPLC purification. After characterization, the library components were screened for their affinity for the FPR receptor using flow cytometry where the K(d) values were found to be in the low micromolar range (0.5-3.0 microM). Compound 5j was subsequently labeled with (99m)Tc(I) and the product isolated in high radiochemical yield using a simple Sep-Pak purification procedure. The retention time of the labeled compound matched that of the fully characterized Re-analogue which was prepared through the use of the same solid-phase synthesis methodology that was used to construct the library. The work reported here is a rare example of a method by which libraries of peptide-ligand conjugates and their rhenium complexes can be prepared.

Automation↗

Micropreparative capillary gel electrophoresis of DNA: rapid expressed sequence tag library construction.

A capillary gel electrophoresis based automated DNA fraction collection technique was developed to support a novel DNA fragment-pooling strategy for expressed sequence tag (EST) library construction. The cDNA population is first cleaved by BsaJ I and EcoR I restriction enzymes, and then subpooled by selective ligation with specific adapters followed by polymerase chain reaction (PCR) amplification and labeling. Combination of this cDNA fingerprinting method with high-resolution capillary gel electrophoresis separation and precise fractionation of individual cDNA transcript representatives avoids redundant fragment selection and concomitant repetitive sequencing of abundant transcripts. Using a computer-controlled capillary electrophoresis device the transcript representatives were separated by their size and fractions were automatically collected in every 30 s into 96-well plates. The high resolving power of the sieving matrix ensured sequencing grade separation of the DNA fragments (i.e., single-base resolution) and successful fraction collection. Performance and precision of the fraction collection procedure was validated by PCR amplification of the collected DNA fragments followed by capillary electrophoresis analysis for size and purity verification. The collected and PCR-amplified transcript representatives, ranging up to several hundred base pairs, were then sequenced to create an EST library.

Animals↗

Cloning, sequence analysis and chromosome localization of a Drosophila muscarinic acetylcholine receptor.

Two cDNA clones (3.7 kb and 4.8 kb) encoding a Drosophila muscarinic acetylcholine receptor were isolated from a Drosophila head cDNA library and characterized by automated DNA sequence analysis. The Drosophila muscarinic receptor contains 788 amino acids with a calculated Mr of 84,807 and displays greater than 60% homology with mammalian muscarinic receptors. The muscarinic receptor maps to the tip of the right arm of the second chromosome of the Drosophila genome.

Amino Acid Sequence↗

Combining the rapid MTT formazan exocytosis assay and the MC65 protection assay led to the discovery of carbazole analogs as small molecule inhibitors of Abeta oligomer-induced cytotoxicity.

The discovery of small molecule inhibitors of cytotoxicity induced by amyloid-beta (Abeta) oligomers, either applied extracellularly or accumulated intraneuronally, is an important goal of drug development for Alzheimer's disease (AD), but has been limited by the lack of efficient screening methods. Here we describe our approach using two cell-based methods. The first method takes advantage of the unique ability of extracellularly applied Abeta oligomers to rapidly induce the exocytosis of formazan formed by 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT). We employed a short protocol to quantify this toxicity, and quickly identified two novel inhibitors, code-named CP2 and A5, from two compound libraries. A second independent screen of the same libraries using our previously published MC65 protection assay, which identifies inhibitors of toxicity related to intracellular Abeta oligomers, also selected the same two leads, suggesting that both assays select for the same anti-Abeta oligomer properties displayed by these compounds. We further demonstrated that A5 attenuated the progressive aggregation of existing Abeta oligomers, reduced the level of intracellular Abeta oligomers, and prevented the Abeta oligomer-induced death of primary cortical neurons, effects similar to those demonstrated by CP2. Our results suggest that, when combined, the two methods would generate fewer false results and give a high likelihood of identifying leads that show promises in ameliorating Abeta oligomer-induced toxicities within both intraneuronal and extracellular sites. Both assays are simple, suitable for rapid screening of a large number of medicinal libraries, and amenable for automation.

Amyloid beta-Peptides↗

The application of non-combinatorial chemistry to lead discovery.

Non-combinatorial chemistry is a powerful technology for the synthesis of large numbers of compounds, with complete control over the properties of those compounds. We have developed a Library Creation, Registration and Automation system (LiCRA), which harnesses an efficient non-combinatorial chemistry design and synthesis engine, together with high-throughput automated purification. This LiCRA system also operates in a closed loop mode for hit-to-lead optimization, and contains an integrated IT system that controls and facilitates all aspects of the operation from design to registration. Quality has been our watchword, from the quality of compound design through to the quality of the products.

Journal Article↗

Genome and genetic resources from the Cancer Genome Anatomy Project.

The Cancer Genome Anatomy Project (CGAP) is a collaborative network of cancer researchers with a common goal: to decipher the genetic changes that occur during cancer formation and progression. The project brings together several recent technologies capable of high-throughput analysis to help achieve this goal. Automated sequencing of cDNA libraries is a primary focus and is geared towards providing a comprehensive and annotated set of human and mouse transcribed sequences. This effort includes full-length transcript sequence generated by CGAP's new Mammalian Gene Collection initiative. Single nucleotide polymorphisms (SNPs) within human gene sequences (Genetic Annotation Initiative) and chromosomal rearrangements within cancer cells (Cancer Chromosome Aberration Project) are also being cataloged as part of CGAP. Finally, to help determine gene expression patterns related to cancer, CGAP provides a quantitative catalog of data through its SAGEmap initiative. The genome and genetic analysis tools listed in this review are all freely distributed by CGAP (http://cgap.nci.nih.gov/) without restriction.

Animals↗

Application of a general database manager in a clinical medical librarian program.

The morning report reference file was automated at the Stollerman Library because the manual system was time-intensive to maintain and cumbersome to search. A general database management system (DBMS) was chosen so that it could be used in the future for other data management functions in the library. DBMS features that should be examined before use with a bibliographic application include size limitations, data entry forms, data types, search options, index files, sort options, report generation, query and programming languages, command and/or menu files, file interaction, interface with other software, and documentation. Desired requirements for this application are discussed. It is noted that a general database manager probably will not meet all of the desired requirements. For some bibliographic applications, software specifically designed for bibliographic information management and retrieval should be used. A database for the purposes of searching the morning report reference file and producing a weekly reference list and a yearly index was developed using CONDOR 3. The structure of the database is described, and examples of the reports are given. The system has been in operation since December 1984 and has been well-received by staff and patrons.

Database Management Systems↗

Adapting IAIMS to a hospital library level.

The Children's Hospital of Michigan Medical Library has adapted several of the Integrated Academic Information Management Systems (IAIMS) concepts and implemented them at a hospital library level. These have included features of network development, electronic interfacing and interlinking, and implementing an integrated information system in the library. The library has incorporated several information systems into library operations, including a variety of in-house, local, and national automated systems and telecommunication networks. Hospital libraries can incorporate IAIMS features and promote an institutional framework of interconnecting communication systems and electronic linkages.

Computer Communication Networks↗

The vertical file enters the electronic age.

Vertical files are revered institutions in many libraries. The reference staff at the Spencer S. Eccles Health Sciences Library at the University of Utah automated their vertical file and made the information in it accessible via the Library's Integrated Library System. Medical Subject Headings (MeSH) were applied to vertical files and simple records leading to them were entered in the Library's online catalog. Electronic access to the vertical file increases the availability of concepts too new to be in medical books and permits the Library to meet the needs of lay patrons searching for basic information on popular health care topics.

Academic Medical Centers↗

SIRT1 top 40 hits: use of one-bead, one-compound acetyl-peptide libraries and quantum dots to probe deacetylase specificity.

A novel, high-throughput method for determining deacetylase substrate specificity was developed using a one-bead, one-compound (OBOC) acetyl-peptide library with a quantum dot tagging strategy and automated bead-sorting. A 5-mer OBOC peptide library of 104,907 unique sequences was constructed around a central epsilon-amino acetylated lysine. The library was screened using the human NAD+-dependent deacetylase SIRT1 for the most efficiently deacetylated peptide sequences. Beads preferentially deacetylated by SIRT1 were biotinylated and labeled with streptavidin-coated quantum dots. After fluorescent bead-sorting, the top 39 brightest beads were sequenced by mass spectrometry. In-solution deacetylase assays on randomly chosen hit and nonhit sequences revealed that hits correlated with increased catalytic activity by as much as 20-fold. We found that SIRT1 can discriminate peptide substrates in a context-dependent fashion.

Acetylation↗

A SERLINE-based union list of serials for basic health sciences libraries: a detailed protocol.

In March 1981 the Consortium for Information Resources (CIR) was chosen by the Massachusetts Health Sciences Library Network to develop and automate a statewide biomedical union list of serials. Employing a commercial processor, ANSI standard Z39.42-1980, and SERLINE, CIR consolidated the journal holdings of six Massachusetts health-related library consortia. SERLINE, with its unique identifier as the single control element, governed the form of entry and bibliographic data for each journal. Additionally, SERLINE enhanced the union list by providing "see references" and general notations to map users to main titles or special information. An original feature of this union list is the "rolled" holdings and location statements intended to encourage even distribution of interlibrary loan transactions. The resulting union list of serials includes the holdings of 116 Massachusetts libraries, 94 of which are hospital libraries. The list includes nearly 3,000 unique titles and 15,000 holdings statements; production costs averaged $1.35 per unique title and 27 per holdings statement.

Information Systems↗

High-throughput screening with HyperCyt flow cytometry to detect small molecule formylpeptide receptor ligands.

High-throughput flow cytometry (HTFC), enabled by faster automated sample processing, represents a promising high- content approach for compound library screening. HyperCyt is a recently developed automated HTFC analysis system by which cell samples are rapidly aspirated from microplate wells and delivered to the flow cytometer. The formylpeptide receptor (FPR) family of G protein-coupled receptors contributes to the localization and activation of tissue-damaging leukocytes at sites of chronic inflammation. Here, the authors describe development and application of an HTFC screening approach to detect potential anti-inflammatory compounds that block ligand binding to FPR. Using a homogeneous no-wash assay, samples were routinely processed at 1.5 s/well (approximately 2500 cells analyzed/sample), allowing a 96-well plate to be processed in less than 2.5 min. Assay sensitivity and accuracy were validated by detection of a previously documented active compound with relatively low FPR affinity (sulfinpyrazone, inhibition constant [K(i)]=14 microM) from among a collection of 880 compounds in the Prestwick Chemical Library. The HyperCyt system was therefore demonstrated to be a robust, sensitive, and highly quantitative method with which to screen lead compound libraries in a 96-well format.

Flow Cytometry↗

Solution-phase library generation: methods and applications in drug discovery.

Solution-phase high throughput synthesis has emerged as a powerful method for the rapid generation of chemical libraries. The success of this approach is largely due to the development of novel synthetic methodologies that expedite the preparation of compounds. Several isolation/purification techniques have also been developed to eliminate the time-consuming purification procedures often associated with solution-phase chemistry. These methods are amenable to parallel synthesis and combinatorial strategies and can be fully automated. In addition, the compound libraries generated using solution-phase high throughput synthesis have been used to accelerate both lead identification and lead optimization programs at various companies.

Anti-Bacterial Agents↗

A high-throughput, nonisotopic, competitive binding assay for kinases using nonselective inhibitor probes (ED-NSIP).

A novel competitive binding assay for protein kinase inhibitors has been developed for high-throughput screening (HTS). Unlike functional kinase assays, which are based on detection of substrate phosphorylation by the enzyme, this novel method directly measures the binding potency of compounds to the kinase ATP binding site through competition with a conjugated binding probe. The binding interaction is coupled to a signal amplification system based on complementation of beta-galactosidase enzyme fragments, a homogeneous, nonisotopic assay technology platform developed by DiscoveRx Corp. In the present study, staurosporine, a potent, nonselective kinase inhibitor, was chemically conjugated to a small fragment of beta-galactosidase (termed ED-SS). This was used as the binding probe to the kinase ATP binding pocket. The binding potencies of several inhibitors with diverse structures were assessed by displacement of ED-SS from the kinase. The assay format was specifically evaluated with GSK3alpha, an enzyme previously screened in a radioactive kinase assay (i.e., measurement of [(33)P]-gamma-ATP incorporation into the kinase peptide substrate). Under optimized assay conditions, nonconjugated staurosporine inhibited ED-SS binding in a concentration-dependent manner with an apparent potency (IC(50)) of 11 nM, which was similar to the IC(50) value determined in a radioactive assay. Furthermore, 9 kinase inhibitors with diverse structures, previously identified from chemical compound library screening, were screened using the competitive binding assay. The potencies in the binding assay were in very good agreement with those obtained previously in the isotopic functional activity assay. The binding assay was adapted for automated HTS using selected compound libraries in a 384-well microtiter plate format. The HTS assay was observed to be highly robust and reproducible (Z' factors > 0.7) with high interassay precision (R(2) > 0.96). Interference of compounds with the beta-galactosidase signal readout was negligible. In conclusion, the DiscoveRx competitive kinase binding assay, termed ED-NSIP trade mark, provides a novel method for screening kinase inhibitors. The format is homogeneous, robust, and amenable to automation. Because there is no requirement for substrate-specific antibodies, the assay is particularly applicable to Ser/Thr kinase assay, in which difficulties in identifying a suitable substrate and antibody preclude development of nonisotopic assays. Although the nonselective kinase inhibitor, staurosporine, was used here, chemically conjugating the ED fragment to other small molecule enzyme inhibitors is also feasible, suggesting that the format is generally applicable to other enzyme systems.

Adenosine Triphosphate↗