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Combinatorial Chemistry and High Throughput Screening 1. The conceptual stage, a historical review 2. Types of combinatorial libraries 3. Solid phase and liquid phase combinatorial synthesis 4. Bioactivity Detection / High throughput screening Combinatorial Chemistry-a historical review 1. Solid-phase synthesis of peptides 2. Solid-phase synthesis of oligodeoxyribonucleotides 3. Traditional vs. combinatorial synthesis: Mario Geysen: Multipin technique Richard Houghton: Tea bag technique Ronald Frank: SPOT technique John Ellman: First combinatorial synthesis of small heterocyclic compounds 4. Basic concepts of combinatorial chemistry 5. Combinatorial chemistry in drug development 1. Solid-phase Peptide Synthesis (SPPS) by Boc method SPPS: developed by Merrifield, a Nobel laureate. Solid-phase synthesis vs. traditional solution synthesis: 1. Easy product purification, especially suitable for multistep synthesis 2. Heterogeneous reaction, reactions are slower and less efficient than the solution reactions. Solid-phase Peptide Synthesis (SPPS) by Fmoc method O H 2N--AA N H H N O FmocNH-AA-COOH DCC, HBTU SPPS O H X O O N H + CO2 + RNH2 FmocHN-AA--AA O X 20% piperidine TFA O N H FmocNH 2 Fmoc deprotection x Rn R2 N H O H N O X R1 N Fmoc method Chemical synthesis of DNA oligos Step 1: Terminal deprotection: a few min CCl3COOH(TCA) or CHCl2COOH(DCA) OMe MeO DMTr Step 2 Step 2: Coupling: 2-3min Step 3: Oxidation: I2, a few min Step 4: Capping: to block unreacted 5’-OH Ac2O, lutidine, N-methylimidazole, THF Deprotection: 30% NH4OH, 5h at 50oC Purification: HPLC, electrophoresis, ion-exchange catridge, etc. Step 3 Synthetic cycle Multipin technique for parallel synthesis of peptides Geysen, HM; Rodda, HM; Mason, TJ. The delineation of peptides able to mimick assembled epitopes. In Synthetic Peptides as Antigens. Ciba Foundation Symposium 119; Porter, R., Wheelan, J., Eds.; Wiley: New York, 1986; pp131-149 Washing and deprotection in a big pan Coupling: use 96-well plate Protected AA building blocks in each well depends on the sequence of the target peptide on the pin it Corresponds to. Tea bag technique for parallel synthesis of peptides Richard A. Houghten, General method for the rapid solid-phase synthesis of large numbers of Peptides: specificity of antigen-antibody interaction at the level of individual amino acids. PNAS USA 1985, 82, 5131-5135 Problems: 1970s one 13 mer peptide: 2 weeks, 20 31-residue analogues of β-endorphin, several months, full time 1980-1984 As a faculty at Scripps, synthesize 600 peptides/yr with 5 synthesizer Washing and deprotection: done together Coupling: Sort the bags in to groups according to the AA to be coupled. Each group is coupled separately SPOT technique for parallel synthesis of oligonucleotides Ronald Frank et al. A new general approach for the simultaneous chemical synthesis of large Number of oligonucleotides: segmental solid supports. Nucl. Acids Res. 1983, 11, 4365-4377 Filter disc method: one oligo per disc Washing, deprotection, and oxidation: done together Coupling: Put the discs into four different vials containing dA, dC, dT, dG building blocks accoding to the oligo sequence of each disc. SPOT method: one oligo per disc Washing, deprotection, and oxidation: done together Coupling: Pipette coupling solution containing dA, dC, dT, dG building blocks onto the discs according to the sequence. Automated SPOT system Traditional synthesis of diazepines First combinatorial synthesis of small heterocycle compouds Jonathan Ellman et al. A general and expedient method for the solid-phase synthesis of 1,4benzodiazepine. J. Am. Chem. Soc. 1992, 114, 10997-10998 192 compounds: from three variable substituents R1, R2, R3, Traditional vs Parallel Synthesis Combinatorial chemistry: generation of more than one structurally related organic compounds by parallel synthesis 薄层色谱、 质谱 Combinatorial Chemistry … … an an integral integral part part of of the the drug drug research research and and development development process process Identification of a biological target Development of an assay High-throughput screening Hit Lead-Structure Lead-Optimization Development Random Libraries Combinatorial Chemistry Focused Libraries Combinatorial Chemistry Some basic considerations: The Diversity Problem Diversity: Differences of the compounds in a library with respect to: chemical structure, stereochemistry, lipophilicity, electrostatic potential and other physicochemical parameters Hypothesis: The higher the diversity of a library is, the higher is the probability to find active compounds within that library (concept of maximum diversity) Combinatorial Chemistry Unlimited ! Sources Sources of of Chemical Chemical Diversity: Diversity: 8 H, F, Cl -NH2, -CN, -SMe 6 H N H2N O N N N N H3C N N N H3C H N N O H2N N HO O HO O N H H2N N N HO N O O O -OH or prodrugs e.g.. Ester H2N H2N N X N N X N, CH, N H3C N N H N N H3C N H2N H2N N H3C N No variation allowed N N N F, H, CH3, OH, Vinyl,Ethinyl X N NH2 H2N -NH2, CF3 H2N H O 20 N H N N, C-H, C-F C-Cl, -CH3, -CF3, -OMe, -O-CHF2, Vinyl, Ethinyl Hal 7 F N CH3 H CH3 F 10 O S CH3 20 x 10 x 7 x 3 x 8 x 6 = 201,600 2 CH3 O CH3 O CH3 N CH3 5 >3 Combinatorial Chemistry Some Some basic basic considerations considerations by Schreiber et al. Diversity (or universal) vs. focus library Combinatorial Chemistry Some Some basic basic considerations: considerations: The Template Idea (the structures of privilege) benzodiazepine as a scaffold for library building O N N HO2C Me Me O O N O O N N O oxazepame psychopharmakological S H N OH Cl Me N N H N N H MK-329 (CCK-A antagonist) gastrointestinal N ras-farnesylase-inhibitor cancer Automated derivatisation of basic pharmacophoric units Examples of Scaffold Libraries O NR1R2 R3 NH O O N Y R3 H z O O ArQule 25,600 solution phase azomethin ylide and chalcone N Houghten 102,459 members solid phase N N HN X N R2 N R2 O S.L. Schreiber 2.18 million members solid phase derived from shikimic acid R4 R3 N R3 NH2 H O ArQule 12,800 members soluton synthesis chalcone and acetoacetamides R4 N O O R3 R4 R1 R1 R2 O N R2 O O ArQule 25,600 solution phase chalcone, isatins and L-proline R1 N R2 ArQule 7,680 members chalcone and aminobenzimidazoles Combinatorial Chemistry Some Some basic basic considerations: considerations: Structure F O N H N The Template Idea Name Indication Mechanism Diflufenican Herbicide Carotine-Biosynthesis Dithiopyr Herbicide Mitosis Imazapyr Herbicide Biosynthesis of branched amino acids Nicosulfuron Herbicide Biosynthesis of branched amino acids Imidacloprid Insecticide Agonist acetylcholine receptor Haloxyfop Herbicide Acetyl-CoAcarboxylase Chlorfluazuron Insecticide Chitin-Biosynthesis Mevastatin Lipid Lowering HMG-CoAreductase Adalat Blood Pressure Ca-Channel-Blocker F O CF3 O O MeS SMe F2CH Example of privileged structures N CF3 CO2H N N Me N H O O Commercial Products with a pyridine substructure NMe2 OMe N SO2 N NH N OMe O N N N H NO2 N Cl CO2H N O O CF3 Me Cl F Cl O F N H H N Cl O CF3 N O Cl F OH OH CO2Me MeO N NO2 CO2Me MeO2C Me N H Me Combinatorial Chemistry Strategy: Strategy: Hit Hitfinding finding Random Library Lead Leadfinding finding HTS: First Hit Targeted Library Lead Structure O S R1 O O H2N R1 O H2N HN O N H S O H2N N H HN R2 S O R2 HN R3 Cl 5000 compounds S O EC50: 10 µM F 500 compounds Final Optimization Program EC50 20 nM References: Combinatorial Peptide and Nonpeptide Libraries, A Handbook, Ed. Gunther Jung, 1996, VCH, Weinheim, New York, Basel Combinatorial Chemistry-Synthesis, Analysis, Screening, Ed. Gunther Jung, Wiley-VCH Verlag GmbH, Weinheim, 1999 M. Lebl, Parallel personal comments on “classical” papers in combinatorial Chemistry. J. Comb. Chem. 1999, 1, 3-24 D. Hudson. Matrix assisted synthetic transformation: a mosaic of diverse Contributions. I. The pattern emerges. J. Comb. Chem. 1999, 1, 333-360 D. Hudson. Matrix assisted synthetic transformation: a mosaic of diverse Contributions. II. The pattern is completed. J. Comb. Chem. 1999, 1, 403-457 Comprehensive survey of combinatorial library synthesis: 1998, 1999, 2000, And 2001, 2002, 2004, 2005, 2006, J. Comb. Chem. Solid Phase Organic Synthesis Functional group, directly attached to the solid support anchor starting material X solid support linker Bifunctional spacer molecules which contain on one end a functional group for attachment to the solid support and on the other end a selectively cleavable group onto which the starting molecule is attached Solid Phase Organic Synthesis Polymeric Carriers Parallel Synthesis of Single Compounds divide-couple-and-recombine strategy ( = split and mix) tea-bag method radiofrequence-coding laser-coding parallel synthesizer multipin synthesis spot synthesis photolithografic techniques Fully Fully Automated Automated Synthesizers Synthesizers Magellan: a high end synthesizer, using pin technology A newly designed heater/agitator with removable reaction block. Unique resin wash system using a vacuum aspiration system and fast 4 probe addition of up to 8 solvents streamlines the wash procedure. Dual function vacuum aspiration system collects waste or cleaved product. Aliquoting of cleaved product into a variety of vessels for library storage/screening. Separation of wastee products to avoid potential adverse side reactions All components of the system are bar-coded to ensure data integrity Liquid handling based on the successful Guardian range of robotic sample processors, with independent single and four-way probes, ensures safe, reliable and fast fluid handling. Intuitive Windows based software with direct interface to MS Excel allows easy creation of reaction sequences for the most complex chemistries Modular, scaleable system with full computer networking enables any number of Magellan synthesisers and heater/agitator units to work in harmony to increase productivity Combinatorial Chemistry Libraries Libraries of of Compound Compound Mixtures Mixtures „split and combine“ strategy ≡ One bead - one compound by Furka History History or or position position of of aa single single bead bead (or of an ensemble) can be deduced (or of an ensemble) can be deduced mix split couple Parallel Parallel synthesis synthesis of of single single compounds compounds mix split couple History History of of the the beads beads is is not not deducible deducible Mixture Mixture Deconvolution split-method. balls = polymeric carrier. R = number of parallel reactions P = number of different compounds Libraries of Compound Mixtures Identification Identification of of active active compounds compounds in in mixtures mixtures 1. Deconvolution 1a) Iterative deconvolution 1b) Recursive deconvolution 1c) Positional Scanning 2. Indexed (orthogonal) libraries 3. Tagging (and Decoding) Tag: test compound test compound resin 3a) Chloro-phenol-ethers 3b) aromatic amines 3c) peptides 3d) DNA tag 4. Spectroscopic methods affinity selection SAR by NMR 1. 1. ! a) Deconvolution Deconvolution Iterative method for the identification of active compounds (particularly for solution-libraries) Prerequisite: High precision and reproducibility of the bio-test R1X R2X Iterative Deconvolution Synthesis and Screening of sub-libraries 1. step: Screening of the complete library (44 = 256 substances) 2. step: synthesis of 4 sub-libraries with position 1 defined in each sub-library (43 = 64 substances per library) 3. step: Screening of the first set of sub-libraries 4. step: Synthesis of 4 sub-libraries with fixed position 1 and position 2 defined in each sublibrary (42 = 16 substances per library) 5. step: Screening of the second set of sub-libraries 6. step: Synthesis of 4 sublibraries with fixed positions 1 and 2 and position 3 defined (41 = 4 Substanzen je Bibliothek) 7. step: Screening 8. step: Synthesis of 1 final library with fixed positions 1, 2, 3 and defined position 4 9. step: Screening R4X R1 - R4: 4 substituents X: possibilities, to vary the substituents R3X Possible sources of error during deconvolution: S.M. Freier et al., J. Med. Chem. 1995, 38, 344 S.M. Freier et al., J. Med. Chem. 1996, 39, 2720 Chem. Rev. 1997, 97, 449 a) a) Iterative Iterative Deconvolution Deconvolution Example: Combinatorial synthesis of pyrrolidines via 1,3-dipolar cycloaddition Aim: Novel antihypertensive ACE-inhibitors structurally related to captopril Typical example for a „focused library“ R2 , NEt3 O O NH2 O ArCHO CH(OMe)3 R1 N O R3 Ar library >500 sulfanylacylprolines AgNO3, CH3CN R1 4 iterative screening-cycles with corresponding sub-libraries O 1. O O R1 R4 H N Ar R3 NEt3, THF O N HO 2. TFA, CH2Cl2 R2 CO2H O R3 MeO2C N CO2H SH N CO2H O O Captopril Ki = 450 pM R1 Ar R2 MeO2C N R4 O Cl SH SH Ki = 160 pM M.A. Gallop et al., Acc. Chem. Res. 1996, 29, 144 M.A. Gallop et al., J. Am. Chem. Soc. 1995, 117, 7029 Ki = 5 µM a) a) Iterative Iterative Deconvolution Deconvolution Example: Combinatorial synthesis of pyrrolidines via 1,3-dipolar cycloaddition Gly Ala CHO Leu CHO CHO Me NC MeO2C Cl AcS O Phe CHO OSiMe2tBu OMe MeO2C tBuO2C AcS O Cl O M.A. Gallop et al. J. Am. Chem. Soc. 1995, 117, 7029 AcS Cl O c) c) Positional Positional Scanning Scanning Non-iterative deconvolution-method Procedure: 1. step: The complete library is prepared 4x by synthesizing of 4x4 sub-libraries 2. Schritt Screening The optimal combination of substituents can be deduced directly as there are definite preferences for the respective substituents A1 + A2 B1 + B2 C1 C2 A1-B1-C1 A1-B1-C1 A2-B1-C1 A2-B1-C1 A1-B2-C1 A1-B2-C1 A2-B2-C1 A2-B2-C1 A2-B2-C1 A2-B2-C1 A1-B1-C2 A1-B1-C2 A2-B1-C2 A2-B1-C2 A2-B2-C2 A2-B2-C2 A1-X-X A2-X-X X-B1-X X-B2-X X-X-C1 X-X-C2 A1 B2 C1 c) c) Positional Positional Scanning Scanning A 1-5 B 1-5 D 1-5 C 1-5 Substituent A A1 B 1-5 D 1-5 Substituent B A 1-5 B1 D 1-5 Substituent C A 1-5 B 1-5 D 1-5 Substituent D A 1-5 B 1-5 D1 C 1-5 C 1-5 C1 C 1-5 A2 A 1-5 A 1-5 A 1-5 B 1-5 D 1-5 B2 C 1-5 D 1-5 B 1-5 C 1-5 D 1-5 B 1-5 C2 Identification of the most active Identification of the most active library member: library member: 1. The complete library is synthesized 1. The complete library is synthesized 4x in a format of 5x4 sublibraries 4x in a format of 5x4 sublibraries 2. The 20 sublibraries are screened 2. The 20 sublibraries are screened D2 3. The compounds in frames are the 3. The compounds in frames are the most active in each set of sublibraries most active in each set of sublibraries C 1-5 A2 A3 B 1-5 A 1-5 D 1-5 B3 A 1-5 D 1-5 B 1-5 A 1-5 D 1-5 B 1-5 D3 C 1-5 C 1-5 C3 C 1-5 A4 A 1-5 A 1-5 A 1-5 B 1-5 D 1-5 B4 D 1-5 B 1-5 D 1-5 B 1-5 D4 C 1-5 C 1-5 C4 C 1-5 A4 A 1-5 A 1-5 A 1-5 B 1-5 D 1-5 C 1-5 B5 D 1-5 C 1-5 B 1-5 D 1-5 C5 B1 B 1-5 C3 Basic presumption: the activities are additive and not synergistic A synergistic behaviour of the substituents affords wrong results D5 C 1-5 D5 Combinatorial Chemistry Combinatorial Combinatorial Synthesis Synthesis in in Solution Solution Synthesis in Solution Solid Phase Synthesis + reaction conditions are usually more easily adapted to a large variety of substituents + purification procedures achieved by simple filtrations which can be easily automated + no limitations in synthesis-scale + excess of reagents can be used to drive reactions to completion + no attachment / cleavage steps + synthesis of mixtures (split and combine) + easy to automate - strict limitations in reagent excesses - reaction conditions have to be established for each case - extensive and time consuming, chromatographic purifications are often necessary - difficult on-bead characterization of the products - parallelisation and automation usually requires more initial effort - chemistry on polymers is relatively expensive: polymers, solvents - resins and linkers limit the number of possible reactions (orthogonality) Synthesis in solution is especially suited for short reaction-sequences: "One-pot" syntheses, multi-component reactions Parallel Synthesis in Solution Work-up Work-up Procedures: Procedures: Liquid-solid phase extractions using polymer-bound scavengers Auxiliary bases and acids are covalently linked to insoluble supports Advantage: Excesses of reagents and by-products can be removed by simple filtration N O O R1 COOH O (1 eq) Cl R1 O O O R2-NH2 O R1 SO3H O N H R2 (1.1 eq) N SO3R2-NH + O 3 x HCl nucleophilic basic electrophilic acidic N N NH2 NH2 NH2 O Me N Me N NCO CHO COCl COOH SO3H Parallel Synthesis in Solution Special Special Methods: Methods: polymer-bound reagents or catalysts “Inverse” solid phase synthesis: N O O R1 COOH O (1 eq) Cl R1 O O O R1 bromination SO3R2-NH + + R N R - BH4 R R R + N R - BH4 x Ni(OAc)2 R oxidants Cr2O72- PDC + SO4H polyvinylpyridine x Zn(BH4)2 SiO2 CrO3 N Me Me Me Me + miscellaneous SiO2 N Me Me KMnO4 IO4- N OsO4 O N x HCl PPh2 ionic exchange resins D.H. Drewry, D.M. Coe, S. Poon Med. Res. Rev. 19, 97-148 (1999) OH R + reductants SnH + R2 3 ketone epoxidation S + N H SO3H O N Me Br 3 Me Me O R2-NH2 O O O O S Parallel Synthesis in Solution Synthesizers Synthesizers for for Automated Automated Synthesis Synthesis in in Solution Solution 1. ISRA-system Requirements: All procedures of a synthesis-laboratory have to be automated: weigh in, synthesis, work-up, HPLC-analysis, lab journal Automation of this complete process is extreme difficult. No commercial solutions. Advantage: fully-automatic, parallel synthesis laboratory, operating 24 h a day 2 3 4 5 6 23 8 9 10 11 12 7 2m 22 1 21 18 18 16 18 14 13 15 17 20 17 19 5m 1 robot 2 HPLC 3 starting rack 4 filter rack 5 filtration station 6 capping station 7 lid transfer port 8 lid magazin 9 drying station 10 drying columns 11 coolable rack 12 balance synthesis 13 phase separation 14 phase detection 15 centrifuge 16 hand over station 17 evaporator 18 reaction blocks work up analysis 19 pipetting station 20 reagent rack 21 reactant rack 22 HPLC-transfer 23 vortexer station 1. Robots for solution-synthesis: ISRA-system High Throughput Screening … … an an integral integral part part of of the the drug drug research research and and development development process process Identification of a biological target Development of an assay High-throughput screening Hit Lead-Structure Lead-Optimization Development Random Libraries Combinatorial Chemistry Focused Libraries High Throughput Screening Screening Screening Systems Systems Molecular screening systems Measuring parameter: Binding receptor antibody ligand antigen DNA DNA binding protein Reductionism: exploring a complex problem by reducing it to simple parts Animals Organs Measuring parameter: Enzymatic function Tissues Substrate turnover Modification of a target molecule Cells Organelles Subcellular screening systems Molecules Binding or enzyme assays using subcellular components such as membrane preparations or cellular fractions Cellular screening systems Measuring parameters: Cellular Events Secretion Triggering of intracellular ion fluxes Generation of signaling molecules Stimulation of gene expression Significantly more complex High Throughput Screening Screening Screening Systems: Systems: Receptors Enzymes Recognition domains Target Classes Class of Target Therapeutic Area G-protein-coupled receptors Intracellular receptors Cytokine receptors Tyrosine kinase receptors Transcription factors Ion channels Kinases Proteases SH2 and SH3 domains Central nervous system, inflammation, metabolic disease Cancer, metabolic disease Cancer, cardiovascular, inflammation Cancer, cardiovascular, inflammation Various areas, including osteoporosis and inflammation Cardiovascular, central nervous system Various areas including cancer and metabolic disease Cardiovascular, arthritis, osteoporosis Various areas including diabetes and cancer Within Bayer >100 HTS assays and a comparable number of MTS assays are available Only a limited number of diseases are covered All large pharmaceutical companies are working in the same therapeutic areas High Throughput Screening Screening Screening Systems: Systems: Assay set-up Radiolabelled ligands The challenge: To generate an easy-to-detect read-out signal Incubation Usually the binding of ligand to a protein can not be visualized directly. A reporter group needs to be coupled to the target. - Enzymes - radionuclides - fluorescent probe - color dye covalently attached to the target + Filtration The problem: The ligands must be radiolabelled: expensive, dangerous, …. Determination of the bound ligand on the filter by liquid scintillation counting High Throughput Screening Screening Screening Systems: Systems: Assay set-up Enzyme-linked colorimetric screening Alkaline phosphatase 5-bromo-4-chloro-3-indolyl phosphate (BCIP) Horseradish peroxidase tetramethylbenzidine ß-galactosidase, glucose-oxidase + Biotin Incubation, Filtration Biotin Filtration, Incubation with streptavidin - enzyme Biotin Enzyme Streptavidin Addition of reagents for color development Color producing reaction High Throughput Screening Screening Screening Systems: Systems: Assay set-up Enzyme-linked colorimetric screening O HN Vitamin H in humans Essential cofactor for almost a dozen of enzymes that have diverse metabolic functions NH H H COOH S Acetyl-CoA carboxylase, pyruvate carboxylase, carboxylase, urea carboxylase, …. Biotin serves as a covalent bound CO2-carrier for reactions in which CO2 is fixed into an acceptor by carboxylases Biotin Alkaline phosphatase 5-bromo-4-chloro-3-indolyl phosphate (BCIP) or OH HO P O O O2N Cl Br OPO3Na2 Cl Alkaline phosphatase Br N H Cl OH oxidation N H O Br N H H N Br O Cl Indigo type dye insoluble NO2 Examples of various screening methods for one-bead-one-compound combinatorial libraries A) a positive bead in an enzyme-linked colorimetric assay using 5-bromo-4-chloro-3-indolylphosphate (BCIP) as the substrate B) a positive bead can be easily retrieved by a hand-held micropipette C) a dual color enzyme-linked colorimetric assay using two different substrates D) a whole-cell on-bead binding assay with a monolayer of intact cells on the surface of a positive bead E) an autoradiogram showing positive (32P-labeled peptide beads in an on-bead functional assay for protein kinase peptide substrate F) an in situ solution-phase releasable assay for detecting anticancer agent, showing a clear zone of inhibition surrounding a positive bead High Throughput Screening Screening Screening Systems: Systems: Assay set-up Antibody-linked colorimetric screening receptor + Incubation, Filtration antibody Enzyme antibody Enzyme Addition of reagents for color development Color producing reaction High Throughput Screening Screening Screening Systems: Systems: Assay set-up Reporter gene assay (Whole cell assays) With the cell based screening approach, a recombinant cell or microorganism is engineered to respond in a specific manner to an effector of the molecular target of interest The reporter gene assay is the most common cell-based assay used for HTS Hormone, Ligand Receptor Signal transduction Luciferase Luciferase Gene DNA Response Element Reporter Gene Luciferase reaction: ATP + luciferin adenyl-luciferin-O2 luciferase adenyl-luciferin + PPi adenyloxyluciferin + H2O + light Other reporters: ß-galactosidase, chloramphenicol acetyl transferase, alkaline phosphatase High Throughput Screening Screening Screening Systems: Systems: Assay set-up Functional assay (Whole cell based): kinase receptor activation Ligand-binding Receptor-phosphorylation ligand Stimulation phosphorylated tyrosines cell cell surface receptor cell Immuno-assay solubilized receptor + biotin capture antibody Streptavidin-HRP color reaction biotinylated anti-antibody High Throughput Screening HTS HTS -- technical technical implemantation implemantation 96-MTP format dilution synthesis tared tubes sample processor master plate assay plates assay plate file synthesis file master plate file biological result file dilution structure purity amount compound ID concentration well position IC50 values compound ID concentration well position High Throughput Screening HTS HTS -- technical technical implemantation implemantation Data - Handling Screening - Robot High Throughput Screening HTS HTS -- technical technical implemantation implemantation