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High-throughput screening assay for assessing phospholipidosis-inducing potential of drugs
                                                                                                                                                        Jon Mole1, Karl Box2, John Comer2, Tom Gravestock2, Elizabeth Frake2, Pavol VitoviÄŤ3, Paavo Kinnunen3,4, Juha-Matti Alakoskela3
                                                                                                                                                                                                                                          1   Sirius Analytical Inc, Beverly, MA, USA;      2 Sirius   Analytical Ltd, Forest Row, East Sussex, UK; 3University of Helsinki, Finland; 4Kibron Inc. Espoo, Finland



Purpose                                                                                                                                                         Instrument                                                                                                                        Screening for PLD-inducing potential
Phospholipidosis (PLD) is a lipid storage disorder characterised by the accumulation of phospholipids                                                           Measurements were made using an eight-channel tensiometer                                                                         The screen for PLD-inducing potential is summarised below. Details of
                                                                                                                                                                                                                                                                                                  sample preparation and methodology have been published [1]                               Lipid
within cells, and has been found to be induced by several drugs. Whilst PLD is seen in humans with                                                              (Delta 8, Kibron Inc.). The device determines surface tension from
                                                                                                                                                                                                                                                                                                  1. Prepare stock solutions of drugs in DMSO.                                         D/L 0.02:1
inherited metabolic disorders such as Niemann-Pick and Gauchers disease. It is also of concern as an                                                            the maximum weight of meniscus that adheres to 0.5mm diameter                                                                     2. Prepare lipid in buffer solution. 5.0mM in 20mM HEPES, 0.1mM                       D/L 0.1:1
adverse side effect of cationic amphiphilic drugs (CADs). Herein we introduce a novel high-throughput                                                           probes (called du NoĂĽy probes) as they are pulled out of solution.                                                                     EDTA, pH 7.4.
                                                                                                                                                                                                                                                                                                                                                                                        D/L 0.5:1
physicochemical screen for predicting the PLD-inducing potential of drugs.                                                                                      Full readout for 96 wells can be obtained in less than two minutes.                                                               3. In a disposable 96-well plate, prepare dilution series in buffer of lipid,
                                                                                                                                                                                                                                                                                                       lipid + drug, and drug alone (figure 3).                                         D/L 0.5:1
Methods                                                                                                                                                         After the entire tray has been measured, the probes are cleaned
                                                                                                                                                                                                                                                                                                  4. Transfer 50µL from each well to special 96-well plate.                              D/L 1:1
In our novel PLD-screening method we profiled the surface activity of compounds interacting with a                                                              by heating in a built-in furnace.                                                                                                 5. Insert special plate in instrument and measure surface tension.                     D/L 1:1
short chain phospholipid 1,2-dioctanoyl-sn-glycero-3-phospho-l-serine (diC8PS). In order to cause PLD,                                                                                                                                                                                            6. Determine CMC values from discontinuities in isotherms (examples
                                                                                                                                                                Critical Micelle Concentration (CMC)                                            Figure 1. Kibron Delta 8 Microtensiometer              in figure 2).
                                                                                                                                                                                                                                                                                                                                                                                          Drug
a drug needs to enter the cell, leading to drug-anionic phospholipid complexation. Therefore the extent                                                                                                                                                                                           7. Calculate CMCDL/CMCL for each Drug/Lipid ratio. (dividing CMCDL
                                                                                                                                                                At low concentrations, surface-active molecules form a monolayer on air/water interfaces, with the
of drug-anionic phospholipid complexation should correlate with its PLD-inducing potency. These                                                                                                                                                                                                        by CMCL corrects for the effects of solvent on the CMC values).
                                                                                                                                                                hydrophilic parts (e.g. negatively charged) in water and the hydrophobic parts in air. If the concentration
interactions can be studied using surface tension measurements, which were performed using a Kibron                                                                                                                                                                                               8. Plot CMCDL/CMCL vs. drug/lipid ratio, and determine R½, the                     Figure 3. Preparation of drug and lipid to
                                                                                                                                                                is increased, they pack closer together, and the surface tension decreases. If concentration increases                                 drug/lipid ratio at which CMCDL/CMCL would be half way between its
Delta-8 microtensiometer system. The instrument consists of an 8-channel microbalance which records                                                                                                                                                                                                                                                                                  determine CMCL, and CMCDL at four different
                                                                                                                                                                still further, the hydrophobic parts move out of contact with the water and the molecules form micelles.                               highest and lowest value (Figure 4).                                          ratios of Drug to Lipid, for a single drug.
the pull-force required to remove probes from samples in a 96-well microtitre plate. The surface tension                                                                                                                                                                                          9. Plot log R½ vs. log min. CMCDL/CMCL (figure 5). In this example,
                                                                                                                                                                The concentration at which this happens is called the Critical Micelle Concentration (CMC). Above the                                                                                                                Analysis of each plate takes 2 minutes (plus
of each drug compound was measured at 12 different concentrations in the presence of diC8PS to                                                                                                                                                                                                         min. CMCDL/CMCL is the value of CMCDL/CMCL at the D/L ratio, 1:1.             time for sample preparation and data analysis).
                                                                                                                                                                CMC, there is no further decrease in surface tension with increased concentration of compound.
establish a surface activity profile.
Results                                                                                                                                                                                                       Effect of CADs on CMC of phospholipids
Relative Critical Micelle Concentrations (CMCs) were calculated from surface tension profiles for                                                                                       Lipid
                                                                                                                                                                                                              The surface tension of a buffer solution containing a phospholipid
different drug/lipid molar ratios and correlated with PLD-induction potency for a range of drugs. The                                                                                                         decreases with increasing lipid concentration until the lipid forms
                                                                                                                                                                     Drug + Lipid
results show a distinction between CADs known to cause PLD in humans, those having an effect on                                                                                                               micelles, with the negatively-charged phosphate groups presented                                                     min. CMCDL/CMCL values

animals and cells and CADs not causing PLD. The greater the interaction of drug with the phospholipid                                                                                                         to the aqueous phase. The graph shows surface tension for the
as shown by the surface activity profiles, the higher the risk for PLD in humans.                                                                                                                             lipid diC8PS (o) and CMCL, the CMC for the lipid. Some drugs
                                                                                                                                                                                                              (e.g. CADs) bind to the lipid and lower the surface tension and
Conclusion                                                                                                                                                                              CMCDL        CMCL     CMC (â– ). The term CMCDL denotes the CMC for the DL complex.
Direct measurement of the interaction of cationic drugs with a short-chain phospholipid is readily
                                                                                                                                                                                                              As shown in figure 4, measurements are typically made at four DL
established using a high-throughput microtensiometer system. The results correlate with PLD-inducing
                                                                                                                                                                                                              ratios. For the most lipophilic drugs, e.g. amiodarone, CMC
potency of many CADs and provide a ranking scale with respect to PLD risk. The method is well-suited                                                            Figure 2. Surface tension of Lipid and
                                                                                                                                                                drug/Lipid complexes at increasing
                                                                                                                                                                                                              decreases considerably between 0.02:1 and 0.1:1 DL ratio, but at
and easily implemented for screening in the early phases of drug discovery.
                                                                          O                                                             CH3                     concentrations, showing the CMC for           the highest ratios (0.5:1, 1:1), there is little change in CMC.
Cationic Amphiphilic Drugs                                                          O
                                                                                            CH3
                                                                                                                                                                the Lipid and the Drug/Lipid complex
                                                                                                                                                                                                                                                                                                 R½ = drug/lipid ratio at which
                                                                                                                                                                                                                                                                                                 CMCDL/CMCL has changed by 50%


(CADs)                                                      Amiodarone                                                                        Tamoxifen
                                                                                                                                                                                                                                                                                                 Figure 4. CMCDL/CMCL vs. DL ratio for                        Figure 5. Study of 53 drugs with known PLD-inducing potential.
                                                                                                                                                                                                                                                                                                                                                              Drugs reported to cause PLD in humans are clustered in the bottom-
Amiodarone, fluoxetine, imipramine, tamoxifen and                                                    N
                                                                                                                                                                Advantages of this novel screening method                                                                                        amiodarone (â– ), promazine (â—Ź), clozapine (â–˛)
                                                                                                                                                                                                                                                                                                 and amantadine (ď‚‚), showing a decrease in                    left of this plot.
fenfluramine are examples of cationic amphiphilic               CH3       I             I
                                                                                                         Imipramine                                             •   Fast – 8 parallel sensors and throughput of hundreds of compounds per week.                                                  CMC with increasing DL ratio. Values of R½
drugs. Each has a hydrophobic region containing a                               O                                        CH3            O                 CH3
                                                                                                                                                                •   Small compound consumption (<1mg).                                                                                           were obtained by curve fitting and                         Kibron and Sirius - Sirius are the exclusive distributors of Kibron’s
substituted or unsubstituted aromatic or aliphatic
                                                                      N                                            CH3                              N           •   Can be integrated to robotics and automatic liquid handling system.                                                          interpolation.                                             instruments for applications in drug discovery and development in the United
                                                                                                             N
                                                                                                                                                                                                                                                                                                                                                            States, Canada and UK. Kibron Delta 8 systems are available for evaluation
                                                                                                                                                                •   Automatic sensor cleaning and calibrating after each sample.
                                                                                                                               NH           CH3
ring structure and a hydrophilic region consisting of            F
                                                                          CH3                                CH3
                                                                                                                                                    CH3
                                                                                                                                                                                                                                                                                                                                                            in Sirius’ applications laboratories in Beverly, MA and Forest Row, UK.
                                                                                                                         Fenfluramine
a primary or substituted nitrogen groups that is        F
                                                                                                                                                                •   Very good reproducibility of data, correlation to PLD risk and literature data.
                                                                                                                                                                                                                                                                                                                    Sirius - Instrumentation and CRO Services for Physicochemical Profiling
                                                                                                                                F
positively charged at physiological pH.                     F                           Fluoxetine
                                                                                                   CH3                                                          Reference           [1] P. VitoviÄŤ et al. J. Med. Chem. 51 (2008): 1842
                                                                                                                                                                                                                                                                                                                                                                                        www.sirius-analytical.com
                                                                                                                                    F
                                                                                O             NH                          F




 Instrumentation                                                                        CRO Services                                                                                                                                                                                                          For more information please contact
                                                                                                                                                                                                                                                                                                                     sirius@sirius-analytical.com
 pKa, logP & logD,                                                                      PhysChem properties – pKa, logP, logD, solubility, dissolution                       Sirius Analytical Ltd.
 Solubility & dissolution                                                               Biorelevant media studies – FaSSIF/FeSSIF, excipients              Riverside, Forest Row Business Park,
 Surface Activity Profiling                                                             Solid state assays – XRPD, DSC, TGA, Raman                     Forest Row, East Sussex, RH18 5DW, UK
                                                                                                                                                Phone: +44 1342 820720 Fax: +44 1342 820725
 Phospholipidosis                                                                       Surface Tension – CMC, TSA, KAW
                                                                                                                                                                 Web: www.sirius-analytical.com

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Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 

Sirius AAPS2009 Ht Phospholipidosis Screen

  • 1. High-throughput screening assay for assessing phospholipidosis-inducing potential of drugs Jon Mole1, Karl Box2, John Comer2, Tom Gravestock2, Elizabeth Frake2, Pavol VitoviÄŤ3, Paavo Kinnunen3,4, Juha-Matti Alakoskela3 1 Sirius Analytical Inc, Beverly, MA, USA; 2 Sirius Analytical Ltd, Forest Row, East Sussex, UK; 3University of Helsinki, Finland; 4Kibron Inc. Espoo, Finland Purpose Instrument Screening for PLD-inducing potential Phospholipidosis (PLD) is a lipid storage disorder characterised by the accumulation of phospholipids Measurements were made using an eight-channel tensiometer The screen for PLD-inducing potential is summarised below. Details of sample preparation and methodology have been published [1] Lipid within cells, and has been found to be induced by several drugs. Whilst PLD is seen in humans with (Delta 8, Kibron Inc.). The device determines surface tension from 1. Prepare stock solutions of drugs in DMSO. D/L 0.02:1 inherited metabolic disorders such as Niemann-Pick and Gauchers disease. It is also of concern as an the maximum weight of meniscus that adheres to 0.5mm diameter 2. Prepare lipid in buffer solution. 5.0mM in 20mM HEPES, 0.1mM D/L 0.1:1 adverse side effect of cationic amphiphilic drugs (CADs). Herein we introduce a novel high-throughput probes (called du NoĂĽy probes) as they are pulled out of solution. EDTA, pH 7.4. D/L 0.5:1 physicochemical screen for predicting the PLD-inducing potential of drugs. Full readout for 96 wells can be obtained in less than two minutes. 3. In a disposable 96-well plate, prepare dilution series in buffer of lipid, lipid + drug, and drug alone (figure 3). D/L 0.5:1 Methods After the entire tray has been measured, the probes are cleaned 4. Transfer 50µL from each well to special 96-well plate. D/L 1:1 In our novel PLD-screening method we profiled the surface activity of compounds interacting with a by heating in a built-in furnace. 5. Insert special plate in instrument and measure surface tension. D/L 1:1 short chain phospholipid 1,2-dioctanoyl-sn-glycero-3-phospho-l-serine (diC8PS). In order to cause PLD, 6. Determine CMC values from discontinuities in isotherms (examples Critical Micelle Concentration (CMC) Figure 1. Kibron Delta 8 Microtensiometer in figure 2). Drug a drug needs to enter the cell, leading to drug-anionic phospholipid complexation. Therefore the extent 7. Calculate CMCDL/CMCL for each Drug/Lipid ratio. (dividing CMCDL At low concentrations, surface-active molecules form a monolayer on air/water interfaces, with the of drug-anionic phospholipid complexation should correlate with its PLD-inducing potency. These by CMCL corrects for the effects of solvent on the CMC values). hydrophilic parts (e.g. negatively charged) in water and the hydrophobic parts in air. If the concentration interactions can be studied using surface tension measurements, which were performed using a Kibron 8. Plot CMCDL/CMCL vs. drug/lipid ratio, and determine R½, the Figure 3. Preparation of drug and lipid to is increased, they pack closer together, and the surface tension decreases. If concentration increases drug/lipid ratio at which CMCDL/CMCL would be half way between its Delta-8 microtensiometer system. The instrument consists of an 8-channel microbalance which records determine CMCL, and CMCDL at four different still further, the hydrophobic parts move out of contact with the water and the molecules form micelles. highest and lowest value (Figure 4). ratios of Drug to Lipid, for a single drug. the pull-force required to remove probes from samples in a 96-well microtitre plate. The surface tension 9. Plot log R½ vs. log min. CMCDL/CMCL (figure 5). In this example, The concentration at which this happens is called the Critical Micelle Concentration (CMC). Above the Analysis of each plate takes 2 minutes (plus of each drug compound was measured at 12 different concentrations in the presence of diC8PS to min. CMCDL/CMCL is the value of CMCDL/CMCL at the D/L ratio, 1:1. time for sample preparation and data analysis). CMC, there is no further decrease in surface tension with increased concentration of compound. establish a surface activity profile. Results Effect of CADs on CMC of phospholipids Relative Critical Micelle Concentrations (CMCs) were calculated from surface tension profiles for Lipid The surface tension of a buffer solution containing a phospholipid different drug/lipid molar ratios and correlated with PLD-induction potency for a range of drugs. The decreases with increasing lipid concentration until the lipid forms Drug + Lipid results show a distinction between CADs known to cause PLD in humans, those having an effect on micelles, with the negatively-charged phosphate groups presented min. CMCDL/CMCL values animals and cells and CADs not causing PLD. The greater the interaction of drug with the phospholipid to the aqueous phase. The graph shows surface tension for the as shown by the surface activity profiles, the higher the risk for PLD in humans. lipid diC8PS (o) and CMCL, the CMC for the lipid. Some drugs (e.g. CADs) bind to the lipid and lower the surface tension and Conclusion CMCDL CMCL CMC (â– ). The term CMCDL denotes the CMC for the DL complex. Direct measurement of the interaction of cationic drugs with a short-chain phospholipid is readily As shown in figure 4, measurements are typically made at four DL established using a high-throughput microtensiometer system. The results correlate with PLD-inducing ratios. For the most lipophilic drugs, e.g. amiodarone, CMC potency of many CADs and provide a ranking scale with respect to PLD risk. The method is well-suited Figure 2. Surface tension of Lipid and drug/Lipid complexes at increasing decreases considerably between 0.02:1 and 0.1:1 DL ratio, but at and easily implemented for screening in the early phases of drug discovery. O CH3 concentrations, showing the CMC for the highest ratios (0.5:1, 1:1), there is little change in CMC. Cationic Amphiphilic Drugs O CH3 the Lipid and the Drug/Lipid complex R½ = drug/lipid ratio at which CMCDL/CMCL has changed by 50% (CADs) Amiodarone Tamoxifen Figure 4. CMCDL/CMCL vs. DL ratio for Figure 5. Study of 53 drugs with known PLD-inducing potential. Drugs reported to cause PLD in humans are clustered in the bottom- Amiodarone, fluoxetine, imipramine, tamoxifen and N Advantages of this novel screening method amiodarone (â– ), promazine (â—Ź), clozapine (â–˛) and amantadine (ď‚‚), showing a decrease in left of this plot. fenfluramine are examples of cationic amphiphilic CH3 I I Imipramine • Fast – 8 parallel sensors and throughput of hundreds of compounds per week. CMC with increasing DL ratio. Values of R½ drugs. Each has a hydrophobic region containing a O CH3 O CH3 • Small compound consumption (<1mg). were obtained by curve fitting and Kibron and Sirius - Sirius are the exclusive distributors of Kibron’s substituted or unsubstituted aromatic or aliphatic N CH3 N • Can be integrated to robotics and automatic liquid handling system. interpolation. instruments for applications in drug discovery and development in the United N States, Canada and UK. Kibron Delta 8 systems are available for evaluation • Automatic sensor cleaning and calibrating after each sample. NH CH3 ring structure and a hydrophilic region consisting of F CH3 CH3 CH3 in Sirius’ applications laboratories in Beverly, MA and Forest Row, UK. Fenfluramine a primary or substituted nitrogen groups that is F • Very good reproducibility of data, correlation to PLD risk and literature data. Sirius - Instrumentation and CRO Services for Physicochemical Profiling F positively charged at physiological pH. F Fluoxetine CH3 Reference [1] P. VitoviÄŤ et al. J. Med. Chem. 51 (2008): 1842 www.sirius-analytical.com F O NH F Instrumentation CRO Services For more information please contact sirius@sirius-analytical.com pKa, logP & logD, PhysChem properties – pKa, logP, logD, solubility, dissolution Sirius Analytical Ltd. Solubility & dissolution Biorelevant media studies – FaSSIF/FeSSIF, excipients Riverside, Forest Row Business Park, Surface Activity Profiling Solid state assays – XRPD, DSC, TGA, Raman Forest Row, East Sussex, RH18 5DW, UK Phone: +44 1342 820720 Fax: +44 1342 820725 Phospholipidosis Surface Tension – CMC, TSA, KAW Web: www.sirius-analytical.com