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Australia’s National Science Agency
Cloud-based bioinformatics
APIs enable global collaborations and
accelerate health and medical research
A/Prof. Denis C. Bauer, Sept 2021, Virtual
Australia’s National Science Agency
Digital Health needs
strong APIs for
solutions that are
larger than the sum of
their parts.
APIs accelerate health | @allPowerde @Tbioinf
Australia’s largest digital health program
• Powers Australia’s and England’s
clinical terminology service.
• First clinically validated mobile
APP for heart rehabilitation.
• Developed the Total Wellbeing &
Low-Carb Diets.
3 |
Manipulating
the genome
… for new therapeutic
applications
Modernizing
collaborations
… to empower
innovation
Cloud-based Bioinformatics
APIs accelerate health | @allPowerde @Tbioinf
Understanding
the Genome
… to advance clinical
genomics
4 |
New York
JULY
Australia
SEPTEMBER
Singapore
APRIL
Helsinki & North
MARCH
Paris
DECEMBER
London
OCTOBER
Jakarta
FEBRUARY
Hong Kong
AUGUST
JUNE
India
MAY
Check out our API Conferences here
50+ events since 2012, 14 countries, 2,000+ speakers, 50,000+ attendees,
300k+ online community
Want to talk at one of our conferences?
Apply to speak here
Everyone has
mutations that
should inform their
clinical care.
Chanfreau-Coffinier et al. JAMA Netw Open. 2019
APIs accelerate health | @allPowerde @Tbioinf
5 |
The era of
Mega-biobanks
requires analytics to
go to the data.
credit kotoffei/shutterstock
APIs accelerate health | @allPowerde @Tbioinf
6 |
APIs broker access to data
7 | APIs accelerate health | @allPowerde @Tbioinf
API
Data Analytics
VariantSpark ElasticMapReduce cluster
APIs accelerate health | @allPowerde @Tbioinf
8 |
Population-scale genomic data analysis requires
BigData solutions
High-performance compute
cluster
Apache Spark cluster
Focus Compute-intensive Data-intensive
Node-bound Yes No
Parallelization 100+ CPU 1000+ CPU
Parallelization procedure bespoke standardized
APIs accelerate health | @allPowerde @Tbioinf
9 |
World-first analysis of 1 trillion genomic datapoints
APIs accelerate health | @allPowerde @Tbioinf
Bayat et al. GigaScience 2020
• 3.6 times faster than BigData
competitors on today’s data
• Tomorrow’s data: 15h vs
100,000 years
McCann, Journal of Medical Genetics, 2020
Nicolas, Cell Neuron, 2018
10 |
Australia’s National Science Agency
Disease Genes:
cardiovascular disease
Cloud-native machine learning | A/Prof Denis Bauer | @Tbioinf @allPowerde
VariantSpark
By jesse orrico
By Catherine Please
50,000 case/control
Which strain to build a vaccine for?
Cloud-basd Bioinformatics | @Tbioinf @allPowerde
most
infectious
Australia’s National Science Agency
Cloud-native bioinformatics accelarates health research | @Tbioinf @allPowerde
VariantSpark
Case
(2162 samples)
Control
(2166 samples)
Variants of Interest:
Covid-19 virus
Capturing ‘Patient status’
Cloud-native bioinformatics fighting COVID-19 | @Tbioinf @allPowerde
GISAID May 2020 GISAID Oct 2020
GISAID May 2021
APIs translate meaning
15 | APIs accelerate health | @allPowerde @Tbioinf
API
Data
Data
Future analysis: better data
Cloud-native bioinformatics fighting COVID-19 | @Tbioinf @allPowerde
GISAID May 2020
•FHIR®-based for enabling
and syndication of clinical
terminologies.
•Supports the advanced use of
SNOMED CT & underpins UK’s
NHS.
Ontoserver: One-stop-shop for advanced terminology
Medical science at scale | @allPowerde @Tbioinf
17 |
By 2030 it is estimated that 50% of the world
population will have been sequenced.
20 EB Storage / year
Stephens et al. BigData: Astronomical or Genomical (2015)
Data acquisition of BigData disciplines in 2025
Genomics
YouTube
Astronomy
Twitter
Frost&Sullivan
Cloud-native machine learning | A/Prof Denis Bauer | @Tbioinf @allPowerde
Desktop
computers
Cloud server
(Autos-scale)
Serverless
Focus Full control Flexible Agility
Flexibility
No Overhead
Scalability
Cost-effective
Analogy
own car
by madd.org
ride share
by blacklane.com
chauffeur
Exchanging genomic data with cloud-native solutions
Bringing the compute to the data | @Tbioinf @allPowerde
Cloud-native data exchange
Bringing the compute to the data | @Tbioinf @allPowerde
• Scales to 30 quadrillion
datapoints.
• Handle dynamic
patient consent
because data is not
replicated in a
database.
• Modular for real-time
analytics.
Bringing the compute to the data | @Tbioinf @allPowerde
sBeacon: Lambda
ingestion engine
Laboratory
API
Gateway
Lambda Function:
submitDataset
Dynamic
Datasets
SNS:
summariseDataset
DynamoDB
VerSummaries
Lambda Function:
summariseVCF
Lambda Function:
summariseSlice
SNS: summariseSlice
S3 Buckets containing
VCF files
SNS: summariseVCF
LAMBDA Function:
summariseDataset
2 3 19
24
4 6.22
5.21
7.23
20
17
18
15
16
12
9
13
8
10 11
14
Cost-effective: 300-fold monthly cost saving
Bringing the compute to the data | @Tbioinf @allPowerde
$
$
Traditional
APIs exchange information between
analytics
23 | APIs accelerate health | @allPowerde @Tbioinf
API
Analytics
Analytics
World first: Handling population scale data
350 Million Samples
3
Billion
variants
1 quintillion
datapoints
Real-time
processing
Cloud-basd Bioinformatics | @Tbioinf @allPowerde
Manipulating
the genome
… for new therapeutic
applications
Modernizing
collaborations
… to empower
innovation
Cloud-based Bioinformatics
APIs accelerate health | @allPowerde @Tbioinf
Understanding
the Genome
… to advance clinical
genomics
25 |
Australia’s National Science Agency
The world around us is being revolutionized by CRISPR,
whether we’re ready for it or not.
Jennifer A. Doudna
Design of model organisms Large scale screens Gene Therapy
Biosecurity
CRISPR: programmable genomic addressing system
APIs accelerate health | @allPowerde @Tbioinf
27 |
Australia’s National Science Agency
Genome Editing:
Revolutionize medicine
Cloud-basd Bioinformatics | @Tbioinf @allPowerde
Gene therapy’s journey to the clinic
Optimizing
editing site
Making gene therapy better
Specificity:
better vectors
Efficiency:
better guides
Safety:
better outcomes
Host Vector Host
APIs make solutions more modular
31 | APIs accelerate health | @allPowerde @Tbioinf
API
Analytics
Data
Transformational Bioinformatics | Denis C. Bauer | @allPowerde
Cloud-basd Bioinformatics | @Tbioinf @allPowerde
One of the first Serverless Applications in Research
Cloud-basd Bioinformatics | @Tbioinf @allPowerde
Best target for heart
Automated workflows with GT-Scan API
APIs accelerate health | @allPowerde @Tbioinf
34 |
Manipulating
the genome
… for new therapeutic
applications
Modernizing
collaborations
… to empower
innovation
Cloud-based Bioinformatics
APIs accelerate health | @allPowerde @Tbioinf
Understanding
the Genome
… to advance clinical
genomics
35 |
Australia’s National Science Agency
Time to bridge the gap between
research and industry.
Cloud makes talent &
solutions more
accessible.
Credit: Upklyak & starline/freepik
Deployment at the speed of cloud
Medical science at scale | @allPowerde @Tbioinf
CSIRO takes genome product to
the world on Amazon
1 AWS review
“Powerful bioinformatics”
37 |
Infrastructure as code makes academic
brilliance accessible to industry
Medical science at scale | @allPowerde @Tbioinf
38 |
APIs enable collaborations
39 | APIs accelerate health | @allPowerde @Tbioinf
API
Applicator
Innovator
1. Bringing genomics into clinical practice:
VariantSpark – finding disease genes.
sBeacon – enable global data exchange.
2. Exploring new Treatment avenues:
GT-Scan – making gene editing safer.
3. Enabling collaboration between academia and clinic:
using cloud solutions to bridge the gap.
Three things to remember
Medical science at scale | @allPowerde @Tbioinf
40 |
Australia’s National Science Agency
CSIRO Health and Biosecurity
Denis Bauer
Denis.Bauer@csiro.au
Let’s work
together
Visit our site:
https://bioinformatics.csiro.au
@allPowerde
@Tbioinf
New York
JULY
Australia
SEPTEMBER
Singapore
APRIL
Helsinki & North
MARCH
Paris
DECEMBER
London
OCTOBER
Jakarta
FEBRUARY
Hong Kong
AUGUST
JUNE
India
MAY
Check out our API Conferences here
50+ events since 2012, 14 countries, 2,000+ speakers, 50,000+ attendees,
300k+ online community
Want to talk at one of our conferences?
Apply to speak here

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apidays LIVE Australia 2021 - APIs enable global collaborations and accelerate health and medical research by Dr. Denis Bauer, CSIRO

  • 1. Australia’s National Science Agency Cloud-based bioinformatics APIs enable global collaborations and accelerate health and medical research A/Prof. Denis C. Bauer, Sept 2021, Virtual
  • 2. Australia’s National Science Agency Digital Health needs strong APIs for solutions that are larger than the sum of their parts.
  • 3. APIs accelerate health | @allPowerde @Tbioinf Australia’s largest digital health program • Powers Australia’s and England’s clinical terminology service. • First clinically validated mobile APP for heart rehabilitation. • Developed the Total Wellbeing & Low-Carb Diets. 3 |
  • 4. Manipulating the genome … for new therapeutic applications Modernizing collaborations … to empower innovation Cloud-based Bioinformatics APIs accelerate health | @allPowerde @Tbioinf Understanding the Genome … to advance clinical genomics 4 |
  • 5. New York JULY Australia SEPTEMBER Singapore APRIL Helsinki & North MARCH Paris DECEMBER London OCTOBER Jakarta FEBRUARY Hong Kong AUGUST JUNE India MAY Check out our API Conferences here 50+ events since 2012, 14 countries, 2,000+ speakers, 50,000+ attendees, 300k+ online community Want to talk at one of our conferences? Apply to speak here
  • 6. Everyone has mutations that should inform their clinical care. Chanfreau-Coffinier et al. JAMA Netw Open. 2019 APIs accelerate health | @allPowerde @Tbioinf 5 |
  • 7. The era of Mega-biobanks requires analytics to go to the data. credit kotoffei/shutterstock APIs accelerate health | @allPowerde @Tbioinf 6 |
  • 8. APIs broker access to data 7 | APIs accelerate health | @allPowerde @Tbioinf API Data Analytics
  • 9. VariantSpark ElasticMapReduce cluster APIs accelerate health | @allPowerde @Tbioinf 8 |
  • 10. Population-scale genomic data analysis requires BigData solutions High-performance compute cluster Apache Spark cluster Focus Compute-intensive Data-intensive Node-bound Yes No Parallelization 100+ CPU 1000+ CPU Parallelization procedure bespoke standardized APIs accelerate health | @allPowerde @Tbioinf 9 |
  • 11. World-first analysis of 1 trillion genomic datapoints APIs accelerate health | @allPowerde @Tbioinf Bayat et al. GigaScience 2020 • 3.6 times faster than BigData competitors on today’s data • Tomorrow’s data: 15h vs 100,000 years McCann, Journal of Medical Genetics, 2020 Nicolas, Cell Neuron, 2018 10 |
  • 12. Australia’s National Science Agency Disease Genes: cardiovascular disease Cloud-native machine learning | A/Prof Denis Bauer | @Tbioinf @allPowerde VariantSpark By jesse orrico By Catherine Please 50,000 case/control
  • 13. Which strain to build a vaccine for? Cloud-basd Bioinformatics | @Tbioinf @allPowerde most infectious
  • 14. Australia’s National Science Agency Cloud-native bioinformatics accelarates health research | @Tbioinf @allPowerde VariantSpark Case (2162 samples) Control (2166 samples) Variants of Interest: Covid-19 virus
  • 15. Capturing ‘Patient status’ Cloud-native bioinformatics fighting COVID-19 | @Tbioinf @allPowerde GISAID May 2020 GISAID Oct 2020 GISAID May 2021
  • 16. APIs translate meaning 15 | APIs accelerate health | @allPowerde @Tbioinf API Data Data
  • 17. Future analysis: better data Cloud-native bioinformatics fighting COVID-19 | @Tbioinf @allPowerde GISAID May 2020
  • 18. •FHIR®-based for enabling and syndication of clinical terminologies. •Supports the advanced use of SNOMED CT & underpins UK’s NHS. Ontoserver: One-stop-shop for advanced terminology Medical science at scale | @allPowerde @Tbioinf 17 |
  • 19. By 2030 it is estimated that 50% of the world population will have been sequenced. 20 EB Storage / year Stephens et al. BigData: Astronomical or Genomical (2015) Data acquisition of BigData disciplines in 2025 Genomics YouTube Astronomy Twitter Frost&Sullivan Cloud-native machine learning | A/Prof Denis Bauer | @Tbioinf @allPowerde
  • 20. Desktop computers Cloud server (Autos-scale) Serverless Focus Full control Flexible Agility Flexibility No Overhead Scalability Cost-effective Analogy own car by madd.org ride share by blacklane.com chauffeur Exchanging genomic data with cloud-native solutions Bringing the compute to the data | @Tbioinf @allPowerde
  • 21. Cloud-native data exchange Bringing the compute to the data | @Tbioinf @allPowerde • Scales to 30 quadrillion datapoints. • Handle dynamic patient consent because data is not replicated in a database. • Modular for real-time analytics.
  • 22. Bringing the compute to the data | @Tbioinf @allPowerde sBeacon: Lambda ingestion engine Laboratory API Gateway Lambda Function: submitDataset Dynamic Datasets SNS: summariseDataset DynamoDB VerSummaries Lambda Function: summariseVCF Lambda Function: summariseSlice SNS: summariseSlice S3 Buckets containing VCF files SNS: summariseVCF LAMBDA Function: summariseDataset 2 3 19 24 4 6.22 5.21 7.23 20 17 18 15 16 12 9 13 8 10 11 14
  • 23. Cost-effective: 300-fold monthly cost saving Bringing the compute to the data | @Tbioinf @allPowerde $ $ Traditional
  • 24. APIs exchange information between analytics 23 | APIs accelerate health | @allPowerde @Tbioinf API Analytics Analytics
  • 25. World first: Handling population scale data 350 Million Samples 3 Billion variants 1 quintillion datapoints Real-time processing Cloud-basd Bioinformatics | @Tbioinf @allPowerde
  • 26. Manipulating the genome … for new therapeutic applications Modernizing collaborations … to empower innovation Cloud-based Bioinformatics APIs accelerate health | @allPowerde @Tbioinf Understanding the Genome … to advance clinical genomics 25 |
  • 27. Australia’s National Science Agency The world around us is being revolutionized by CRISPR, whether we’re ready for it or not. Jennifer A. Doudna Design of model organisms Large scale screens Gene Therapy Biosecurity
  • 28. CRISPR: programmable genomic addressing system APIs accelerate health | @allPowerde @Tbioinf 27 |
  • 29. Australia’s National Science Agency Genome Editing: Revolutionize medicine Cloud-basd Bioinformatics | @Tbioinf @allPowerde
  • 30. Gene therapy’s journey to the clinic Optimizing editing site
  • 31. Making gene therapy better Specificity: better vectors Efficiency: better guides Safety: better outcomes Host Vector Host
  • 32. APIs make solutions more modular 31 | APIs accelerate health | @allPowerde @Tbioinf API Analytics Data
  • 33. Transformational Bioinformatics | Denis C. Bauer | @allPowerde Cloud-basd Bioinformatics | @Tbioinf @allPowerde
  • 34. One of the first Serverless Applications in Research Cloud-basd Bioinformatics | @Tbioinf @allPowerde
  • 35. Best target for heart Automated workflows with GT-Scan API APIs accelerate health | @allPowerde @Tbioinf 34 |
  • 36. Manipulating the genome … for new therapeutic applications Modernizing collaborations … to empower innovation Cloud-based Bioinformatics APIs accelerate health | @allPowerde @Tbioinf Understanding the Genome … to advance clinical genomics 35 |
  • 37. Australia’s National Science Agency Time to bridge the gap between research and industry. Cloud makes talent & solutions more accessible. Credit: Upklyak & starline/freepik
  • 38. Deployment at the speed of cloud Medical science at scale | @allPowerde @Tbioinf CSIRO takes genome product to the world on Amazon 1 AWS review “Powerful bioinformatics” 37 |
  • 39. Infrastructure as code makes academic brilliance accessible to industry Medical science at scale | @allPowerde @Tbioinf 38 |
  • 40. APIs enable collaborations 39 | APIs accelerate health | @allPowerde @Tbioinf API Applicator Innovator
  • 41. 1. Bringing genomics into clinical practice: VariantSpark – finding disease genes. sBeacon – enable global data exchange. 2. Exploring new Treatment avenues: GT-Scan – making gene editing safer. 3. Enabling collaboration between academia and clinic: using cloud solutions to bridge the gap. Three things to remember Medical science at scale | @allPowerde @Tbioinf 40 |
  • 42. Australia’s National Science Agency CSIRO Health and Biosecurity Denis Bauer Denis.Bauer@csiro.au Let’s work together Visit our site: https://bioinformatics.csiro.au @allPowerde @Tbioinf
  • 43. New York JULY Australia SEPTEMBER Singapore APRIL Helsinki & North MARCH Paris DECEMBER London OCTOBER Jakarta FEBRUARY Hong Kong AUGUST JUNE India MAY Check out our API Conferences here 50+ events since 2012, 14 countries, 2,000+ speakers, 50,000+ attendees, 300k+ online community Want to talk at one of our conferences? Apply to speak here