SlideShare una empresa de Scribd logo
1 de 23
Descargar para leer sin conexión
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Technology development of
database integration to
make sense of big data in
lifescience
Hidemasa Bono
Database Center for Lifescience (DBCLS)
Research Organization of Information and
Systems (ROIS), JAPAN
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Who we are: togoDB
• The integrated database project in Japan
• Collaborative effort to recycle data
–Provide data which can easily reuse
–Retain data which is part of ‘public data’
2
TogoHeadquarters
Technology developer
DNA data archiver
Universities & institutes
Data organizer
http://biosciencedbc.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
NBDC portal
3
http://biosciencedbc.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
4
http://integbio.jp/dbcatalog/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
5
photo by @hirabat (1st Bono Conference on 20130113 )
• No registration
• Not only for academia,
also for-profit
Free!
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Big data in lifescience
• Output mostly from machines
–NGS(Next Generation Sequencers)
• over 100M lines, 2Gbyte in size/sample
• Ethical issues: Personal human genome
• So many variations in...
–Data format
–Application: re-sequencing, de novo seq, RNA-seq,...
–Annotation: granularity of metadata
Pictures from Togo Picture Gallery
http://g86.dbcls.jp/togopic/
NGS(SRA)
GEO
ArrayExpress
Genome
Metagenome
RNAseq
ChIPseq microarray (GeneChip,
Oligoarray)
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Making sense of big data...
1. Exhaustive, but
functional index
3. Highly curated
dataset
2. Search engine
for lifescience
NGS(SRA)
GEO
ArrayExpress
Genome
Metagenome
RNAseq
ChIPseq microarray (GeneChip,
Oligoarray)
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
What we have developed
1.Yellow pages for NGS data archived
http://SRA.dbcls.jp/
2.Search engine for nucleotide sequences
http://GGRNA.dbcls.jp/
3.Summarization and visualization of
reference transcriptome data
http://RefEx.dbcls.jp/
8
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
1. DBCLS SRA
• Yellow pages for NGS data archived
–Indexed by metadata. Search by....
• Statistics
• Publications
• Diseases
–Direct link to original DB(SRA)
• Pre-calculated QC data
9
Search data
Download
Quality Check
Data processing
Analysis
Pipeline to help users re-use public NGS data
http://SRA.dbcls.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Statistics: studies
10http://SRA.dbcls.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
11
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Statistics: samples
12
http://SRA.dbcls.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Search by publications
13
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Search by diseases
14
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
Search by diseases(cont.)
15
http://SRA.dbcls.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
GGRNA
16
•Quickly finds nucleotiode
sequence as well as other
fields in RefSeq transcripts
using suffix array
•Easily highlights PCR
primers, microarray
probes and target
sequences of siRNA
2. GooGle like RNA search
engine http://GGRNA.dbcls.jp/
Naito Y. & Bono H.
Nucleic Acids Res. (2012) 40: W592-6.
doi: 10.1093/nar/gks448
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
17
Genome version of GGRNA? Yes, we can!
GooGle like Genome search
engine http://GGGenome.dbcls.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
3. RefEx: Reference
Expression Dataset
• 40 organs dataset, 4 different methods,
with BodyParts3D
–Reference of gene expression in normal organs
throughout the mammalian body
–Practical example of reuse of useful public data
• The search for "tissue-specific genes"
18
EST
Classical Expressed Sequence Tags
GeneChip
Affymetrix’s microarray
CAGE
Cap Analysis of Gene Expression
RNAseq
Transcriptome Sequencing
http://RefEx.dbcls.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
19
http://RefEx.dbcls.jp/
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
20
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
21
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
What we have developed
1.Yellow pages for NGS data archived
http://SRA.dbcls.jp/
2.Search engine for nucleotide sequences
http://GGRNA.dbcls.jp/
3.Summarization and visualization of
reference transcriptome data
http://RefEx.dbcls.jp/
22
are developing
© 2013 DBCLS Licensed under CC BY 2.1JAPAN
TogoTV
Archive of talks and tutorial videos expounding
how to use biological databases and tools
23
http://togotv.dbcls.jp/en/Acknowledgement
•Members in DBCLS for technology development
•NBDC for funding/DDBJ for storage & CPU time
•All people for sharing precious data

Más contenido relacionado

Más de Hidemasa Bono

What was togofarm on earth?
What was togofarm on earth?What was togofarm on earth?
What was togofarm on earth?Hidemasa Bono
 
“これから”のライフサイエンス研究とバイオインフォマティクス (Next Generation Life Science & Bioinformatics)
“これから”のライフサイエンス研究とバイオインフォマティクス (Next Generation Life Science & Bioinformatics)“これから”のライフサイエンス研究とバイオインフォマティクス (Next Generation Life Science & Bioinformatics)
“これから”のライフサイエンス研究とバイオインフォマティクス (Next Generation Life Science & Bioinformatics)Hidemasa Bono
 
データベース活用による 知のめぐりのよい細胞生物学
データベース活用による 知のめぐりのよい細胞生物学データベース活用による 知のめぐりのよい細胞生物学
データベース活用による 知のめぐりのよい細胞生物学Hidemasa Bono
 
バイオインフォマティクス(2013年度以降用改訂版)
バイオインフォマティクス(2013年度以降用改訂版)バイオインフォマティクス(2013年度以降用改訂版)
バイオインフォマティクス(2013年度以降用改訂版)Hidemasa Bono
 
データベースから始まる分子生物学~トランスクリプトーム解析研究の新しいスタイル~
データベースから始まる分子生物学~トランスクリプトーム解析研究の新しいスタイル~データベースから始まる分子生物学~トランスクリプトーム解析研究の新しいスタイル~
データベースから始まる分子生物学~トランスクリプトーム解析研究の新しいスタイル~Hidemasa Bono
 
第57回日本人類遺伝学会大会 教育講演「バイオインフォマティクス:データベース統合化によるアプローチ」
第57回日本人類遺伝学会大会 教育講演「バイオインフォマティクス:データベース統合化によるアプローチ」第57回日本人類遺伝学会大会 教育講演「バイオインフォマティクス:データベース統合化によるアプローチ」
第57回日本人類遺伝学会大会 教育講演「バイオインフォマティクス:データベース統合化によるアプローチ」Hidemasa Bono
 
Integrated database biology with well-curated and circulated knowledge
Integrated database biology with well-curated and circulated knowledgeIntegrated database biology with well-curated and circulated knowledge
Integrated database biology with well-curated and circulated knowledgeHidemasa Bono
 
bonohu's presentation in Osaka.R#6
bonohu's presentation in Osaka.R#6bonohu's presentation in Osaka.R#6
bonohu's presentation in Osaka.R#6Hidemasa Bono
 

Más de Hidemasa Bono (9)

What was togofarm on earth?
What was togofarm on earth?What was togofarm on earth?
What was togofarm on earth?
 
“これから”のライフサイエンス研究とバイオインフォマティクス (Next Generation Life Science & Bioinformatics)
“これから”のライフサイエンス研究とバイオインフォマティクス (Next Generation Life Science & Bioinformatics)“これから”のライフサイエンス研究とバイオインフォマティクス (Next Generation Life Science & Bioinformatics)
“これから”のライフサイエンス研究とバイオインフォマティクス (Next Generation Life Science & Bioinformatics)
 
データベース活用による 知のめぐりのよい細胞生物学
データベース活用による 知のめぐりのよい細胞生物学データベース活用による 知のめぐりのよい細胞生物学
データベース活用による 知のめぐりのよい細胞生物学
 
バイオインフォマティクス(2013年度以降用改訂版)
バイオインフォマティクス(2013年度以降用改訂版)バイオインフォマティクス(2013年度以降用改訂版)
バイオインフォマティクス(2013年度以降用改訂版)
 
データベースから始まる分子生物学~トランスクリプトーム解析研究の新しいスタイル~
データベースから始まる分子生物学~トランスクリプトーム解析研究の新しいスタイル~データベースから始まる分子生物学~トランスクリプトーム解析研究の新しいスタイル~
データベースから始まる分子生物学~トランスクリプトーム解析研究の新しいスタイル~
 
第57回日本人類遺伝学会大会 教育講演「バイオインフォマティクス:データベース統合化によるアプローチ」
第57回日本人類遺伝学会大会 教育講演「バイオインフォマティクス:データベース統合化によるアプローチ」第57回日本人類遺伝学会大会 教育講演「バイオインフォマティクス:データベース統合化によるアプローチ」
第57回日本人類遺伝学会大会 教育講演「バイオインフォマティクス:データベース統合化によるアプローチ」
 
TogoRecipes 120907
TogoRecipes 120907TogoRecipes 120907
TogoRecipes 120907
 
Integrated database biology with well-curated and circulated knowledge
Integrated database biology with well-curated and circulated knowledgeIntegrated database biology with well-curated and circulated knowledge
Integrated database biology with well-curated and circulated knowledge
 
bonohu's presentation in Osaka.R#6
bonohu's presentation in Osaka.R#6bonohu's presentation in Osaka.R#6
bonohu's presentation in Osaka.R#6
 

Último

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
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
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
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
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
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
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
 
[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
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
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
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
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
 
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
 
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
 
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
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 

Último (20)

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
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
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
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
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
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
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
 
[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
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
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
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
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
 
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...
 
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
 
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
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 

Technology development of database integration to make sense of big data in lifescience

  • 1. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Technology development of database integration to make sense of big data in lifescience Hidemasa Bono Database Center for Lifescience (DBCLS) Research Organization of Information and Systems (ROIS), JAPAN
  • 2. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Who we are: togoDB • The integrated database project in Japan • Collaborative effort to recycle data –Provide data which can easily reuse –Retain data which is part of ‘public data’ 2 TogoHeadquarters Technology developer DNA data archiver Universities & institutes Data organizer http://biosciencedbc.jp/
  • 3. © 2013 DBCLS Licensed under CC BY 2.1JAPAN NBDC portal 3 http://biosciencedbc.jp/
  • 4. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 4 http://integbio.jp/dbcatalog/
  • 5. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 5 photo by @hirabat (1st Bono Conference on 20130113 ) • No registration • Not only for academia, also for-profit Free!
  • 6. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Big data in lifescience • Output mostly from machines –NGS(Next Generation Sequencers) • over 100M lines, 2Gbyte in size/sample • Ethical issues: Personal human genome • So many variations in... –Data format –Application: re-sequencing, de novo seq, RNA-seq,... –Annotation: granularity of metadata Pictures from Togo Picture Gallery http://g86.dbcls.jp/togopic/ NGS(SRA) GEO ArrayExpress Genome Metagenome RNAseq ChIPseq microarray (GeneChip, Oligoarray)
  • 7. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Making sense of big data... 1. Exhaustive, but functional index 3. Highly curated dataset 2. Search engine for lifescience NGS(SRA) GEO ArrayExpress Genome Metagenome RNAseq ChIPseq microarray (GeneChip, Oligoarray)
  • 8. © 2013 DBCLS Licensed under CC BY 2.1JAPAN What we have developed 1.Yellow pages for NGS data archived http://SRA.dbcls.jp/ 2.Search engine for nucleotide sequences http://GGRNA.dbcls.jp/ 3.Summarization and visualization of reference transcriptome data http://RefEx.dbcls.jp/ 8
  • 9. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 1. DBCLS SRA • Yellow pages for NGS data archived –Indexed by metadata. Search by.... • Statistics • Publications • Diseases –Direct link to original DB(SRA) • Pre-calculated QC data 9 Search data Download Quality Check Data processing Analysis Pipeline to help users re-use public NGS data http://SRA.dbcls.jp/
  • 10. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Statistics: studies 10http://SRA.dbcls.jp/
  • 11. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 11
  • 12. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Statistics: samples 12 http://SRA.dbcls.jp/
  • 13. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Search by publications 13
  • 14. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Search by diseases 14
  • 15. © 2013 DBCLS Licensed under CC BY 2.1JAPAN Search by diseases(cont.) 15 http://SRA.dbcls.jp/
  • 16. © 2013 DBCLS Licensed under CC BY 2.1JAPAN GGRNA 16 •Quickly finds nucleotiode sequence as well as other fields in RefSeq transcripts using suffix array •Easily highlights PCR primers, microarray probes and target sequences of siRNA 2. GooGle like RNA search engine http://GGRNA.dbcls.jp/ Naito Y. & Bono H. Nucleic Acids Res. (2012) 40: W592-6. doi: 10.1093/nar/gks448
  • 17. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 17 Genome version of GGRNA? Yes, we can! GooGle like Genome search engine http://GGGenome.dbcls.jp/
  • 18. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 3. RefEx: Reference Expression Dataset • 40 organs dataset, 4 different methods, with BodyParts3D –Reference of gene expression in normal organs throughout the mammalian body –Practical example of reuse of useful public data • The search for "tissue-specific genes" 18 EST Classical Expressed Sequence Tags GeneChip Affymetrix’s microarray CAGE Cap Analysis of Gene Expression RNAseq Transcriptome Sequencing http://RefEx.dbcls.jp/
  • 19. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 19 http://RefEx.dbcls.jp/
  • 20. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 20
  • 21. © 2013 DBCLS Licensed under CC BY 2.1JAPAN 21
  • 22. © 2013 DBCLS Licensed under CC BY 2.1JAPAN What we have developed 1.Yellow pages for NGS data archived http://SRA.dbcls.jp/ 2.Search engine for nucleotide sequences http://GGRNA.dbcls.jp/ 3.Summarization and visualization of reference transcriptome data http://RefEx.dbcls.jp/ 22 are developing
  • 23. © 2013 DBCLS Licensed under CC BY 2.1JAPAN TogoTV Archive of talks and tutorial videos expounding how to use biological databases and tools 23 http://togotv.dbcls.jp/en/Acknowledgement •Members in DBCLS for technology development •NBDC for funding/DDBJ for storage & CPU time •All people for sharing precious data