SlideShare a Scribd company logo
1 of 27
 
Analysis pipeline Raw data normalization Statistic Gene expression Differential Gene expression Profile interpretation 臨床病歷 及生醫資料庫 function interaction & linkage map
Affymetrix analysis system
 
Gene Expression Array CGMH  Dr. Yang Jhih Wei Mouse 430A Chip Nephridium experimentation Day 3 post infection Day 6 post infection             Na ï ve Vir d3 Non Vir d3 Vir d3 Non Vir d3               WT 1 5 9 13 17       (#1,#2,#3) (#4,#5) (#1,#2) (#3,#4,#5) TLR2-/- 2 6 10 14 18       (#6,#7,#8) (#9,#10) (#7,#7) (#9,#10) TLR4-/- 3 7 11 15 19       (#11,#12,#13) (#14,#15) (#11,#12) (#13,#14,#15) DKO (TLR2/4 -/- 4 8 12 16 20       (#16,#17,#18) (#19,#20) (#16,#17) (#18,#19,#20)
2-Way ANOVA Factor 1 = {Vir d3 , Non Vir d3} Factor 2 = {WT , TLR2-/- , TLR4-/- , DKO (TLR2/4 -/- )} ANOVA-P Factor 1 , ANOVA-P Factor 2  Factor 1 or Factor 2 Rank  number = 100 Factor 1 Factor 2
8/7 Histogram Factor 1 Factor 2 ANOVA P
Factor 1 FDR ( false discovery rate ) Factor 2 FDR ( false discovery rate )
PCA  Factor 1 1 2 3 4 5 6 10 11 12 7 8 9 16 15 17 13 14 18 19 20 Vir d3 Non Vir d3 WT TLR4-/- TLR2-/- DKO  (TLR2/4 -/-)
Factor 1 Rank  number = 100
PCA  Factor 2 1 2 3 4 5 6 10 11 12 7 8 9 16 15 17 13 14 18 19 20 WT TLR4-/- TLR2-/- DKO  (TLR2/4 -/-)
Factor 2 Rank  number = 100
MAP
 
 
 
 
46XY 46XY 46XY Hypospadia Hypospadia Hypospadia Hypospadia Oligospermia,  biopsy confirmed 46XY 46XY 46XX U/A 46XY 46XX 46XY 46XX 46XX 46XX 46XX 46XY 46XY 46XY 46XY 46XY 46XY 46XX 46XX A total of 21 DNA specimens in the  46XY-female  family … waiting for the analysis with Affymetrix X-chromosome tiling array  U/A U/A U/A U/A 73 21 22 23 25 26 27 44 36 37 35 34 38 40 41 46 45 39 43 78 42 Affymetrix SNP (Single Nucleotide Polymorphism )  Array
Comparative Genomic Hybridization (CGH)
 
46XY_ALL ARHGAP6-GTPase activating protein 6    DACH2   bA345E19.2  Link-Analysis
46XY_ Hypospadia and Oligospermia
SNP 6.0 Exon array Association study LOH analysis Copy number analysis QTL analysis Biological network analysis Tissue array biomarkers at DNA level biomarkers at DNA/ mRNA level biomarkers at protein level Diagnosis chip design
Symtems biologial analysis platform in NTHU 11,612 6,434 353,043 11,402 34,435 169,093 59,852 594,111 ……… . Pathways
 
Functional linkage map (PPI, GI, protein-DNA) Pathways Disease database (OMIM) Drug-target database Drug-pathway Our Goal SNP database (dbSNP or  clinical data) Tissue-specific  expression databases (dbEST) Dynamic databases
生醫資料庫 分析平台 臨床知識探勘平台 臨床病歷 及生醫資料庫 FILM 資料庫 ( 基因功能 網路 ) 疾病關連與 藥物 - 靶點作用 網路資料庫 臨床病歷及 生醫資料分析 平台 Gene expression 分析模組 Survival   分析模組 SNP array   分析模組 Text Mining 模組 Pathway  analysis 模組 Biomarker and Drug Target  prediction  模組 Gene Module  analysis 模組

More Related Content

What's hot

Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...Matthias Samwald
 
CCR5 Zincfinger
CCR5 ZincfingerCCR5 Zincfinger
CCR5 ZincfingerRyla Best
 
Strijp Linkedin
Strijp LinkedinStrijp Linkedin
Strijp Linkedinjstrijp
 
Genetics, structure, and prevalence of FP967 T-DNA in flax
Genetics, structure, and prevalence of FP967 T-DNA in flaxGenetics, structure, and prevalence of FP967 T-DNA in flax
Genetics, structure, and prevalence of FP967 T-DNA in flaxJamille McLeod
 
Vtec2015 presentation
Vtec2015 presentationVtec2015 presentation
Vtec2015 presentationLauren Cowley
 
Machula Thesis Proposal
Machula Thesis ProposalMachula Thesis Proposal
Machula Thesis ProposalJason Machula
 
2010 Acta Horticolturae 26-07-2010
2010 Acta Horticolturae 26-07-20102010 Acta Horticolturae 26-07-2010
2010 Acta Horticolturae 26-07-2010Marco Cucurachi
 
Dr. Jianqiang Zhang - Improvement of PRRSV Isolation from Clinical Samples Us...
Dr. Jianqiang Zhang - Improvement of PRRSV Isolation from Clinical Samples Us...Dr. Jianqiang Zhang - Improvement of PRRSV Isolation from Clinical Samples Us...
Dr. Jianqiang Zhang - Improvement of PRRSV Isolation from Clinical Samples Us...John Blue
 
Immortalized Human Amniotic Epithelial Cells
Immortalized Human Amniotic Epithelial CellsImmortalized Human Amniotic Epithelial Cells
Immortalized Human Amniotic Epithelial CellsRicha Khatiwada
 
Sources of Stem Rust Resistance in Cultivated and Wild Tetraploids
Sources of Stem Rust Resistance in Cultivated and Wild TetraploidsSources of Stem Rust Resistance in Cultivated and Wild Tetraploids
Sources of Stem Rust Resistance in Cultivated and Wild TetraploidsBorlaug Global Rust Initiative
 
Development of a high throughput workflow for genotyping CFTR mutations
Development of a high throughput workflow for genotyping CFTR mutationsDevelopment of a high throughput workflow for genotyping CFTR mutations
Development of a high throughput workflow for genotyping CFTR mutationsThermo Fisher Scientific
 
FACS Flow cytometry| Apoptosis & Necrosis| CSIR NET SET Questions
FACS Flow cytometry| Apoptosis & Necrosis| CSIR NET SET QuestionsFACS Flow cytometry| Apoptosis & Necrosis| CSIR NET SET Questions
FACS Flow cytometry| Apoptosis & Necrosis| CSIR NET SET QuestionsFreya Cardozo
 
Resolving false positive CYP2D6 genotype results: CYP2D7 variation is the cul...
Resolving false positive CYP2D6 genotype results: CYP2D7 variation is the cul...Resolving false positive CYP2D6 genotype results: CYP2D7 variation is the cul...
Resolving false positive CYP2D6 genotype results: CYP2D7 variation is the cul...Thermo Fisher Scientific
 

What's hot (20)

Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
 
CCR5 Zincfinger
CCR5 ZincfingerCCR5 Zincfinger
CCR5 Zincfinger
 
Samwald cshals2013
Samwald cshals2013Samwald cshals2013
Samwald cshals2013
 
Strijp Linkedin
Strijp LinkedinStrijp Linkedin
Strijp Linkedin
 
Genetics, structure, and prevalence of FP967 T-DNA in flax
Genetics, structure, and prevalence of FP967 T-DNA in flaxGenetics, structure, and prevalence of FP967 T-DNA in flax
Genetics, structure, and prevalence of FP967 T-DNA in flax
 
2002_GT_PieriPC_Ydelq
2002_GT_PieriPC_Ydelq2002_GT_PieriPC_Ydelq
2002_GT_PieriPC_Ydelq
 
Vtec2015 presentation
Vtec2015 presentationVtec2015 presentation
Vtec2015 presentation
 
Machula Thesis Proposal
Machula Thesis ProposalMachula Thesis Proposal
Machula Thesis Proposal
 
2010 Acta Horticolturae 26-07-2010
2010 Acta Horticolturae 26-07-20102010 Acta Horticolturae 26-07-2010
2010 Acta Horticolturae 26-07-2010
 
Dr. Jianqiang Zhang - Improvement of PRRSV Isolation from Clinical Samples Us...
Dr. Jianqiang Zhang - Improvement of PRRSV Isolation from Clinical Samples Us...Dr. Jianqiang Zhang - Improvement of PRRSV Isolation from Clinical Samples Us...
Dr. Jianqiang Zhang - Improvement of PRRSV Isolation from Clinical Samples Us...
 
Immortalized Human Amniotic Epithelial Cells
Immortalized Human Amniotic Epithelial CellsImmortalized Human Amniotic Epithelial Cells
Immortalized Human Amniotic Epithelial Cells
 
Field pathogenomics of wheat yellow (stripe) rust
Field pathogenomics of wheat yellow (stripe) rust Field pathogenomics of wheat yellow (stripe) rust
Field pathogenomics of wheat yellow (stripe) rust
 
Abbas morovvati
Abbas morovvatiAbbas morovvati
Abbas morovvati
 
Sources of Stem Rust Resistance in Cultivated and Wild Tetraploids
Sources of Stem Rust Resistance in Cultivated and Wild TetraploidsSources of Stem Rust Resistance in Cultivated and Wild Tetraploids
Sources of Stem Rust Resistance in Cultivated and Wild Tetraploids
 
Development of a high throughput workflow for genotyping CFTR mutations
Development of a high throughput workflow for genotyping CFTR mutationsDevelopment of a high throughput workflow for genotyping CFTR mutations
Development of a high throughput workflow for genotyping CFTR mutations
 
Service Details 2
Service Details 2Service Details 2
Service Details 2
 
FACS Flow cytometry| Apoptosis & Necrosis| CSIR NET SET Questions
FACS Flow cytometry| Apoptosis & Necrosis| CSIR NET SET QuestionsFACS Flow cytometry| Apoptosis & Necrosis| CSIR NET SET Questions
FACS Flow cytometry| Apoptosis & Necrosis| CSIR NET SET Questions
 
Resolving false positive CYP2D6 genotype results: CYP2D7 variation is the cul...
Resolving false positive CYP2D6 genotype results: CYP2D7 variation is the cul...Resolving false positive CYP2D6 genotype results: CYP2D7 variation is the cul...
Resolving false positive CYP2D6 genotype results: CYP2D7 variation is the cul...
 
1998 pfmdr
1998 pfmdr 1998 pfmdr
1998 pfmdr
 
2013 Wheat Stem Rust Outbreaks: Global Response
2013 Wheat Stem Rust Outbreaks: Global Response 2013 Wheat Stem Rust Outbreaks: Global Response
2013 Wheat Stem Rust Outbreaks: Global Response
 

Similar to 2009 CSBB LAB 新生訓練

Genome in a bottle april 30 2015 hvp Leiden
Genome in a bottle april 30 2015 hvp LeidenGenome in a bottle april 30 2015 hvp Leiden
Genome in a bottle april 30 2015 hvp LeidenGenomeInABottle
 
Forensics: Human Identity Testing in the Applied Genetics Group
Forensics: Human Identity Testing in the Applied Genetics GroupForensics: Human Identity Testing in the Applied Genetics Group
Forensics: Human Identity Testing in the Applied Genetics Groupnist-spin
 
Dna Based Molecular Diagnosis(CMH)Final (1).pptx
Dna Based Molecular Diagnosis(CMH)Final (1).pptxDna Based Molecular Diagnosis(CMH)Final (1).pptx
Dna Based Molecular Diagnosis(CMH)Final (1).pptxRajKumarSingha5
 
NGS data analysis Overview
NGS data analysis Overview NGS data analysis Overview
NGS data analysis Overview Ravi Gandham
 
Data Management for Quantitative Biology - Data sources (Next generation tech...
Data Management for Quantitative Biology - Data sources (Next generation tech...Data Management for Quantitative Biology - Data sources (Next generation tech...
Data Management for Quantitative Biology - Data sources (Next generation tech...QBiC_Tue
 
1073957 wp rt2_profilerapp_1012
1073957 wp rt2_profilerapp_10121073957 wp rt2_profilerapp_1012
1073957 wp rt2_profilerapp_1012Elsa von Licy
 
Deep Sequencing Identifies Novel Circulating and Hepatic ncRNA Profiles in NA...
Deep Sequencing Identifies Novel Circulating and Hepatic ncRNA Profiles in NA...Deep Sequencing Identifies Novel Circulating and Hepatic ncRNA Profiles in NA...
Deep Sequencing Identifies Novel Circulating and Hepatic ncRNA Profiles in NA...James Nelson
 
Research Poster
Research PosterResearch Poster
Research PosterCody Wong
 
Microarrays;application
Microarrays;applicationMicroarrays;application
Microarrays;applicationFyzah Bashir
 
Afirma molecular diagnosis 10.3.2019
Afirma molecular diagnosis 10.3.2019Afirma molecular diagnosis 10.3.2019
Afirma molecular diagnosis 10.3.2019Massimiliano Andrioli
 
Forensics: Human Identity Testing in the Applied Genetics Group
Forensics: Human Identity Testing in the Applied Genetics GroupForensics: Human Identity Testing in the Applied Genetics Group
Forensics: Human Identity Testing in the Applied Genetics GroupNathan Olson
 
Pp gef rt2_profiler_0212_web
Pp gef rt2_profiler_0212_webPp gef rt2_profiler_0212_web
Pp gef rt2_profiler_0212_webElsa von Licy
 
Pcr array whitepaper_app
Pcr array whitepaper_appPcr array whitepaper_app
Pcr array whitepaper_appElsa von Licy
 

Similar to 2009 CSBB LAB 新生訓練 (20)

Snp genotyping
Snp genotypingSnp genotyping
Snp genotyping
 
Genome in a bottle april 30 2015 hvp Leiden
Genome in a bottle april 30 2015 hvp LeidenGenome in a bottle april 30 2015 hvp Leiden
Genome in a bottle april 30 2015 hvp Leiden
 
Forensics: Human Identity Testing in the Applied Genetics Group
Forensics: Human Identity Testing in the Applied Genetics GroupForensics: Human Identity Testing in the Applied Genetics Group
Forensics: Human Identity Testing in the Applied Genetics Group
 
Dna Based Molecular Diagnosis(CMH)Final (1).pptx
Dna Based Molecular Diagnosis(CMH)Final (1).pptxDna Based Molecular Diagnosis(CMH)Final (1).pptx
Dna Based Molecular Diagnosis(CMH)Final (1).pptx
 
NGS data analysis Overview
NGS data analysis Overview NGS data analysis Overview
NGS data analysis Overview
 
Data Management for Quantitative Biology - Data sources (Next generation tech...
Data Management for Quantitative Biology - Data sources (Next generation tech...Data Management for Quantitative Biology - Data sources (Next generation tech...
Data Management for Quantitative Biology - Data sources (Next generation tech...
 
1073957 wp rt2_profilerapp_1012
1073957 wp rt2_profilerapp_10121073957 wp rt2_profilerapp_1012
1073957 wp rt2_profilerapp_1012
 
Reference 1
Reference 1Reference 1
Reference 1
 
Wnt part i 2013
Wnt part i 2013Wnt part i 2013
Wnt part i 2013
 
Deep Sequencing Identifies Novel Circulating and Hepatic ncRNA Profiles in NA...
Deep Sequencing Identifies Novel Circulating and Hepatic ncRNA Profiles in NA...Deep Sequencing Identifies Novel Circulating and Hepatic ncRNA Profiles in NA...
Deep Sequencing Identifies Novel Circulating and Hepatic ncRNA Profiles in NA...
 
Research Poster
Research PosterResearch Poster
Research Poster
 
Microarrays;application
Microarrays;applicationMicroarrays;application
Microarrays;application
 
Wnt part ii 2013
Wnt part ii 2013Wnt part ii 2013
Wnt part ii 2013
 
Afirma molecular diagnosis 10.3.2019
Afirma molecular diagnosis 10.3.2019Afirma molecular diagnosis 10.3.2019
Afirma molecular diagnosis 10.3.2019
 
Qpcr
QpcrQpcr
Qpcr
 
Qpcr
QpcrQpcr
Qpcr
 
Forensics: Human Identity Testing in the Applied Genetics Group
Forensics: Human Identity Testing in the Applied Genetics GroupForensics: Human Identity Testing in the Applied Genetics Group
Forensics: Human Identity Testing in the Applied Genetics Group
 
Pp gef rt2_profiler_0212_web
Pp gef rt2_profiler_0212_webPp gef rt2_profiler_0212_web
Pp gef rt2_profiler_0212_web
 
Pcr array whitepaper_app
Pcr array whitepaper_appPcr array whitepaper_app
Pcr array whitepaper_app
 
Epigenetics 2013
Epigenetics 2013Epigenetics 2013
Epigenetics 2013
 

More from Abner Huang

2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練Abner Huang
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練Abner Huang
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練Abner Huang
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練 2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練 Abner Huang
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練Abner Huang
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練Abner Huang
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練Abner Huang
 
Introduction to CSBB Lab
Introduction to CSBB LabIntroduction to CSBB Lab
Introduction to CSBB LabAbner Huang
 

More from Abner Huang (8)

2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練 2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練
 
2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練2009 CSBB LAB 新生訓練
2009 CSBB LAB 新生訓練
 
Introduction to CSBB Lab
Introduction to CSBB LabIntroduction to CSBB Lab
Introduction to CSBB Lab
 

2009 CSBB LAB 新生訓練

  • 1.  
  • 2. Analysis pipeline Raw data normalization Statistic Gene expression Differential Gene expression Profile interpretation 臨床病歷 及生醫資料庫 function interaction & linkage map
  • 4.  
  • 5. Gene Expression Array CGMH Dr. Yang Jhih Wei Mouse 430A Chip Nephridium experimentation Day 3 post infection Day 6 post infection             Na ï ve Vir d3 Non Vir d3 Vir d3 Non Vir d3               WT 1 5 9 13 17       (#1,#2,#3) (#4,#5) (#1,#2) (#3,#4,#5) TLR2-/- 2 6 10 14 18       (#6,#7,#8) (#9,#10) (#7,#7) (#9,#10) TLR4-/- 3 7 11 15 19       (#11,#12,#13) (#14,#15) (#11,#12) (#13,#14,#15) DKO (TLR2/4 -/- 4 8 12 16 20       (#16,#17,#18) (#19,#20) (#16,#17) (#18,#19,#20)
  • 6. 2-Way ANOVA Factor 1 = {Vir d3 , Non Vir d3} Factor 2 = {WT , TLR2-/- , TLR4-/- , DKO (TLR2/4 -/- )} ANOVA-P Factor 1 , ANOVA-P Factor 2 Factor 1 or Factor 2 Rank number = 100 Factor 1 Factor 2
  • 7. 8/7 Histogram Factor 1 Factor 2 ANOVA P
  • 8. Factor 1 FDR ( false discovery rate ) Factor 2 FDR ( false discovery rate )
  • 9. PCA Factor 1 1 2 3 4 5 6 10 11 12 7 8 9 16 15 17 13 14 18 19 20 Vir d3 Non Vir d3 WT TLR4-/- TLR2-/- DKO (TLR2/4 -/-)
  • 10. Factor 1 Rank number = 100
  • 11. PCA Factor 2 1 2 3 4 5 6 10 11 12 7 8 9 16 15 17 13 14 18 19 20 WT TLR4-/- TLR2-/- DKO (TLR2/4 -/-)
  • 12. Factor 2 Rank number = 100
  • 13. MAP
  • 14.  
  • 15.  
  • 16.  
  • 17.  
  • 18. 46XY 46XY 46XY Hypospadia Hypospadia Hypospadia Hypospadia Oligospermia, biopsy confirmed 46XY 46XY 46XX U/A 46XY 46XX 46XY 46XX 46XX 46XX 46XX 46XY 46XY 46XY 46XY 46XY 46XY 46XX 46XX A total of 21 DNA specimens in the 46XY-female family … waiting for the analysis with Affymetrix X-chromosome tiling array U/A U/A U/A U/A 73 21 22 23 25 26 27 44 36 37 35 34 38 40 41 46 45 39 43 78 42 Affymetrix SNP (Single Nucleotide Polymorphism ) Array
  • 20.  
  • 21. 46XY_ALL ARHGAP6-GTPase activating protein 6   DACH2  bA345E19.2  Link-Analysis
  • 22. 46XY_ Hypospadia and Oligospermia
  • 23. SNP 6.0 Exon array Association study LOH analysis Copy number analysis QTL analysis Biological network analysis Tissue array biomarkers at DNA level biomarkers at DNA/ mRNA level biomarkers at protein level Diagnosis chip design
  • 24. Symtems biologial analysis platform in NTHU 11,612 6,434 353,043 11,402 34,435 169,093 59,852 594,111 ……… . Pathways
  • 25.  
  • 26. Functional linkage map (PPI, GI, protein-DNA) Pathways Disease database (OMIM) Drug-target database Drug-pathway Our Goal SNP database (dbSNP or clinical data) Tissue-specific expression databases (dbEST) Dynamic databases
  • 27. 生醫資料庫 分析平台 臨床知識探勘平台 臨床病歷 及生醫資料庫 FILM 資料庫 ( 基因功能 網路 ) 疾病關連與 藥物 - 靶點作用 網路資料庫 臨床病歷及 生醫資料分析 平台 Gene expression 分析模組 Survival 分析模組 SNP array 分析模組 Text Mining 模組 Pathway analysis 模組 Biomarker and Drug Target prediction 模組 Gene Module analysis 模組