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次世代基因體定序技術在生醫研究與生技產業之應用
國瑞有限公司 洪國勝博士
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History of Gene Research Human genome project end
NGS 2003 1985 2011 2013 1987 2005 1953 1977 1997 2006 2012 1990 454 DNA X-ray structure Sanger DNA Sequencing illumina Hiseq X PCR Microarray illumina Solid PacBio ABI370 sequencer Human genome project end Nanopore Human genome project Ion Torrent
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Sanger Sequencing
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Microarray-High Throughput Assay
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Limits of Sanger Sequencing
Preparation Library >Vector and Host problems. 1:3 / 2:1 ? Amp conc.? DH5a/XL1/JM109? >Time:? >Cost:? Sequencing Run time >ABI 3730xl: 1 hr / run, output 90,000 bp >Human = 3,000,000,000 bp / 90,000 bp*1hr = hr = 1389 days = 3.8 years Sequencing Cost >NTD 180/1,000bp >Human=3,000,000,000 bp / 1,000 bp*NTD 180 =NTD 540,000,000 ABI 3730xl
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Limits of Microarray Resolution: 50~100 bp - Unable to explore the differences between single bp. Need reference gene information: - Can not be used in unknown sequence species. Hybridize: -Easily lead to false positive. Relative quantification: -Not reflect the actual situation of gene expression. High background noise
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Advantages of NGS High throughput sequencing in short time.
Sequencing cost down than traditional methods. High resolutions (~1 bp) and low noise. Roche 454 GS Cost / per human genome illumina Hiseq X :$1,000 /4 days
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Library Amplification (or not) DNA fragments (shotgun)
NGS Workflow Concept 1 4 DNA RNA Library Amplification (or not) cDNA 5 2 Library construction DNA fragments (shotgun) Sequencing 3 6 Add adaptor Sequence Analysis Without cloning
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Single End (SE) / Pair End (PE)
NGS Workflow Concept Read length 400 bp 200 bp 150 bp 25 bp Single End (SE) / Pair End (PE) 2 X 150 bp SE PE Total output = read length ╳ read numbers -Total output 10 Gb, 100 bp read length: -SE read numbers= 10 Gb / 100 bp= 100 M reads -PE read numbers= 10 Gb / 200 bp= 50 M reads Coverage = total output/sample size -Total output 10 Gb, sample DNA size 1 Gb -Coverage = 10 Gb/1 Gb = 10x *Sample size normally means genome or transcriptome size.
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Read length and sequence coverage
Sequencing depth Low High Long read high coverage Coverage: 1.Genome de novo :100x-500x 2.Genome re-sequencing:30x-50x 3.RNA sequencing:>30x 4.RNA sequencing quantification:10x Short read low coverage Long read low coverage A B Read length and sequence coverage Example: - Human transcriptome size: 30 Mb 1.Require RNA-seq output = 30 Mb * 30xCoverage=900 Mb 2.Require RNA-seq quantification output=30 Mb * 10xCoverage=300 Mb
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Library Amplification
Platform-illumina Library construction Flow cell Library Amplification Bridge PCR High resolution CCD
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Clustering by bridge PCR
Platform-illumina Clustering by bridge PCR Fluorescence dye + dNTP
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Platform-illumina family
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Library Amplification Semiconductor PH sensor
Platform-Ion torrent Library construction Library Amplification Emulsion (Em) PCR Semiconductor PH sensor Sequencing
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Platform-Ion torrent Ion PGM Ion Proton
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Platform-PacBio RS SMRT cell Single Molecule Real Time (SMRT)
-No Library PCR amplification Loop adaptor SMRT cell ZMW: zero-mode waveguide
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Platform-PacBio RS Extraordinarily long reads:
Produce reads with average lengths of 4,200 to 8,500 bp, with the longest reads over 30,000 base pairs.
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Multiplex Samples Sequencing-barcode
illumina Ion torrent PacBio
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Future Platform-Nanopore
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NGS Applications-Human Health
Genome Exome Transcriptome DNA-protein interaction DNA modifications
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DNA methylation sequencing
NGS Applications 1.RNA-sequencing mRNA 2.RNA-quantification RNA 3.Small RNA sequencing miRNA/other small RNA 4.LncRNA sequencing Large non-coding RNA 5.Metatranscriptome Re-sequencing 1.Genome sequencing de novo sequencing 2.Exom sequencing DNA ChIP sequencing 3.Epigenetic DNA methylation sequencing 4.Metagenomics
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RNA Coding Non-Coding SnRNA RNAi mRNA lncRNA antisense tRNA rRNA
snoRNA scaRNA miRNA siRNA piRNA rasiRNA
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RNA-seq Applications
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Large non-coding RNAs Small non-coding RNAs
lncRNA -Full name: Long intergenic non-coding RNAs -Size: >200 nt. Small non-coding RNAs siRNA -Full name: Small interfering RNA -Size: 20~25 bp. miRNA -Full name: microRNA -Size: ~21-24 nt. piRNA -Full name: Piwi-interacting RNA -RNA-Size: ~26-31 nt. rasiRNA -Full name: Repeat associated small interfering RNA -RNA-Size: ~24-29nt.
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Non-Coding Nuclear RNA
Small Nuclear RNAs (snRNAs) snoRNA -Full name: Small nucleolar RNAs -Size: 70~120 nt. scaRNA -Full name: Small Cajal body-specific RNA -Size: ~ nt Molecular Cell 38, 2010
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Exome-seq Cost-effective alternative to whole-genome sequencing
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Year 2002 1p21-q23 75 MB region and >1000 genes…..
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Year 2012 Mutations in KCND3 cause spinocerebellar ataxia type 22
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Epigenetic Study The study of heritable changes in gene function that occur without a change in the DNA sequence. DNA methylation/Histone modification.
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Drug and Clinical Research
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Bad Results NGS genotyping Good Results =Effect type =No effect type
New Drug A NGS genotyping New Drug A New Drug A Good Results New Drug B
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EGFR inhibitor drug
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Antibody Drug Conjugate (ADC)
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Circulating Nucleic Acids
Isolated from serum or plasma. They are increasingly recognized as biomarkers for cancers/hematological malignancies/fetal health monitor. DNA:<1000 bp RNA:<1000 nt miRNA:~20 nt
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Circulating Nucleic Acids-Exome Sequencing
Nature 497, 108–112 , 2013
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hsa-miR-122 hsa-miR-375
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Non-Invasive Prenatal Testing (NIPT)
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Genome Sequencing de novo sequencing.
Re-sequencing (mapping to reference sequence). Pathogenicity/Antimicrobial resistance study. Application in bio-resource development: Industrial Enzymes- Cellulase, Xylanase, Lipase…. Biomass Energy pathways- Ethanol, n-Butanol, Hydrogen.... Secondary metabolites synthases- Penicillin, Tetrodotoxin, Steroids… Assemble/ mapping to reference DNA fragments reads Genome sequence
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Genome de novo Sequencing
BMC Genomics Nov 21;13:648
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牛樟芝-子實體和菌絲體為何效果不同?
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Metagenome/Metatranscriptome
Metagenomics/Metatranscriptoms is the study of all genomes/transcriptomes present in any given environmental. No identifications. Environment study: -Microbial population. Individual health: -Disease. -Immunity. -Metabolism.
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NGS application in Metagenome/ Metatranscriptome
16s rRNA-seq Genome-seq RNA-seq Without cloning
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Metagenome/Metatranscriptome Shotgun whole genome-seq
Microbial DNA Microbial RNA 16s rRNA-seq Shotgun whole genome-seq RNA-seq Who is there? Who is there? How are they doing? What they have?
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Pathway analysis of Metatranscriptome 16s rRNA change
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NGS platforms videos 1.illumina: 2.Ion torrent: 3.PacBio RS:
2.Ion torrent: 3.PacBio RS: 4.Oxford Nanopore: 5.SOLiD: 6.Roche 454:
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Thanks
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