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Primary Neural Stem Cell-based High Content Phenotypic Screen for Multiple Sclerosis Mei Zhang MD, PhD Small Molecule Platform (SMP) EMD Serono Research & Development Institute Merck KGaA www. emdserono.com
Overview
EMD Serono Phenotypic HCS 2
Disease biology_Multiple sclerosis Medical Rationale Phenotypic based HCS
Screening cascade & technical feasibility HT-HCS
Target deconvolution strategy Summary & Conclusion
Multiple sclerosis (MS) damages myelin sheath, reduces oligodendrocytes and eventually neurons
EMD Serono Phenotypic HCS 3
Remyelination may be a good strategy for MS
EMD Serono Phenotypic HCS 4
Relapsing-Remitting Secondary Progressive
Brain Volume
Clinical Disability
Inflammation
Axonal Loss
SPMS • 35% of total MS patients • RRMS becomes SPMS
•50% in 10 years •90% in 25 years
Lack of remyelinating drug in the clinic/market
- Despite significant progress in understanding OL differentiation, treatment option lacks for remyelination process.
- Few or no good targets are known.
Nat Rev Drug Discov October 2010
Why a phenotypic screen?
EMD Serono Phenotypic HCS 5
● Myelination is mediated by oligodendrocytes with a spectacular
celluar phenotype which can be utilized for screen.
● Phenotypic screen aims to the identification of functional compounds.
● Phenotypes may be resulted from different genotypes thus provide
potential to identify novel therapeutic targets.
How were new medicines discovered?
David C. Swinney & Jason Anthony
Nature Reviews Drug Discovery 10, 507-519 (July 2011)
Some known signaling pathways on oligodendrocyte differentiation
EMD Serono Phenotypic HCS 6
OL Differentiation
Notch1
PI3K
Akt
mTor Rapamycin
PPAR∂
PPAR∂ agonist
Adenosine
Purinergic receptors
Corticoid hormone receptor
Dexamethasone γ-secretase inhib.
Ras Raf
MEK
ERK
PKC
PKA
cAMP
Retinoic acid
5’-N-Ethlycarboxamido- adenosine (NECA)
cJun
Phenotypic platforms deeply rooted at EMD/Merck Serono
EMD Serono Phenotypic HCS 7
More than 100 robust biologically relevant cellular assays have been developed to screen the secretome, small molecules, and discover biotherapeutics in the areas of:
o Neurology o Immunology o Cancer o Reproductive Health o Metabolic endocrinology o Detailed info can be found: Cellular imaging in drug discovery. Nature Reviews Drug Discovery. Paul Lang, et al. 5, 343-35, 2006
• Oli-neu , a murine oligodendrocytic cell line • Searching for biologics inducing OPC terminal differentiation • Positive control is d-butyric cAMP
• 2000 proteins against 90 biologically relevant cell based assays • Combination of biochemistry and cellular imaging
Mitogen Stimulation
A pioneering functional genomics approach searched for biologics from the secretome.
EMD Serono Phenotypic HCS 8
Primary neural stem cells for phenotypic screening
EMD Serono Phenotypic HCS 9
Neural Progenitor
Oligodendrocyte Progenitor
Mature Oligodendrocyte
EGF media bFGF, PDGF
Day 3 0 6 9
x4 T25 T75 x4 x4
T175
(P1) (P2)
~50
x4 T175
+
(P3)
EGF
EGF media EGF, bFGF, PDGF
The behaviors of neural spheres
EMD Serono Phenotypic HCS 10
(Calcium 5)
Spontaneous differentiation EGF
PDGF bFGF
(anti-O4 ICC in Green)
Characterization of cultured neural sphere-derived oligodendrocyte precursors
EMD Serono Phenotypic HCS 11
24 h
48 h
NG2 +++ PDGFRα +++
RIP ++ NG2 + PDGFRα +
72 h RIP +++ O4 ++ O1 ++ MBP ++ PLP ++
Lineage progression after plating as single cells
Time OPC/OL marker
96 h MBP +++ PLP +++ O4 +++ O1 +++ MOG +
Chemical dissociation
Embryonic neural progenitors In EGF as neurospheres:
EGF-Nph P2-P6
Single cells PDGF/bFGF >95% OPC
Methodology
Partial differentiation EGF
PDGF bFGF
(anti-O4)
Factors considered for the assay development for the Screen
EMD Serono Phenotypic HCS 12
1. Cell numbers, plate format
2. ICC assay vs live cell assay 3. “Live stain and wash” vs “add and read” 4. Final condition summary:
• 384 format with Calcein AM plus Hoechst33342 staining
Probes Live Cell Need wash? Intensity Favorite Rank
Probe 1 √ Yes Good 6
Probe 2 √ Yes Good 5
Probe 3 √ May Good 4
Probe 4 √ May OK 3
FLIPR probe √ No OK 2
Calcein AM √ No Very Good 1
Cell plating, treatment, labeling and imaging
EMD Serono Phenotypic HCS 13
Day 1 Plate progenitors
Day 2 Add
Compounds
Day 5 Imaging
24 hr Neural stem cells from neurospheres
Plating (384 PDL)
72hr Start cpd treatment
CaAM + Hoechst Imaging with 4x objective
Image analysis
Image analysis: MetaXpress, MDCStore, and database
EMD Serono Phenotypic HCS 14
Offline MX Station(s)
Acquire
MDCStore
(Oracle)
IXMicro / MX
Data management
Remotely monitor progress from Laptop (office/home network)
Neurite Outgrowth (NO) Module Auto Run analysis
Analyze
Data from MDCStore (Oracle)
Phenotypic screen workflow process (Feasibility test)
EMD Serono Phenotypic HCS 15
1246 compounds screened at single dose (10uM)
Measure morphology - Branch#, Process#, and Total Outgrowth Length per cell
Select compounds with Branch#/cell significant increased (80% increase over DMSO treatment)
10 points DRC
Decide whether to advance to HT-HCS with 96K cpds
EMD Serono Phenotypic HCS 16
Untreated well (Calcien AM)
Positive response sample 1 (Calcien AM)
EMD Serono Phenotypic HCS 17
Compound A
OPC HTS DRC
0.283686681955626Final C.(uM)
0.001 0.1 10
Bra
nch/
Cel
l%ab
oveD
MS
O4
-10
20
50
80
110
140
170
EMD Serono Phenotypic HCS 18
Compound B
OPC HTS DRC
3.51702343860096Final C.(uM)
0.001 0.1 10
Bra
nch/
Cel
l%ab
oveD
MS
O4
0
40
80
120
160
200
Positive response sample 2 (Calcien AM)
Neurite Outgrowth Analysis
EMD Serono Phenotypic HCS 19
Negative contrl (DMSO)
Positive control
Positive hit
Compound A
Concentration (nM)0.1 10 1000
Nor
mal
ized
Bra
nch
Mea
sure
men
t
90
110
130
150
170
190
Compound A
Concentration (nM)0.1 10 1000
Nor
mal
ized
Out
grow
thM
easu
rem
ent
95
105
115
125
135
145
155
165
Branch numbers
Total outgrowth
Positive Control
Feasibility Screen Summary Summary Items Results Note Compounds screened 1246 cpds Focus library Number of positive compounds from 1 dose screen
98 cpds (hit rate 7.8%)
80% branch# increase over DMSO mean
Number of postive compounds from 10 points DRC
25 cpds (confirmation rate 25.5%)
10 pts DRC
Scaffold analysis results 2-3 distinct chemical structures found
Additional 6 singletons identified
EMD Serono Phenotypic HCS 20
… so we are moving up.
The high-throuput HCS Campaign
EMD Serono Phenotypic HCS 21
Primary screen assay Neurosphere-derived oligodendrocyte differentiation assay
Analytics (QC)
Confirmed Hits
Qualified Hits
Primary Hits/Series
DRC confirmation assay Proliferation assay
Series Analysis and Evaluation
Validated Hits
Hit Characterization
In vitro ADME
Including brain penetration (membrane
permeability, brain fraction unbound)
Orthogonal cellular assay Myelin marker
expression
Compound selection rationale for the HT-HCS - Design of a representative subset of the Corporate Screening Set (CSS)
EMD Serono Phenotypic HCS 22
Size:
96 000 compounds (cherry picked) ⇒ 300 plates
Compound criteria (MS_NO level):
• Compound purity > 90%
• rule-of-5 < 2 and no BFG
Selection criteria:
Maintain Murcko-Fragmentation profile (structural diversity)
Maintain profile of MW, logP/logD, tPSA (BBB penetration)
HT-HCS Hit Selection and QC Criteria
EMD Serono Phenotypic HCS 23
Hit definition parameters:
Phenotype-inducing activity threshold: Branching ≥ Mean DMSO value + 3xSD, or Outgrowth ≥ Mean DMSO value + 3xSD
Plate QC: Signal Window ≥ 2
We obtained ‘normal’ HTS hit rate…
EMD Serono Phenotypic HCS 24
A B
HTS (96,000 cpds)
1138
A: Total Outgrowth B: Branches 2sw: hits positive by a signal of window ≥ 2
26 136
A(2sw) -> B(2sw) = 1138 ~ 1.2% hit rate
Mouse Primary assay: Morphology
Rat Secondary assay: MBP production
Myelination Proliferation
Oligodendrocyte progenitors, OPC
Mature oligodendrocytes, OL
PDGFRa NG2 A2B5
O4 O1 GalC MBP
O1 O4 MBP PLP
MBP PLP Mog Mag CNPase
MBP: OL; Neurofilament: axons
Cel
l mar
kers
PDGFRα: OPC; β-tubulin: cytoskeleton
Pre-myelinating oligodendrocytes
MBP:OPC; β-tubulin: cytoskeleton
Differentiation
Confirmation screening assay: MBP ELISA with rat OPC.
EMD Serono Phenotypic HCS 25
DMSO Compound M
Primary assay Secondary assay
EC50: 0.04 n=3 EC50: 1.6 n=4
EC50: 1.5 n=4
Cpd M
Cpd M
Effective in primary and secondary assays (EC50)
BATCH 1
BATCH 2
Compound M: first identified HTS series confirmed with MBP ELISA
EMD Serono Phenotypic HCS 26
Cpd M
EC50: 0.03
A
C
EC50: 0.05
E
EC50: 0.09
B
D
F
EC50: 1.5
Parent
EC50: 0.09
EC50: 0.10
EC50: 0.88
Compounds with nanomolar range EC50
MBP ELISA in rOPC
Cpd M’s analogs in rab MBP ELISA assay
EMD Serono Phenotypic HCS 27
Analogs are predicted BBB penetrants, molecular weight < 300
Summary for the primary and secondary screens of the HTS
EMD Serono Phenotypic HCS 28
From the 1138 positive hits we confirmed the following: • 29 compounds are confirmed with DRC in phenotypic assay. • 7 compounds are positive in secondary assay: MBP ELISA with
rat OPC. • More analogs are being further analyzed (continuing)
Deconvolution strategy
EMD Serono Phenotypic HCS 29
Broad assessment of selected series representative on panel of enzymes and receptors (Cerep)
Proteomic/biochemical approaches: • Affinity chromatography and mass-spec and peptide sequencing • DNA fishing technology
General strategy:
• Analyze cell phenotype
• Find signaling pathway
• Find target(s)
Resource Intensity
Confirmation of target using gene knockdown and/or reference compounds
1. From the HT-HCS, we have obtained a small number of hits that are able to induce myelination in primary neuronal cells from 2 different species.
2. Under extensive evaluation, our screen has been able to progress to the next stage of discovery.
3. In conclusion, HT-HCS can be carried out on primary neural stem cells in search of small molecules that are able to induce software recognizable morphology changes in HT format in a reasonable time frame. More robust assays with specific markers for later differentiation stages would produce more biologically meaningful hits.
Conclusions
EMD Serono Phenotypic HCS 30
Acknowledgement
Carlos Pedraza Christopher Taylor
Michelle Seng Albertina Pereira
Mike Webb Jean Merrill
EMD Serono Phenotypic HCS 31
Tom Noonan Mohanraj Dhanabal
Brian Healey Susan Zhang
Paul Lang
Stephane Genoud Chantal Alliod Aurelie Baguet Fanny Schmidt
Rosanna Pescini Gobert Marie-Jose Frossard
Sandrine Pouly Rob Hooft
Lesley Liu-Bujalski Theresa Johnson
Michael Krug Henry Yu
Andreas Goutopoulos
Multiple Sclerosis Molecular Pharmacology
Chemistry