Evotec Investor Day Presentation Deck
evotec
MOLECULE DISCOVERY
J.DISCOVERY
TM
PAGE 92
Billions of human-like antibodies created to screen for activity
Transfer learning can bias libraries toward antibodies with superior qualities
Example
• Discriminator neural network is lightly
trained on normal human antibodies
• Generator creates antibody structures
that sometimes fool the Discriminator,
and learns from this experience
• Discriminator is trained with more real
human antibodies, forcing the Generator
to improve
• Eventually Generator produces a diverse
library of antibodies indistinguishable for
human antibodies
MOLECULE DESIGN
J.MD
OAS set-
400,000 per
chain Human
Antibody
Sequences
Noise-
(Real)
Training Sequences
EVQLQE... VEIKR
QVQLQQ ... VEIKR
QVQLVE... VEIKR
Generator
PROCESS & PRODUCT DESIGN
JP3
Discriminator
4*
QLQLVE ... VEIKR
Generated
molecules
(Synthetic)
Real or
Synthetic
MANUFACTURING DESIGN
J.PODⓇ
Screen
Diverse library of
human-like
antibodies (> 109)
Libraries containing billions of human-like antibodies are being created to screen for therapeutic activity
Target
antigenView entire presentation