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1.
NAR Genom Bioinform ; 4(1): lqab127, 2022 Mar.
Article in English | MEDLINE | ID: mdl-35047817

ABSTRACT

In recent years, interest in RNA secondary structure has exploded due to its implications in almost all biological functions and its newly appreciated capacity as a therapeutic agent/target. This surge of interest has driven the development and adaptation of many computational and biochemical methods to discover novel, functional structures across the genome/transcriptome. To further enhance efforts to study RNA secondary structure, we have integrated the functional secondary structure prediction tool ScanFold, into IGV. This allows users to directly perform structure predictions and visualize results-in conjunction with probing data and other annotations-in one program. We illustrate the utility of this new tool by mapping the secondary structural landscape of the human MYC precursor mRNA. We leverage the power of vast 'omics' resources by comparing individually predicted structures with published data including: biochemical structure probing, RNA binding proteins, microRNA binding sites, RNA modifications, single nucleotide polymorphisms, and others that allow functional inferences to be made and aid in the discovery of potential drug targets. This new tool offers the RNA community an easy to use tool to find, analyze, and characterize RNA secondary structures in the context of all available data, in order to find those worthy of further analyses.

2.
SLAS Discov ; 23(5): 387-396, 2018 06.
Article in English | MEDLINE | ID: mdl-29361863

ABSTRACT

DNA-encoded libraries (DELs) have emerged as an efficient and cost-effective drug discovery tool for the exploration and screening of very large chemical space using small-molecule collections of unprecedented size. Herein, we report an integrated automation and informatics system designed to enhance the quality, efficiency, and throughput of the production and affinity selection of these libraries. The platform is governed by software developed according to a database-centric architecture to ensure data consistency, integrity, and availability. Through its versatile protocol management functionalities, this application captures the wide diversity of experimental processes involved with DEL technology, keeps track of working protocols in the database, and uses them to command robotic liquid handlers for the synthesis of libraries. This approach provides full traceability of building-blocks and DNA tags in each split-and-pool cycle. Affinity selection experiments and high-throughput sequencing reads are also captured in the database, and the results are automatically deconvoluted and visualized in customizable representations. Researchers can compare results of different experiments and use machine learning methods to discover patterns in data. As of this writing, the platform has been validated through the generation and affinity selection of various libraries, and it has become the cornerstone of the DEL production effort at Lilly.


Subject(s)
DNA/chemistry , Drug Discovery/methods , High-Throughput Nucleotide Sequencing/methods , Automation/methods , Databases, Factual , Gene Library , Machine Learning , Small Molecule Libraries/chemistry , Software
3.
SLAS Discov ; 23(5): 397-404, 2018 06.
Article in English | MEDLINE | ID: mdl-29361864

ABSTRACT

Available tools to analyze sequencing data coming from DNA-encoded chemical libraries (DELs) are often limited to in-house methods, which usually rely on strictly looking for the particular DEL structure used. Current methods do not take into account technological errors, such as library codification and sequencing errors, when detecting the sequences. The vast amount of data produced by next-generation sequencing of DEL screens is usually enough to extract the minimum information needed for compound identification. Here, we report a methodology to deconvolute encoding oligonucleotides, thus optimizing the sequencing power regardless of the library size, design complexity, or sequencing technology chosen. tagFinder is a highly flexible tool for fast tag detection and thorough DEL results characterization, which requires minimal hardware resources, scales linearly, and does not introduce any analytical error. The methodology can even deal with sequencing errors and PCR duplicates on single- or double-stranded DNA, enhancing the analytical detection and quantification of molecules and the informativeness of the entire process. Source code is available at https://github.com/jamigo/tagFinder .


Subject(s)
DNA/chemistry , Drug Discovery/methods , Small Molecule Libraries/chemistry , Gene Library , Oligonucleotides/chemistry , Polymerase Chain Reaction/methods
4.
Article in English | MEDLINE | ID: mdl-25282130

ABSTRACT

An ultra high-pressure liquid chromatography/mass spectrometry (UHPLC/MS) separation and analysis method has been devised for open access analysis of synthetic reactions used in the production of DNA-encoded chemical libraries. The aqueous mobile phase is 100mM hexafluoroisopropanol and 8.6mM triethylamine; the organic mobile phase is methanol. The UHPLC separation uses a C18 OST column (50mm×2.1mm×1.7µm) at 60°C, with a flow rate of 0.6mL/min. Gradient concentration is from 10 to 40% B in 1.0min, increasing to 95% B at 1.2min. Cycle time was about 5min. This method provides a detection limit of a 20-mer oligonucleotide by mass spectrometry of better than 1pmol on-column. Linear UV response for 20-mer extends from 2 to 200pmol/µL in concentration, same-day relative average deviations are less than 5% and bias (observed minus expected) is less than 10%. Deconvoluted mass spectra are generated for components in the predicted mass range using a maximum entropy algorithm. Mass accuracy of deconvoluted spectra is typically 20ppm or better for isotopomers of oligonucleotides up to 7000Da.


Subject(s)
Chromatography, High Pressure Liquid/methods , DNA/chemistry , Gene Library , Mass Spectrometry/methods , Oligonucleotides/chemistry , Algorithms , DNA/chemical synthesis , Oligonucleotides/analysis , Spectrometry, Mass, Electrospray Ionization , Thermodynamics
5.
PLoS One ; 9(5): e98151, 2014.
Article in English | MEDLINE | ID: mdl-24852423

ABSTRACT

Mammalian sterile 20-like kinase 1 (Mst1) is a MAPK kinase kinase kinase which is involved in a wide range of cellular responses, including apoptosis, lymphocyte adhesion and trafficking. The contribution of Mst1 to Ag-specific immune responses and autoimmunity has not been well defined. In this study, we provide evidence for the essential role of Mst1 in T cell differentiation and autoimmunity, using both genetic and pharmacologic approaches. Absence of Mst1 in mice reduced T cell proliferation and IL-2 production in vitro, blocked cell cycle progression, and elevated activation-induced cell death in Th1 cells. Mst1 deficiency led to a CD4+ T cell development path that was biased toward Th2 and immunoregulatory cytokine production with suppressed Th1 responses. In addition, Mst1-/- B cells showed decreased stimulation to B cell mitogens in vitro and deficient Ag-specific Ig production in vivo. Consistent with altered lymphocyte function, deletion of Mst1 reduced the severity of experimental autoimmune encephalomyelitis (EAE) and protected against collagen-induced arthritis development. Mst1-/- CD4+ T cells displayed an intrinsic defect in their ability to respond to encephalitogenic antigens and deletion of Mst1 in the CD4+ T cell compartment was sufficient to alleviate CNS inflammation during EAE. These findings have prompted the discovery of novel compounds that are potent inhibitors of Mst1 and exhibit desirable pharmacokinetic properties. In conclusion, this report implicates Mst1 as a critical regulator of adaptive immune responses, Th1/Th2-dependent cytokine production, and as a potential therapeutic target for immune disorders.


Subject(s)
Autoimmunity , Hepatocyte Growth Factor/genetics , Proto-Oncogene Proteins/genetics , T-Lymphocytes/immunology , Animals , Arthritis, Rheumatoid/immunology , Base Sequence , DNA Primers , Lymphocyte Activation , Lymphocyte Culture Test, Mixed , Mice , Mice, Inbred BALB C , Reverse Transcriptase Polymerase Chain Reaction
6.
J Med Chem ; 53(24): 8650-62, 2010 Dec 23.
Article in English | MEDLINE | ID: mdl-21090716

ABSTRACT

Sphingosine 1-phosphate lyase (S1PL) has been characterized as a novel target for the treatment of autoimmune disorders using genetic and pharmacological methods. Medicinal chemistry efforts targeting S1PL by direct in vivo evaluation of synthetic analogues of 2-acetyl-4(5)-(1(R),2(S),3(R),4-tetrahydroxybutyl)-imidazole (THI, 1) led to the discovery of 2 (LX2931) and 4 (LX2932). The immunological phenotypes observed in S1PL deficient mice were recapitulated by oral administration of 2 or 4. Oral dosing of 2 or 4 yielded a dose-dependent decrease in circulating lymphocyte numbers in multiple species and showed a therapeutic effect in rodent models of rheumatoid arthritis (RA). Phase I clinical trials indicated that 2, the first clinically studied inhibitor of S1PL, produced a dose-dependent and reversible reduction of circulating lymphocytes and was well tolerated at dose levels of up to 180 mg daily. Phase II evaluation of 2 in patients with active rheumatoid arthritis is currently underway.


Subject(s)
Aldehyde-Lyases/antagonists & inhibitors , Antirheumatic Agents/chemical synthesis , Imidazoles/chemical synthesis , Isoxazoles/chemical synthesis , Oximes/chemical synthesis , Aldehyde-Lyases/genetics , Animals , Antirheumatic Agents/pharmacokinetics , Antirheumatic Agents/pharmacology , Arthritis, Experimental/drug therapy , Arthritis, Experimental/immunology , Arthritis, Experimental/pathology , Blood Pressure/drug effects , Cell Movement , Dogs , Heart Rate/drug effects , Imidazoles/pharmacokinetics , Imidazoles/pharmacology , Isoxazoles/pharmacokinetics , Isoxazoles/pharmacology , Lymphocytes/drug effects , Lymphocytes/physiology , Macaca fascicularis , Male , Mice , Mice, Inbred C57BL , Mice, Inbred DBA , Oximes/pharmacokinetics , Oximes/pharmacology , Rats , Rats, Sprague-Dawley , Stereoisomerism , Structure-Activity Relationship
7.
Bioorg Med Chem Lett ; 19(23): 6780-3, 2009 Dec 01.
Article in English | MEDLINE | ID: mdl-19836229

ABSTRACT

A series of potent piperidine-linked cytosine derivatives were prepared as inhibitors of deoxycytidine kinase (dCK). Compound 9h was discovered to be a potent inhibitor of dCK and shows a good combination of cellular potency and pharmacokinetic parameters. Compound 9h blocks the incorporation of radiolabeled cytosine into mouse T-cells in vitro, as well as in vivo in mice following a T-cell challenge.


Subject(s)
Deoxycytidine Kinase/antagonists & inhibitors , Flucytosine/pharmacology , Protein Kinase Inhibitors/pharmacology , Animals , Drug Design , Flucytosine/chemical synthesis , Flucytosine/chemistry , Humans , Mice , Molecular Structure , Protein Kinase Inhibitors/chemical synthesis , Protein Kinase Inhibitors/chemistry , Stereoisomerism , Structure-Activity Relationship
8.
Bioorg Med Chem Lett ; 19(23): 6784-7, 2009 Dec 01.
Article in English | MEDLINE | ID: mdl-19836232

ABSTRACT

A series of deoxycytidine kinase inhibitors was simultaneously optimized for potency and PK properties. A co-crystal structure then allowed merging this series with a high throughput screening hit to afford a highly potent, selective and orally bioavailable inhibitor, compound 10. This compound showed dose dependent inhibition of deoxycytidine kinase in vivo.


Subject(s)
Deoxycytidine Kinase/antagonists & inhibitors , Deoxycytidine/analogs & derivatives , Drug Design , Protein Kinase Inhibitors/pharmacology , Deoxycytidine/chemical synthesis , Deoxycytidine/chemistry , Deoxycytidine/pharmacology , Dose-Response Relationship, Drug , Models, Molecular , Molecular Structure , Protein Kinase Inhibitors/chemical synthesis , Protein Kinase Inhibitors/chemistry , Stereoisomerism , Structure-Activity Relationship
9.
J Med Chem ; 52(13): 3941-53, 2009 Jul 09.
Article in English | MEDLINE | ID: mdl-19489538

ABSTRACT

During nearly a decade of research dedicated to the study of sphingosine signaling pathways, we identified sphingosine-1-phosphate lyase (S1PL) as a drug target for the treatment of autoimmune disorders. S1PL catalyzes the irreversible decomposition of sphingosine-1-phosphate (S1P) by a retro-aldol fragmentation that yields hexadecanaldehyde and phosphoethanolamine. Genetic models demonstrated that mice expressing reduced S1PL activity had decreased numbers of circulating lymphocytes due to altered lymphocyte trafficking, which prevented disease development in multiple models of autoimmune disease. Mechanistic studies of lymphoid tissue following oral administration of 2-acetyl-4(5)-(1(R),2(S),3(R),4-tetrahydroxybutyl)-imidazole (THI) 3 showed a clear relationship between reduced lyase activity, elevated S1P levels, and lower levels of circulating lymphocytes. Our internal medicinal chemistry efforts discovered potent analogues of 3 bearing heterocycles as chemical equivalents of the pendant carbonyl present in the parent structure. Reduction of S1PL activity by oral administration of these analogues recapitulated the phenotype of mice with genetically reduced S1PL expression.


Subject(s)
Aldehyde-Lyases/antagonists & inhibitors , Autoimmune Diseases/drug therapy , Imidazoles/pharmacology , Administration, Oral , Animals , Enzyme Inhibitors/administration & dosage , Enzyme Inhibitors/pharmacology , Enzyme Inhibitors/therapeutic use , Imidazoles/administration & dosage , Imidazoles/therapeutic use , Lymphocyte Count , Mice , Structure-Activity Relationship
10.
Adv Drug Deliv Rev ; 57(4): 495-504, 2005 Feb 28.
Article in English | MEDLINE | ID: mdl-15722160

ABSTRACT

A mechanistic hypothesis is presented for how water-soluble guanidinium-rich transporters attached to small cargoes (MW ca. <3000) can migrate across the non-polar lipid membrane of a cell and enter the cytosol. Positively charged and water-soluble, arginine oligomers can associate with negatively charged, bidentate hydrogen bond acceptor groups of endogenous membrane constituents, leading to the formation of membrane-soluble ion pair complexes. The resultant less polar, ion pair complexes partition into the lipid bilayer and migrate in a direction, and with a rate, influenced by the membrane potential. The complex dissociates on the inner leaf of the membrane and the transporter conjugate enters the cytosol. This mechanism could also be involved in the translocation of guanidinium-rich molecules that are endocytosed due to their size or the conditions of the assay, across the endosomal membrane.


Subject(s)
Endocytosis/physiology , Guanidine/metabolism , Hydrogen Bonding , Membrane Transport Proteins/metabolism , Biological Transport , Guanidine/chemistry , Humans , Membrane Potentials , Membrane Transport Proteins/chemistry
11.
J Am Chem Soc ; 126(31): 9506-7, 2004 Aug 11.
Article in English | MEDLINE | ID: mdl-15291531

ABSTRACT

The results described herein support a mechanistic hypothesis for how guanidine-rich transporters attached to small cargos (MW ca. <3000) can migrate across the lipid membrane of a cell and directly enter the cytosol. Arginine oligomers are found to partition almost completely into the aqueous layer of a water-octanol bilayer. However, when the same partitioning experiment is conducted in the presence of sodium laurate, a representative negatively charged membrane constituent, the arginine oligomer partitions almost completely (>95%) into the octanol layer. In contrast, ornithine oligomers partition almost exclusively into the water layer with and without added sodium laurate. The different partitioning between guanidinium-rich and ammonium-rich oligomers in the presence of sodium laurate is consistent with the ability of the former to form a bidentate hydrogen bonded ion pair. Mono- and dimethylated arginine oligomers, which like ornithine can only efficiently form monodentate hydrogen bonds, were prepared and found to exhibit poor cellular uptake. Ion pair formation converts a once water-soluble agent to a lipid-soluble agent, thereby reducing the energetic penalty for passage of guanidine-rich transporters through the lipid bilayer. Uptake of guanidine-rich transporters is known to be an energy-dependent process, and this requirement for cellular ATP is now rationalized by the inhibition of guanidine-rich transporter uptake in the presence of agents that reduce the membrane potential. Specifically, incubation of cells in buffers with high potassium ion concentrations or pretreatment of cells with gramicidin A reduces the cellular uptake of Fl-aca-arg8-CONH2 by >90%. Furthermore, the reciprocal experiment of hyperpolarizing the cell with valinomycin increased uptake by >1.5 times. In summary, we propose that the water-soluble, positively charged guanidinium headgroups of the transporter form bidentate hydrogen bonds with H-bond acceptor functionality on the cell surface. The resultant ion pair complexes partition into the lipid bilayer and migrate across at a rate related to the membrane potential. The complex dissociates on the inner leaf of the membrane, and the transporter enters the cytosol. This hypothesis does not preclude uptake by other mechanisms, including endocytosis, which is likely to dominate with large cargos.


Subject(s)
Guanidine/analogs & derivatives , Guanidine/metabolism , Membrane Transport Proteins/metabolism , Peptides/metabolism , Guanidine/chemistry , Humans , Hydrogen Bonding , Jurkat Cells , Lipid Bilayers/chemistry , Lipid Bilayers/metabolism , Lymphocytes/chemistry , Lymphocytes/metabolism , Membrane Potentials/physiology , Membrane Transport Proteins/chemistry , Peptides/chemistry , Potassium/chemistry , Potassium/metabolism
12.
J Am Chem Soc ; 126(22): 6850-1, 2004 Jun 09.
Article in English | MEDLINE | ID: mdl-15174838

ABSTRACT

The interactions between various functionalized carbon nanotubes and several types of human cancer cells are explored. We have prepared modified nanotubes and have shown that these can be derivatized in a way that enables attachment of small molecules and of proteins, the latter through a novel noncovalent association. The functionalized carbon nanotubes enter nonadherent human cancer cells as well as adherent cell lines (CHO and 3T3) and by themselves are not toxic. While the fluoresceinated protein streptavidin (MW approximately 60 kD) by itself does not enter cells, it readily enters cells when complexed to a nanotube-biotin transporter and exhibits dose-dependent cytotoxicity. The uptake pathway is consistent with adsorption-mediated endocytosis. The use of carbon nanotubes as molecular transporters could be exploited for various cargos. The biocompatibility and unique physical, electrical, optical, and mechanical properties of nanotubes provide the basis for new classes of materials for drug, protein, and gene delivery applications.


Subject(s)
Mammals/metabolism , Nanotubes, Carbon/chemistry , Proteins/chemistry , Proteins/metabolism , Animals , Biological Transport , Cell Line , Cricetinae , Drug Delivery Systems/methods , Flow Cytometry , Humans , Mice , Microscopy, Confocal , Molecular Structure
13.
J Am Chem Soc ; 124(45): 13382-3, 2002 Nov 13.
Article in English | MEDLINE | ID: mdl-12418880

ABSTRACT

Molecular transporters have the ability to deliver drugs and probe molecules into cells and tissues irrespective of their physical properties. We now report the design, synthesis, and biological evaluation of a new family of molecular transporters, guanidinylated oligocarbamates that enable exceptionally efficient uptake into cells and tissues. The synthesis features a solid-phase stepwise oligomerization to obtain the oligocarbamates and a single step perguanidinylation for the facile introduction of up to nine guanidinium groups. The oligocarbamate 9-mer is found to be among the most efficient transporters known, entering cells faster than even d-Arg9 and HIV-1 Tat49-57. Significantly, this new family of transporters also enables uptake into the formidable skin barrier of a probe molecule that by itself does not penetrate skin.


Subject(s)
Carbamates/chemical synthesis , Carbamates/pharmacokinetics , Drug Carriers/chemical synthesis , Drug Carriers/pharmacokinetics , Drug Delivery Systems/methods , Animals , Biotin/administration & dosage , Biotin/pharmacokinetics , Drug Design , Guanidine/chemistry , Humans , Jurkat Cells/metabolism , Mice , Skin/metabolism
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