251 results on '"Robert C. Reynolds"'
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2. NSAIDs: Old Drugs Reveal New Anticancer Targets
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Gary A. Piazza, Adam B. Keeton, Heather N. Tinsley, Jason D. Whitt, Bernard D. Gary, Bini Mathew, Raj Singh, William E. Grizzle, and Robert C. Reynolds
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NSAIDs ,sulindac ,cancer ,colon ,chemoprevention ,Medicine ,Pharmacy and materia medica ,RS1-441 - Abstract
There is compelling evidence that nonsteroidal anti-inflammatory drugs (NSAIDs) and cyclooxygenase-2 selective inhibitors have antineoplastic activity, but toxicity from cyclooxygenase (COX) inhibition and the suppression of physiologically important prostaglandins limits their use for cancer chemoprevention. Previous studies as reviewed here suggest that the mechanism for their anticancer properties does not require COX inhibition, but instead involves an off-target effect. In support of this possibility, recent molecular modeling studies have shown that the NSAID sulindac can be chemically modified to selectively design out its COX-1 and COX-2 inhibitory activity. Unexpectedly, certain derivatives that were synthesized based on in silico modeling displayed increased potency to inhibit tumor cell growth. Other experiments have shown that sulindac can inhibit phosphodiesterase to increase intracellular cyclic GMP levels and that this activity is closely associated with its ability to selectively induce apoptosis of tumor cells. Together, these studies suggest that COX-independent mechanisms can be targeted to develop safer and more efficacious drugs for cancer chemoprevention.
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- 2010
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3. Machine Learning Model Analysis and Data Visualization with Small Molecules Tested in a Mouse Model of Mycobacterium tuberculosis Infection (2014-2015).
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Sean Ekins, Alexander L. Perryman, Alex M. Clark, Robert C. Reynolds, and Joel S. Freundlich
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- 2016
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4. Open Source Bayesian Models. 1. Application to ADME/Tox and Drug Discovery Datasets.
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Alex M. Clark, Krishna Dole, Anna Coulon-Spektor, Andrew M. McNutt, George Grass, Joel S. Freundlich, Robert C. Reynolds, and Sean Ekins
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- 2015
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5. Double Integral Involving Logarithmic and Quotient Function with Powers Expressed in terms of the Lerch Function
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Robert C. Reynolds and Allan Stauffer
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Statistics and Probability ,Numerical Analysis ,Pure mathematics ,Algebra and Number Theory ,Logarithm ,Applied Mathematics ,Multiple integral ,Function (mathematics) ,Catalan's constant ,Methods of contour integration ,Theoretical Computer Science ,Special functions ,Geometry and Topology ,Integral formula ,Quotient ,Mathematics - Abstract
In this work the authors use their contour integral method to derive the double integral given by $\int_{0}^{\infty}\int_{0}^{\infty}\frac{x^{m-1} y^{m+\frac{q}{2}-1} \log ^k(a x y)}{\left(x^q+1\right)^2 \left(y^q+1\right)^2}dxdy$ in terms of the Lerch function. This integral formula is then used to derive closed solutions in terms of fundamental constants and special functions. There are some useful results relating double integrals of certain kinds of functions to ordinary integrals for which we know no general reference. Thus a table of integral pairs is given for interested readers. All the results in this work are new.
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- 2021
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6. Definite integral of a hyperbolic quotient function expressed in terms of the Lerch function
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Robert C. Reynolds and Allan Stauffer
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Statistics and Probability ,Numerical Analysis ,Mellin transform ,Pure mathematics ,Algebra and Number Theory ,Applied Mathematics ,Hyperbolic function ,Function (mathematics) ,Catalan's constant ,Table (information) ,Theoretical Computer Science ,Riemann hypothesis ,symbols.namesake ,Goldbach's conjecture ,symbols ,Geometry and Topology ,Quotient ,Mathematics - Abstract
In applied sciences it is always useful to improve the catalogue of definite integrals available in tables. In this paper the authors derived definite integrals used in research concerned with perturbation analysis of single Langmuir solitons, proving the Riemann Hypothesis and the Goldbach conjecture and the LPM effect in sequential bremsstrahlung. We also derived new results and summarized these formulae in a table of integrals.
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- 2021
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7. Definite Integral of Logarithmic Trigonometric Functions Expressed in terms of the Incomplete Gamma Function
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Allan Stauffer and Robert C. Reynolds
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Statistics and Probability ,Numerical Analysis ,Pure mathematics ,Algebra and Number Theory ,Applied Mathematics ,Analytic continuation ,Methods of contour integration ,Theoretical Computer Science ,Meijer G-function ,Special functions ,Mathematical constant ,Trigonometric functions ,Geometry and Topology ,Incomplete gamma function ,Constant (mathematics) ,Mathematics - Abstract
We present a method using contour integration to derive definite integrals and their associated infinite sums which can be expressed as a special function. We give a proof of the basic equation and some examples of the method. The advantage of using special functions is their analytic continuation which widens the range of the parameters of the definite integral over which the formula is valid. We give as examples definite integrals of logarithmic functions times a trigonometric function. In various cases these generalizations evaluate to known mathematical constants such as Catalan’s constant and π.
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- 2021
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8. Definite Integral of Exponential Polynomial and Hyperbolic Function in terms of the Incomplete Gamma Function
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Allan Stauffer and Robert C. Reynolds
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Statistics and Probability ,Numerical Analysis ,Pure mathematics ,Work (thermodynamics) ,Algebra and Number Theory ,Current (mathematics) ,Logarithm ,Applied Mathematics ,Hyperbolic function ,Definite integrals ,Methods of contour integration ,Exponential polynomial ,Theoretical Computer Science ,Geometry and Topology ,Incomplete gamma function ,Mathematics - Abstract
This current paper is a table of definite integrals involving hyperbolic and logarithmic functions expressed in terms of the incomplete gamma function and fundamental constants. All the results in this work are new.
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- 2021
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9. Definite Integral of Logarithmic Power and Square Root Algebraic Functions Expressed in terms of the Lerch Function
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Allan Stauffer and Robert C. Reynolds
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Statistics and Probability ,Numerical Analysis ,Pure mathematics ,Algebra and Number Theory ,Logarithm ,Applied Mathematics ,Function (mathematics) ,Theoretical Computer Science ,Power (physics) ,Riemann zeta function ,symbols.namesake ,Square root ,symbols ,Algebraic function ,Geometry and Topology ,Mathematics - Abstract
A definite integral involving the power square root of an algebraic function is derived in terms of the Lerch function. A table consisting of mostly new results is given for easy reading. The majority of the results in this work are new.
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- 2021
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10. Double Integral of Logarithm and Exponential Function Expressed in terms of the Lerch Function
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Robert C. Reynolds and Allan Stauffer
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Statistics and Probability ,Numerical Analysis ,Pure mathematics ,Algebra and Number Theory ,Logarithm ,Applied Mathematics ,Multiple integral ,Computation ,Function (mathematics) ,Methods of contour integration ,Theoretical Computer Science ,Exponential function ,symbols.namesake ,symbols ,Elementary function ,Geometry and Topology ,Bessel function ,Mathematics - Abstract
This paper contains new explicit computations of some integrals containing elementary functions, such as powers, logarithms, exponentials. In this work the authors use their contour integral method to derive a double integral connected to the modified Bessel function of the second kind $K_{\nu}(z)$ and express it in terms of the Lerch function. A table of integral pairs is given for interested readers. The majority of the results in this work are new.
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- 2021
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11. Note on a Stieltjes Transform in terms of the Lerch Function
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Allan Stauffer and Robert C. Reynolds
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Statistics and Probability ,Numerical Analysis ,Algebra and Number Theory ,Logarithm ,Applied Mathematics ,Function (mathematics) ,Theoretical Computer Science ,Combinatorics ,Special functions ,Geometry and Topology ,Connection (algebraic framework) ,Complex number ,Stieltjes transform ,Mathematics - Abstract
In this work the authors derive the Stieltjes transform of the logarithmic function in terms of the Lerch function. This transform is used to derive closed form solutions involving fundamental constants and special functions. Specifically we derive the definite integral given by\[\int_{0}^{\infty} \frac{(1-b x)^m \log ^k(c (1-b x))+(b x+1)^m \log ^k(c (b x+1))}{a+x^2}dx\]where $a,b,c,m$ and $k$ are general complex numbers subject to the restrictions given in connection with the formulas.
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- 2021
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12. Definite Integral of Power and Algebraic Functions in terms of the Lerch Function
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Robert C. Reynolds and Allan Stauffer
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Statistics and Probability ,Numerical Analysis ,Pure mathematics ,Algebra and Number Theory ,Applied Mathematics ,Cauchy distribution ,Function (mathematics) ,Methods of contour integration ,Theoretical Computer Science ,Power (physics) ,Special functions ,Trigonometric functions ,Logarithmic integral function ,Algebraic function ,Geometry and Topology ,Mathematics - Abstract
Bierens de haan (1867) evaluated a definite integral involving the cotangent function and this result was also listed in Gradshteyn and Ryzhik (2007). The objective of this present note is to use this integral along with Cauchy's integral formula to derive a definite logarithmic integral in terms of the Lerch function. We will use this integral formula to produce a table of known and new results in terms of special functions and thereby expanding the list of definite integrals in both text books.
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- 2021
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13. The Double Laplace Transform Expressed in terms of the Lerch Transcendent
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Allan Stauffer and Robert C. Reynolds
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Statistics and Probability ,Numerical Analysis ,Pure mathematics ,Algebra and Number Theory ,Laplace transform ,Applied Mathematics ,Definite integrals ,Term (logic) ,Special values ,Methods of contour integration ,Theoretical Computer Science ,Separable space ,Special functions ,Geometry and Topology ,Mathematics - Abstract
In this manuscript, the authors derive a formula for the double Laplace transform expressed in terms of the Lerch Transcendent. The log term mixes the variables so that the integral is not separable except for special values of k. The method of proof follows the method used by us to evaluate single integrals. This transform is then used to derive definite integrals in terms of fundamental constants, elementary and special functions. A summary of the results is produced in the form of a table of definite integrals for easy referencing by readers.
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- 2021
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14. Are Bigger Data Sets Better for Machine Learning? Fusing Single-Point and Dual-Event Dose Response Data for Mycobacterium tuberculosis.
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Sean Ekins, Joel S. Freundlich, and Robert C. Reynolds
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- 2014
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15. Looking Back to the Future: Predicting in Vivo Efficacy of Small Molecules versus Mycobacterium tuberculosis.
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Sean Ekins, Richard Pottorf, Robert C. Reynolds, Antony J. Williams, Alex M. Clark, and Joel S. Freundlich
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- 2014
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16. Fusing Dual-Event Data Sets for Mycobacterium tuberculosis Machine Learning Models and Their Evaluation.
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Sean Ekins, Joel S. Freundlich, and Robert C. Reynolds
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- 2013
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17. Molecule Property Analyses of Active Compounds for Mycobacterium tuberculosis
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Vadim Makarov, Robert C. Reynolds, Phyo Phyo Kyaw Zin, Elena A. Salina, and Sean Ekins
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0303 health sciences ,Tuberculosis ,biology ,Drug discovery ,Chemistry ,Drug resistance ,medicine.disease ,biology.organism_classification ,01 natural sciences ,0104 chemical sciences ,Mycobacterium tuberculosis ,010404 medicinal & biomolecular chemistry ,03 medical and health sciences ,Cheminformatics ,Drug Discovery ,Development economics ,Pandemic ,Global health ,medicine ,Molecular Medicine ,030304 developmental biology - Abstract
Tuberculosis (TB) continues to claim the lives of around 1.7 million people per year. Most concerning are the reports of multidrug drug resistance. Paradoxically, this global health pandemic is demanding new therapies when resources and interest are waning. However, continued tuberculosis drug discovery is critical to address the global health need and burgeoning multidrug resistance. Many diverse classes of antitubercular compounds have been identified with activity in vitro and in vivo. Our analyses of over 100 active leads are representative of thousands of active compounds generated over the past decade, suggests that they come from few chemical classes or natural product sources. We are therefore repeatedly identifying compounds that are similar to those that preceded them. Our molecule-centered cheminformatics analyses point to the need to dramatically increase the diversity of chemical libraries tested and get outside of the historic Mtb property space if we are to generate novel improved antitubercular leads.
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- 2020
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18. Novel Non-Cyclooxygenase Inhibitory Derivative of Sulindac Inhibits Breast Cancer Cell Growth In Vitro and Reduces Mammary Tumorigenesis in Rats
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Heather N. Tinsley, Bini Mathew, Xi Chen, Yulia Y. Maxuitenko, Nan Li, Whitney M. Lowe, Jason D. Whitt, Wei Zhang, Bernard D. Gary, Adam B. Keeton, William E. Grizzle, Clinton J. Grubbs, Robert C. Reynolds, and Gary A. Piazza
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cyclooxygenase (COX) ,Cancer Research ,breast cancer ,Oncology ,sulindac ,cyclic guanosine monophosphate (cGMP) ,phosphodiesterase (PDE) ,nonsteroidal anti-inflammatory drug (NSAID) - Abstract
The nonsteroidal anti-inflammatory drug (NSAID) sulindac demonstrates attractive anticancer activity, but the toxicity resulting from cyclooxygenase (COX) inhibition and the suppression of physiologically important prostaglandins precludes its long-term, high dose use in the clinic for cancer prevention or treatment. While inflammation is a known tumorigenic driver, evidence suggests that sulindac’s antineoplastic activity is partially or fully independent of its COX inhibitory activity. One COX-independent target proposed for sulindac is cyclic guanosine monophosphate phosphodiesterase (cGMP PDE) isozymes. Sulindac metabolites, i.e., sulfide and sulfone, inhibit cGMP PDE enzymatic activity at concentrations comparable with those associated with cancer cell growth inhibitory activity. Additionally, the cGMP PDE isozymes PDE5 and PDE10 are overexpressed during the early stages of carcinogenesis and appear essential for cancer cell proliferation and survival based on gene silencing experiments. Here, we describe a novel amide derivative of sulindac, sulindac sulfide amide (SSA), which was rationally designed to eliminate COX-inhibitory activity while enhancing cGMP PDE inhibitory activity. SSA was 68-fold and 10-fold less potent than sulindac sulfide (SS) in inhibiting COX-1 and COX-2, respectively, but 10-fold more potent in inhibiting growth and inducing apoptosis in breast cancer cells. The pro-apoptotic activity of SSA was associated with inhibition of cGMP PDE activity, elevation of intracellular cGMP levels, and activation of cGMP-dependent protein kinase (PKG) signaling, as well as the inhibition of β-catenin/Tcf transcriptional activity. SSA displayed promising in vivo anticancer activity, resulting in a 57% reduction in the incidence and a 62% reduction in the multiplicity of tumors in the N-methyl-N-nitrosourea (MNU)-induced model of breast carcinogenesis. These findings provide strong evidence for cGMP/PKG signaling as a target for breast cancer prevention or treatment and the COX-independent anticancer properties of sulindac. Furthermore, this study validates the approach of optimizing off-target effects by reducing the COX-inhibitory activity of sulindac for future targeted drug discovery efforts to enhance both safety and efficacy.
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- 2023
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19. Derivation of Lobachevsky integrals in terms of special functions
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Robert C. Reynolds and Allan Stauffer
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Special functions ,Mathematical physics ,Mathematics - Published
- 2020
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20. Parallel Solution Phase Synthesis and Preliminary Biological Activity of a 5′-Substituted Cytidine Analog Library
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Timothy S. Snowden, Omar Moukha-Chafiq, Robert C. Reynolds, and Jacob C. Wilson
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Molecular Structure ,NIH Roadmap ,Hydrolysis ,Phenylalanine ,Carboxylic Acids ,Pilot scale ,Cytidine ,Biological activity ,General Chemistry ,General Medicine ,Combinatorial chemistry ,Solution phase ,Small Molecule Libraries ,Structure-Activity Relationship ,chemistry.chemical_compound ,chemistry ,Amide ,Amines ,Solution phase synthesis - Abstract
A 109-membered library of 5′-substituted cytidine analogs was synthesized, via funding through the NIH Roadmap Initiative and the Pilot Scale Library (PSL) Program. Reaction core compounds contained −NH2 (2) and −COOH (44 and 93) groups that were coupled to a diversity of reactants in a parallel, solution phase format to produce the target library. The assorted reactants included −NH2, −CHO, −SO2Cl, and −COOH functional groups, and condensation with the intermediate core materials 2 and 44 followed by acidic hydrolysis produced 3–91 in good yields and high purity. Linkage of the amino terminus of d-phenylalanine methyl ester to the free 5′-COOH of 44 and NaOH treatment led to core library −COOH precursor 93. In a libraries from libraries approach, compound 93 served as the vital building block for our unique library of dipeptidyl cytidine analogs 94–114 through amide coupling of the −COOH group with numerous commercial amines followed by acidic deprotection. Initial screening of the complete final library...
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- 2019
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21. Biochemical and structural characterization of mycobacterial aspartyl-tRNA synthetase AspS, a promising TB drug target.
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Sudagar S Gurcha, Veeraraghavan Usha, Jonathan A G Cox, Klaus Fütterer, Katherine A Abrahams, Apoorva Bhatt, Luke J Alderwick, Robert C Reynolds, Nicholas J Loman, VijayaShankar Nataraj, Carlos Alemparte, David Barros, Adrian J Lloyd, Lluis Ballell, Judith V Hobrath, and Gurdyal S Besra
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Medicine ,Science - Abstract
The human pathogen Mycobacterium tuberculosis is the causative agent of pulmonary tuberculosis (TB), a disease with high worldwide mortality rates. Current treatment programs are under significant threat from multi-drug and extensively-drug resistant strains of M. tuberculosis, and it is essential to identify new inhibitors and their targets. We generated spontaneous resistant mutants in Mycobacterium bovis BCG in the presence of 10× the minimum inhibitory concentration (MIC) of compound 1, a previously identified potent inhibitor of mycobacterial growth in culture. Whole genome sequencing of two resistant mutants revealed in one case a single nucleotide polymorphism in the gene aspS at (535)GAC>(535)AAC (D179N), while in the second mutant a single nucleotide polymorphism was identified upstream of the aspS promoter region. We probed whole cell target engagement by overexpressing either M. bovis BCG aspS or Mycobacterium smegmatis aspS, which resulted in a ten-fold and greater than ten-fold increase, respectively, of the MIC against compound 1. To analyse the impact of inhibitor 1 on M. tuberculosis AspS (Mt-AspS) activity we over-expressed, purified and characterised the kinetics of this enzyme using a robust tRNA-independent assay adapted to a high-throughput screening format. Finally, to aid hit-to-lead optimization, the crystal structure of apo M. smegmatis AspS was determined to a resolution of 2.4 Å.
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- 2014
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22. A Note on Some Definite Integrals of Arthur Erdélyi and George Watson
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Allan Stauffer and Robert C. Reynolds
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Pure mathematics ,Polynomial ,General Mathematics ,hypergeometric function ,02 engineering and technology ,01 natural sciences ,0202 electrical engineering, electronic engineering, information engineering ,Computer Science (miscellaneous) ,entries in Erdélyi ,0101 mathematics ,Hypergeometric function ,Engineering (miscellaneous) ,Mellin transform ,Mathematics ,Complex conjugate ,Analytic continuation ,lcsh:Mathematics ,010102 general mathematics ,Function (mathematics) ,lcsh:QA1-939 ,Kernel (algebra) ,Special functions ,definite integral ,Lerch function ,incomplete beta function ,020201 artificial intelligence & image processing - Abstract
This manuscript concerns two definite integrals that could be connected to the Bose-Einstein and the Fermi-Dirac functions in the integrands, separately, with numerators slightly modified with a difference in two expressions that contain the Fourier kernel multiplied by a polynomial and its complex conjugate. In this work, we use our contour integral method to derive these definite integrals, which are given by ∫0∞ie−imx(log(a)−ix)k−eimx(log(a)+ix)k2eαx−1dx and ∫0∞ie−imx(log(a)−ix)k−eimx(log(a)+ix)k2eαx+1dx in terms of the Lerch function. We use these two definite integrals to derive formulae by Erdéyli and Watson. We derive special cases of these integrals in terms of special functions not found in current literature. Special functions have the property of analytic continuation, which widens the range of computation of the variables involved.
- Published
- 2021
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23. Table in Gradshteyn and Ryzhik: Derivation of definite integrals of a Hyperbolic Function
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Robert C. Reynolds and Allan Stauffer
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Pure mathematics ,Science ,02 engineering and technology ,01 natural sciences ,01A55, 11M06, 11M35, 30-02, 30D10, 30D30, 30E20 ,0103 physical sciences ,Mathematical constant ,lerch function ,0202 electrical engineering, electronic engineering, information engineering ,Materials Chemistry ,Classical Analysis and ODEs (math.CA) ,FOS: Mathematics ,Trigonometric functions ,0101 mathematics ,010306 general physics ,Cauchy ,Mathematics ,Analytic continuation ,010102 general mathematics ,Hyperbolic function ,other ,Function (mathematics) ,contour integral ,Methods of contour integration ,logarithm function ,Special functions ,Mathematics - Classical Analysis and ODEs ,infinite integral ,entries in Gradshteyn and Rhyzik ,Computer Science::Programming Languages ,020201 artificial intelligence & image processing ,Constant (mathematics) - Abstract
We present a method using contour integration to derive definite integrals and their associated infinite sums which can be expressed as a special function. We give a proof of the basic equation and some examples of the method. The advantage of using special functions is their analytic continuation, which widens the range of the parameters of the definite integral over which the formula is valid. We give as examples definite integrals of logarithmic functions times a trigonometric function. In various cases these generalizations evaluate to known mathematical constants, such as Catalan’s constant C and π.
- Published
- 2021
24. Enhancing hit identification in Mycobacterium tuberculosis drug discovery using validated dual-event Bayesian models.
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Sean Ekins, Robert C Reynolds, Scott G Franzblau, Baojie Wan, Joel S Freundlich, and Barry A Bunin
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Medicine ,Science - Abstract
High-throughput screening (HTS) in whole cells is widely pursued to find compounds active against Mycobacterium tuberculosis (Mtb) for further development towards new tuberculosis (TB) drugs. Hit rates from these screens, usually conducted at 10 to 25 µM concentrations, typically range from less than 1% to the low single digits. New approaches to increase the efficiency of hit identification are urgently needed to learn from past screening data. The pharmaceutical industry has for many years taken advantage of computational approaches to optimize compound libraries for in vitro testing, a practice not fully embraced by academic laboratories in the search for new TB drugs. Adapting these proven approaches, we have recently built and validated Bayesian machine learning models for predicting compounds with activity against Mtb based on publicly available large-scale HTS data from the Tuberculosis Antimicrobial Acquisition Coordinating Facility. We now demonstrate the largest prospective validation to date in which we computationally screened 82,403 molecules with these Bayesian models, assayed a total of 550 molecules in vitro, and identified 124 actives against Mtb. Individual hit rates for the different datasets varied from 15-28%. We have identified several FDA approved and late stage clinical candidate kinase inhibitors with activity against Mtb which may represent starting points for further optimization. The computational models developed herein and the commercially available molecules derived from them are now available to any group pursuing Mtb drug discovery.
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- 2013
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25. Identification of novel Mt-Guab2 inhibitor series active against M. tuberculosis.
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Veeraraghavan Usha, Judith V Hobrath, Sudagar S Gurcha, Robert C Reynolds, and Gurdyal S Besra
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Medicine ,Science - Abstract
Tuberculosis (TB) remains a leading cause of mortality worldwide. With the emergence of multidrug resistant TB, extensively drug resistant TB and HIV-associated TB it is imperative that new drug targets be identified. The potential of Mycobacterium tuberculosis inosine monophosphate dehydrogenase (IMPDH) as a novel drug target was explored in the present study. IMPDH exclusively catalyzes the conversion of inosine monophosphate (IMP) to xanthosine monophosphate (XMP) in the presence of the cofactor nicotinamide adenine dinucleotide (NAD(+)). Although the enzyme is a dehydrogenase, the enzyme does not catalyze the reverse reaction i.e. the conversion of XMP to IMP. Unlike other bacteria, M. tuberculosis harbors three IMPDH-like genes, designated as Mt-guaB1, Mt-guaB2 and Mt-guaB3 respectively. Of the three putative IMPDH's, we previously confirmed that Mt-GuaB2 was the only functional ortholog by characterizing the enzyme kinetically. Using an in silico approach based on designed scaffolds, a series of novel classes of inhibitors was identified. The inhibitors possess good activity against M. tuberculosis with MIC values in the range of 0.4 to 11.4 µg mL(-1). Among the identified ligands, two inhibitors have nanomolar K(i)s against the Mt-GuaB2 enzyme.
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- 2012
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26. Comparing and Validating Machine Learning Models for Mycobacterium tuberculosis Drug Discovery
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Daniel P. Russo, Robert C. Reynolds, Alex M. Clark, Alexandru Korotcov, Sean Ekins, Alexander L. Perryman, Kimberley M. Zorn, Joel S. Freundlich, Thomas J. Lane, and Valery Tkachenko
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0301 basic medicine ,Support Vector Machine ,Tuberculosis ,Computer science ,Antitubercular Agents ,Pharmaceutical Science ,Machine learning ,computer.software_genre ,Article ,Cross-validation ,Machine Learning ,Mycobacterium tuberculosis ,03 medical and health sciences ,Drug Discovery ,medicine ,biology ,Drug discovery ,business.industry ,Deep learning ,Bayes Theorem ,biology.organism_classification ,medicine.disease ,Support vector machine ,030104 developmental biology ,Molecular Medicine ,Artificial intelligence ,business ,computer - Abstract
Tuberculosis is a global health dilemma. In 2016, the WHO reported 10.4 million incidences and 1.7 million deaths. The need to develop new treatments for those infected with Mycobacterium tuberculosis ( Mtb) has led to many large-scale phenotypic screens and many thousands of new active compounds identified in vitro. However, with limited funding, efforts to discover new active molecules against Mtb needs to be more efficient. Several computational machine learning approaches have been shown to have good enrichment and hit rates. We have curated small molecule Mtb data and developed new models with a total of 18,886 molecules with activity cutoffs of 10 μM, 1 μM, and 100 nM. These data sets were used to evaluate different machine learning methods (including deep learning) and metrics and to generate predictions for additional molecules published in 2017. One Mtb model, a combined in vitro and in vivo data Bayesian model at a 100 nM activity yielded the following metrics for 5-fold cross validation: accuracy = 0.88, precision = 0.22, recall = 0.91, specificity = 0.88, kappa = 0.31, and MCC = 0.41. We have also curated an evaluation set ( n = 153 compounds) published in 2017, and when used to test our model, it showed the comparable statistics (accuracy = 0.83, precision = 0.27, recall = 1.00, specificity = 0.81, kappa = 0.36, and MCC = 0.47). We have also compared these models with additional machine learning algorithms showing Bayesian machine learning models constructed with literature Mtb data generated by different laboratories generally were equivalent to or outperformed deep neural networks with external test sets. Finally, we have also compared our training and test sets to show they were suitably diverse and different in order to represent useful evaluation sets. Such Mtb machine learning models could help prioritize compounds for testing in vitro and in vivo.
- Published
- 2018
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27. Oxazole and thiazole analogs of sulindac for cancer prevention
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Bini Mathew, R. Kiplin Guy, Michele Connelly, Robert C. Reynolds, and Judith V. Hobrath
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Male ,0301 basic medicine ,Spectrometry, Mass, Electrospray Ionization ,NSAIDs ,Colorectal cancer ,Proton Magnetic Resonance Spectroscopy ,Antineoplastic Agents ,Familial adenomatous polyposis ,03 medical and health sciences ,chemistry.chemical_compound ,Sulindac ,0302 clinical medicine ,In vivo ,Cell Line, Tumor ,Neoplasms ,Drug Discovery ,medicine ,Humans ,cancer ,Thiazole ,Oxazoles ,Chromatography, High Pressure Liquid ,Oxazole ,Pharmacology ,heterocycles ,Cancer prevention ,Anti-Inflammatory Agents, Non-Steroidal ,oxazole ,Cancer ,medicine.disease ,digestive system diseases ,3. Good health ,Thiazoles ,030104 developmental biology ,chemistry ,Drug Design ,030220 oncology & carcinogenesis ,Cancer research ,Heterografts ,Molecular Medicine ,Female ,Chromatography, Thin Layer ,Drug Screening Assays, Antitumor ,thiazole ,Research Article ,medicine.drug - Abstract
Aim: Experimental and epidemiological studies and clinical trials suggest that nonsteroidal anti-inflammatory drugs possess antitumor potential. Sulindac, a widely used nonsteroidal anti-inflammatory drug, can prevent adenomatous colorectal polyps and colon cancer, especially in patients with familial adenomatous polyposis. Sulindac sulfide amide (SSA) is an amide-linked sulindac sulfide analog that showed in vivo antitumor activity in a human colon tumor xenograft model. Results/methodology: A new analog series with heterocyclic rings such as oxazole or thiazole at the C-2 position of sulindac was prepared and screened against prostate, colon and breast cancer cell lines to probe the effect of these novel substitutions on the activity of sulindac analogs. Conclusion: In general, replacement of the amide function of SSA analogs had a negative impact on the cell lines tested. A small number of hits incorporating rigid oxazole or thiazole groups in the sulindac scaffold in place of the amide linkage show comparable activity to our lead agent SSA., Graphical abstract
- Published
- 2018
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28. Thiacetazone, an antitubercular drug that inhibits cyclopropanation of cell wall mycolic acids in mycobacteria.
- Author
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Anuradha Alahari, Xavier Trivelli, Yann Guérardel, Lynn G Dover, Gurdyal S Besra, James C Sacchettini, Robert C Reynolds, Geoffrey D Coxon, and Laurent Kremer
- Subjects
Medicine ,Science - Abstract
Mycolic acids are a complex mixture of branched, long-chain fatty acids, representing key components of the highly hydrophobic mycobacterial cell wall. Pathogenic mycobacteria carry mycolic acid sub-types that contain cyclopropane rings. Double bonds at specific sites on mycolic acid precursors are modified by the action of cyclopropane mycolic acid synthases (CMASs). The latter belong to a family of S-adenosyl-methionine-dependent methyl transferases, of which several have been well studied in Mycobacterium tuberculosis, namely, MmaA1 through A4, PcaA and CmaA2. Cyclopropanated mycolic acids are key factors participating in cell envelope permeability, host immunomodulation and persistence of M. tuberculosis. While several antitubercular agents inhibit mycolic acid synthesis, to date, the CMASs have not been shown to be drug targets.We have employed various complementary approaches to show that the antitubercular drug, thiacetazone (TAC), and its chemical analogues, inhibit mycolic acid cyclopropanation. Dramatic changes in the content and ratio of mycolic acids in the vaccine strain Mycobacterium bovis BCG, as well as in the related pathogenic species Mycobacterium marinum were observed after treatment with the drugs. Combination of thin layer chromatography, mass spectrometry and Nuclear Magnetic Resonance (NMR) analyses of mycolic acids purified from drug-treated mycobacteria showed a significant loss of cyclopropanation in both the alpha- and oxygenated mycolate sub-types. Additionally, High-Resolution Magic Angle Spinning (HR-MAS) NMR analyses on whole cells was used to detect cell wall-associated mycolates and to quantify the cyclopropanation status of the cell envelope. Further, overexpression of cmaA2, mmaA2 or pcaA in mycobacteria partially reversed the effects of TAC and its analogue on mycolic acid cyclopropanation, suggesting that the drugs act directly on CMASs.This is a first report on the mechanism of action of TAC, demonstrating the CMASs as its cellular targets in mycobacteria. The implications of this study may be important for the design of alternative strategies for tuberculosis treatment.
- Published
- 2007
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29. Amine Containing Analogs of Sulindac for Cancer Prevention
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Judith V. Hobrath, Bini Mathew, R. Kiplin Guy, Michele Connelly, and Robert C. Reynolds
- Subjects
0301 basic medicine ,NSAIDs ,Colorectal cancer ,Pharmaceutical Science ,Sulfonamide ,Familial adenomatous polyposis ,03 medical and health sciences ,chemistry.chemical_compound ,Sulindac ,0302 clinical medicine ,In vivo ,Amide ,Drug Discovery ,medicine ,Cancer ,COX-independent ,Pharmacology ,chemistry.chemical_classification ,medicine.disease ,digestive system diseases ,3. Good health ,Anticancer ,030104 developmental biology ,chemistry ,030220 oncology & carcinogenesis ,Cancer research ,Molecular Medicine ,Amine gas treating ,Medicinal Chemistry ,Reverse amide ,medicine.drug - Abstract
Background:Sulindac belongs to the chemically diverse family of Non-Steroidal Anti-Inflammatory Drugs (NSAIDs) that effectively prevent adenomatous colorectal polyps and colon cancer, especially in patients with familial adenomatous polyposis. Sulindac sulfide amide (SSA), an amide analog of sulindac sulfide, shows insignificant COX-related activity and toxicity while enhancing anticancer activityin vitroand demonstratingin vivoxenograft activity.Objective:Develop structure-activity relationships in the sulindac amine series and identify analogs with promising anticancer activities.Method:A series of sulindac amine analogs were designed and synthesized and then further modified in a “libraries from libraries” approach to produce amide, sulfonamide and N,N-disubstituted sulindac amine sub-libraries. All analogs were screened against three cancer cell lines (prostate, colon and breast).Results:Several active compounds were identifiedviain vitrocancer cell line screening with the most potent compound (26) in the nanomolar range.Conclusion:Compound26and analogs showing the most potent inhibitory activity may be considered for further design and optimization efforts as anticancer hit scaffolds.
- Published
- 2018
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30. Synthesis and preliminary assessment of the anticancer and Wnt/β-catenin inhibitory activity of small amide libraries of fenamates and profens
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Yonghe Li, Robert C. Reynolds, Bini Mathew, Judith V. Hobrath, and Wenyan Lu
- Subjects
0301 basic medicine ,NSAIDs ,Pharmacology ,Inhibitory postsynaptic potential ,03 medical and health sciences ,chemistry.chemical_compound ,Prostate ,Amide ,medicine ,General Pharmacology, Toxicology and Pharmaceutics ,skin and connective tissue diseases ,Original Research ,Cancer ,Wnt/β-catenin ,Cell growth ,Organic Chemistry ,Wnt signaling pathway ,medicine.disease ,Amides ,digestive system diseases ,3. Good health ,Fenamates ,030104 developmental biology ,medicine.anatomical_structure ,chemistry ,Catenin ,Cancer cell lines - Abstract
As part of an ongoing program to study the anticancer activity of non-steroidal anti-inflammatory drugs (NSAIDs) through generating diversity libraries of multiple NSAID scaffolds, we synthesized a series of NSAID amide derivatives and screened these sets against three cancer cell lines (prostate, colon and breast) and Wnt/β-catenin signaling. The evaluated amide analog libraries show significant anticancer activity/cell proliferation inhibition, and specific members of the sets show inhibition of Wnt/β-catenin signaling.
- Published
- 2017
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31. Theory of Satellite Fragmentation in Orbit
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Arjun Tan and Robert C Reynolds
- Published
- 2020
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32. Theory Of Satellite Fragmentation In Orbit
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Arjun Tan, Robert C Reynolds, Arjun Tan, and Robert C Reynolds
- Subjects
- Space debris, Artificial satellites
- Abstract
For over half a century, an increasing number of satellites have fragmented in orbit, creating a large amount of hazardous orbital debris which threaten the safety of useful functioning satellites and space missions. This book discusses the theory behind these fragmentations followed by studies of actual cases.The book begins with a survey of satellite fragmentations in orbit and the consequent formation of orbital debris in chronological order. Next, the fundamental physical processes underlying satellite fragmentations are outlined and the methods of analyzing satellite fragmentations presented. The rest of the book presents analyses of the major satellite fragmentation events including accidental and intentional breakups, those due to explosions and collisions, as well as those belonging to the unknown category.
- Published
- 2020
33. Correction to 'Comparing and Validating Machine Learning Models for Mycobacterium tuberculosis Drug Discovery'
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Valery Tkachenko, Joel S. Freundlich, Sean Ekins, Alex M. Clark, Daniel P. Russo, Kimberley M. Zorn, Thomas J. Lane, Alexander L. Perryman, Alexandru Korotcov, and Robert C. Reynolds
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biology ,Drug discovery ,business.industry ,Computer science ,Pharmaceutical Science ,biology.organism_classification ,Machine learning ,computer.software_genre ,Mycobacterium tuberculosis ,Text mining ,Drug Discovery ,Molecular Medicine ,Artificial intelligence ,business ,computer - Published
- 2021
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34. Definite Integral of Algebraic, Exponential and Hyperbolic Functions Expressed in Terms of Special Functions
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Robert C. Reynolds and Allan Stauffer
- Subjects
Pure mathematics ,General Mathematics ,Hankel contour ,02 engineering and technology ,01 natural sciences ,bierens de haan ,hankel contour ,cauchy integral ,0202 electrical engineering, electronic engineering, information engineering ,Computer Science (miscellaneous) ,0101 mathematics ,Algebraic number ,Engineering (miscellaneous) ,Cauchy's integral formula ,Mathematics ,lcsh:Mathematics ,010102 general mathematics ,Hyperbolic function ,gradshteyn and ryzhik ,Function (mathematics) ,lcsh:QA1-939 ,hyperbolic sine ,algebraic function ,hyperbolic cosine ,definite integral ,Special functions ,020201 artificial intelligence & image processing ,Algebraic function ,Complex number - Abstract
While browsing through the famous book of Bierens de Haan, we came across a table with some very interesting integrals. These integrals also appeared in the book of Gradshteyn and Ryzhik. Derivation of these integrals are not listed in the current literature to best of our knowledge. The derivation of such integrals in the book of Gradshteyn and Ryzhik in terms of closed form solutions is pertinent. We evaluate several of these definite integrals of the form &int, 0&infin, (a+y)k&minus, (a&minus, y)keby&minus, 1dy, &int, y)keby+1dy, &int, y)ksinh(by)dy and &int, (a+y)k+(a&minus, y)kcosh(by)dy in terms of a special function where k, a and b are arbitrary complex numbers.
- Published
- 2020
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35. Synthesis of Aza-acyclic Nucleoside Libraries of Purine, Pyrimidine, and 1,2,4-Triazole
- Author
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Robert C. Reynolds, Ashish K. Pathak, and Vibha Pathak
- Subjects
Purine ,Aldehydes ,Pyrimidine ,Molecular Structure ,1,2,4-Triazole ,Nucleosides ,General Chemistry ,General Medicine ,Triazoles ,Combinatorial chemistry ,Reductive amination ,Small molecule ,Nucleobase ,High-Throughput Screening Assays ,Small Molecule Libraries ,chemistry.chemical_compound ,Sodium triacetoxyborohydride ,Structure-Activity Relationship ,Pyrimidines ,chemistry ,Purines ,Acetamides ,Amines ,Nucleoside ,Amination - Abstract
Under the aegis of the Pilot Scale Library Program of the NIH Roadmap Initiative, a new library of propan-1-amine containing aza acyclic nucleosides was designed and prepared, and we now report a diverse set of 157 purine, pyrimidine, and 1,2,4-triazole- N-acetamide analogues. These new nucleoside analogues were prepared in a parallel high throughput solution-phase format. A set of diverse amines was reacted with several nucleobase N-propaldehydes utilizing reductive amination with sodium triacetoxyborohydride coupling to produce a small and diverse aza acyclic nucleoside library. All reactions were performed using 24-well reaction blocks and an automatic reagent-dispensing platform under an inert atmosphere. Final targets were purified on an automated system using solid sample loading prepacked cartridges and prepacked silica gel columns. All compounds were characterized by NMR and HRMS and were analyzed for purity by HPLC prior to submission to the Molecular Libraries Small Molecule Repository (MLSMR). Initial screening through the Molecular Libraries Probe Production Centers Network (MLPCN) demonstrated diverse and interesting biological activities.
- Published
- 2019
36. Diverse amide analogs of sulindac for cancer treatment and prevention
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Judith V. Hobrath, Michele Connelly, Robert C. Reynolds, R. Kiplin Guy, and Bini Mathew
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Drug ,Cell Survival ,media_common.quotation_subject ,Clinical Biochemistry ,Pharmaceutical Science ,Antineoplastic Agents ,Pharmacology ,01 natural sciences ,Biochemistry ,Article ,03 medical and health sciences ,chemistry.chemical_compound ,Structure-Activity Relationship ,0302 clinical medicine ,Sulindac ,Prostate ,In vivo ,Amide ,Neoplasms ,Drug Discovery ,medicine ,Potency ,Humans ,Molecular Biology ,media_common ,010405 organic chemistry ,Organic Chemistry ,Cancer ,medicine.disease ,Amides ,digestive system diseases ,0104 chemical sciences ,medicine.anatomical_structure ,chemistry ,Cell culture ,030220 oncology & carcinogenesis ,Molecular Medicine ,Drug Screening Assays, Antitumor ,medicine.drug - Abstract
Sulindac is a non-steroidal anti-inflammatory drug (NSAID) that has shown significant anticancer activity. Sulindac sulfide amide (1) possessing greatly reduced COX-related inhibition relative to sulindac displayed in vivo antitumor activity that was comparable to sulindac in a human colon tumor xenograft model. Inspired by these observations, a panel of diverse sulindac amide derivatives have been synthesized and their activity probed against three cancer cell lines (prostate, colon and breast). A neutral analog, compound 79 was identified with comparable potency relative to lead 1 and activity against a panel of lymphoblastic leukemia cell lines. Several new series also show good activity relative to the parent (1), including five analogs that also possess nanomolar inhibitory potencies against acute lymphoblastic leukemia cells. Several new analogs identified may serve as anticancer lead candidates for further development.
- Published
- 2017
37. Identification of DOT1L inhibitors by structure-based virtual screening adapted from a nucleoside-focused library
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Omar Moukha-Chafiq, Yali Dou, Chenzhong Liao, Vibha Pathak, Garrett S. Gibbons, Robert C. Reynolds, Amarraj Chakraborty, Stephan C. Schürer, Timothy S. Snowden, Afoma C. Umeano, Sierrah M. Grigsby, Zaneta Nikolovska-Coleska, Bini Mathew, and Young Tae Lee
- Subjects
Computational biology ,01 natural sciences ,Article ,Mice ,Structure-Activity Relationship ,03 medical and health sciences ,Histone H3 ,Bone Marrow ,Drug Discovery ,medicine ,Animals ,Computer Simulation ,Enzyme Inhibitors ,Binding site ,Cell Proliferation ,030304 developmental biology ,Pharmacology ,0303 health sciences ,Virtual screening ,Leukemia, Experimental ,Nucleoside analogue ,010405 organic chemistry ,Chemistry ,Organic Chemistry ,Nucleosides ,Histone-Lysine N-Methyltransferase ,General Medicine ,DOT1L ,Triazoles ,Small molecule ,High-Throughput Screening Assays ,0104 chemical sciences ,Histone methyltransferase ,Nucleoside ,medicine.drug - Abstract
Disruptor of Telomeric Silencing 1-Like (DOT1L), the sole histone H3 lysine 79 (H3K79) methyltransferase, is required for leukemogenic transformation in a subset of leukemias bearing chromosomal translocations of the Mixed Lineage Leukemia (MLL) gene, as well as other cancers. Thus, DOT1L is an attractive therapeutic target and discovery of small molecule inhibitors remain of high interest. Herein, we are presenting screening results for a unique focused library of 1,200 nucleoside analogs originally produced under the aegis of the NIH Pilot Scale Library Program. The complete nucleoside set was screened virtually against DOT1L, resulting in 210 putative hits. In vitro screening of the virtual hits resulted in validation of 11 compounds as DOT1L inhibitors clustered into two distinct chemical classes, adenosine-based inhibitors and a new chemotype that lacks adenosine. Based on the developed DOT1L ligand binding model, a structure-based design strategy was applied and a second-generation non-nucleoside DOT1L inhibitors was developed. Newly synthesized compound 25 was the most potent DOT1L inhibitor in the new series with an IC50 of 1.0 μM, showing 40-fold improvement in comparison with hit 9 and exhibiting reasonable on target effects in a DOT1L dependent murine cell line. These compounds represent novel chemical probes with unique non-nucleoside scaffold that bind and compete with the SAM binding site of DOT1L, thus providing foundation for further medicinal chemistry efforts and developing more potent compounds.
- Published
- 2020
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38. Synthesis and General Biological Activity of a Small Adenosine-5′-(Carboxamide and Sulfanilamide) Library
- Author
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Robert C. Reynolds and Omar Moukha-Chafiq
- Subjects
Adenosine ,Stereochemistry ,Plasmodium falciparum ,Adenosine 5'-carboxamide ,Antineoplastic Agents ,Peptide ,Biochemistry ,Mice ,Hydrolysis ,Peptide Library ,Cell Line, Tumor ,Genetics ,medicine ,Animals ,Humans ,Moiety ,chemistry.chemical_classification ,Chemistry ,Biological activity ,General Medicine ,Sulfanilamide ,Combinatorial chemistry ,Molecular Medicine ,Amine gas treating ,Drug Screening Assays, Antitumor ,medicine.drug - Abstract
A small library of fifty-five adenosine peptide analogs was synthesized, under the Pilot Scale Library (PSL) Program of the NIH Roadmap initiative, from 2',3'-O-isopropylideneadenosine-5'-carboxylic acid 2. The coupling of amine or sulfanilamide reactants to the free 5'-carboxylic acid moiety of 2, in automated solution-phase fashion, led after acid-mediated hydrolysis to target compounds 3-57 in good yields and high purity. No marked anticancer or antimalarial activity was noted on preliminary cellular testing. Initial screening through the MLPCN program, however, indicates that these analogs may show diverse and interesting biological activities.
- Published
- 2014
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39. Autocrine fibroblast growth factor 18 signaling mediates Wnt-dependent stimulation of CD44-positive human colorectal adenoma cells
- Author
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Robert C. Reynolds, Peter Valent, Axel Schulenburg, Inga Koneczny, Brigitte Marian, Gary A. Piazza, Klaus Holzmann, Xenia Hudec, and Martin Knöfler
- Subjects
Cancer Research ,biology ,CD44 ,Wnt signaling pathway ,Colorectal adenoma ,FGF18 ,Fibroblast growth factor ,medicine.disease ,stomatognathic diseases ,Cell culture ,Fibroblast growth factor receptor ,Cancer research ,biology.protein ,medicine ,Autocrine signalling ,Molecular Biology - Abstract
Expansion of a stem-like subpopulation with increased growth and survival potential is thought to drive colorectal tumor growth and progression. We investigated a CD44-positive (CD44((+))) subpopulation with extended growth and survival capacity in the human colon adenoma cell line LT97. This subpopulation expressed elevated levels of fibroblast growth factor 18 (FGF18) and fibroblast growth factor receptor FGFR3-IIIc. Expression levels of the FGFR3-IIIb, which does not bind FGF18, were similar in CD44((+)) and CD44((-)). Addition of FGF18 to the medium or its overexpression from an adenoviral vector increased the colony formation capacity of CD44((+)) threefold, and stimulated phosphorylation of ERK and GSK3β in both total LT97 populations and CD44((+)) cells. FGFR3 signaling blockade by expression of a dominant-negative FGFR3-IIIc mutant led to inhibition of both colony formation and down-stream signaling in the CD44((+)) cells. CD44((-)) cells did not respond. Blockade of the wnt-pathway by a dominant-negative Tcf4-mutant inhibited FGFR3 activation in LT97 cells as well as in HT29 colorectal cancer cells. The chemical wnt-inhibitor sulindac sulfide amide inhibited expression of FGF18 and FGFR3-IIIc and led to inhibition of receptor activation to less than 30% of control treated cells, both in LT97 and HT29 cultures. Our results demonstrate that an FGF18/FGFR3-IIIc autocrine growth and survival loop is up-regulated in a wnt-dependent manner and drives tumor cell growth in a subpopulation of colon adenoma cells. This subpopulation can be regarded as a precursor of colon cancer development and can be targeted for CRC-prevention by blocking either wnt- or FGFR3-signaling.
- Published
- 2014
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40. Looking Back to the Future: Predicting in Vivo Efficacy of Small Molecules versus Mycobacterium tuberculosis
- Author
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Joel S. Freundlich, Alex M. Clark, Sean Ekins, Antony J. Williams, Robert C. Reynolds, and Richard Pottorf
- Subjects
Computational model ,Principal Component Analysis ,General Chemical Engineering ,Antitubercular Agents ,Small Molecule Libraries ,Recursive partitioning ,General Chemistry ,Computational biology ,Mycobacterium tuberculosis ,Library and Information Sciences ,Biology ,Models, Theoretical ,biology.organism_classification ,Bioinformatics ,Article ,3. Good health ,Computer Science Applications ,Support vector machine ,Statistical classification ,Structure-Activity Relationship ,In vivo ,Test set - Abstract
Selecting and translating in vitro leads for a disease into molecules with in vivo activity in an animal model of the disease is a challenge that takes considerable time and money. As an example, recent years have seen whole-cell phenotypic screens of millions of compounds yielding over 1500 inhibitors of Mycobacterium tuberculosis (Mtb). These must be prioritized for testing in the mouse in vivo assay for Mtb infection, a validated model utilized to select compounds for further testing. We demonstrate learning from in vivo active and inactive compounds using machine learning classification models (Bayesian, support vector machines, and recursive partitioning) consisting of 773 compounds. The Bayesian model predicted 8 out of 11 additional in vivo actives not included in the model as an external test set. Curation of 70 years of Mtb data can therefore provide statistically robust computational models to focus resources on in vivo active small molecule antituberculars. This highlights a cost-effective predictor for in vivo testing elsewhere in other diseases.
- Published
- 2014
41. Synthesis of Novel Peptidyl Adenosine Antibiotic Analogs
- Author
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Robert C. Reynolds and Omar Moukha-Chafiq
- Subjects
chemistry.chemical_classification ,Adenosine ,Molecular Structure ,Stereochemistry ,Chemistry ,Carboxylic acid ,Antineoplastic Agents ,Biological activity ,Peptide ,General Medicine ,Biochemistry ,Photo-reactive amino acid analog ,Antimalarials ,Hydrolysis ,Parasitic Sensitivity Tests ,Cell Line, Tumor ,Genetics ,medicine ,Humans ,Molecular Medicine ,Moiety ,Nucleoside ,medicine.drug - Abstract
A small library of peptidyl adenosine antibiotic analogs was synthesized, under the Pilot Scale Library Program of the NIH Roadmap initiative, from 2',3'-O-isoproylideneadenosine-5'-carboxylic acid 2 in excellent yield. The coupling of the amino terminus of L-2-aminophenylbutyric methyl ester to a free 5'-carboxylic acid moiety of 2 followed by sodium hydroxide treatment led to carboxylic acid analog 4. Hydrolysis of this latter gave unprotected nucleoside analog 5. Intermediate 4 served as the precursor for the preparation of novel peptidyl adenosine analogs 6-18 in good yields and high purity through peptide coupling reactions to diverse amine derivatives. No marked anticancer and antimalaria activity was noted on preliminary cellular testing; however these analogs should be useful candidates for other types of biological activity.
- Published
- 2014
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- View/download PDF
42. Combining Computational Methods for Hit to Lead Optimization in Mycobacterium Tuberculosis Drug Discovery
- Author
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Joel S. Freundlich, E. Lucile White, Sean Ekins, Robert C. Reynolds, and Judith V. Hobrath
- Subjects
Tuberculosis ,Pharmacology toxicology ,Antitubercular Agents ,Pharmaceutical Science ,Drug resistance ,Bioinformatics ,Article ,Small Molecule Libraries ,Mycobacterium tuberculosis ,Artificial Intelligence ,Cell Line, Tumor ,Drug Discovery ,medicine ,Humans ,Computer Simulation ,Pharmacology (medical) ,Pharmacology ,Dose-Response Relationship, Drug ,biology ,Extramural ,Drug discovery ,Organic Chemistry ,Bayes Theorem ,Hep G2 Cells ,Hit to lead ,medicine.disease ,biology.organism_classification ,Molecular Medicine ,Biotechnology - Abstract
Tuberculosis treatments need to be shorter and overcome drug resistance. Our previous large scale phenotypic high-throughput screening against Mycobacterium tuberculosis (Mtb) has identified 737 active compounds and thousands that are inactive. We have used this data for building computational models as an approach to minimize the number of compounds tested.A cheminformatics clustering approach followed by Bayesian machine learning models (based on publicly available Mtb screening data) was used to illustrate that application of these models for screening set selections can enrich the hit rate.In order to explore chemical diversity around active cluster scaffolds of the dose-response hits obtained from our previous Mtb screens a set of 1924 commercially available molecules have been selected and evaluated for antitubercular activity and cytotoxicity using Vero, THP-1 and HepG2 cell lines with 4.3%, 4.2% and 2.7% hit rates, respectively. We demonstrate that models incorporating antitubercular and cytotoxicity data in Vero cells can significantly enrich the selection of non-toxic actives compared to random selection. Across all cell lines, the Molecular Libraries Small Molecule Repository (MLSMR) and cytotoxicity model identified ~10% of the hits in the top 1% screened (10 fold enrichment). We also showed that seven out of nine Mtb active compounds from different academic published studies and eight out of eleven Mtb active compounds from a pharmaceutical screen (GSK) would have been identified by these Bayesian models.Combining clustering and Bayesian models represents a useful strategy for compound prioritization and hit-to lead optimization of antitubercular agents.
- Published
- 2013
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43. A Chemical Proteomics Approach to Profiling the ATP-binding Proteome of Mycobacterium tuberculosis
- Author
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Stephan C. Schürer, Lisa M. Wolfe, Susan Idicula-Thomas, Karen M. Dobos, Krister Wennerberg, Robert C. Reynolds, Gurdyal S. Besra, and Usha Veeraraghavan
- Subjects
Proteomics ,Tuberculosis ,Proteome ,Antitubercular Agents ,Biology ,Binding, Competitive ,Biochemistry ,Analytical Chemistry ,Mycobacterium tuberculosis ,03 medical and health sciences ,Adenosine Triphosphate ,Bacterial Proteins ,Lipid biosynthesis ,Protein Interaction Mapping ,medicine ,Protein Isoforms ,Molecular Biology ,030304 developmental biology ,chemistry.chemical_classification ,0303 health sciences ,030306 microbiology ,Research ,Gene Expression Regulation, Bacterial ,biology.organism_classification ,medicine.disease ,Isocitrate Lyase ,Culture Media ,3. Good health ,DNA-Binding Proteins ,Oxygen ,Metabolic pathway ,Enzyme ,Regulon ,chemistry ,Carrier Proteins ,Peptides ,Protein Kinases ,Protein Binding ,Signal Transduction - Abstract
Tuberculosis, caused by Mycobacterium tuberculosis, remains one of the leading causes of death worldwide despite extensive research, directly observed therapy using multidrug regimens, and the widespread use of a vaccine. The majority of patients harbor the bacterium in a state of metabolic dormancy. New drugs with novel modes of action are needed to target essential metabolic pathways in M. tuberculosis; ATP-competitive enzyme inhibitors are one such class. Previous screening efforts for ATP-competitive enzyme inhibitors identified several classes of lead compounds that demonstrated potent anti-mycobacterial efficacy as well as tolerable levels of toxicity in cell culture. In this report, a probe-based chemoproteomic approach was used to selectively profile the M. tuberculosis ATP-binding proteome in normally growing and hypoxic M. tuberculosis. From these studies, 122 ATP-binding proteins were identified in either metabolic state, and roughly 60% of these are reported to be essential for survival in vitro. These data are available through ProteomeXchange with identifier PXD000141. Protein families vital to the survival of the tubercle bacillus during hypoxia emerged from our studies. Specifically, along with members of the DosR regulon, several proteins involved in energy metabolism (Icl/Rv0468 and Mdh/Rv1240) and lipid biosynthesis (UmaA/Rv0469, DesA1/Rv0824c, and DesA2/Rv1094) were found to be differentially abundant in hypoxic versus normal growing cultures. These pathways represent a subset of proteins that may be relevant therapeutic targets for development of novel ATP-competitive antibiotics.
- Published
- 2013
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44. 6-Oxo and 6-thio purine analogs as antimycobacterial agents
- Author
-
Ashish K. Pathak, Robert C. Reynolds, Lainne E. Seitz, William J. Suling, and Vibha Pathak
- Subjects
Purine ,Antimycobacterial Agents ,Cell Survival ,Stereochemistry ,Clinical Biochemistry ,Antitubercular Agents ,Pharmaceutical Science ,Purine analogue ,Thio ,Initial activity ,Microbial Sensitivity Tests ,Biochemistry ,Article ,Mycobacterium tuberculosis ,Mice ,chemistry.chemical_compound ,Chlorocebus aethiops ,Drug Discovery ,Animals ,Humans ,Tuberculosis ,heterocyclic compounds ,Sulfhydryl Compounds ,Purine metabolism ,Vero Cells ,Molecular Biology ,biology ,Extramural ,Chemistry ,Organic Chemistry ,biology.organism_classification ,Purines ,Molecular Medicine - Abstract
6-Oxo and 6-thio analogs of purine were prepared based on the initial activity screening of a small, diverse purine library against Mycobacterium tuberculosis (Mtb). Certain 6-oxo and 6-thio-substituted purine analogs described herein showed moderate to good inhibitory activity. N(9)-substitution apparently enhances the anti-mycobacterial activity in the purine series described herein. Several 2-amino and 2-chloro purine analogs were also synthesized that showed moderate inhibitory activity against Mtb.
- Published
- 2013
- Full Text
- View/download PDF
45. Parallel Solution-Phase Synthesis of an Adenosine Antibiotic Analog Library
- Author
-
Robert C. Reynolds and Omar Moukha-Chafiq
- Subjects
Adenosine ,Stereochemistry ,medicine.drug_class ,Carboxylic acid ,Antibiotics ,Antitubercular Agents ,Antineoplastic Agents ,Microbial Sensitivity Tests ,Aldehyde ,Article ,Structure-Activity Relationship ,Hydrolysis ,Cell Line, Tumor ,medicine ,Combinatorial Chemistry Techniques ,Humans ,Structure–activity relationship ,Cell Proliferation ,chemistry.chemical_classification ,Dose-Response Relationship, Drug ,Molecular Structure ,Nucleoside analogue ,Chemistry ,Biological activity ,Mycobacterium tuberculosis ,General Chemistry ,General Medicine ,Solutions ,Drug Screening Assays, Antitumor ,HT29 Cells ,medicine.drug - Abstract
A library of eighty one adenosine antibiotic analogs was prepared under the Pilot Scale Library Program of the NIH Roadmap initiative from 5′-amino-5′-deoxy-2′,3′-O-isopropylidene-adenosine 3. Diverse aldehyde, sulfonyl chloride and carboxylic acid reactant sets were condensed to 3, in solution-phase fashion, leading after acid-mediated hydrolysis to the targeted compounds in good yields and high purity. No marked anti-tuberculosis or anticancer activity was noted on preliminary cellular testing, but these nucleoside analogs should be useful candidates for other types of biological activity.
- Published
- 2013
- Full Text
- View/download PDF
46. Silibinin inhibits Wnt/β-catenin signaling by suppressing Wnt co-receptor LRP6 expression in human prostate and breast cancer cells
- Author
-
Yonghe Li, Cuihong Lin, Wenyan Lu, Robert C. Reynolds, Taj D. King, and Honghong Chen
- Subjects
Male ,Beta-catenin ,Silibinin ,Antineoplastic Agents ,Breast Neoplasms ,Article ,Prostate cancer ,chemistry.chemical_compound ,Cell Line, Tumor ,medicine ,Humans ,Phosphorylation ,beta Catenin ,biology ,Wnt signaling pathway ,Prostatic Neoplasms ,LRP6 ,LRP5 ,Cell Biology ,medicine.disease ,Wnt Proteins ,HEK293 Cells ,chemistry ,Low Density Lipoprotein Receptor-Related Protein-6 ,Silybin ,biology.protein ,Cancer research ,Female ,Casein kinase 1 ,Signal transduction ,Signal Transduction ,Silymarin - Abstract
Silibinin is a natural compound isolated from milk thistle seed extracts, and has traditionally been used as a hepatoprotectant. A number of studies have also established the cancer therapeutic and chemopreventive role of silibinin in both in vitro and in vivo models. The low density lipoprotein receptor-related protein-6 (LRP6) is an essential Wnt co-receptor for the Wnt/β-catenin pathway and represents a promising target for cancer prevention and therapy. In the present study, we found that silibinin was able to repress endogenous LRP6 expression and block Wnt3A-induced LRP6 phosphorylation and Wnt/β-catenin signaling activation in HEK293 cells. Importantly, silibinin was also able to suppress endogenous LRP6 expression and phosphorylation and block Wnt/β-catenin signaling in prostate cancer PC-3 and DU-145 cells and breast cancer MDA-MB-231 and T-47D cells. Mechanistically, silibinin inhibited LRP6 promoter activity and decreased LRP6 mRNA levels in prostate and breast cancer cells. Finally, we demonstrated that silibinin displayed anticancer activity with IC(50) values comparable to those shown to suppress LRP6 expression and Wnt/β-catenin signaling activities in prostate and breast cancer cells. Our data indicate that silibinin is a novel small molecule Wnt/β-catenin signaling inhibitor by suppressing Wnt co-receptor LRP6 expression at the transcription level, and that the anti-cancer activity of silibinin is associated with its inhibitory effect on Wnt/LRP6 signaling.
- Published
- 2012
- Full Text
- View/download PDF
47. Pyridofuran substituted pyrimidine derivatives as HCV replication (replicase) inhibitors
- Author
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Jeremy Clark, Xiao Tong, Ashok Arasappan, Randall R. Rossman, Anita T. Fowler, Subramaniam Ananthan, Vinay Girijavallabhan, Feng Geng, Regina Huelgas, Neng-Yang Shih, F. George Njoroge, Hollis S. Kezar, Joseph A. Maddry, Yuhua Huang, Frank Bennett, Cheng Li, John J. Piwinski, Cecil D. Kwong, John A. Secrist, Stephanie Curry, Abhijit Roychowdhury, Malcolm MacCoss, Robert C. Reynolds, Hsueh-Cheng Huang, and Robert Chase
- Subjects
Pyrimidine ,Stereochemistry ,Clinical Biochemistry ,Pharmaceutical Science ,Hepacivirus ,Virus Replication ,Antiviral Agents ,Biochemistry ,Structure-Activity Relationship ,chemistry.chemical_compound ,Drug Discovery ,Pyridine ,Animals ,Moiety ,Replicon ,Enzyme Inhibitors ,Benzofuran ,Furans ,Molecular Biology ,Benzofurans ,Organic Chemistry ,Pyrimidine Nucleosides ,RNA-Dependent RNA Polymerase ,Rats ,Pyrimidines ,Liver ,chemistry ,Alkoxy group ,Molecular Medicine ,Selectivity ,Half-Life ,Methyl group - Abstract
Introduction of nitrogen atom into the benzene ring of a previously identified HCV replication (replicase) benzofuran inhibitor 2, resulted in the discovery of the more potent pyridofuran analogue 5. Subsequent introduction of small alkyl and alkoxy ligands into the pyridine ring resulted in further improvements in replicon potency. Replacement of the 4-chloro moiety on the pyrimidine core with a methyl group, and concomitant monoalkylation of the C-2 amino moiety resulted in the identification of several inhibitors with desirable characteristics. Inhibitor 41, from the monosubstituted pyridofuran and inhibitor 50 from the disubstituted series displayed excellent potency, selectivity (GAPDH/MTS CC(50)) and PK parameters in all species studied, while the selectivity in the thymidine incorporation assay (DNA·CC(50)) was low.
- Published
- 2012
- Full Text
- View/download PDF
48. 5-Benzothiazole substituted pyrimidine derivatives as HCV replication (replicase) inhibitors
- Author
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Ashok Arasappan, Seong-Heon Kim, Robert C. Reynolds, Cheng Li, Aneta Kosinski, Jeremy Clark, Joseph A. Kozlowski, Ling Tong, Vinay Girijavallabhan, Pinto Patrick A, Lei Chen, F. George Njoroge, Anita T. Fowler, Vishal Verma, Subramaniam Ananthan, Randall R. Rossman, Robert Chase, Neng-Yang Shih, Joseph A. Maddry, John A. Secrist, Cecil D. Kwong, Hollis S. Kezar, Abhijit Roychowdhury, Stephanie Curry, Malcolm MacCoss, Hsueh-Cheng Huang, Razia Rizvi, Frank Bennett, Stephen Gavalas, Yuhua Huang, Francisco Velazquez, Alvarez Carmen S, Feng Geng, Xiao Tong, John J. Piwinski, Regina Huelgas, Bandarpalle B. Shankar, and Srikanth Venkatraman
- Subjects
Pyrimidine ,Stereochemistry ,Clinical Biochemistry ,Substituent ,Pharmaceutical Science ,Rodentia ,Hepacivirus ,Virus Replication ,Antiviral Agents ,Methylation ,Biochemistry ,Residue (chemistry) ,chemistry.chemical_compound ,Dogs ,Species Specificity ,In vivo ,Drug Discovery ,Animals ,Potency ,Moiety ,Benzothiazoles ,Replicon ,Molecular Biology ,Chemistry ,Organic Chemistry ,Haplorhini ,Pyrimidines ,Benzothiazole ,Molecular Medicine - Abstract
Based on a previously identified HCV replication (replicase) inhibitor 1 , SAR efforts were conducted around the pyrimidine core to improve the potency and pharmacokinetic profile of the inhibitors. A benzothiazole moiety was found to be the optimal substituent at the pyrimidine 5-position. Due to potential reactivity concern, the 4-chloro residue was replaced by a methyl group with some loss in potency and enhanced rat in vivo profile. Extensive investigations at the C-2 position resulted in identification of compound 16 that demonstrated very good replicon potency, selectivity and rodent plasma/target organ concentration. Inhibitor 16 also demonstrated good plasma levels and oral bioavailability in dogs, while monkey exposure was rather low. Chemistry optimization towards a practical route to install the benzothiazole moiety resulted in an efficient direct C–H arylation protocol.
- Published
- 2012
- Full Text
- View/download PDF
49. Novel substituted pyrimidines as HCV replication (replicase) inhibitors
- Author
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Neng-Yang Shih, Joseph A. Maddry, Xiao Tong, Subramaniam Ananthan, Cheng Li, Jeremy Clark, Feng Geng, Hollis S. Kezar, Cecil D. Kwong, John J. Piwinski, Abhijit Roychowdhury, Robert C. Reynolds, Anita T. Fowler, Ashok Arasappan, Hsueh-Cheng Huang, John A. Secrist, F. George Njoroge, and Boris Feld
- Subjects
Clinical Biochemistry ,Substituent ,Pharmaceutical Science ,RNA-dependent RNA polymerase ,Stereoisomerism ,Hepacivirus ,Microbial Sensitivity Tests ,Virus Replication ,Biochemistry ,Structure-Activity Relationship ,chemistry.chemical_compound ,In vivo ,Drug Discovery ,Animals ,Potency ,Structure–activity relationship ,Moiety ,Replicon ,Molecular Biology ,Dose-Response Relationship, Drug ,Molecular Structure ,Organic Chemistry ,Hepatitis C ,Virology ,Rats ,Pyrimidines ,chemistry ,Molecular Medicine - Abstract
Compound 1 was identified as a HCV replication inhibitor from screening/early SAR triage. Potency improvement was achieved via modulation of substituent on the 5-azo linkage. Due to potential toxicological concern, the 5-azo linkage was replaced with 5-alkenyl or 5-alkynyl moiety. Analogs containing the 5-alkynyl linkage were found to be potent inhibitors of HCV replication. Further evaluation identified compounds 53 and 63 with good overall profile, in terms of replicon potency, selectivity and in vivo characteristics. Initial target engagement studies suggest that these novel carbanucleoside-like derivatives may inhibit the HCV replication complex (replicase).
- Published
- 2012
- Full Text
- View/download PDF
50. The structure–antituberculosis activity relationships study in a series of 5-aryl-2-thio-1,3,4-oxadiazole derivatives
- Author
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Nathaly Shvets, Athina Geronikaki, Anatholy Dimoglo, Robert C. Reynolds, Serghei Pogrebnoi, Fliur Macaev, Veaceslav Boldescu, Zinaida Ribkovskaia, and Ghenadie Rusu
- Subjects
Models, Molecular ,Oxadiazoles ,Stereochemistry ,Aryl ,Organic Chemistry ,Clinical Biochemistry ,Antitubercular Agents ,Molecular Conformation ,Pharmaceutical Science ,Thio ,Mycobacterium tuberculosis ,Biochemistry ,Structure-Activity Relationship ,chemistry.chemical_compound ,chemistry ,Catalytic Domain ,Drug Discovery ,Mycobacterium tuberculosis H37Rv ,Humans ,Molecular Medicine ,Molecule ,1 3 4 oxadiazole derivatives ,Molecular Biology - Abstract
A series of 82 5-aryl-2-thio-1,3,4-oxadiazole derivatives were screened for their anti-mycobacterial activities against Mycobacterium tuberculosis H37Rv. The synthesized compounds 30–37 appeared to be the most active derivatives exhibiting more than 90% inhibition of mycobacterial growth at 12.5 μg/mL. Structure–activity relationships study was performed for the given series by using the electronic-topological method combined with neural networks (ETM–NN). A system for the anti-mycobacterial activity prediction was developed as the result of training associative neural network (ASNN) with weights calculated from projections of a compound and each pharmacophoric fragment found on the elements of the Kohonen’s self-organizing maps (SOMs). From the detailed analysis of all compounds under study, the necessary requirements for a compound to possess antituberculosis activity have been formulated. The analysis has shown that any requirement’s violation for a molecule implies a considerable decrease or even complete loss of its activity. Molecular docking studies of the compounds allowed shedding light on the binding mode of these novel anti-mycobacterial inhibitors.
- Published
- 2011
- Full Text
- View/download PDF
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