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globus.org/genomics
Globus Genomics: Experiences
building a sustainable NGS
analysis service
Ravi K Madduri, University of Chicago and Argonne
National Laboratory
madduri@uchicago.edu
@madduri
globus.org/genomics
Provide more capability for
more people at lower cost by
delivering “Science as a service”
www.globus.org
Our vision for a 21st century
discovery infrastructure
globus.org/genomics
Recap of Phil Bourne’s Talk
from Day 1
We Need to Learn from Industries Whose
Livelihood Addresses the Question of Use
Solution: Sustainability
The How of Data Sharing
 More credit to the data scientists
 Change to funding models
 Public/Private partnerships
 Interagency cooperation
 International cooperation
 Better evaluation and more informed decisions about
existing and proposed resources – How are current
data being used?
 Role of institutional repositories – reward institutions
rather than PIs
globus.org/genomics
Innovative Business Models
Value proposition
Service Providers &
Customers
globus.org/genomics
globus.org/genomics
globus.org/genomics
globus.org/genomics
Globus Genomics
Sequencing
Centers
Sequencing
Centers
Public
Data
Storage
Local Cluster/
CloudSeq
Center
Research Lab
Globus Provides a
• High-performance
• Fault-tolerant
• Secure
file transfer Service between
all data-endpoints
Data Management Data Analysis
Picard
GATK
Fastq Ref Genome
Alignment
Variant Calling
Galaxy
Data Libraries
Globus Genomics on
Amazon EC2
• Analytical tools are
automatically run
on the scalable
compute resources
when possible
• Globus Integrated wit
Galaxy
• Web-based UI
• Drag-Drop workflow
creations
• Easily modify Workflo
with new tools
Galaxy Based Workflow
Management SystemGlobus Genomics
globus.org/genomics
Core Capabilities
• Computational profiles for
various analysis tools to
provide optimal performance
• Resources can be
provisioned on-demand with
Amazon Web Services cloud
based infrastructure
• High performance, Reliable
Data movement is
streamlined with integrated
Globus file-transfer
functionality
• Integrated Globus endpoints
and Campus login
globus.org/genomics
Dobyns Lab
Cox Lab
Volchenboum Lab
Olopade Lab
Nagarajan Lab
Groups that “get it” !
globus.org/genomics
Science
0
1000
2000
3000
4000
5000
6000
7000
0
50000
100000
150000
200000
250000
300000
350000
400000
Novem
ber
Decem
ber
January
February
M
arch
April
Cost($)
InstanceHours
Date
Instance Hours
Cost
globus.org/genomics
Running Standard Pipelines:
Whole Genome and Exome
globus.org/genomics
Standard Pipeline: RNASeq
globus.org/genomics
Standard Pipeline: ChipSeq
globus.org/genomics
globus.org/genomics
What made them?
globus.org/genomics
• Pricing includes
• Estimated compute
• Storage (one month)
• Globus Genomics platform usage
• Support
globus.org/genomics
Security and Privacy
Protecting the Security of Controlled Data on Servers
• All Globus Genomics servers are protected by Amazon Security Groups
and by stateful packet inspection firewalls. Only necessary services are
allowed
• All relevant security patches are applied as soon as they are available
• Globus Genomics and Globus provide sharing solutions that are secure
and user controlled
• Globus Genomics uses HTTPS and GridFTP protocol with
authentication and encryption when transferring the files
• Data access is strictly restricted to individual users and only users can
share the data with other users. We provide detailed instructions to our
users on data security and access control.
• The data sharing and access policies on Globus Genomics are retained
across all the systems involved
Globus Genomics compliance with the NCBI Database of Genotypes
and Phenotypes (dbGaP) security best practices
globus.org/genomics
Accessibility
• Unified Web-interface for obtaining genomic
data and applying computational tools to
analyze the data
• Easily integrate your own tools and scripts for
analysis (CLI based tools
• Collection of tools (Tools Panel) that reflect
good practices and community insights
• Access every step of analysis and
intermediate results:
View, Download, Visualize, Reuse
globus.org/genomics
Reproducibility and
Reuse
• Track provenance and ensure repeatability of each analysis
step:
• Input datasets, tools used, parameter values, and output
datasets
• Annotate each step or collection of steps to track and
reproduce results
• Intuitive Workflow Editor to create or modify complex
workflows and use them as templates – Reusable and
Reproducible
• Publish and share metadata, histories, and workflows at
multiple levels
• Store public and generated datasets as Data Libraries – e.g:
hg19 Ref Genome
• Shared datasets and workflows can be imported by other
users for reuse
globus.org/genomics
Collaboration
• Users from different institutions can come
together and meet in the middle
• Jointly create and share analytical
pipelines
• Securely share data
• Verify results
globus.org/genomics
Collaboration
Globus Genomics facilitates meta-analysis across sequence datasets. Large-
scale meta-analysis has been hugely important in driving the success of GWAS.
With GWAS, investigators could simply share summary results without losing
much, but for sequencing, we do much better when we jointly call the samples
and reanalyze. There are only a few places that can do this at scale now, and
creating resources that allow groups to come together spontaneously to do this
is hugely important. This is a really important opportunity for the scientific
community to have a very distributed approach to large-scale analysis from the
control perspective, while still being centralized and cost-effective from the
hardware and software end. It is straightforward for groups to come together to
do meta-analysis over many large sequence datasets in which data can be
secured so that raw data are not directly shared (but rather each group
maintains control over access to their raw data) but variant calls can be made
over all data with a shared pipeline that can then be used to conduct analysis
over all of the new variant calls. Power to the people!!
-- Nancy Cox, PhD
University of Chicago
globus.org/genomics
Sustainability
• Our goal is to build service that lives
beyond a funded proposal
• Two pricing options and multiple usage
tiers.
– Targeted users include individual research
groups and bioinformatics cores
– Platform pricing (includes only subscription to
the Globus Genomics platform)
– Bundled pricing (includes Globus Genomics
platform subscription and AWS usage costs)
globus.org/genomics
• More information on Globus
Genomics and to sign up for a
free trial :
www.globus.org/genomics
• More information on Globus:
www.globus.org
globus.org/genomics
Our work is supported by:
U.S. DE PARTME NT OF
ENERGY
27
globus.org/genomics
Thank you!
@madduri

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CI4CC sustainability-panel

Editor's Notes

  1. Questions remain:-- What capabilities? Where does time go?-- How do we turn them into usable solutions?-- How do we scale from thousands to millions?-- How do we incentivize contributions? Long tail.-- We have been developing services for science for over a decade
  2. Graph showing reduction in funding
  3. Source: http://nexus.od.nih.gov/all/2013/09/24/one-nation-in-support-of-biomedical-research/
  4. Our goal is to operationalize key capabilities so researchers can depend on them. Think of Gmail for science..
  5. Operationalize key pipelines  help researchers innovate fasterWe love aws – Allows us to solve scalability problems and operationalize them
  6. Total: over 800K Core hours in last 6months
  7. Joint work with Dr. Subha’s group at Lombardi Cancer Center – Currently running the workflow at scale on breast and colorectal cancer data