Microplate-Based Measurements of Target Engagement in Live Cells With CETSA - a Reflection on Screen Results and Quantitative Interpretations
|
|
- Miles Palmer
- 5 years ago
- Views:
Transcription
1 Microplate-Based Measurements of Target Engagement in Live Cells With CETSA - a Reflection on Screen Results and Quantitative Interpretations Thomas Lundbäck Karolinska Institutet ELRIG Drug Discovery 2016
2 Intracellular drug presence and binding Proof of target exposure and engagement at site of action -> clinical trial progression Source: Bunnage et al. (2013) Nature Chem. Biol. 9, 195 (license no: ) See also: Morgan et al. (2012) Drug Disc. Today 17, 419 Cook et al. (2013) Nature Rev. Drug Disc. 13, 419
3 Intracellular probe presence and binding Proof of target exposure and engagement at site of action -> clinical trial progression Source: Arrowsmith et al. (2015) Nature Chem. Biol. 11, 536 (license no: ) Firmly link target engagement to phenotypic effects It is not sufficient do to this for a representative compound Source: Bunnage et al. (2013) Nature Chem. Biol. 9, 195 (license no: ) See also: Morgan et al. (2012) Drug Disc. Today 17, 419 Cook et al. (2013) Nature Rev. Drug Disc. 13, 419 Off-target effects cannot be excluded even when potencies coincide Include full compound series to compare SAR Quantitative comparisons needed
4 Thymidylate synthase (TS) Key enzyme in thymidine synthesis and validated drug target Challenging to develop enzymatic HTS assay Known drugs are inactive or weakly active on the isolated enzyme Cell uptake and metabolism required for activation and potent binding
5 Cell-based screen in 384-well format % stabilization Barry Associates nucleosides Prestwick The screen selected accurately for all tested drugs acting on TS: floxuridine (FdU) 5-fluorouracil (5-FU) methotrexate
6 Time-dependent enzymatic drug conversion Thymidine kinase P FdUMP FdU 10 min 30 min 2h 6h Source: Wikipedia (public domain)
7 Time-dependent enzymatic drug conversion Thymidine kinase P FdUMP FdU 10 min 30 min 2h 6h Source: Wikipedia (public domain)
8 Time-dependent enzymatic drug conversion Thymidine kinase P FdUMP FdU 10 min 30 min 2h 6h Source: Wikipedia (public domain)
9 Decitabine stabilizes TS in cells R a w A lp h a s c r e e n s ig n a l min 30 min 2h 6h Decitabine 5-aza-2 -deoxycytidine lo g [c m p d (M )]
10 Binding requires phosphorylation... C h e m ilu m in e s c e n c e C h e m ilu m in e s c e n c e b Decitabine D r u g c o n c decitabine lo g [c m p d ] (M ) D e c ita b in e + D I-8 2 D e c ita b in e T S -a c tin 200 µm DI-82* DMSO Ctrl * Nomme et al. (2014) J. Med. Chem. 57, 9480 TS -actin Kindly provided by Caius Radu and Raymond Gipson at University of California Deoxycytidine kinase (DCK) DMSO Ctrl P 5-aza-2 -deoxycytidine 5 -monophosphate lo g [c m p d ] (M ) 200 µm DI-82
11 ... and deamination to yield a TS inhibitor % a c tiv ity R e la tiv e F lu o r e s c e n c e (a.u.) decitabine T e m p e r a tu r e (C ) Ctrl Untreated +DCK +DCK/DCTD Deoxycytidylate deaminase (DCTD) P P 4 0 **** aza-2 -deoxycytidine 5 -monophosphate 5-aza-2 -deoxyuridine 5 -monophosphate
12 CETSA data are often overinterpreted The most common application in publications is to prove a causative phenotypic effect by target modulation. But: Confirmation of cellular target engagement of a single lead compound is not sufficient to exclude off-target effects Demonstrating concentration-response data for a few compounds and agreement with those observed in the phenotypic assay is still not sufficient Two solutions: A framework for quantitative interpretation of CETSA data in terms of binding affinities Comparison of the SAR observed with CETSA with that observed in the phenotypic assay over a sufficiently broad concentration range
13 Expectations from equilibrium two-state models T m Scan rate adjusted to ensure equilibrium at all times L t = 1 H U,T e m + C p,u T m T m +T m K b S U,T m + C p,u ln T m+t m T m R T m +T m 1 + P t 2 1 e H U,T m + C p,u T m T m +T m S U,T m + C p,u ln T m+t m T m R T m +T m See e.g. Matulis et al Biochemistry 44, 5258
14 Size of the cooperative unfolding unit 6 kda H U =200 kj mol kda H U =400 kj mol kda H U =800 kj mol -1
15 Influence of drug binding thermodynamics T m ( C) T m ( C) Small protein (200 kj mol -1 ) See Waldron & Murphy 2003 Biochemistry 42, ,0E-09 1,0E-07 1,0E [L] (M) Large protein (800 kj mol -1 ) H b = 20 kj mol -1 H b = -20 kj mol -1 H b = -60 kj mol ,0E+00 5,0E-05 1,0E-04 [L] (M)
16 Relation to CETSA derived data The theoretic simulations are based on a reversible two-state unfolding model, i.e. the only significantly populated states are fully native and denatured proteins Whereas the reality will be more like this: Fully denatured protein Intermediate I Intermediate II Intermediate III Microaggregates Irreversible precipitate
17 Unpublished slide deck
18 Consequences for Thermal Proteome Profiling T a g g re p lic a te 2 XL888 - HSP90s H S P 9 0 B H S P 9 0 H S P 9 0 A ll p e p tid e s Gives a biased view of compound selectivity T a g g re p lic a te 1 See Becher et al Nature Chem. Biol. DOI: /nchembio D Thermal Proteome Profiling represents major improvement 3D multiplexing is needed to include also heating time aspect Significant portion of the proteins will not be shifted by ligand binding
19 Conclusions Microplate CETSA allows for studies of drug binding to native target proteins under a broad range of different experimental conditions Observations for a single model system is broadly in accordance with expectations from equilibrium models Apparent potency is right-shifted with increasing transient heating temperatures Apparent potency is right-shifted with increasing heating time Similar data recently published in Nature Chemical Biology for panobinostat CETSA potentially allows for studies of slow ligand binding kinetics in lysates and cells Frozen equilibria visible when varying both experimental temperature and heating time On-going: Establishing models allowing for quantitative interpretation of ITDRF CETSA data
20 Acknowledgements Chemical Biology Consortium Sweden Research groups of Pär Nordlund Helena Almqvist Rozbeh Jafari Hanna Axelsson Daniel Martinez Molina Martin Haraldsson Dan Chen Thomas Lundbäck Andreas Larsson Brinton Seashore-Ludlow Pär Nordlund Annika Jenmalm Jensen Clinical Proteomics MS Facility Uppsala Drug Optimization and Pharmaceutical Profiling Rozbeh Jafari André Mateus Janne Lehtiö Per Artursson Gianluca Maccalo Funding Nuclear Chemistry, Royal Institute of Technology Swedish Research Council Björn Dahlgren SciLifeLab Mats Jonsson Karolinska Institutet Royal Institute of Technology
Microcalorimetry for the Life Sciences
Microcalorimetry for the Life Sciences Why Microcalorimetry? Microcalorimetry is universal detector Heat is generated or absorbed in every chemical process In-solution No molecular weight limitations Label-free
More informationIsothermal Titration Calorimetry in Drug Discovery. Geoff Holdgate Structure & Biophysics, Discovery Sciences, AstraZeneca October 2017
Isothermal Titration Calorimetry in Drug Discovery Geoff Holdgate Structure & Biophysics, Discovery Sciences, AstraZeneca October 217 Introduction Introduction to ITC Strengths / weaknesses & what is required
More informationFree Energy. because H is negative doesn't mean that G will be negative and just because S is positive doesn't mean that G will be negative.
Biochemistry 462a Bioenergetics Reading - Lehninger Principles, Chapter 14, pp. 485-512 Practice problems - Chapter 14: 2-8, 10, 12, 13; Physical Chemistry extra problems, free energy problems Free Energy
More informationComputational chemical biology to address non-traditional drug targets. John Karanicolas
Computational chemical biology to address non-traditional drug targets John Karanicolas Our computational toolbox Structure-based approaches Ligand-based approaches Detailed MD simulations 2D fingerprints
More informationEarly Stages of Drug Discovery in the Pharmaceutical Industry
Early Stages of Drug Discovery in the Pharmaceutical Industry Daniel Seeliger / Jan Kriegl, Discovery Research, Boehringer Ingelheim September 29, 2016 Historical Drug Discovery From Accidential Discovery
More informationData Quality Issues That Can Impact Drug Discovery
Data Quality Issues That Can Impact Drug Discovery Sean Ekins 1, Joe Olechno 2 Antony J. Williams 3 1 Collaborations in Chemistry, Fuquay Varina, NC. 2 Labcyte Inc, Sunnyvale, CA. 3 Royal Society of Chemistry,
More informationIrreversible Inhibition Kinetics
1 Irreversible Inhibition Kinetics Automation and Simulation Petr Kuzmič, Ph.D. BioKin, Ltd. 1. Automate the determination of biochemical parameters 2. PK/PD simulations with multiple injections Irreversible
More informationProblem Set 5 Question 1
2.32 Problem Set 5 Question As discussed in class, drug discovery often involves screening large libraries of small molecules to identify those that have favorable interactions with a certain druggable
More informationBMB Lecture 7. Allostery and Cooperativity
BMB 178 2017 Lecture 7 October 18, 2017 Allostery and Cooperativity A means for exquisite control Allostery: the basis of enzymatic control From the Greek: allos = other stereos = solid or space Action
More informationIntroduction Acetylcholinesterase (AChE) is one of the most important enzymes involved in nerve transmission. The enzyme is bound to cellular membrane
Cell Technology PROTOCOL acella - AChE * Bioluminescence Assay for Monitoring Acetylcholinesterase Activity *Patent Pending Contact Information Address Cell Technology Inc 950 Rengstorff Ave Suite D Mountain
More informationBMB Lecture 7. Allostery and Cooperativity. A means for exquisite control
BMB 178 2018 Lecture 7 Allostery and Cooperativity A means for exquisite control Allostery: the basis of enzymatic control From the Greek: allos = other stereos = solid or space Action at a distance Examples
More informationENZYME KINETICS. Medical Biochemistry, Lecture 24
ENZYME KINETICS Medical Biochemistry, Lecture 24 Lecture 24, Outline Michaelis-Menten kinetics Interpretations and uses of the Michaelis- Menten equation Enzyme inhibitors: types and kinetics Enzyme Kinetics
More informationDetermination of the protein-ligand binding volume by high-pressure spectrofluorimetry
Determination of the protein-ligand binding volume by high-pressure spectrofluorimetry Vytautas Petrauskas Department of Biothermodynamics and Drug Design Institute of Biotechnology, Vilnius University
More informationCharacterizing degradation kinetics and cellular mechanisms of PROTAC compounds. Kristin M. Riching, Ph.D. Protein Degradation Therapeutics 2018
Characterizing degradation kinetics and cellular mechanisms of PROTAC compounds Kristin M. Riching, Ph.D. Protein Degradation Therapeutics 28 Understanding the Dynamics and Mechanisms of Protein Degradation
More informationThe Institute of Cancer Research PHD STUDENTSHIP PROJECT PROPOSAL
The Institute of Cancer Research PHD STUDENTSHIP PROJECT PROPOSAL PROJECT DETAILS Project Title: Design and synthesis of libraries of bifunctional degraders for the discovery of new cancer targets SUPERVISORY
More informationRedox cycling. basic concepts of redox biology
Redox cycling basic concepts of redox biology, MD PhD Division of Biochemistry Medical Biochemistry and Biophysics Karolinska Institutet Stockholm, Sweden Elias.Arner@ki.se What is redox? Redox: Reduction
More informationCh 4: Cellular Metabolism, Part 1
Developed by John Gallagher, MS, DVM Ch 4: Cellular Metabolism, Part 1 Energy as it relates to Biology Energy for synthesis and movement Energy transformation Enzymes and how they speed reactions Metabolism
More informationIntroduction to FBDD Fragment screening methods and library design
Introduction to FBDD Fragment screening methods and library design Samantha Hughes, PhD Fragments 2013 RSC BMCS Workshop 3 rd March 2013 Copyright 2013 Galapagos NV Why fragment screening methods? Guess
More information2054, Chap. 8, page 1
2054, Chap. 8, page 1 I. Metabolism: Energetics, Enzymes, and Regulation (Chapter 8) A. Energetics and work 1. overview a. energy = ability to do work (1) chemical, transport, mechanical (2) ultimate source
More informationDispensing Processes Profoundly Impact Biological, Computational and Statistical Analyses
Dispensing Processes Profoundly Impact Biological, Computational and Statistical Analyses Sean Ekins 1, Joe Olechno 2 Antony J. Williams 3 1 Collaborations in Chemistry, Fuquay Varina, NC. 2 Labcyte Inc,
More informationFRAGMENT SCREENING IN LEAD DISCOVERY BY WEAK AFFINITY CHROMATOGRAPHY (WAC )
FRAGMENT SCREENING IN LEAD DISCOVERY BY WEAK AFFINITY CHROMATOGRAPHY (WAC ) SARomics Biostructures AB & Red Glead Discovery AB Medicon Village, Lund, Sweden Fragment-based lead discovery The basic idea:
More informationPrinciples of Drug Design
(16:663:502) Instructors: Longqin Hu and John Kerrigan Direct questions and enquiries to the Course Coordinator: Longqin Hu For more current information, please check WebCT at https://webct.rutgers.edu
More informationPrinciples of Drug Design
Advanced Medicinal Chemistry II Principles of Drug Design Tentative Course Outline Instructors: Longqin Hu and John Kerrigan Direct questions and enquiries to the Course Coordinator: Longqin Hu I. Introduction
More informationAdvanced Medicinal Chemistry SLIDES B
Advanced Medicinal Chemistry Filippo Minutolo CFU 3 (21 hours) SLIDES B Drug likeness - ADME two contradictory physico-chemical parameters to balance: 1) aqueous solubility 2) lipid membrane permeability
More informationAn Introduction to Metabolism
An Introduction to Metabolism I. All of an organism=s chemical reactions taken together is called metabolism. A. Metabolic pathways begin with a specific molecule, which is then altered in a series of
More informationObjectives INTRODUCTION TO METABOLISM. Metabolism. Catabolic Pathways. Anabolic Pathways 3/6/2011. How to Read a Chemical Equation
Objectives INTRODUCTION TO METABOLISM. Chapter 8 Metabolism, Energy, and Life Explain the role of catabolic and anabolic pathways in cell metabolism Distinguish between kinetic and potential energy Distinguish
More informationCharacterization of Reversible Kinase Inhibitors using Microfluidic Mobility-Shift Assays
Application Note 211 Characterization of Reversible Kinase Inhibitors using Microfluidic Mobility-Shift Assays Introduction Current drug discovery efforts typically focus on developing small molecule inhibitors
More informationMedicinal Chemistry and Chemical Biology
Medicinal Chemistry and Chemical Biology Activities Drug Discovery Imaging Chemical Biology Computational Chemistry Natural Product Synthesis Current Staff Mike Waring Professor of Medicinal Chemistry
More informationRetrieving hits through in silico screening and expert assessment M. N. Drwal a,b and R. Griffith a
Retrieving hits through in silico screening and expert assessment M.. Drwal a,b and R. Griffith a a: School of Medical Sciences/Pharmacology, USW, Sydney, Australia b: Charité Berlin, Germany Abstract:
More informationMicrocalorimetric techniques
Microcalorimetric techniques Isothermal titration calorimetry (ITC) Differential scanning calorimetry (DSC) Filip Šupljika Filip.Supljika@irb.hr Laboratory for the study of interactions of biomacromolecules
More informationProtein Structure Determination using NMR Spectroscopy. Cesar Trinidad
Protein Structure Determination using NMR Spectroscopy Cesar Trinidad Introduction Protein NMR Involves the analysis and calculation of data collected from multiple NMR techniques Utilizes Nuclear Magnetic
More informationAn Introduction to Metabolism
An Introduction to Metabolism Chapter 8 Objectives Distinguish between the following pairs of terms: catabolic and anabolic pathways; kinetic and potential energy; open and closed systems; exergonic and
More informationPresentation Microcalorimetry for Life Science Research
Presentation Microcalorimetry for Life Science Research MicroCalorimetry The Universal Detector Heat is either generated or absorbed in every chemical process Capable of thermal measurements over a wide
More information5. Kinetics of Allosteric Enzymes. Sigmoidal Kinetics. Cooperativity Binding Constant
5. Kinetics of Allosteric Enzymes Sigmoidal Kinetics Cooperativity Binding Constant Kinetics of Allosteric Enzymes Contents Definitions Allosteric enzymes Cooperativity Homoallostery Heteroallostery Biphasic
More informationTargeted Covalent Inhibitors: A Risk-Benefit Perspective
Targeted Covalent Inhibitors: A Risk-Benefit Perspective 2014 AAPS Annual Meeting and Exposition San Diego, CA, November 4, 2014 Thomas A. Baillie School of Pharmacy University of Washington Seattle, WA
More informationChapter 8 Notes. An Introduction to Metabolism
Chapter 8 Notes An Introduction to Metabolism Describe how allosteric regulators may inhibit or stimulate the activity of an enzyme. Objectives Distinguish between the following pairs of terms: catabolic
More informationDifferential Scanning Fluorimetry: Detection of ligands and conditions that promote protein stability and crystallization
Differential Scanning Fluorimetry: Detection of ligands and conditions that promote protein stability and crystallization Frank Niesen PX school 2008, Como, Italy Method introduction Topics Applications
More informationMolecular Interactions F14NMI. Lecture 4: worked answers to practice questions
Molecular Interactions F14NMI Lecture 4: worked answers to practice questions http://comp.chem.nottingham.ac.uk/teaching/f14nmi jonathan.hirst@nottingham.ac.uk (1) (a) Describe the Monte Carlo algorithm
More informationChemical Exchange and Ligand Binding
Chemical Exchange and Ligand Binding NMR time scale Fast exchange for binding constants Slow exchange for tight binding Single vs. multiple binding mode Calcium binding process of calcium binding proteins
More informationPeptide-derived Inhibitors of Protein-Protein Interactions
Peptide-derived Inhibitors of Protein-Protein Interactions Sven Hennig Department of Chemistry and Pharmaceutical Sciences Vrije Universiteit Amsterdam 1 Biomolecular recognitions Classification via interaction
More informationMetabolism: Energy and Enzymes. February 24 th, 2012
Metabolism: Energy and Enzymes February 24 th, 2012 1 Outline Forms of Energy Laws of Thermodynamics Metabolic Reactions ATP Metabolic Pathways Energy of Activation Enzymes Photosynthesis Cellular Respiration
More informationThermodynamic Stability of Carbonic Anhydrase: Measurements of Binding Affinity and Stoichiometry Using ThermoFluor
5258 Biochemistry 2005, 44, 5258-5266 Thermodynamic Stability of Carbonic Anhydrase: Measurements of Binding Affinity and Stoichiometry Using ThermoFluor Daumantas Matulis, James K. Kranz, F. Raymond Salemme,
More informationGround Rules of Metabolism CHAPTER 6
Ground Rules of Metabolism CHAPTER 6 Antioxidants You ve heard the term. What s the big deal? Found naturally in many fruits and vegetables Added to many products What do they actually do? Antioxidants
More information*The entropy of a system may decrease, but the entropy of the system plus its surroundings must always increase
AP biology Notes: Metabolism Metabolism = totality of an organism's chemical process concerned with managing cellular resources. Metabolic reactions are organized into pathways that are orderly series
More informationBiophysics Service at the MPIB Biochemistry Core Facility Stephan Uebel, Biochemistry Core Facility
Biophysics Service at the MPIB Biochemistry Core Facility 30.11.2015 Stephan Uebel, Biochemistry Core Facility uebel@biochem.mpg.de Overview Peptide Chemistry - Peptide synthesis -Amino acid analysis -
More informationAlchemical free energy calculations in OpenMM
Alchemical free energy calculations in OpenMM Lee-Ping Wang Stanford Department of Chemistry OpenMM Workshop, Stanford University September 7, 2012 Special thanks to: John Chodera, Morgan Lawrenz Outline
More information9/25/2011. Outline. Overview: The Energy of Life. I. Forms of Energy II. Laws of Thermodynamics III. Energy and metabolism IV. ATP V.
Chapter 8 Introduction to Metabolism Outline I. Forms of Energy II. Laws of Thermodynamics III. Energy and metabolism IV. ATP V. Enzymes Overview: The Energy of Life Figure 8.1 The living cell is a miniature
More informationSchool of Computer Science and Communication, Royal Institute of Technology, Stockholm, Sweden, 3
Presented at the COMSOL Conference 2009 Milan Qasim Ali Chaudhry 1, Michael Hanke 2, Ralf Morgenstern 3 1,2 School of Computer Science and Communication, Royal Institute of Technology, Stockholm, Sweden,
More informationREQUIREMENTS FOR A MAJOR IN CHEMISTRY (B.A.): Eight lecture courses, the associated laboratory courses, and senior research (52 credits)
Chemistry MAJORS, MINOR PROFESSORS: Sandy, Bansi L. ASSOCIATE PROFESSOR: Daniel R. (chair) CURATOR: Patricia Tucker By nurturing the student s intellect and by fostering the student s growth of literacy
More informationChapter 8: An Introduction to Metabolism. 1. Energy & Chemical Reactions 2. ATP 3. Enzymes & Metabolic Pathways
Chapter 8: An Introduction to Metabolism 1. Energy & Chemical Reactions 2. ATP 3. Enzymes & Metabolic Pathways 1. Energy & Chemical Reactions 2 Basic Forms of Energy Kinetic Energy (KE) energy in motion
More informationImplementation of novel tools to facilitate fragment-based drug discovery by NMR:
Implementation of novel tools to facilitate fragment-based drug discovery by NMR: Automated analysis of large sets of ligand-observed NMR binding data and 19 F methods Andreas Lingel Global Discovery Chemistry
More informationActivation of a receptor. Assembly of the complex
Activation of a receptor ligand inactive, monomeric active, dimeric When activated by growth factor binding, the growth factor receptor tyrosine kinase phosphorylates the neighboring receptor. Assembly
More informationTranslational Initiation
Translational Initiation Lecture Outline 1. Process of Initiation. Alternative mechanisms of Initiation 3. Key Experiments on Initiation 4. Regulation of Initiation Translation is a process with three
More informationBiological Thermodynamics
Biological Thermodynamics Classical thermodynamics is the only physical theory of universal content concerning which I am convinced that, within the framework of applicability of its basic contents, will
More informationChapter 6- An Introduction to Metabolism*
Chapter 6- An Introduction to Metabolism* *Lecture notes are to be used as a study guide only and do not represent the comprehensive information you will need to know for the exams. The Energy of Life
More informationSupplementary Information. Overlap between folding and functional energy landscapes for. adenylate kinase conformational change
Supplementary Information Overlap between folding and functional energy landscapes for adenylate kinase conformational change by Ulrika Olsson & Magnus Wolf-Watz Contents: 1. Supplementary Note 2. Supplementary
More informationProf. Jason D. Kahn Your Signature: Exams written in pencil or erasable ink will not be re-graded under any circumstances.
Biochemistry 461, Section I May 6, 1997 Exam #3 Prof. Jason D. Kahn Your Printed Name: Your SS#: Your Signature: You have 80 minutes for this exam. Exams written in pencil or erasable ink will not be re-graded
More informationMetabolism and Enzymes
Energy Basics Metabolism and Enzymes Chapter 5 Pgs. 77 86 Chapter 8 Pgs. 142 162 Energy is the capacity to cause change, and is required to do work. Very difficult to define quantity. Two types of energy:
More informationEnzymes as machines: how they work
Enzymes as machines: how they work Biophysical Society Summer Course 26 June 2014 Charlie Carter They are Just as Scared of You, As You are of Them Adapted from: Steve Cote, Chapel Hill artist Readings
More informationRichik N. Ghosh, Linnette Grove, and Oleg Lapets ASSAY and Drug Development Technologies 2004, 2:
1 3/1/2005 A Quantitative Cell-Based High-Content Screening Assay for the Epidermal Growth Factor Receptor-Specific Activation of Mitogen-Activated Protein Kinase Richik N. Ghosh, Linnette Grove, and Oleg
More information4 Examples of enzymes
Catalysis 1 4 Examples of enzymes Adding water to a substrate: Serine proteases. Carbonic anhydrase. Restrictions Endonuclease. Transfer of a Phosphoryl group from ATP to a nucleotide. Nucleoside monophosphate
More informationSubstrate-dependent switching of the allosteric binding mechanism of a dimeric enzyme
Supplementary Information: Substrate-dependent switching of the allosteric binding mechanism of a dimeric enzyme Lee Freiburger, 1 Teresa Miletti, 1 Siqi Zhu, 1 Oliver Baettig, Albert Berghuis, Karine
More informationENZYME KINETICS AND INHIBITION
ENZYME KINETICS AND INHIBITION The kinetics of reactions involving enzymes are a little bit different from other reactions. First of all, there are sometimes lots of steps involved. Also, the reaction
More informationIn silico pharmacology for drug discovery
In silico pharmacology for drug discovery In silico drug design In silico methods can contribute to drug targets identification through application of bionformatics tools. Currently, the application of
More informationComputational Biology 1
Computational Biology 1 Protein Function & nzyme inetics Guna Rajagopal, Bioinformatics Institute, guna@bii.a-star.edu.sg References : Molecular Biology of the Cell, 4 th d. Alberts et. al. Pg. 129 190
More informationFragment-based Approaches in Drug Discovery
Fragment-based Approaches in Drug Discovery Edited by Wolfgang Jahnke and Daniel A. Erianson WILEY- VCH WILEY-VCH Verlag GmbH & Co. KGaA Contents Preface XV A Personal Foreword List of Contributors XVII
More informationGyörgy M. Keserű H2020 FRAGNET Network Hungarian Academy of Sciences
Fragment based lead discovery - introduction György M. Keserű H2020 FRAGET etwork Hungarian Academy of Sciences www.fragnet.eu Hit discovery from screening Druglike library Fragment library Large molecules
More informationChapter 6 # METABOLISM PowerPoint Image Slideshow
COLLEGE BIOLOGY PHYSICS Chapter 6 # METABOLISM Chapter Title PowerPoint Image Slideshow Figure 8.1 Metabolism Figure 6.2 Energy from the sun. Plants photosynthesis Herbivores eat those plants Carnivores
More informationStructure-based maximal affinity model predicts small-molecule druggability
Structure-based maximal affinity model predicts small-molecule druggability Alan Cheng alan.cheng@amgen.com IMA Workshop (Jan 17, 2008) Druggability prediction Introduction Affinity model Some results
More informationIdentifying Signaling Pathways
These slides, excluding third-party material, are licensed under CC BY-NC 4.0 by Anthony Gitter, Mark Craven, Colin Dewey Identifying Signaling Pathways BMI/CS 776 www.biostat.wisc.edu/bmi776/ Spring 2018
More informationStructure based drug design and LIE models for GPCRs
Structure based drug design and LIE models for GPCRs Peter Kolb kolb@docking.org Shoichet Lab ACS 237 th National Meeting, March 24, 2009 p.1/26 [Acknowledgements] Brian Shoichet John Irwin Mike Keiser
More informationSupporting Information
Discovery of kinase inhibitors by high-throughput docking and scoring based on a transferable linear interaction energy model Supporting Information Peter Kolb, Danzhi Huang, Fabian Dey and Amedeo Caflisch
More informationSmall-Molecule Kinetics
Application Note No. 1 / February 4, 2015 Small-Molecule Kinetics Creoptix WAVE Small-Molecule Kinetics: Binding of Sulfonamides to Carbonic Anhydrase II Summary Label-free interaction analysis of biomolecules
More information(kilo ) or heat energy (kilo ) C. Organisms carry out conversions between potential energy and kinetic energy 1. Potential energy is energy;
I. Biological work requires energy A. Energy is the to do work B. Energy is expressed in units of work (kilo ) or heat energy (kilo ) C. Organisms carry out conversions between potential energy and kinetic
More informationGeneral Biology. The Energy of Life The living cell is a miniature factory where thousands of reactions occur; it converts energy in many ways
Course No: BNG2003 Credits: 3.00 General Biology 5. An Introduction into Cell Metabolism The Energy of Life The living cell is a miniature factory where thousands of reactions occur; it converts energy
More informationCOMBINATORIAL CHEMISTRY: CURRENT APPROACH
COMBINATORIAL CHEMISTRY: CURRENT APPROACH Dwivedi A. 1, Sitoke A. 2, Joshi V. 3, Akhtar A.K. 4* and Chaturvedi M. 1, NRI Institute of Pharmaceutical Sciences, Bhopal, M.P.-India 2, SRM College of Pharmacy,
More informationschematic diagram; EGF binding, dimerization, phosphorylation, Grb2 binding, etc.
Lecture 1: Noncovalent Biomolecular Interactions Bioengineering and Modeling of biological processes -e.g. tissue engineering, cancer, autoimmune disease Example: RTK signaling, e.g. EGFR Growth responses
More informationUnlocking the potential of your drug discovery programme
Unlocking the potential of your drug discovery programme Innovative screening The leading fragment screening platform with MicroScale Thermophoresis at its core Domainex expertise High quality results
More informationa systems approach to biology
a systems approach to biology jeremy gunawardena department of systems biology harvard medical school lecture 8 27 september 2011 4. metabolism, continued recap warning: a single number, like the CI or
More informationProteins are not rigid structures: Protein dynamics, conformational variability, and thermodynamic stability
Proteins are not rigid structures: Protein dynamics, conformational variability, and thermodynamic stability Dr. Andrew Lee UNC School of Pharmacy (Div. Chemical Biology and Medicinal Chemistry) UNC Med
More informationEnzyme Kinetics: The study of reaction rates. For each very short segment dt of the reaction: V k 1 [S]
Enzyme Kinetics: The study of reaction rates. For the one-way st -order reaction: S the rate of reaction (V) is: V P [ P] moles / L t sec For each very short segment dt of the reaction: d[ P] d[ S] V dt
More informationAn Introduction to Metabolism. Chapter 8
An Introduction to Metabolism Chapter 8 METABOLISM I. Introduction All of an organism s chemical reactions Thousands of reactions in a cell Example: digest starch use sugar for energy and to build new
More informationHit Finding and Optimization Using BLAZE & FORGE
Hit Finding and Optimization Using BLAZE & FORGE Kevin Cusack,* Maria Argiriadi, Eric Breinlinger, Jeremy Edmunds, Michael Hoemann, Michael Friedman, Sami Osman, Raymond Huntley, Thomas Vargo AbbVie, Immunology
More informationUsing AutoDock for Virtual Screening
Using AutoDock for Virtual Screening CUHK Croucher ASI Workshop 2011 Stefano Forli, PhD Prof. Arthur J. Olson, Ph.D Molecular Graphics Lab Screening and Virtual Screening The ultimate tool for identifying
More informationCOMBINATORIAL CHEMISTRY IN A HISTORICAL PERSPECTIVE
NUE FEATURE T R A N S F O R M I N G C H A L L E N G E S I N T O M E D I C I N E Nuevolution Feature no. 1 October 2015 Technical Information COMBINATORIAL CHEMISTRY IN A HISTORICAL PERSPECTIVE A PROMISING
More informationBuilding innovative drug discovery alliances
Building innovative drug discovery alliances Hit optimisation o using fragments Mark kwhittaker Evotec AG, Fragments 2015, March 2015 Agenda Fragment optimisation in an ideal world Fragment optimisation
More informationQuantification of free ligand conformational preferences by NMR and their relationship to the bioactive conformation
Quantification of free ligand conformational preferences by NMR and their relationship to the bioactive conformation Charles Blundell charles.blundell@c4xdiscovery.com www.c4xdiscovery.com Rigid: single
More informationEffects of Chemical Exchange on NMR Spectra
Effects of Chemical Exchange on NMR Spectra Chemical exchange refers to any process in which a nucleus exchanges between two or more environments in which its NMR parameters (e.g. chemical shift, scalar
More informationAn Introduction to Metabolism
Chapter 8 1 An Introduction to Metabolism PowerPoint Lecture Presentations for Biology Eighth Edition Neil Campbell and Jane Reece Lectures by Chris Romero, updated by Erin Barley with contributions from
More informationBiochemistry. Lecture 8 Enzyme Kinetics
Biochemistry Lecture 8 Enzyme Kinetics Why Enzymes? igher reaction rates Greater reaction specificity Milder reaction conditions Capacity for regulation C - - C N 2 - C N 2 - C - C Chorismate mutase -
More informationProtein structure based approaches to inhibit Plasmodium DHODH for malaria
Protein structure based approaches to inhibit Plasmodium DHDH for malaria Peter Johnson University of Leeds, School of Chemistry email p.johnson@leeds.ac.uk Tools for protein structure based approaches
More informationCurrent Literature. Development of Highly Potent and Selective Steroidal Inhibitors and Degraders of CDK8
Current Literature Development of ighly Potent and Selective Steroidal Inhibitors and Degraders of CDK8 ACS Med. Chem. Lett. 2018, ASAP Rational Drug Development simplification Cortistatin A 16-30 steps;
More informationChapter 8: Energy and Metabolism
Chapter 8: Energy and Metabolism Why do organisms need energy? How do organisms manage their energy needs? Defining terms and issues: energy and thermodynamics metabolic reactions and energy transfers
More informationAn Introduction to Metabolism
Chapter 8 An Introduction to Metabolism Edited by Shawn Lester PowerPoint Lecture Presentations for Biology Eighth Edition Neil Campbell and Jane Reece Lectures by Chris Romero, updated by Erin Barley
More informationThe Riboswitch is functionally separated into the ligand binding APTAMER and the decision-making EXPRESSION PLATFORM
The Riboswitch is functionally separated into the ligand binding APTAMER and the decision-making EXPRESSION PLATFORM Purine riboswitch TPP riboswitch SAM riboswitch glms ribozyme In-line probing is used
More informationBIOLOGY 10/11/2014. An Introduction to Metabolism. Outline. Overview: The Energy of Life
8 An Introduction to Metabolism CAMPBELL BIOLOGY TENTH EDITION Reece Urry Cain Wasserman Minorsky Jackson Outline I. Forms of Energy II. Laws of Thermodynamics III. Energy and metabolism IV. ATP V. Enzymes
More informationVirtual affinity fingerprints in drug discovery: The Drug Profile Matching method
Ágnes Peragovics Virtual affinity fingerprints in drug discovery: The Drug Profile Matching method PhD Theses Supervisor: András Málnási-Csizmadia DSc. Associate Professor Structural Biochemistry Doctoral
More informationChemistry Chapter 23
Chemistry 2100 Chapter 23 Protein Functions Binding P + L PL Catalysis Structure Why Enzymes? Higher reaction rates Greater reaction specificity Milder reaction conditions Capacity for regulation C - -
More informationEnergy Transformation and Metabolism (Outline)
Energy Transformation and Metabolism (Outline) - Definitions & Laws of Thermodynamics - Overview of energy flow ecosystem - Biochemical processes: Anabolic/endergonic & Catabolic/exergonic - Chemical reactions
More informationK ex. Conformational equilibrium. equilibrium K B
Effects of Chemical Exchange on NMR Spectra Chemical exchange refers to any yprocess in which a nucleus exchanges between two or more environments in which its NMR parameters (e.g. chemical shift, scalar
More information