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Unleashing innovation through 
next generation bio-informatics 
Phenome Networks Confidential
2 
PLANT BREEDING COMPANIES GENERATE 
ENDLESS DATA 
It is stored in sub-optimal datastores such as 
notes, excels and local solutions. 
NO ONE HAS CONSOLIDATED ACCESS TO THE 
SUM OF DATA FROM PUBLIC RESEARCH
A large financial investment goes to waste 
Phenome Networks Confidential 
3 
5,000 
STUDIES 
$100K 
EACH 
$500M 
INVESTMENT
Phenome Networks Confidential 
Impossible today 
4 
Study 
1 
Study 
2 
Combined 
insights 
1+2
5 
What if we could standardize phenotype and 
genotype vocabulary? 
• Linking genomics to traditional breeding 
• Share and compare data from multiple research groups 
(standardization) 
• Link to other academic public-domain data
Genetic research works to correlate 
genotypes with phenotypes 
POPULATION /ENVIRONMENT 
POPULATION / ENVIRONMENT 
POPULATION / ENVIRONMENT 
Phenome Networks Confidential 
6 
MILLIONS OF GENETIC MARKERS 
One 
study, 
one 
population 
PHENOTYPES 
Large investment 
Vast amount of data 
Complex analysis
Many research groups are working. 
In isolation. 
POPULATION /ENVIRONMENT 
POPULATION / ENVIRONMENT 
POPULATION / ENVIRONMENT 
Phenome Networks Confidential 
7 
MILLIONS OF GENETIC MARKERS 
PHENOTYPES 
One 
study, 
one 
population
Sharing and collaboration among multiple 
groups is challenging 
Phenome Networks Confidential 
8 
? 
HIS 
DATA 
ADHOC 
EXCEL 
SHEET 
PDF 
REPORTS 
MY 
DATA
Missing crucial insights 
POPULATION /ENVIRONMENT 
POPULATION / ENVIRONMENT 
POPULATION / ENVIRONMENT 
population Other traits affected by my 
Phenome Networks Confidential 
9 
MILLIONS OF GENETIC MARKERS 
PHENOTYPES 
One 
project, 
one 
favorite marker? 
Impact of my markers in 
other populations? 
Are the effects consistent in 
different environments?
Standardization is needed… 
Phenome Networks Confidential 
10 
Phenotype Germplasm Genotype 
Trait 1 
Trait 2 
Trait 3 
Trait’s 
ontology 
Unify 
scales 
Germplasm 1 
Germplasm 2 
Germplasm 3 
Pedigree 
relations 
Define 
source 
Marker 1 
Marker 2 
Marker 3 
Link to 
genetic / 
physical 
map 
Germplasm 
Phenotype Genotype 
Metadata on experiments / populations
In an ideal world we want to innovate by 
integrating data from multiple sources 
POPULATION /ENVIRONMENT 
POPULATION / ENVIRONMENT 
POPULATION / ENVIRONMENT 
Phenome Networks Confidential 
11 
MILLIONS OF GENETIC MARKERS 
PHENOTYPES
Giving Private Access to Public Data 
Private Public 
1 2 3 4 
Phenome Networks Confidential 
12 
Register, 
without 
central 
admins 
Upload 
data 
Analyze 
data 
Integrate 
with public 
academic 
data 
Share data 
and 
findings 
Search data 
Search results 
Correlate 
Get alerts
UNITY: Aggregating all phenotypes / genotypes of 
all species in one place 
Papers Papers 
Papers Papers 
SGN GRAMENE NCBI PANZEA 
Phenome Networks Confidential 
13 
Papers 
PHENOME-NETWORKS
UNITY: unleashing new insights by combining 
information about the world’s species 
Phenome Networks Confidential 
14 
Study 
1 
Study 
2 
Combined 
insights 
1+2
Phenome Networks Confidential 
We are in private beta. 
For more information, go here: 
http://phenome-networks.com/unity/ 
15

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Project Unity: The Way of the Future for Plant Breeding

  • 1. Unleashing innovation through next generation bio-informatics Phenome Networks Confidential
  • 2. 2 PLANT BREEDING COMPANIES GENERATE ENDLESS DATA It is stored in sub-optimal datastores such as notes, excels and local solutions. NO ONE HAS CONSOLIDATED ACCESS TO THE SUM OF DATA FROM PUBLIC RESEARCH
  • 3. A large financial investment goes to waste Phenome Networks Confidential 3 5,000 STUDIES $100K EACH $500M INVESTMENT
  • 4. Phenome Networks Confidential Impossible today 4 Study 1 Study 2 Combined insights 1+2
  • 5. 5 What if we could standardize phenotype and genotype vocabulary? • Linking genomics to traditional breeding • Share and compare data from multiple research groups (standardization) • Link to other academic public-domain data
  • 6. Genetic research works to correlate genotypes with phenotypes POPULATION /ENVIRONMENT POPULATION / ENVIRONMENT POPULATION / ENVIRONMENT Phenome Networks Confidential 6 MILLIONS OF GENETIC MARKERS One study, one population PHENOTYPES Large investment Vast amount of data Complex analysis
  • 7. Many research groups are working. In isolation. POPULATION /ENVIRONMENT POPULATION / ENVIRONMENT POPULATION / ENVIRONMENT Phenome Networks Confidential 7 MILLIONS OF GENETIC MARKERS PHENOTYPES One study, one population
  • 8. Sharing and collaboration among multiple groups is challenging Phenome Networks Confidential 8 ? HIS DATA ADHOC EXCEL SHEET PDF REPORTS MY DATA
  • 9. Missing crucial insights POPULATION /ENVIRONMENT POPULATION / ENVIRONMENT POPULATION / ENVIRONMENT population Other traits affected by my Phenome Networks Confidential 9 MILLIONS OF GENETIC MARKERS PHENOTYPES One project, one favorite marker? Impact of my markers in other populations? Are the effects consistent in different environments?
  • 10. Standardization is needed… Phenome Networks Confidential 10 Phenotype Germplasm Genotype Trait 1 Trait 2 Trait 3 Trait’s ontology Unify scales Germplasm 1 Germplasm 2 Germplasm 3 Pedigree relations Define source Marker 1 Marker 2 Marker 3 Link to genetic / physical map Germplasm Phenotype Genotype Metadata on experiments / populations
  • 11. In an ideal world we want to innovate by integrating data from multiple sources POPULATION /ENVIRONMENT POPULATION / ENVIRONMENT POPULATION / ENVIRONMENT Phenome Networks Confidential 11 MILLIONS OF GENETIC MARKERS PHENOTYPES
  • 12. Giving Private Access to Public Data Private Public 1 2 3 4 Phenome Networks Confidential 12 Register, without central admins Upload data Analyze data Integrate with public academic data Share data and findings Search data Search results Correlate Get alerts
  • 13. UNITY: Aggregating all phenotypes / genotypes of all species in one place Papers Papers Papers Papers SGN GRAMENE NCBI PANZEA Phenome Networks Confidential 13 Papers PHENOME-NETWORKS
  • 14. UNITY: unleashing new insights by combining information about the world’s species Phenome Networks Confidential 14 Study 1 Study 2 Combined insights 1+2
  • 15. Phenome Networks Confidential We are in private beta. For more information, go here: http://phenome-networks.com/unity/ 15