Evotec Investor Day Presentation Deck
evotec
MOLECULE DISCOVERY
J.DISCOVERY
PAGE 91
TM
GAN technology to create human-like antibodies
100,000s of natural human antibody sequences in the public domain serve as the training set
Example
• Discriminator neural network is lightly
trained on normal human antibodies
MOLECULE DESIGN
J.MD
OAS set-
400,000 per
chain Human
Antibody
Sequences
(Real)
Training Sequences
EVQLQE... VEIKR
QVQLQQ ... VEIKR
QVQLVE... VEIKR
Noise-
PROCESS & PRODUCT DESIGN
JP3
Generator
Discriminator
• 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
We can use GAN technology to create human-like antibodies - indistinguishable from normal human antibodies
43
QLQLVE ... VEIKR
Generated
molecules
(Synthetic)
MANUFACTURING DESIGN
J.PODⓇ
Real or
Synthetic
Human-like antibodyView entire presentation