SlideShare ist ein Scribd-Unternehmen logo
1 von 41
Microbial Metagenomics  Drives a New Cyberinfrastructure Invited Talk  School of Biological Sciences University of California, Irvine March 3, 2006 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technologies Harry E. Gruber Professor,  Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD
Abstract Calit2, in partnership with J. Craig Venter Institute in Rockville, MD, and UCSD's Center for Earth Observations and Applications at Scripps Institution of Oceanography, will build a state-of-the-art computational resource and develop software tools to decipher the genetic code of communities of microbial life in the world's oceans. The Gordon and Betty Moore Foundation has awarded $24.5 million over seven years to create the Community Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analysis (CAMERA). Scientists will use CAMERA for metagenomics research -- analyzing microbial genomic sequence data in the context of other microbial species, as well as in comparison to a variety of other "metadata" such as the chemical and physical conditions in which microbes are sampled. The CAMERA project will contain the results of the Venter Institute's Sorcerer II Expedition, which carried out the first large-scale genomic survey of microbial life in the world's oceans to produce the largest gene catalogue ever assembled. Sorcerer II is expected to more than double the number of protein sequences currently available in the National Institutes of Health's GenBank. In addition to Sorcerer II's ecological genomic data, the CAMERA database will be augmented by the full genomes of more than 150 critical marine microbes enabling new comparative genomics studies.
Calit2 Brings Computer Scientists and Engineers  Together with Biomedical Researchers ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],UC San Diego UC Irvine 1200 Researchers in Two Buildings
Evolution is the Principle of Biological Systems: Most of Evolutionary Time Was in the Microbial World Source: Carl Woese, et al You Are Here Much of Genome Work Has Occurred in Animals
Calit2 Researcher Eskin Collaborates with Perlegen Sciences on Map of Human Genetic Variation Across Populations David A. Hinds, Laura L. Stuve, Geoffrey B. Nilsen,  Eran Halperin,  Eleazar Eskin , Dennis G. Ballinger,  Kelly A. Frazer, David R. Cox.  “ Whole-Genome Patterns of Common DNA Variation in Three Human Populations”  Science 18 February, 2005: 307(5712):1072-1079. “ We have characterized whole-genome patterns of common human DNA variation by genotyping 1,586,383 single-nucleotide polymorphisms (SNPs) in 71 Americans of European, African, and Asian ancestry.” “ Although knowledge of a single genetic risk factor can seldom be used to predict the treatment outcome of a common disease, knowledge of a large fraction of all the major genetic risk factors contributing to a treatment response or common disease could have immediate utility, allowing  existing treatment options to be matched to individual patients  without requiring additional knowledge of the mechanisms by which the genetic differences lead to different outcomes .” “ More detailed haplotype  analysis results are available at http://research.calit2.net/hap/wgha/ “
For Mitochondrial Diseases It Has Been More Productive   to Classify Patients by Genetic Defect Rather than by Clinical Manifestation Over the past 10 years, mitochondrial defects have been implicated in a wide variety of degenerative diseases, aging, and cancer… The same mtDNA mutation can produce quite different phenotypes,  and different mutations can produce similar phenotypes. … The essential role of mitochondrial oxidative phosphorylation in cellular energy production,  the generation of reactive oxygen species,  and the initiation of apoptosis  has suggested a number of novel mechanisms for mitochondrial pathology. -- Douglas Wallace, Science, Vol. 283, 1482-1488,  5 March 1999
Comparative Genomics Can Reveal Biological Facts That Are Not Visible Within a Species  “ After sequencing these three genomes, it is clear that substantial rearrangements in the human genome happen only once in a million years, while the rate of rearrangements in the rat and mouse is much faster.” --Glenn Tesler, UCSD Dept. of Mathematics www.calit2.net/culture/features/2004/4-1_pevzner.html Co-Authors Pavel Pevzner and Glenn Tesler, UCSD April 1, 2004 December 05, 2002 December 9, 2004
Advanced Algorithmic Techniques  Reveal Unexpected Results “ Many of the chicken–human aligned,  non-coding sequences occur  far from genes, frequently in clusters that seem to be  under selection for functions that are not yet understood.” Nature 432, 695 - 716 (09 December 2004)
Microbial Metagenomics is  a Rapidly Emerging Field of Research “ Despite their ubiquity, relatively little is known about the majority of environmental microorganisms, largely because of their resistance to culture under standard laboratory conditions.” “ The application of high-throughput shotgun sequencing environmental samples has recently provided global views of those communities not obtainable from 16S rRNA or BAC clone–sequencing surveys .” Comparative Metagenomics of Microbial Communities  Susannah Green Tringe, Christian von Mering, Arthur Kobayashi, Asaf A. Salamov, Kevin Chen, Hwai W. Chang, Mircea Podar, Jay M. Short, Eric J. Mathur, John C. Detter, Peer Bork, Philip Hugenholtz, Edward M. Rubin Science 22 April 2005
Looking Back Nearly 4 Billion Years In the Evolution of Microbe Genomics Science Falkowski and Vargas 304 (5667): 58
The Sargasso Sea Experiment  The Power of Environmental Metagenomics ,[object Object],[object Object],[object Object],[object Object],MODIS-Aqua satellite image of ocean chlorophyll in the Sargasso Sea grid about the BATS site from 22 February 2003 J. Craig Venter, et al.  Science  2 April 2004: Vol. 304.  pp. 66 - 74
PI Larry Smarr
Marine Genome Sequencing Project Measuring the Genetic Diversity of Ocean Microbes CAMERA will include  All Sorcerer II Metagenomic Data
Moore Foundation Funded the Venter Institute to Provide the Full Genome Sequence of 150 Marine Microbes www.moore.org/microgenome/trees_main.asp CAMERA will include  All Moore Marine Microbial Genomes
Moore Microbial Genome Sequencing Project: Cyanobacteria Being Sequenced by Venter Institute
Moore Microbial Genome Sequencing Project Selected Microbes Throughout the World’s Oceans www.moore.org/microgenome/worldmap.asp
Calit2 is Discussing Including  Other Metagenomic Data Sets ,[object Object],[object Object],[object Object],“ Diversity of the Human Intestinal Microbial Flora”  Paul B. Eckburg, et al  Science  (10 June 2005) 395 Phylotypes
Genomic Data Is Growing Rapidly,  But  Metagenomics Will Vastly Increase The Scale… GenBank Protein Data Bank www.rcsb.org/pdb/holdings.html www.ncbi.nlm.nih.gov/Genbank 100 Billion Bases! Total Data < 1TB 35,000 Structures
Metagenomics Will Couple to Earth Observations  Which Add Several TBs/Day Source: Glenn Iona, EOSDIS Element Evolution  Technical Working Group January 6-7, 2005
Challenge: Average Throughput of NASA Data Products  to End User is < 50 Mbps  Tested October 2005 http://ensight.eos.nasa.gov/Missions/icesat/index.shtml Internet2 Backbone is 10,000 Mbps! Throughput is < 0.5% to End User
National Lambda Rail (NLR) and TeraGrid Provides  Cyberinfrastructure Backbone for U.S. Researchers San Francisco Pittsburgh Cleveland San Diego Los Angeles Portland Seattle Pensacola Baton Rouge Houston San Antonio Las Cruces / El Paso Phoenix New York City Washington, DC Raleigh Jacksonville Dallas Tulsa Atlanta Kansas City Denver Ogden/ Salt Lake City Boise Albuquerque UC-TeraGrid UIC/NW-Starlight Chicago International  Collaborators NLR 4 x 10Gb Lambdas Initially Capable of 40 x 10Gb wavelengths at Buildout NSF’s TeraGrid Has 4 x 10Gb  Lambda Backbone  Links Two Dozen State and Regional Optical Networks DOE, NSF, & NASA Using NLR
The OptIPuter Project –    Creating a LambdaGrid “Web” for Gigabyte Data Objects ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],NIH Biomedical Informatics NSF EarthScope and ORION Research Network
Using the OptIPuter to Couple Data Assimilation Models  to Remote Data Sources Including Biology Regional Ocean Modeling System (ROMS)  http://ourocean.jpl.nasa.gov/ NASA MODIS Mean Primary Productivity  for April 2001 in California Current System
Calit2 Intends to Jump Beyond Traditional Web-Accessible Databases Data  Backend (DB, Files) W E B  PORTAL (pre-filtered,  queries metadata) Response Request + many others Source: Phil Papadopoulos, SDSC, Calit2 BIRN PDB NCBI Genbank
Calit2’s Direct Access Core Architecture  Will Create Next Generation Metagenomics Server Traditional User Response Request Source: Phil Papadopoulos, SDSC, Calit2 + Web Services ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Flat File Server Farm W E B  PORTAL Dedicated Compute Farm (100s of CPUs) TeraGrid: Cyberinfrastructure Backplane (scheduled activities, e.g. all by all comparison) (10000s of CPUs)  Web (other service) Local  Cluster Local Environment Direct Access  Lambda Cnxns Data- Base Farm 10 GigE  Fabric
First Implementation of  the CAMERA Complex Compute Database & Storage
Analysis Data Sets, Data Services,  Tools, and Workflows ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Source:  Saul Kravitz Director of Software Engineering J. Craig Venter Institute
CAMERA Timeline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Announcing Tuesday January 17, 2006
The Bioinformatics Core of the Joint Center for Structural Genomics will be Housed in the Calit2@UCSD Building Extremely Thermostable -- Useful for Many  Industrial Processes (e.g. Chemical and Food)  173 Structures (122 from JCSG) ,[object Object],[object Object],[object Object],[object Object],Source: John Wooley, UCSD
UCI’s IGB Develops a Suite of Programs and Servers  for Protein Structure and Structural Feature Prediction www.igb.uci.edu/tools.htm Source: Pierre Baldi, UCI Sixty Affiliated  IGB Labs at UCI e.g.:
CAMERA Builds on Cyberinfrastructure Grid, Workflow, and Portal Projects in a Service Oriented Architecture Cyberinfrastructure: Raw Resources, Middleware & Execution Environment NBCR Rocks Clusters Virtual Organizations Web Services KEPLER Workflow Management Vision Telescience Portal Located in Calit2@UCSD Building National Biomedical Computation  Resource  an NIH supported resource center
Calit2 is Collaborating with Douglas Wallace-- Planning to Bring MITOMAP into Calit2 Domain The Human mtDNA Map, Showing  the Location of Selected Pathogenic Mutations Within the 16,569-Base Pair Genome MITOMAP:  A Human Mitochondrial Genome Database.  www.mitomap.org , 2005 5 March 1999
Displaying Images from Electron Microscope Zeiss Scanning Electron Microscope in Calit2@ UCI
Zooming In
Metagenomics “Extreme Assembly”  Requires Large Amount of Pixel Real Estate Source: Karin Remington J. Craig Venter Institute Prochlorococcus Microbacterium Burkholderia Rhodobacter SAR-86 unknown unknown
Metagenomics Requires a Global View of Data  and the Ability to Zoom Into Detail Interactively Overlay of Metagenomics Data onto Sequenced Reference Genomes (This Image: Prochloroccocus marinus MED4) Source: Karin Remington J. Craig Venter Institute
OptIPuter Scalable Adaptive Graphics Environment (SAGE) Allows Integration of HD Streams Source: David Lee,  NCMIR, UCSD
Calit2 and the Venter Institute Will Combine Telepresence with Remote Interactive Analysis Live Demonstration  of 21st Century  National-Scale  Team Science OptIPuter  Visualized  Data HDTV  Over  Lambda 25 Miles Venter Institute
OptIPuter@UCI is Up and Working Created 09-27-2005 by Garrett Hildebrand Modified 11-03-2005 by Jessica Yu 10 GE SPDS Catalyst 3750 in CSI ONS 15540 WDM at UCI campus MPOE (CPL) 10 GE DWDM Network Line Engineering Gateway Building,  Catalyst 3750 in 3 rd floor IDF MDF Catalyst 6500 w/ firewall, 1 st  floor closet Wave-2 : layer-2 GE. UCSD address space 137.110.247.210-222/28 Floor 2 Catalyst 6500 Floor 3 Catalyst 6500 Floor 4 Catalyst 6500 Wave-1 : UCSD address space 137.110.247.242-246 NACS-reserved for testing ESMF Catalyst 3750 in NACS Machine Room (Optiputer) Viz Lab Wave 1 1GE Wave 2 1GE Calit2 Building UCInet HIPerWall Los Angeles 1 GE DWDM Network Line Tustin CENIC Calren POP UCSD  Optiputer Network
Calit2/SDSC Proposal to Create a UC Cyberinfrastructure  of “On-Ramps” to National LambdaRail Resources OptIPuter + CalREN-XD  + TeraGrid = “OptiGrid” Source: Fran Berman, SDSC , Larry Smarr, Calit2 Creating a Critical Mass of End Users on a Secure LambdaGrid UC San Francisco  UC San Diego  UC Riverside  UC Irvine  UC Davis  UC Berkeley UC Santa Cruz UC Santa Barbara  UC Los Angeles  UC Merced

Weitere ähnliche Inhalte

Was ist angesagt?

The OptIPlanet Collaboratory Supporting Microbial Metagenomics Researchers Wo...
The OptIPlanet Collaboratory Supporting Microbial Metagenomics Researchers Wo...The OptIPlanet Collaboratory Supporting Microbial Metagenomics Researchers Wo...
The OptIPlanet Collaboratory Supporting Microbial Metagenomics Researchers Wo...Larry Smarr
 
Analysis of binning tool in metagenomics
Analysis of binning tool in metagenomicsAnalysis of binning tool in metagenomics
Analysis of binning tool in metagenomicsDr. sreeremya S
 
Microbial Metagenomics and Human Health
Microbial Metagenomics and Human HealthMicrobial Metagenomics and Human Health
Microbial Metagenomics and Human HealthLarry Smarr
 
Creating a Cyberinfrastructure for Advanced Marine Microbial Ecology Research...
Creating a Cyberinfrastructure for Advanced Marine Microbial Ecology Research...Creating a Cyberinfrastructure for Advanced Marine Microbial Ecology Research...
Creating a Cyberinfrastructure for Advanced Marine Microbial Ecology Research...Larry Smarr
 
Tom Delmont: From the Terragenome Project to Global Metagenomic Comparisons: ...
Tom Delmont: From the Terragenome Project to Global Metagenomic Comparisons: ...Tom Delmont: From the Terragenome Project to Global Metagenomic Comparisons: ...
Tom Delmont: From the Terragenome Project to Global Metagenomic Comparisons: ...GigaScience, BGI Hong Kong
 
Targeted RNA Sequencing, Urban Metagenomics, and Astronaut Genomics
Targeted RNA Sequencing, Urban Metagenomics, and Astronaut GenomicsTargeted RNA Sequencing, Urban Metagenomics, and Astronaut Genomics
Targeted RNA Sequencing, Urban Metagenomics, and Astronaut GenomicsQIAGEN
 
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...VHIR Vall d’Hebron Institut de Recerca
 
Metagenomics and it’s applications
Metagenomics and it’s applicationsMetagenomics and it’s applications
Metagenomics and it’s applicationsSham Sadiq
 
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...nist-spin
 
Discovery and Annotation of Novel Proteins from Rumen Gut Metagenomic Sequenc...
Discovery and Annotation of Novel Proteins from Rumen Gut Metagenomic Sequenc...Discovery and Annotation of Novel Proteins from Rumen Gut Metagenomic Sequenc...
Discovery and Annotation of Novel Proteins from Rumen Gut Metagenomic Sequenc...Mick Watson
 
Metagenomics sequencing
Metagenomics sequencingMetagenomics sequencing
Metagenomics sequencingcdgenomics525
 
Metagenomics analysis
Metagenomics  analysisMetagenomics  analysis
Metagenomics analysisVijiMahesh1
 
Molecular pathology in microbiology and metagenomics
Molecular pathology in microbiology and metagenomicsMolecular pathology in microbiology and metagenomics
Molecular pathology in microbiology and metagenomicsCharithRanatunga
 

Was ist angesagt? (20)

The OptIPlanet Collaboratory Supporting Microbial Metagenomics Researchers Wo...
The OptIPlanet Collaboratory Supporting Microbial Metagenomics Researchers Wo...The OptIPlanet Collaboratory Supporting Microbial Metagenomics Researchers Wo...
The OptIPlanet Collaboratory Supporting Microbial Metagenomics Researchers Wo...
 
Analysis of binning tool in metagenomics
Analysis of binning tool in metagenomicsAnalysis of binning tool in metagenomics
Analysis of binning tool in metagenomics
 
Microbial Metagenomics and Human Health
Microbial Metagenomics and Human HealthMicrobial Metagenomics and Human Health
Microbial Metagenomics and Human Health
 
Metagenomics
MetagenomicsMetagenomics
Metagenomics
 
Introduction to Metagenomics Data Analysis - UEB-VHIR - 2013
Introduction to Metagenomics Data Analysis - UEB-VHIR - 2013Introduction to Metagenomics Data Analysis - UEB-VHIR - 2013
Introduction to Metagenomics Data Analysis - UEB-VHIR - 2013
 
Creating a Cyberinfrastructure for Advanced Marine Microbial Ecology Research...
Creating a Cyberinfrastructure for Advanced Marine Microbial Ecology Research...Creating a Cyberinfrastructure for Advanced Marine Microbial Ecology Research...
Creating a Cyberinfrastructure for Advanced Marine Microbial Ecology Research...
 
Tom Delmont: From the Terragenome Project to Global Metagenomic Comparisons: ...
Tom Delmont: From the Terragenome Project to Global Metagenomic Comparisons: ...Tom Delmont: From the Terragenome Project to Global Metagenomic Comparisons: ...
Tom Delmont: From the Terragenome Project to Global Metagenomic Comparisons: ...
 
Targeted RNA Sequencing, Urban Metagenomics, and Astronaut Genomics
Targeted RNA Sequencing, Urban Metagenomics, and Astronaut GenomicsTargeted RNA Sequencing, Urban Metagenomics, and Astronaut Genomics
Targeted RNA Sequencing, Urban Metagenomics, and Astronaut Genomics
 
Machine Learning
Machine LearningMachine Learning
Machine Learning
 
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
 
Metagenomics and it’s applications
Metagenomics and it’s applicationsMetagenomics and it’s applications
Metagenomics and it’s applications
 
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
Next Generation Sequencing for Identification and Subtyping of Foodborne Pat...
 
Metagenomic
MetagenomicMetagenomic
Metagenomic
 
Discovery and Annotation of Novel Proteins from Rumen Gut Metagenomic Sequenc...
Discovery and Annotation of Novel Proteins from Rumen Gut Metagenomic Sequenc...Discovery and Annotation of Novel Proteins from Rumen Gut Metagenomic Sequenc...
Discovery and Annotation of Novel Proteins from Rumen Gut Metagenomic Sequenc...
 
Metagenomics sequencing
Metagenomics sequencingMetagenomics sequencing
Metagenomics sequencing
 
Pattemore 2015
Pattemore 2015Pattemore 2015
Pattemore 2015
 
Metagenomics analysis
Metagenomics  analysisMetagenomics  analysis
Metagenomics analysis
 
Metagenomics newer approach in understanding Microbes
Metagenomics newer approach in understanding Microbes  Metagenomics newer approach in understanding Microbes
Metagenomics newer approach in understanding Microbes
 
metagenomics
metagenomicsmetagenomics
metagenomics
 
Molecular pathology in microbiology and metagenomics
Molecular pathology in microbiology and metagenomicsMolecular pathology in microbiology and metagenomics
Molecular pathology in microbiology and metagenomics
 

Ähnlich wie Microbial Metagenomics Drives a New Cyberinfrastructure

Using Supercomputers and Supernetworks to Explore the Ocean of Life
Using Supercomputers and Supernetworks to Explore the Ocean of LifeUsing Supercomputers and Supernetworks to Explore the Ocean of Life
Using Supercomputers and Supernetworks to Explore the Ocean of LifeLarry Smarr
 
Cross-Disciplinary Biomedical Research at Calit2
Cross-Disciplinary Biomedical Research at Calit2Cross-Disciplinary Biomedical Research at Calit2
Cross-Disciplinary Biomedical Research at Calit2Larry Smarr
 
Living in a Microbial World
Living in a Microbial WorldLiving in a Microbial World
Living in a Microbial WorldLarry Smarr
 
Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...
Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...
Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...Larry Smarr
 
Genomics at the Speed of Light: Understanding the Living Ocean
Genomics at the Speed of Light: Understanding the Living OceanGenomics at the Speed of Light: Understanding the Living Ocean
Genomics at the Speed of Light: Understanding the Living OceanLarry Smarr
 
Rick Stevens: Prospects for a Systematic Exploration of Earths Microbial Dive...
Rick Stevens: Prospects for a Systematic Exploration of Earths Microbial Dive...Rick Stevens: Prospects for a Systematic Exploration of Earths Microbial Dive...
Rick Stevens: Prospects for a Systematic Exploration of Earths Microbial Dive...GigaScience, BGI Hong Kong
 
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...Larry Smarr
 
Quantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingQuantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingLarry Smarr
 
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Larry Smarr
 
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Larry Smarr
 
PAPER 3.1 ~ HUMAN GENOME PROJECT
PAPER 3.1 ~  HUMAN GENOME PROJECTPAPER 3.1 ~  HUMAN GENOME PROJECT
PAPER 3.1 ~ HUMAN GENOME PROJECTNusrat Gulbarga
 
Exploring Our Inner Universe Using Supercomputers and Gene Sequencers
Exploring Our Inner Universe Using Supercomputers and Gene SequencersExploring Our Inner Universe Using Supercomputers and Gene Sequencers
Exploring Our Inner Universe Using Supercomputers and Gene SequencersLarry Smarr
 
Sequencing Genomics: The New Big Data Driver
Sequencing Genomics:The New Big Data DriverSequencing Genomics:The New Big Data Driver
Sequencing Genomics: The New Big Data DriverLarry Smarr
 
Diversity Diversity Diversity Diversity ....
Diversity Diversity Diversity Diversity ....Diversity Diversity Diversity Diversity ....
Diversity Diversity Diversity Diversity ....Jonathan Eisen
 
Complete assignment on human Genome Project
Complete assignment on human Genome ProjectComplete assignment on human Genome Project
Complete assignment on human Genome Projectaafaq ali
 
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeUsing Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeLarry Smarr
 
The Singularity: Toward a Post-Human Reality
The Singularity: Toward a Post-Human RealityThe Singularity: Toward a Post-Human Reality
The Singularity: Toward a Post-Human RealityLarry Smarr
 
Machine Learning Opportunities in the Explosion of Personalized Precision Med...
Machine Learning Opportunities in the Explosion of Personalized Precision Med...Machine Learning Opportunities in the Explosion of Personalized Precision Med...
Machine Learning Opportunities in the Explosion of Personalized Precision Med...Larry Smarr
 
Marine Host-Microbiome Interactions: Challenges and Opportunities
Marine Host-Microbiome Interactions: Challenges and OpportunitiesMarine Host-Microbiome Interactions: Challenges and Opportunities
Marine Host-Microbiome Interactions: Challenges and OpportunitiesJonathan Eisen
 
Building an Information Infrastructure to Support Genetic Sciences
Building an Information Infrastructure to Support Genetic SciencesBuilding an Information Infrastructure to Support Genetic Sciences
Building an Information Infrastructure to Support Genetic SciencesLarry Smarr
 

Ähnlich wie Microbial Metagenomics Drives a New Cyberinfrastructure (20)

Using Supercomputers and Supernetworks to Explore the Ocean of Life
Using Supercomputers and Supernetworks to Explore the Ocean of LifeUsing Supercomputers and Supernetworks to Explore the Ocean of Life
Using Supercomputers and Supernetworks to Explore the Ocean of Life
 
Cross-Disciplinary Biomedical Research at Calit2
Cross-Disciplinary Biomedical Research at Calit2Cross-Disciplinary Biomedical Research at Calit2
Cross-Disciplinary Biomedical Research at Calit2
 
Living in a Microbial World
Living in a Microbial WorldLiving in a Microbial World
Living in a Microbial World
 
Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...
Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...
Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analys...
 
Genomics at the Speed of Light: Understanding the Living Ocean
Genomics at the Speed of Light: Understanding the Living OceanGenomics at the Speed of Light: Understanding the Living Ocean
Genomics at the Speed of Light: Understanding the Living Ocean
 
Rick Stevens: Prospects for a Systematic Exploration of Earths Microbial Dive...
Rick Stevens: Prospects for a Systematic Exploration of Earths Microbial Dive...Rick Stevens: Prospects for a Systematic Exploration of Earths Microbial Dive...
Rick Stevens: Prospects for a Systematic Exploration of Earths Microbial Dive...
 
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
Building a Community Cyberinfrastructure to Support Marine Microbial Ecology ...
 
Quantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingQuantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data Supercomputing
 
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
 
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
 
PAPER 3.1 ~ HUMAN GENOME PROJECT
PAPER 3.1 ~  HUMAN GENOME PROJECTPAPER 3.1 ~  HUMAN GENOME PROJECT
PAPER 3.1 ~ HUMAN GENOME PROJECT
 
Exploring Our Inner Universe Using Supercomputers and Gene Sequencers
Exploring Our Inner Universe Using Supercomputers and Gene SequencersExploring Our Inner Universe Using Supercomputers and Gene Sequencers
Exploring Our Inner Universe Using Supercomputers and Gene Sequencers
 
Sequencing Genomics: The New Big Data Driver
Sequencing Genomics:The New Big Data DriverSequencing Genomics:The New Big Data Driver
Sequencing Genomics: The New Big Data Driver
 
Diversity Diversity Diversity Diversity ....
Diversity Diversity Diversity Diversity ....Diversity Diversity Diversity Diversity ....
Diversity Diversity Diversity Diversity ....
 
Complete assignment on human Genome Project
Complete assignment on human Genome ProjectComplete assignment on human Genome Project
Complete assignment on human Genome Project
 
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeUsing Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
 
The Singularity: Toward a Post-Human Reality
The Singularity: Toward a Post-Human RealityThe Singularity: Toward a Post-Human Reality
The Singularity: Toward a Post-Human Reality
 
Machine Learning Opportunities in the Explosion of Personalized Precision Med...
Machine Learning Opportunities in the Explosion of Personalized Precision Med...Machine Learning Opportunities in the Explosion of Personalized Precision Med...
Machine Learning Opportunities in the Explosion of Personalized Precision Med...
 
Marine Host-Microbiome Interactions: Challenges and Opportunities
Marine Host-Microbiome Interactions: Challenges and OpportunitiesMarine Host-Microbiome Interactions: Challenges and Opportunities
Marine Host-Microbiome Interactions: Challenges and Opportunities
 
Building an Information Infrastructure to Support Genetic Sciences
Building an Information Infrastructure to Support Genetic SciencesBuilding an Information Infrastructure to Support Genetic Sciences
Building an Information Infrastructure to Support Genetic Sciences
 

Mehr von Larry Smarr

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsLarry Smarr
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Larry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsLarry Smarr
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...Larry Smarr
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Larry Smarr
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonLarry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewLarry Smarr
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksLarry Smarr
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownLarry Smarr
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questionsLarry Smarr
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Larry Smarr
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharLarry Smarr
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Larry Smarr
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardLarry Smarr
 

Mehr von Larry Smarr (20)

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 Years
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated Systems
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An Overview
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical Networks
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine Brown
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questions
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish Parashar
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forward
 

Kürzlich hochgeladen

WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 

Kürzlich hochgeladen (20)

WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 

Microbial Metagenomics Drives a New Cyberinfrastructure

  • 1. Microbial Metagenomics Drives a New Cyberinfrastructure Invited Talk School of Biological Sciences University of California, Irvine March 3, 2006 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technologies Harry E. Gruber Professor, Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD
  • 2. Abstract Calit2, in partnership with J. Craig Venter Institute in Rockville, MD, and UCSD's Center for Earth Observations and Applications at Scripps Institution of Oceanography, will build a state-of-the-art computational resource and develop software tools to decipher the genetic code of communities of microbial life in the world's oceans. The Gordon and Betty Moore Foundation has awarded $24.5 million over seven years to create the Community Cyberinfrastructure for Advanced Marine Microbial Ecology Research and Analysis (CAMERA). Scientists will use CAMERA for metagenomics research -- analyzing microbial genomic sequence data in the context of other microbial species, as well as in comparison to a variety of other &quot;metadata&quot; such as the chemical and physical conditions in which microbes are sampled. The CAMERA project will contain the results of the Venter Institute's Sorcerer II Expedition, which carried out the first large-scale genomic survey of microbial life in the world's oceans to produce the largest gene catalogue ever assembled. Sorcerer II is expected to more than double the number of protein sequences currently available in the National Institutes of Health's GenBank. In addition to Sorcerer II's ecological genomic data, the CAMERA database will be augmented by the full genomes of more than 150 critical marine microbes enabling new comparative genomics studies.
  • 3.
  • 4. Evolution is the Principle of Biological Systems: Most of Evolutionary Time Was in the Microbial World Source: Carl Woese, et al You Are Here Much of Genome Work Has Occurred in Animals
  • 5. Calit2 Researcher Eskin Collaborates with Perlegen Sciences on Map of Human Genetic Variation Across Populations David A. Hinds, Laura L. Stuve, Geoffrey B. Nilsen, Eran Halperin, Eleazar Eskin , Dennis G. Ballinger, Kelly A. Frazer, David R. Cox. “ Whole-Genome Patterns of Common DNA Variation in Three Human Populations” Science 18 February, 2005: 307(5712):1072-1079. “ We have characterized whole-genome patterns of common human DNA variation by genotyping 1,586,383 single-nucleotide polymorphisms (SNPs) in 71 Americans of European, African, and Asian ancestry.” “ Although knowledge of a single genetic risk factor can seldom be used to predict the treatment outcome of a common disease, knowledge of a large fraction of all the major genetic risk factors contributing to a treatment response or common disease could have immediate utility, allowing existing treatment options to be matched to individual patients without requiring additional knowledge of the mechanisms by which the genetic differences lead to different outcomes .” “ More detailed haplotype analysis results are available at http://research.calit2.net/hap/wgha/ “
  • 6. For Mitochondrial Diseases It Has Been More Productive to Classify Patients by Genetic Defect Rather than by Clinical Manifestation Over the past 10 years, mitochondrial defects have been implicated in a wide variety of degenerative diseases, aging, and cancer… The same mtDNA mutation can produce quite different phenotypes, and different mutations can produce similar phenotypes. … The essential role of mitochondrial oxidative phosphorylation in cellular energy production, the generation of reactive oxygen species, and the initiation of apoptosis has suggested a number of novel mechanisms for mitochondrial pathology. -- Douglas Wallace, Science, Vol. 283, 1482-1488, 5 March 1999
  • 7. Comparative Genomics Can Reveal Biological Facts That Are Not Visible Within a Species “ After sequencing these three genomes, it is clear that substantial rearrangements in the human genome happen only once in a million years, while the rate of rearrangements in the rat and mouse is much faster.” --Glenn Tesler, UCSD Dept. of Mathematics www.calit2.net/culture/features/2004/4-1_pevzner.html Co-Authors Pavel Pevzner and Glenn Tesler, UCSD April 1, 2004 December 05, 2002 December 9, 2004
  • 8. Advanced Algorithmic Techniques Reveal Unexpected Results “ Many of the chicken–human aligned, non-coding sequences occur far from genes, frequently in clusters that seem to be under selection for functions that are not yet understood.” Nature 432, 695 - 716 (09 December 2004)
  • 9. Microbial Metagenomics is a Rapidly Emerging Field of Research “ Despite their ubiquity, relatively little is known about the majority of environmental microorganisms, largely because of their resistance to culture under standard laboratory conditions.” “ The application of high-throughput shotgun sequencing environmental samples has recently provided global views of those communities not obtainable from 16S rRNA or BAC clone–sequencing surveys .” Comparative Metagenomics of Microbial Communities Susannah Green Tringe, Christian von Mering, Arthur Kobayashi, Asaf A. Salamov, Kevin Chen, Hwai W. Chang, Mircea Podar, Jay M. Short, Eric J. Mathur, John C. Detter, Peer Bork, Philip Hugenholtz, Edward M. Rubin Science 22 April 2005
  • 10. Looking Back Nearly 4 Billion Years In the Evolution of Microbe Genomics Science Falkowski and Vargas 304 (5667): 58
  • 11.
  • 13. Marine Genome Sequencing Project Measuring the Genetic Diversity of Ocean Microbes CAMERA will include All Sorcerer II Metagenomic Data
  • 14. Moore Foundation Funded the Venter Institute to Provide the Full Genome Sequence of 150 Marine Microbes www.moore.org/microgenome/trees_main.asp CAMERA will include All Moore Marine Microbial Genomes
  • 15. Moore Microbial Genome Sequencing Project: Cyanobacteria Being Sequenced by Venter Institute
  • 16. Moore Microbial Genome Sequencing Project Selected Microbes Throughout the World’s Oceans www.moore.org/microgenome/worldmap.asp
  • 17.
  • 18. Genomic Data Is Growing Rapidly, But Metagenomics Will Vastly Increase The Scale… GenBank Protein Data Bank www.rcsb.org/pdb/holdings.html www.ncbi.nlm.nih.gov/Genbank 100 Billion Bases! Total Data < 1TB 35,000 Structures
  • 19. Metagenomics Will Couple to Earth Observations Which Add Several TBs/Day Source: Glenn Iona, EOSDIS Element Evolution Technical Working Group January 6-7, 2005
  • 20. Challenge: Average Throughput of NASA Data Products to End User is < 50 Mbps Tested October 2005 http://ensight.eos.nasa.gov/Missions/icesat/index.shtml Internet2 Backbone is 10,000 Mbps! Throughput is < 0.5% to End User
  • 21. National Lambda Rail (NLR) and TeraGrid Provides Cyberinfrastructure Backbone for U.S. Researchers San Francisco Pittsburgh Cleveland San Diego Los Angeles Portland Seattle Pensacola Baton Rouge Houston San Antonio Las Cruces / El Paso Phoenix New York City Washington, DC Raleigh Jacksonville Dallas Tulsa Atlanta Kansas City Denver Ogden/ Salt Lake City Boise Albuquerque UC-TeraGrid UIC/NW-Starlight Chicago International Collaborators NLR 4 x 10Gb Lambdas Initially Capable of 40 x 10Gb wavelengths at Buildout NSF’s TeraGrid Has 4 x 10Gb Lambda Backbone Links Two Dozen State and Regional Optical Networks DOE, NSF, & NASA Using NLR
  • 22.
  • 23. Using the OptIPuter to Couple Data Assimilation Models to Remote Data Sources Including Biology Regional Ocean Modeling System (ROMS) http://ourocean.jpl.nasa.gov/ NASA MODIS Mean Primary Productivity for April 2001 in California Current System
  • 24. Calit2 Intends to Jump Beyond Traditional Web-Accessible Databases Data Backend (DB, Files) W E B PORTAL (pre-filtered, queries metadata) Response Request + many others Source: Phil Papadopoulos, SDSC, Calit2 BIRN PDB NCBI Genbank
  • 25.
  • 26. First Implementation of the CAMERA Complex Compute Database & Storage
  • 27.
  • 28.
  • 30.
  • 31. UCI’s IGB Develops a Suite of Programs and Servers for Protein Structure and Structural Feature Prediction www.igb.uci.edu/tools.htm Source: Pierre Baldi, UCI Sixty Affiliated IGB Labs at UCI e.g.:
  • 32. CAMERA Builds on Cyberinfrastructure Grid, Workflow, and Portal Projects in a Service Oriented Architecture Cyberinfrastructure: Raw Resources, Middleware & Execution Environment NBCR Rocks Clusters Virtual Organizations Web Services KEPLER Workflow Management Vision Telescience Portal Located in Calit2@UCSD Building National Biomedical Computation Resource an NIH supported resource center
  • 33. Calit2 is Collaborating with Douglas Wallace-- Planning to Bring MITOMAP into Calit2 Domain The Human mtDNA Map, Showing the Location of Selected Pathogenic Mutations Within the 16,569-Base Pair Genome MITOMAP: A Human Mitochondrial Genome Database. www.mitomap.org , 2005 5 March 1999
  • 34. Displaying Images from Electron Microscope Zeiss Scanning Electron Microscope in Calit2@ UCI
  • 36. Metagenomics “Extreme Assembly” Requires Large Amount of Pixel Real Estate Source: Karin Remington J. Craig Venter Institute Prochlorococcus Microbacterium Burkholderia Rhodobacter SAR-86 unknown unknown
  • 37. Metagenomics Requires a Global View of Data and the Ability to Zoom Into Detail Interactively Overlay of Metagenomics Data onto Sequenced Reference Genomes (This Image: Prochloroccocus marinus MED4) Source: Karin Remington J. Craig Venter Institute
  • 38. OptIPuter Scalable Adaptive Graphics Environment (SAGE) Allows Integration of HD Streams Source: David Lee, NCMIR, UCSD
  • 39. Calit2 and the Venter Institute Will Combine Telepresence with Remote Interactive Analysis Live Demonstration of 21st Century National-Scale Team Science OptIPuter Visualized Data HDTV Over Lambda 25 Miles Venter Institute
  • 40. OptIPuter@UCI is Up and Working Created 09-27-2005 by Garrett Hildebrand Modified 11-03-2005 by Jessica Yu 10 GE SPDS Catalyst 3750 in CSI ONS 15540 WDM at UCI campus MPOE (CPL) 10 GE DWDM Network Line Engineering Gateway Building, Catalyst 3750 in 3 rd floor IDF MDF Catalyst 6500 w/ firewall, 1 st floor closet Wave-2 : layer-2 GE. UCSD address space 137.110.247.210-222/28 Floor 2 Catalyst 6500 Floor 3 Catalyst 6500 Floor 4 Catalyst 6500 Wave-1 : UCSD address space 137.110.247.242-246 NACS-reserved for testing ESMF Catalyst 3750 in NACS Machine Room (Optiputer) Viz Lab Wave 1 1GE Wave 2 1GE Calit2 Building UCInet HIPerWall Los Angeles 1 GE DWDM Network Line Tustin CENIC Calren POP UCSD Optiputer Network
  • 41. Calit2/SDSC Proposal to Create a UC Cyberinfrastructure of “On-Ramps” to National LambdaRail Resources OptIPuter + CalREN-XD + TeraGrid = “OptiGrid” Source: Fran Berman, SDSC , Larry Smarr, Calit2 Creating a Critical Mass of End Users on a Secure LambdaGrid UC San Francisco UC San Diego UC Riverside UC Irvine UC Davis UC Berkeley UC Santa Cruz UC Santa Barbara UC Los Angeles UC Merced