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NRNB EAC Meeting 2012
1. National Resource for
Network Biology
External Advisory Council (EAC) Meeting
Wednesday December 12, 2012
2. Overview Technology Software Collabs Outreach Plans
NRNB Overview
• An NIGMS Biomedical Technology Resource Center focused
on Network Biology
• Research and develop new bioinformatic technologies to
enable the use of biological networks (molecular, genetic, and
social) among NIH-funded investigators
• Collaborate directly with biological and clinical users to push
the envelope of network analysis capabilities
• Distribute open-source network technologies to the greater
scientific community
• Stimulate a portfolio of educational and outreach
opportunities surrounding network biology
3. Overview Technology Software Collabs Outreach Plans
NRNB Investigators
Trey Ideker, PhD
Principal Investigator, NRNB Gary Bader, PhD
Departments of Medicine and Bioengineering Assistant Professor, Terrence Donnelly Centre
University of California, San Diego for Cellular & Biomolecular Research
Dr. Ideker uses genome-scale measurements to University of Toronto
construct network models of DNA damage Dr. Bader works on biological network analysis
response and cancer. He was the 2009 recipient and pathway information resources.
of the Overton Prize from the International
Society for Computational Biology.
James Fowler, PhD
Alex Pico, PhD Associate Professor, CalIT2 Center for Wireless &
Executive Director, NRNB Population Health Systems and Political Science
Gladstone Institute of Cardiovascular Disease University of California, San Diego
Staff Research Scientist
Dr. Fowler’s research concerns social networks,
University of California, San Francisco
behavioral economics, evolutionary game theory,
Dr. Pico develops software tools and resources and genopolitics (the study of the genetic basis of
that help analyze, visualize and explore political behavior). His research on social networks
biomedical data in the context of these networks has been featured in Time’s Year in Medicine.
Chris Sander, PhD
Chair, Computational Biology Center, Benno Schwikowski, PhD
Tri-Institutional Professor Chef du Laboratoire/Group Leader
Memorial Sloan-Kettering Cancer Center Pasteur Institute
Dr. Sander’s research focuses on Computational Dr. Schwikowski’s expertise lies in
and Systems Biology of molecules, pathways, and combinatorial algorithms for Computational
processes. and Systems Biology.
4. The National Resource for Network Biology:
Integrating genomes & networks to understand health & disease
NIH NCRR / NIGMS P41 GM103504
Draft Network Assembly
Patient genotype
Genome sequencing
Phenotype
Disease diagnosis
Response to therapy/drug
Side effects
Developmental outcome
1) How to assemble and visualize
Rate of aging, etc.
Gene expression & network models of the cell?
other large scale
molecular state
measurements 2) How to use networks in healthcare?
5. Overview Technology Software Collabs Outreach Plans
NRNB statistics ‘at-a-glance’
Year 3 of 5 funded years, $700,000 per year direct + $175,000 supplement
4 technology projects with matched driving biology
20 NRNB-supported publications since start of funding
Cytoscape used in ~250 pubs / year and has supported ~1400 NIH grants
96 collaborations with NIH-funded investigators (60 new this year)
27 training events over 7 countries, 32 academic courses by NRNB staff
16 Google Summer of Code Students = $80,000 invested by Google
Representative Publications:
Dutkowski et al. A gene ontology inferred from molecular networks. Nature Biotech. (2013) [cover]
Rügheimer et al. Applications of Intelligent Data Analysis for the Discovery of Gene Regulatory
Networks. Computational Intelligence in Intelligent Data Analysis (2013)
R Saito et al. A travel guide to Cytoscape plugins. Nature Methods (2012)
Cerami et al. The cBio Cancer Genomics Portal. Cancer Discovery (2012)
Morris, S. et al. ClusterMaker: multi-algorithm clustering for Cytoscape. BMC Bioinformatics (2011)
Ideker, T. et al. Boosting signal-to-noise in complex biology: prior knowledge is power. Cell (2011)
Dutkowski et al. Protein networks as logic functions in development and cancer. PLoS Comp Bio (2011).
Fowler et al. Correlated genotypes in friendship networks. PNAS (2011)
Bandyopadhyay and Ideker. Integrated Systems Biology [Poster], Nature Genetics (2010)
6. Overview Technology Software Collabs Outreach Plans
Canadian Institutes
of Health
Research, 23 NICHD, 22
Others, 127
NIDA, 25
Wellcome Trust, 29
NINDS, 39
NIGMS, 354
NIMH, 47
NLM, 54
NHGRI, 58
NIEHS, 62 NCI, 205
NIDDK, 88
NHLBI, 88 NCRR, 110
NIAID, 103
Use of Cytoscape by grantees. We have identified >1,400
grants acknowledged in publications citing a Cytoscape
paper (Shannon P et al. 2003; Cline MS et al. 2007; Smoot
ME et al. 2011). One pie slice represents the number of
grants from a particular agency. NIH institutes are
represented by standard abbreviations.
8. Overview Technology Software Collabs Outreach Plans
Response to previous EAC critiques
• Clearly articulate the link between funding and progress
See previous chart; all described work is directly funded by NRNB
• Focus not only on network visualization but on network-based
analysis and decision making
Exciting progress has been made for using networks as
diagnostic biomarkers under TRD A
• Encourage increased citation of Cytoscape
Refactored Cytoscape.org to encourage citation; perform
systematic literature tracking
• Better track Cytoscape plugins and leverage developers
Developed new Appstore (apps.cytoscape.org)
• Track use of Cytoscape in the classroom
Identified 32 courses using Cytoscape in 2011 - 2012
9. Overview Technology Software Collabs Outreach Plans
Agenda
• Progress on Technology Research & Dev.
• Release of Cytoscape 3.0
• Review of Collaboration and Service Projects
• Progress on Training and Outreach
• Plans for NRNB moving forward
• Generate discussion and seek advice on all
aspects
11. Overview Technology Software Collabs Outreach Plans
Networks (in various states of curation) Circuits Coupled w/ Decision Tree Logic
(or somatic mutation)
Patient Expression
TRD A:
Protein networks as
biomarkers of disease
Ideker group
Janusz Dutkowski et al
PLoS Comp Bio 2011
13. Overview Technology Software Collabs Outreach Plans
TRD A: cBio Cancer Genomics Portal (Chris Sander / MSKCC)
http://www.cbioportal.org
• Make Cancer Genomics data available to a
broad audience:
– “Wet lab” biologists involved in functional
studies.
– Computational biologists
• Allow quick access to small data slices (few
genes, subset of samples)
• Facilitate explorative data analysis / hypothesis
generation and testing
Cerami et al. 2012, Cancer Discovery
15. Overview Technology Software Collabs Outreach Plans
Features for the network view
Targeted-drugs Suggesting new targeted-drugs
Direct targets (Released) indirect targets (work in progress)
Targeted-drug
Pathway data
data
Tumor data
Infer and suggest novel,
drug-based therapy options
Sources: DrugBank, KEGG Drugs, Cancer.gov
e.g. AKT inhibitor for PTEN deletion
16. Overview Technology Software Collabs Outreach Plans
TRD B: Using Cytoscape for Social Network Research
Social network of the Hadza hunter-gatherers of Tanzania. This analysis in Cytoscape
reproduces the results published earlier this year in Nature by Fowler et al., which
show a strong social network-dependence on the donation of public goods across and
within groups. The histogram plot is based on the correlation values calculated by
CyNetworkSignificance on the original and randomized networks.
17. Overview Technology Software Collabs Outreach Plans
TRD C: Network Visualization and Representation (Pico / Bader)
Visualizing Complex Networks as Ontology-Partitioned Mosaics
Mosaic control panel, context menu and tiled result windows. The
control panel shows both the color mapping legend and subnetwork
display. Context menus for listed subnetworks allow the user to partition
deeper within a given ontology branch.
24. Overview Technology Software Collabs Outreach Plans
TRD D: Inference of Transcriptional Networks
(Schwikowski group)
• Create „fill-in-the-algorithm‟ infrastructure for inference of gene regulatory networks
• Make methods accessible to biologists within the Cytoscape framework
Approach: Create a software infrastructure (CYNI) for network inference algorithms
25. Overview Technology Software Collabs Outreach Plans
Since the last EAC meeting – Summary
-C design prototype
-Hired engineer Oriol Guitart-Pla (02/15/12)
-Working CYNI App
-Documented API
-User and CYNI App writer documentation
-Additional CYNI functionality: Discretization and Imputation
-Implemented and documented downloadable “Hello World
examples”
-CYNI App presented at two French network biology meetings
-CYNI App and Comprehensive documentation publicly
available
28. Overview Technology Software Collabs Outreach Plans
Cytoscape 3.0 Progress
(Core NRNB Software)
Major update of technology behind Cytoscape
Creates a fully modular architecture and API
Cytoscape 2.x would not support the features
needed for the current vision of network
analysis, e.g. scripting, multiple and 3D
renderers, crowd-sourcing, interoperability with
web and other tools
29. Overview Technology Software Collabs Outreach Plans
- Cytoscape 2.x: Maintenance Releases
- 2.8.2: Bug fixes and Improved memory allocation
- 2.8.3: Bug fixes and better trackpad support for Mac
platforms
- Cytoscape 3
- 3.0.0 M5: June 2012: For developers
- 3.0.0-Beta1: 10/9/2012: First Release for Users
- 3.0.0 Final: This Week
31. Overview Technology Software Collabs Outreach Plans
Cytoscape 3.0 Advantages:
Feature Beneficiary
Welcome screen New users (for solicitousness),
existing users (for convenience)
Import network Experienced users (for ease of use)
Edge bend visual property Paper and presentation writers
Edge bundling Users of high degree networks
Network annotations Users of hierarchical networks
Enhanced search Users of highly populated networks
Show All in Table Browser Users with highly annotated networks
Multiple network management All users
Disadvantages:
• Unproven stability (i.e., likely numerous bugs)
• Slow startup (4 times longer than v2.8)
• Fewer plugins (though the missing plugins are the less popular ones)
• Larger memory footprint leaves less room (especially on WinXP) for networks 31
Ultimately, the cell is not a flat list of subnetworks or gene clusters, it is a multi-scale hierarchical structure. This structure is well described by the Gene Ontology, the essential gold standard reference of gene function nearly everyone in the field uses. The Gene Ontology is manually-curated by experts which has not scaled well.
Welcome screen: easy access to data for users
From a user perspective, the benefits of v3.0 include…And the current disadvantages we have yet to overcome…
Rintaro’s Nature Methods paper is the first of its kind survey of Cytoscape plugins. Defines transition point to 3.0 and App Store.
Specific collaboration projects from Sander group
The NRNB NetworkPeople = blue circlesProjects = gold diamondsPublications = green trianglesNRNB funded = red borderThere are 315 nodes and 404 connections in the network. NRNB funds 41 (13%) of these nodes, which make 217 (54%) of the connections.
If you remove NRNB from this network… chaos…and wasted potential
A prominent feature of our collaboration network is GSoC: this summer we mentored 16 GSoC students (largest class yet). Leveraging $80,000 from Google!NRNB.org traffic increases 7-fold during GSoC application week. Averaged over the entire year, it is 4x more popular than any other page on our site.
The next most popular page is our Training Page, which lists upcoming Training events, Courses and TutorialsNext is the annual NetBio SIG meeting we organize in conjunction with ISMB each year. We just got accepted by ISMB to host for a 3rd year in a row. We are getting great speakers and impressive attendance for this meeting.Also high on the list is our Tools Gallery, which now includes screenshots and citation info. Over the last year, we added Cytoscape Web, WikiPathways and cBio Cancer Portal to the list of NRNB-supported tools.5,000 pageviews/week (cytoscape.org: 15,000 pv/wk)New paradigm for finding functionality in CytoscapeTagged navigation; user ranking and reviewsOne-click installAssisted app submission, including support for apps that export their own APIs for other apps to develop off of!First Cytoscape App Competition – helped get new apps in before 3.0 release – Winner will be announced on Friday during the Cytoscape App Expo