SlideShare ist ein Scribd-Unternehmen logo
1 von 59
UC, San Diego
Department of Medicine
   Trey Ideker Lab

      SCSN@UCLA
       Dec. 13, 2009
Keiichiro Ono
UCSD Dept. of Medicine
   Trey Ideker Lab

 Research Associate /
  Software Engineer

E-mail: kono@ucsd.edu
     Twitter: c_z
•
•
•
•
•
•

    • DNA =   (ATGC)
•

    • DNA =          (ATGC)

       •      DNA=
•

    • DNA =          (ATGC)

       •      DNA=

    •         =
•

    • DNA =          (ATGC)

       •      DNA=

    •         =

    •    =
Bioinformatics
•
    ‣
•
    •
    •
        •   1981   Smith-Waterman Algorithm (           )



    •
        •   1986                           Leroy Hood




    •
        •   1988     NCBI
•

    •
        •   1990   BLAST

             •


    •
•

    •
        •   EBI (European Bioinformatics Institute, UK), KEGG (Kyoto Encyclopedia of
            Genes and Genomes, Japan)


    •

    •
        •   BioPerl
•
    • 2000
    •
       •   Ensembl

       •   UCSC Genome Browser


    •
    • Y2H
•
    •
        •
    •

        • R / Bioconductor
    •
•
    •
    •
    •       / Run

        •
GenBank Data
Year   Base Pairs             Sequences              http://www.ncbi.nlm.nih.gov/Genbank/genbankstats.html
1982                680,338                   606
1983            2,274,029                    2,427
1984            3,368,765                    4,175
1985            5,204,420                    5,700
1986            9,615,371                    9,978
1987          15,514,776                    14,584
1988          23,800,000                    20,579
1989          34,762,585                    28,791
1990          49,179,285                    39,533
1991          71,947,426                    55,627
1992         101,008,486                    78,608
1993         157,152,442                   143,492
1994         217,102,462                   215,273
1995         384,939,485                   555,694
1996         651,972,984               1,021,211
1997        1,160,300,687             1,765,847
1998        2,008,761,784             2,837,897
1999        3,841,163,011             4,864,570
2000       11,101,066,288            10,106,023
2001       15,849,921,438            14,976,310
2002       28,507,990,166            22,318,883
2003       36,553,368,485            30,968,418
2004       44,575,745,176            40,604,319
2005   56,037,734,462         52,016,762
2006   69,019,290,705         64,893,747
2007   83,874,179,730         80,388,382
2008   99,116,431,942         98,868,465
•
    •
    •
        PC
•
    •

•
•
•
•
    •

•
•
•
•
•
    •
•


•

    ★
•
    (PPI)



•

•

•
BioGRID Human Interactome
•

•
    PPI
•
    •


•
    •

•
Cytoscape
I/O             Import most standard   Import networks, attributes   WikiPathways      BiNoM                    BioNetBuilder    Droid
                formats                via web services




Analysis        Network Analyzer       BiNGO                         mCode             ClusterMaker             jActiveModules   VistaClara




Inference       MiMI                   Agilent Literature Search     CytoProphet       Expression Correlation   Domain Graph     Monet




                Mondrian               GLay                          ClueGO            CyOOG                    Cerebral         Bubble
Visualization                                                                                                                    Router




Structure &     SFLD Loader            StructureViz                  Cheminformatics   DrugViz                  OmicsViz         MetaNetter

Chemistry
Cytoscape
•
•
•
    • Human-curated reference pathways
    • Large-scale PPI
    • Annotation for components
    • etc.
       •
• NCBI
• EBI
• DBCLS
•
•

•   API
•       DBCLS EBI

•
• BioHackathon
   • Web Service API
BioHackathon
2009 in Japan

✤   End of March, 2009 in
    DBCLS(Tokyo)/
    OIST(Okinawa)

✤   Roughly 70% of the attendees
    were developers, 30% were
    users (biologists)

✤   Discuss and hack hot topics in
    bioinformatics software/
    system
•
•
•   TV
http://sourceforge.net/apps/mediawiki/bio2rdf/index.php?title=File:Bio2rdfmap_blanc.png
•

•
    •
        ?
•

    •
        ≠
•
•
•

•
•
•
    • Python / Ruby
    • R / Bioconductor
•

•
    •

    •
•


•
http://www.cytoscape.org/

    kono@ucsd.edu

     Twitter ID: c_z
Thank You!

Weitere ähnliche Inhalte

Andere mochten auch

Kkkasunu2
Kkkasunu2Kkkasunu2
Kkkasunu2anttab
 
Terri Feedback Ppt
Terri Feedback PptTerri Feedback Ppt
Terri Feedback PptTerri Weiss
 
Prijatelj Je Kakor Most
Prijatelj Je Kakor MostPrijatelj Je Kakor Most
Prijatelj Je Kakor MostLuis Lisjak
 
project based learning
project based learningproject based learning
project based learningMJH123
 
Kenesunumu
KenesunumuKenesunumu
Kenesunumuanttab
 
Jisc RSC Wales ISS 260213
Jisc RSC Wales ISS 260213Jisc RSC Wales ISS 260213
Jisc RSC Wales ISS 260213Lis Parcell
 
12 B.H. Y Transfusion En S.T.D.
12 B.H. Y Transfusion En S.T.D.12 B.H. Y Transfusion En S.T.D.
12 B.H. Y Transfusion En S.T.D.Joaquín Olvera
 
Twitter For Business
Twitter For BusinessTwitter For Business
Twitter For BusinessLara Kretler
 
Double-Vision
Double-VisionDouble-Vision
Double-Visionagek2005
 
How To Make Cookies Of Tea
How To Make Cookies Of TeaHow To Make Cookies Of Tea
How To Make Cookies Of Teaemi902
 
MIEJSCE FOTOGRAFII RODZINNEJ W ŻYCIU RODZINY MIEJSKIEJ
MIEJSCE FOTOGRAFII RODZINNEJ W ŻYCIU RODZINY MIEJSKIEJMIEJSCE FOTOGRAFII RODZINNEJ W ŻYCIU RODZINY MIEJSKIEJ
MIEJSCE FOTOGRAFII RODZINNEJ W ŻYCIU RODZINY MIEJSKIEJagata stanisz
 
Workplace etiquettes
Workplace etiquettesWorkplace etiquettes
Workplace etiquettesSIVA GOPAL
 

Andere mochten auch (17)

Kkkasunu2
Kkkasunu2Kkkasunu2
Kkkasunu2
 
Terri Feedback Ppt
Terri Feedback PptTerri Feedback Ppt
Terri Feedback Ppt
 
Prijatelj Je Kakor Most
Prijatelj Je Kakor MostPrijatelj Je Kakor Most
Prijatelj Je Kakor Most
 
Products
ProductsProducts
Products
 
project based learning
project based learningproject based learning
project based learning
 
Kenesunumu
KenesunumuKenesunumu
Kenesunumu
 
Jisc RSC Wales ISS 260213
Jisc RSC Wales ISS 260213Jisc RSC Wales ISS 260213
Jisc RSC Wales ISS 260213
 
12 B.H. Y Transfusion En S.T.D.
12 B.H. Y Transfusion En S.T.D.12 B.H. Y Transfusion En S.T.D.
12 B.H. Y Transfusion En S.T.D.
 
Fotoesej Reklama
Fotoesej ReklamaFotoesej Reklama
Fotoesej Reklama
 
Twitter For Business
Twitter For BusinessTwitter For Business
Twitter For Business
 
Double-Vision
Double-VisionDouble-Vision
Double-Vision
 
How To Make Cookies Of Tea
How To Make Cookies Of TeaHow To Make Cookies Of Tea
How To Make Cookies Of Tea
 
MIEJSCE FOTOGRAFII RODZINNEJ W ŻYCIU RODZINY MIEJSKIEJ
MIEJSCE FOTOGRAFII RODZINNEJ W ŻYCIU RODZINY MIEJSKIEJMIEJSCE FOTOGRAFII RODZINNEJ W ŻYCIU RODZINY MIEJSKIEJ
MIEJSCE FOTOGRAFII RODZINNEJ W ŻYCIU RODZINY MIEJSKIEJ
 
Kkka
KkkaKkka
Kkka
 
1.1 Reasoning
1.1 Reasoning1.1 Reasoning
1.1 Reasoning
 
Workplace etiquettes
Workplace etiquettesWorkplace etiquettes
Workplace etiquettes
 
Project Bid
Project BidProject Bid
Project Bid
 

Ähnlich wie 生命を理解する道具としての計算機  SCSN@UCLA

Bioc4010 lectures 1 and 2
Bioc4010 lectures 1 and 2Bioc4010 lectures 1 and 2
Bioc4010 lectures 1 and 2Dan Gaston
 
Adventures With Social Media [Am Cham Sg No Video]
Adventures With Social Media [Am Cham Sg No Video]Adventures With Social Media [Am Cham Sg No Video]
Adventures With Social Media [Am Cham Sg No Video]Michael Netzley, Ph.D.
 
Housing Overhang Summary Data
Housing Overhang Summary DataHousing Overhang Summary Data
Housing Overhang Summary Databsucobe
 
Panoramic Video in Environmental Monitoring Software Development and Applica...
Panoramic Video in Environmental Monitoring Software Development and Applica...Panoramic Video in Environmental Monitoring Software Development and Applica...
Panoramic Video in Environmental Monitoring Software Development and Applica...pycontw
 
Asia’s social media map and users’ online (june 2010)
Asia’s social media map and users’ online (june 2010)Asia’s social media map and users’ online (june 2010)
Asia’s social media map and users’ online (june 2010)Michael Netzley, Ph.D.
 
Linked Data for integrating life-science databases
Linked Data for integrating life-science databasesLinked Data for integrating life-science databases
Linked Data for integrating life-science databasesShuichi Kawashima
 
Primer designgeneprediction
Primer designgenepredictionPrimer designgeneprediction
Primer designgenepredictionSucheta Tripathy
 
ITCamp 2011 - Paula Januszkiewicz - Password secrets revealed
ITCamp 2011 - Paula Januszkiewicz - Password secrets revealedITCamp 2011 - Paula Januszkiewicz - Password secrets revealed
ITCamp 2011 - Paula Januszkiewicz - Password secrets revealedITCamp
 
Microarray By Pushpita Saha
Microarray By Pushpita SahaMicroarray By Pushpita Saha
Microarray By Pushpita SahaPushpita Saha
 
Analisis Horta Guinardo 2008 03 10
Analisis Horta Guinardo 2008 03 10Analisis Horta Guinardo 2008 03 10
Analisis Horta Guinardo 2008 03 101977bcn
 
P3 training and_life_as_a_postdoc_(felix_klein)
P3 training and_life_as_a_postdoc_(felix_klein)P3 training and_life_as_a_postdoc_(felix_klein)
P3 training and_life_as_a_postdoc_(felix_klein)phdcareers
 
How we built a global search engine for genetic data
How we built a global search engine for genetic dataHow we built a global search engine for genetic data
How we built a global search engine for genetic dataMiro Cupak
 
Building a Cost-effective Mining Rig by Michael Carter (BitsBeTrippin)
Building a Cost-effective Mining Rig by Michael Carter (BitsBeTrippin)Building a Cost-effective Mining Rig by Michael Carter (BitsBeTrippin)
Building a Cost-effective Mining Rig by Michael Carter (BitsBeTrippin)Hashers United
 
AI & Digital Dentistry / June 2021 / Youngjun Kim (Imagoworks Inc.)
AI & Digital Dentistry / June 2021 / Youngjun Kim (Imagoworks Inc.)AI & Digital Dentistry / June 2021 / Youngjun Kim (Imagoworks Inc.)
AI & Digital Dentistry / June 2021 / Youngjun Kim (Imagoworks Inc.)Youngjun Kim
 
เฉลยวิชาสุขศึกษา ศิลปะ การงานอาชีพฯ รหัสวิขา 06 50
เฉลยวิชาสุขศึกษา ศิลปะ การงานอาชีพฯ รหัสวิขา 06 50เฉลยวิชาสุขศึกษา ศิลปะ การงานอาชีพฯ รหัสวิขา 06 50
เฉลยวิชาสุขศึกษา ศิลปะ การงานอาชีพฯ รหัสวิขา 06 50Nutthachai Thaobunrueang
 
Mateo Valero - Big data: de la investigación científica a la gestión empresarial
Mateo Valero - Big data: de la investigación científica a la gestión empresarialMateo Valero - Big data: de la investigación científica a la gestión empresarial
Mateo Valero - Big data: de la investigación científica a la gestión empresarialFundación Ramón Areces
 
Intellectual Property Lebret December 2018
Intellectual Property Lebret December 2018Intellectual Property Lebret December 2018
Intellectual Property Lebret December 2018Hervé Lebret
 

Ähnlich wie 生命を理解する道具としての計算機  SCSN@UCLA (20)

Bioc4010 lectures 1 and 2
Bioc4010 lectures 1 and 2Bioc4010 lectures 1 and 2
Bioc4010 lectures 1 and 2
 
Adventures With Social Media [Am Cham Sg No Video]
Adventures With Social Media [Am Cham Sg No Video]Adventures With Social Media [Am Cham Sg No Video]
Adventures With Social Media [Am Cham Sg No Video]
 
Housing Overhang Summary Data
Housing Overhang Summary DataHousing Overhang Summary Data
Housing Overhang Summary Data
 
Panoramic Video in Environmental Monitoring Software Development and Applica...
Panoramic Video in Environmental Monitoring Software Development and Applica...Panoramic Video in Environmental Monitoring Software Development and Applica...
Panoramic Video in Environmental Monitoring Software Development and Applica...
 
Asia’s social media map and users’ online (june 2010)
Asia’s social media map and users’ online (june 2010)Asia’s social media map and users’ online (june 2010)
Asia’s social media map and users’ online (june 2010)
 
Linked Data for integrating life-science databases
Linked Data for integrating life-science databasesLinked Data for integrating life-science databases
Linked Data for integrating life-science databases
 
Primer designgeneprediction
Primer designgenepredictionPrimer designgeneprediction
Primer designgeneprediction
 
ITCamp 2011 - Paula Januszkiewicz - Password secrets revealed
ITCamp 2011 - Paula Januszkiewicz - Password secrets revealedITCamp 2011 - Paula Januszkiewicz - Password secrets revealed
ITCamp 2011 - Paula Januszkiewicz - Password secrets revealed
 
Machine Learning Impact on IoT - Part 2
Machine Learning Impact on IoT - Part 2Machine Learning Impact on IoT - Part 2
Machine Learning Impact on IoT - Part 2
 
Microarray By Pushpita Saha
Microarray By Pushpita SahaMicroarray By Pushpita Saha
Microarray By Pushpita Saha
 
Analisis Horta Guinardo 2008 03 10
Analisis Horta Guinardo 2008 03 10Analisis Horta Guinardo 2008 03 10
Analisis Horta Guinardo 2008 03 10
 
P3 training and_life_as_a_postdoc_(felix_klein)
P3 training and_life_as_a_postdoc_(felix_klein)P3 training and_life_as_a_postdoc_(felix_klein)
P3 training and_life_as_a_postdoc_(felix_klein)
 
How we built a global search engine for genetic data
How we built a global search engine for genetic dataHow we built a global search engine for genetic data
How we built a global search engine for genetic data
 
Building a Cost-effective Mining Rig by Michael Carter (BitsBeTrippin)
Building a Cost-effective Mining Rig by Michael Carter (BitsBeTrippin)Building a Cost-effective Mining Rig by Michael Carter (BitsBeTrippin)
Building a Cost-effective Mining Rig by Michael Carter (BitsBeTrippin)
 
AI & Digital Dentistry / June 2021 / Youngjun Kim (Imagoworks Inc.)
AI & Digital Dentistry / June 2021 / Youngjun Kim (Imagoworks Inc.)AI & Digital Dentistry / June 2021 / Youngjun Kim (Imagoworks Inc.)
AI & Digital Dentistry / June 2021 / Youngjun Kim (Imagoworks Inc.)
 
เฉลยวิชาสุขศึกษา ศิลปะ การงานอาชีพฯ รหัสวิขา 06 50
เฉลยวิชาสุขศึกษา ศิลปะ การงานอาชีพฯ รหัสวิขา 06 50เฉลยวิชาสุขศึกษา ศิลปะ การงานอาชีพฯ รหัสวิขา 06 50
เฉลยวิชาสุขศึกษา ศิลปะ การงานอาชีพฯ รหัสวิขา 06 50
 
Table quantitative techniques
Table quantitative techniquesTable quantitative techniques
Table quantitative techniques
 
My Project
My ProjectMy Project
My Project
 
Mateo Valero - Big data: de la investigación científica a la gestión empresarial
Mateo Valero - Big data: de la investigación científica a la gestión empresarialMateo Valero - Big data: de la investigación científica a la gestión empresarial
Mateo Valero - Big data: de la investigación científica a la gestión empresarial
 
Intellectual Property Lebret December 2018
Intellectual Property Lebret December 2018Intellectual Property Lebret December 2018
Intellectual Property Lebret December 2018
 

Mehr von Keiichiro Ono

今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)Keiichiro Ono
 
Cytoscape Ecosystem Presentation at DBCLS Kashiwa
Cytoscape Ecosystem Presentation at DBCLS KashiwaCytoscape Ecosystem Presentation at DBCLS Kashiwa
Cytoscape Ecosystem Presentation at DBCLS KashiwaKeiichiro Ono
 
Eyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-CytoscapeEyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-CytoscapeKeiichiro Ono
 
Data Visualization Japan Meetup 2018: 長く変化に対応する
Data Visualization Japan Meetup 2018: 長く変化に対応するData Visualization Japan Meetup 2018: 長く変化に対応する
Data Visualization Japan Meetup 2018: 長く変化に対応するKeiichiro Ono
 
第1回バイオインフォマティクスデータ可視化セミナー@Riken
第1回バイオインフォマティクスデータ可視化セミナー@Riken第1回バイオインフォマティクスデータ可視化セミナー@Riken
第1回バイオインフォマティクスデータ可視化セミナー@RikenKeiichiro Ono
 
「モダンな」可視化アプリケーション開発とはどのようなものか?
「モダンな」可視化アプリケーション開発とはどのようなものか?「モダンな」可視化アプリケーション開発とはどのようなものか?
「モダンな」可視化アプリケーション開発とはどのようなものか?Keiichiro Ono
 
Overview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis ToolsOverview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis ToolsKeiichiro Ono
 
Reproducible Workflow with Cytoscape and Jupyter Notebook
Reproducible Workflow with Cytoscape and Jupyter NotebookReproducible Workflow with Cytoscape and Jupyter Notebook
Reproducible Workflow with Cytoscape and Jupyter NotebookKeiichiro Ono
 
What's New in Cytoscape
What's New in CytoscapeWhat's New in Cytoscape
What's New in CytoscapeKeiichiro Ono
 
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...Keiichiro Ono
 
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...Keiichiro Ono
 
Building Reproducible Network Data Analysis / Visualization Workflows
Building Reproducible Network Data Analysis / Visualization WorkflowsBuilding Reproducible Network Data Analysis / Visualization Workflows
Building Reproducible Network Data Analysis / Visualization WorkflowsKeiichiro Ono
 
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状Keiichiro Ono
 
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...Keiichiro Ono
 
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford ConsortiumSDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford ConsortiumKeiichiro Ono
 
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...Keiichiro Ono
 
Cytoscapeの現状とCyberinfrastructure
Cytoscapeの現状とCyberinfrastructureCytoscapeの現状とCyberinfrastructure
Cytoscapeの現状とCyberinfrastructureKeiichiro Ono
 
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜Keiichiro Ono
 
Cytoscape: Now and Future
Cytoscape: Now and FutureCytoscape: Now and Future
Cytoscape: Now and FutureKeiichiro Ono
 
cyREST: Cytoscape as a Service
cyREST: Cytoscape as a ServicecyREST: Cytoscape as a Service
cyREST: Cytoscape as a ServiceKeiichiro Ono
 

Mehr von Keiichiro Ono (20)

今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
今あえてコードから可視化を作る (Data Visualization Japan Meetup 2020)
 
Cytoscape Ecosystem Presentation at DBCLS Kashiwa
Cytoscape Ecosystem Presentation at DBCLS KashiwaCytoscape Ecosystem Presentation at DBCLS Kashiwa
Cytoscape Ecosystem Presentation at DBCLS Kashiwa
 
Eyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-CytoscapeEyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-Cytoscape
 
Data Visualization Japan Meetup 2018: 長く変化に対応する
Data Visualization Japan Meetup 2018: 長く変化に対応するData Visualization Japan Meetup 2018: 長く変化に対応する
Data Visualization Japan Meetup 2018: 長く変化に対応する
 
第1回バイオインフォマティクスデータ可視化セミナー@Riken
第1回バイオインフォマティクスデータ可視化セミナー@Riken第1回バイオインフォマティクスデータ可視化セミナー@Riken
第1回バイオインフォマティクスデータ可視化セミナー@Riken
 
「モダンな」可視化アプリケーション開発とはどのようなものか?
「モダンな」可視化アプリケーション開発とはどのようなものか?「モダンな」可視化アプリケーション開発とはどのようなものか?
「モダンな」可視化アプリケーション開発とはどのようなものか?
 
Overview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis ToolsOverview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis Tools
 
Reproducible Workflow with Cytoscape and Jupyter Notebook
Reproducible Workflow with Cytoscape and Jupyter NotebookReproducible Workflow with Cytoscape and Jupyter Notebook
Reproducible Workflow with Cytoscape and Jupyter Notebook
 
What's New in Cytoscape
What's New in CytoscapeWhat's New in Cytoscape
What's New in Cytoscape
 
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
 
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...Introduction to Biological Network Analysis and Visualization with Cytoscape ...
Introduction to Biological Network Analysis and Visualization with Cytoscape ...
 
Building Reproducible Network Data Analysis / Visualization Workflows
Building Reproducible Network Data Analysis / Visualization WorkflowsBuilding Reproducible Network Data Analysis / Visualization Workflows
Building Reproducible Network Data Analysis / Visualization Workflows
 
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
San Diego Japan Bio Forum: ライフサイエンス向けデータ可視化技術の現状
 
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
SDCSB Advanced Tutorial: Reproducible Data Visualization Workflow with Cytosc...
 
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford ConsortiumSDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
 
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
VIZBI 2015 Tutorial: Cytoscape, IPython, Docker, and Reproducible Network Dat...
 
Cytoscapeの現状とCyberinfrastructure
Cytoscapeの現状とCyberinfrastructureCytoscapeの現状とCyberinfrastructure
Cytoscapeの現状とCyberinfrastructure
 
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
「数字を見せろ」から「コードを見せろ」へ 〜過程の透明性を確保したデータ可視化を目指す〜
 
Cytoscape: Now and Future
Cytoscape: Now and FutureCytoscape: Now and Future
Cytoscape: Now and Future
 
cyREST: Cytoscape as a Service
cyREST: Cytoscape as a ServicecyREST: Cytoscape as a Service
cyREST: Cytoscape as a Service
 

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
 
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
 
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
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilV3cube
 
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
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
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
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
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
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
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
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
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
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 

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
 
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
 
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
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of Brazil
 
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
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
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
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
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
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 

生命を理解する道具としての計算機  SCSN@UCLA

  • 1. UC, San Diego Department of Medicine Trey Ideker Lab SCSN@UCLA Dec. 13, 2009
  • 2. Keiichiro Ono UCSD Dept. of Medicine Trey Ideker Lab Research Associate / Software Engineer E-mail: kono@ucsd.edu Twitter: c_z
  • 4.
  • 5.
  • 6. • DNA = (ATGC)
  • 7. • DNA = (ATGC) • DNA=
  • 8. • DNA = (ATGC) • DNA= • =
  • 9. • DNA = (ATGC) • DNA= • = • =
  • 11.
  • 12.
  • 13. • • • 1981 Smith-Waterman Algorithm ( ) • • 1986 Leroy Hood • • 1988 NCBI
  • 14. • • 1990 BLAST • •
  • 15. • • EBI (European Bioinformatics Institute, UK), KEGG (Kyoto Encyclopedia of Genes and Genomes, Japan) • • • BioPerl
  • 16. • 2000 • • Ensembl • UCSC Genome Browser • • Y2H
  • 17. • • • • R / Bioconductor •
  • 18. • • • / Run •
  • 19. GenBank Data Year Base Pairs Sequences http://www.ncbi.nlm.nih.gov/Genbank/genbankstats.html 1982 680,338 606 1983 2,274,029 2,427 1984 3,368,765 4,175 1985 5,204,420 5,700 1986 9,615,371 9,978 1987 15,514,776 14,584 1988 23,800,000 20,579 1989 34,762,585 28,791 1990 49,179,285 39,533 1991 71,947,426 55,627 1992 101,008,486 78,608 1993 157,152,442 143,492 1994 217,102,462 215,273 1995 384,939,485 555,694 1996 651,972,984 1,021,211 1997 1,160,300,687 1,765,847 1998 2,008,761,784 2,837,897 1999 3,841,163,011 4,864,570 2000 11,101,066,288 10,106,023 2001 15,849,921,438 14,976,310 2002 28,507,990,166 22,318,883 2003 36,553,368,485 30,968,418 2004 44,575,745,176 40,604,319 2005 56,037,734,462 52,016,762 2006 69,019,290,705 64,893,747 2007 83,874,179,730 80,388,382 2008 99,116,431,942 98,868,465
  • 20. • • PC
  • 21.
  • 22. • • • •
  • 23. • • • •
  • 24.
  • 25. • •
  • 26. • •
  • 27. (PPI) • • •
  • 28.
  • 30. • • PPI
  • 31. • • • •
  • 33.
  • 34. I/O Import most standard Import networks, attributes WikiPathways BiNoM BioNetBuilder Droid formats via web services Analysis Network Analyzer BiNGO mCode ClusterMaker jActiveModules VistaClara Inference MiMI Agilent Literature Search CytoProphet Expression Correlation Domain Graph Monet Mondrian GLay ClueGO CyOOG Cerebral Bubble Visualization Router Structure & SFLD Loader StructureViz Cheminformatics DrugViz OmicsViz MetaNetter Chemistry
  • 37.
  • 38. • Human-curated reference pathways • Large-scale PPI • Annotation for components • etc. •
  • 40. • • • API
  • 41. DBCLS EBI • • BioHackathon • Web Service API
  • 42. BioHackathon 2009 in Japan ✤ End of March, 2009 in DBCLS(Tokyo)/ OIST(Okinawa) ✤ Roughly 70% of the attendees were developers, 30% were users (biologists) ✤ Discuss and hack hot topics in bioinformatics software/ system
  • 44.
  • 45.
  • 46.
  • 47.
  • 48.
  • 49.
  • 51. • • • ?
  • 52.
  • 53. • ≠
  • 55. • • • Python / Ruby • R / Bioconductor
  • 56. • • • •
  • 58. http://www.cytoscape.org/ kono@ucsd.edu Twitter ID: c_z

Hinweis der Redaktion

  1. \n
  2. \n
  3. \n
  4. \n
  5. \n
  6. \n
  7. \n
  8. \n
  9. \n
  10. \n
  11. \n
  12. \n
  13. \n
  14. \n
  15. \n
  16. \n
  17. \n
  18. \n
  19. \n
  20. \n
  21. \n
  22. \n
  23. \n
  24. \n
  25. \n
  26. \n
  27. \n
  28. \n
  29. \n
  30. \n
  31. \n
  32. \n
  33. \n
  34. \n
  35. \n
  36. \n
  37. \n
  38. \n
  39. \n
  40. \n
  41. \n
  42. \n
  43. \n
  44. \n
  45. \n
  46. \n
  47. \n
  48. \n
  49. \n
  50. \n
  51. \n
  52. \n
  53. \n
  54. \n
  55. \n
  56. \n
  57. \n