current thinking in ensuring the quality of compound collections · 2016. 2. 26. · general...
TRANSCRIPT
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Current Thinking in Ensuring the Quality of
Compound Collections
Zoe Blaxill
[email protected] – for any questions
Property of GlaxoSmithKline
mailto:[email protected]
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Introduction
Historical situation
–Emphasis on:
–Ensuring compounds had high purity and stability
–Minimising water uptake
–Less emphasis on structural properties
–Numerous examples of similar compounds or analogues in collections
–Compound long-term storage at single (10mM) concentration
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Preferred Properties of Compounds are Evolving
Property of GlaxoSmithKline
500
5
Limit of “Lipinski Rule of 5” Space”
Optimal drug-like space
Fragment space 200
0
350
Lead-like space
3
Many older screening compounds in
“drug-like” space
Now a shift to lead-like space to help
deliver better candidates
Lead-like compounds may need to be
screened at higher concentrations
In the extreme, Fragment Based Drug
Discovery (FBDD) uses very small
molecules at very high concentrations
Leeson, Nat. Rev. Drug Disc., 2007, 881
Wenlock, J. Med. Chem., 2003, 1250
Ritchie, Drug Discovery Today, 2009, 14, 1011
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Three key components of FBDD
SCREENING &
CONFIRMATION
Low MW (~1mM)
Crystallography
And other high conc. assays
Computational Chemistry
Fragment to Lead
Medicinal Chemistry
FRAGMENT LIBRARY
STRUCTURE-GUIDED
OPTIMISATION,
LIGAND EFFICIENCY
Chessarie and Woodhead, Drug Discovery Today, 2009, 14, 1011
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Safety profiling built into screening cascades to try
and reduce late stage attrition Reasons For NME Termination By Stage
2005-2009 Industry Portrait
Hepatotoxicity Genotoxicity
GreenScreen
assay licensed to
identify
Genotoxicants
Cell Health assay
detects 70% of
known
hepatotoxicants
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Impact on Compound Management and Analytical QC
Requirement to store and
process high concentration
DMSO solutions.
Implications for process and
inventory systems.
Need to consider stability and
solubility in DMSO.
Need to consider precipitation.
Compounds are more polar.
Compounds have fewer or
weaker chromophores.
RT≤0.2 RT 0.2 < X ≤ 0.4
2009 2010
2011 2012
Impact on LC-MS Generic QA Method
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High Concentration DMSO solutions
Generally, the need for high concentrations is driven by the limited DMSO
tolerance in biological assays.
Examples: Fragment-based screening & Tox assays (e.g. hERG)
1 mM 10 mM 100 mM
2% 20 µM 200 µM 2 mM
1% 10 µM 100 µM 1 mM
0.5% 5 µM 50 µM 500 µM
0.1% 1 µM 10 µM 100 µM
Top Assay Concentration for Stock Concentration of:DMSO
Tolerance
1
10
100
1000
Cip
rofl
oxa
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Spar
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0 (µ
M)
Adapted from de Bruin et al., Eur Heart J, 2005 Hajduk and Greer, Nat Rev DD, 2007
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What are we looking for in high concentration solutions?
Stability
Ilouga et al, JBS 2007
6mM DMSO solutions
Zitha-Bovens et al, JBS 2009
2mM DMSO solutions
Blaxill et al, JBS 2009
10mM DMSO solutions
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What are we looking for in high concentration solutions?
Solubility in DMSO
Solubility in Buffer
0%
10%
20%
30%
40%
50%
% o
f co
mp
ou
nd
s
<5%
5-1
0%
10-2
0%
20-5
0%
50-8
0%
80-1
20%
>120%
Ratio of buffer to DMSO
concentrations, %
Popa-Burke et al., Analytical Chem. 2004
3mM solutions, 5% DMSO in pH7.4 PBS
GSK in-house data, Holyoak et al.
Looked at Ratio of Buffer Conc/ DMSO Conc and compared
this ratio to the Measured Aqueous solubility
Balakin et al, 2004
Up to 20% of compounds in
commercial libraries are poorly
soluble in DMSO at 10mM
0
10
20
30
40
50
0-20% 20-50% 50-80% 80%+
% of compound in Buffer
% o
f co
mp
ou
nd
s
0-30 uM Aq.Solubility (LOW)
30uM+ Aq. Solubility
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How is “stability” measured?
UV peak detected at the same retention time as an ion chromatogram corresponding to the expected mass.
Purity percentage calculated from DAD chromatograms.
Purity measured at Tzero and Tnow.
Defined as a reduction in the initial purity value.
DAD-UV Autosampler
(384-well plate)
UPLC
(separation) MS Purity
Stability
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Compound Selection
Molecular Weight
Selected compounds
400 @ 10mM
250 @ 40mM
Out of:
40,000 @ 10mM
8,500 @ 40mM
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80
0
10mM
40mM
Molecular weight
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80-89
90-99
100
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
80
Init
ial p
uri
ty
Current purity
40 mM 10 mM
80-89
90-99
100
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
80
Init
ial p
uri
ty
Current purity
Very reproducible method.
No difference between overall rate of degradation of 10mM stocks vs. 40mM stocks.
Overall results
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Fragments (2000 compounds)
General discovery compounds (500 compounds)
Solubility: analysis of precipitated samples
Two main types of 100mM samples investigated
95.2%
4.8%
84.3%
15.7%
Fragments
4.8% precipitates
No 10mM solutions made
General discovery
15.7% precipitates
No ppt from compounds when a
corresponding 10mM solution was available
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-1%
1%
3%
5%
7%
9%
11%
13%
15%
17%
19%
21%
23%
25% 30
0
MW
All
Precipitates
0%
2%
4%
6%
8%
10%
12%
14%
16%
18%
20%
70
0
MW
All
Precipitates
Fragments Discovery Compounds
0%
4%
8%
12%
16%
20%
24%
28%
32%
36%
40%
7
clogP
All
Precipitates
0%
2%
4%
6%
8%
10%
12%
14%
16%
18%
20%
7
clogP
All
Precipitates
-
9%
2% 3% 0% 1%
2%
25%
57%
4% 2% 2% 1% 2%
4%
21%
-10%
0%
10%
20%
30%
40%
50%
60%
% C
om
po
un
ds
Precipitates
All
Purity
Fragments Discovery Compounds
Initial purity measurement same
for precipitated and non-
precipitated samples.
Clear differences in
concentrations for the precipitated
samples.
No apparent phys-chem
properties differences between
precipitated and non-precipitated
samples for fragments.
0% 3%
8%
21%
68%
6% 3%
7%
17%
67%
0%
10%
20%
30%
40%
50%
60%
70%
80%
% C
om
po
un
ds
Precipitates
All
Purity
8% 10%
12% 13%
26%
30%
1%
27% 29%
22%
8% 6%
2%
5%
0%
5%
10%
15%
20%
25%
30%
35%
% C
om
po
un
ds
Concentration
All
Precipitates
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High Concentration DMSO solutions
Fragments @ 100mM Discovery Compounds @ 100mM
Level of precipitation lower for fragments versus general discovery compounds.
Majority of “precipitates” are actually solids not dissolving in DMSO, rather than
solutions that precipitate out in time and/or F/T cycles.
Precipitates cause tip clogging and carry-over in Compound Management.
Precipitated samples could not be solubilised through sonication, but dilution and
sonication solubilised all samples.
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Brooks’ Tube Auditor™
The Tube Auditor (TA) is designed for high-speed, non-contact volume
measurement and precipitate detection for SBS format microtubes.
TA uses high resolution camera to acquire images of tubes
TA software then analyses defined “regions of interest” to identify the height of
the meniscus, and to confirm the presence or absence of precipitate and tube
caps
Measure
Volume
Identify
Empty
Tubes
Detect
Precipitate
Check if
Caps
Present
Rectangular regions of interest
superimposed on tube image
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Immediate Processing Quality Control (IPQC)
at Time Zero
Compound
synthesis or
supply from
other source
Registration,
dissolution &
loading into STS
Downstream
compound handling
& repeat dispensing
Mandatory publication
of compound QA
• Confirmed compound
identity and purity at
point of registration
• Original QA data
available for
comparative analysis
Downstream UV testing
• Analysis of downstream
samples, or after repeat
dispensing from Small
Tube Store.
• Confirms identity &
conc. Detects significant
purity changes
t=0 test after STS load
• Confirmed compound
identity/purity and conc.
after dissolution/loading
into Small Tube Store.
• Generates comparative
reference data for t>0
testing
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• All published literature indicates routine compound QC at a single time-point (except for stability studies).
• All analysis is on the stock solutions, generally when the solution is first made.
• Is that analysis indicative of what is actually screened?
• If compounds crash out of solution (water absorption or low DMSO solubility), decompose in storage, are being under- or over-dispensed on liquid handling equipment, are being switched during handling, basically everything that could happen post-stock creation,
The initial QC will not tell you anything about what was actually screened!
QC of Assay-Ready plates
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UV scanning method
Receive
dry
sample
Make
10mM
stock
Make 2D tubes
For long-term storage
DMSO
Serial dil n Mother
Analytical
QC plate Baseline
(T 0 ) UV - Vis
Identity, purity, concentration
determination
All scans will be
compared to it Retrieve tubes
from store for
cherry-picking
Cherry-pick
into mother plate
Serially-dilute
mother plate
Replicate into
assay-ready plates
Tassay
UV-Vis
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0
0.2
0.4
0.6
0.8
1
1.2
1.4
280
290
300
310
320
330
340
350
360
370
380
390
400
410
420
430
440
450
460
470
480
490
500
Wavelength (nm)
Ab
so
rba
nc
e
Tassay
T0
Slope => direct correlation concentration differences
R2 (or other match measure) => direct correlation with identity
Correct compound and conc. => slope = R2 = 1.0
280-500nm, every 10nm
y = 0.9962x
R2 = 0.9993
0
0.2
0.4
0.6
0.8
1
1.2
1.4
0 0.2 0.4 0.6 0.8 1 1.2 1.4
Absorbance Tassay
Ab
so
rba
nc
e T
0
Absorbance of Tassay vs T0
slope
The method
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Tref is always magenta
Tassay being compared blue
All other scans are green
Plate map
Link to Mismatch Report
(download to Excel
option)
Links to
each well
spectra
Software
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30 failures in a Tzero
plate. Mismatch report
indicated that all were
for 30 identical LNB’s
on that plate –
registration error
corrected.
Examples
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• Multiple assay plates made.
• 2 look fine, 1 is an empty well.
• Error could be corrected prior to sending plate for screening.
Examples
Empty well
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Examples
• Program team observes discrepant data and assumes due to different compound sources.
• Re-orders compounds from all solutions available to screen in parallel. • Scanned all Tassay plates that contained these compounds. • Program team found the cause to be due to assay artifacts.
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How precipitation affects serial dilutions
13 100mM compounds with precipitate and identical 13 compounds at 10mM
without precipitate were put in column 1.
The supernatent only was hand pipetted and put in column 1.
A 3-fold serial dilution was done on the FX to create a plate.
Columns 8 and 17 were found to have similar concentrations of about 100uM.
UV scan was used to compare the compounds after the serial dilution.
Wavelength
Ab
so
rba
nce
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7 were a perfect
match
(R2 ~1 and slope ~1)
Supernatant Plate
The presence of precipitate in the first column did not make any difference to
the serial dilution.
Surprisingly, the concentrations of the precipitated solutions were lower than
what was calculated from nominal.
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Conclusion
Compound Management and Analytical Chemistry have an ongoing challenge to
be able to meet the demands of a changing compound collection.
Alternative QA methods for polar compounds need to be investigated.
Stability of higher concentration DMSO solutions has not been found to be an
issue.
Less precipitation has been observed in fragments than general discovery
compounds at high concentrations.
No apparent physical chemistry property differences between precipitated and
non-precipitated samples for fragments.
Serial dilutions are not affected by precipitates.
UV scanning of assay plates is a good method of process control.
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Acknowledgements
Ioana-Popa-Burke – SMTech RTP
Neil Hardy – SMTech – UK
Ian Churcher – Discovery Sciences - UK
UV scan team – all sites
SMTech – all sites
Many others
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Property of GlaxoSmithKline