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Optimizing the Discovery of Candidate Compounds
Founded in 2015
Generating the GeneScape™ Proprietary Database
Gene Response Matrix and
Modular Biology
Dr. Gennaro D’Urso Dr. Leland Hartwell Dr. Corey Nislow Dr. Guri Giaever
Drug Response Matrix and
Chemogenomic Profiling
The GN STORY
GeneScape™ QR Codes
Genotype Fitness
Gene-Level Analysis
GeneScape™ QR Map
Peroxisome
Metabolism and aa Biosynthesis
Secretion & Vesicle Transport
Protein Folding & Glycosylation
Cell Polarity & Morphogenesis
DNA Replication & Repair
Mitosis & Chr. Segregation
Nuclear Migration & Protein Degradation
Nuclear-Cytoplasmic Transport
Chromatin & Transcription
RNA Processing
Ribosome & Translation
Mitochondria
Source: Costanzo et al, 2010, Science
Bioactive Compound Positioning Source: Costanzo et al, 2010, Science
Discovery Case Study
One Compound was
Tested in Vivo and
Showed Decrease of
Viral PCR Signal
Identified a
Handful of
Compounds with
Matching QR-
DRMs
Two of these
Compounds
Subsequently Showed
nM COVID-19 Antiviral
Activity in Vitro
Value
1 2 3
Early Discovery/ Pre-Clinical Phase 1 Phase 2 Phase 3 FDA
5-7 Years 2 Years 2 Years 2 Years 1.5 Years
89.5 % Failure rate 55.5% Failure rate 80.4% Failure rate 68.8% Failure rate 28.7% Failure rate
Conventional Path (New Drug)
AI Chemistry Phase 1 EUA Phase 2 - 3
2 Years 2 Years 1 Years 1 Years
Accelerated Path (Start with Validated Target)
Phase 2 - 3
< 2 years (EUA)
GeneScape™
Discovery Options
Decentralizing Computers
“Personal computers are enriching what people do…
it is very decentralized, very democratic.”
Steve Jobs, 1981
9
Decentralizing the Human Genome
Human Genome Project
10
Decentralizing Pharmaceuticals
GeneScape™
11
PharmaDAO
Combining the Power of Gene1c Networks &
a Decentralized Autonomous Organiza1on (DAO)
12
DAO funds
candidate drugs $
Dr. Gennaro D’Urso
Founder, CEO Genetic Networks
Genetic Networks + PharmaDAO

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