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Thanks to: Washington U, Harvard-MIT Broad Inst., DARPA-BioSpice, DOE-GTL , EU- MolTools, NGHRI-CEGS, NHLBI-PGA, NIGMS-SysBio, PhRMA, Lipper Foundation Agencourt , Ambergen, Atactic , BeyondGenomics, Caliper, Genomatica, Genovoxx, Helicos, MJR, NEN, Nimblegen , SynBioCorp, ThermoFinnigan, CHI Microarrays in Medicine 4-May-2005 9:20-9:50 AM Synthesis &Analysis on Molecular Arrays

Synthesis & Analysis on Molecular Arrays

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Synthesis & Analysis on Molecular Arrays. CHI Microarrays in Medicine 4-May-2005 9:20-9:50 AM. Thanks to: Washington U, Harvard-MIT Broad Inst., DARPA-BioSpice, DOE-GTL , EU-MolTools, NGHRI-CEGS, NHLBI-PGA, NIGMS-SysBio, PhRMA, Lipper Foundation - PowerPoint PPT Presentation

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Page 1: Synthesis  & Analysis  on Molecular Arrays

Thanks to: Washington U, Harvard-MIT

Broad Inst., DARPA-BioSpice, DOE-GTL, EU-MolTools,

NGHRI-CEGS, NHLBI-PGA, NIGMS-SysBio, PhRMA, Lipper Foundation

Agencourt, Ambergen, Atactic, BeyondGenomics, Caliper, Genomatica, Genovoxx, Helicos, MJR, NEN, Nimblegen, SynBioCorp, ThermoFinnigan, Xeotron/Invitrogen

For more info see: arep.med.harvard.edu

CHI Microarrays in Medicine4-May-2005 9:20-9:50 AM

Synthesis &Analysis on Molecular Arrays

Page 2: Synthesis  & Analysis  on Molecular Arrays

Systems Biology Loop

Syntheses &Perturbations

Models

Experimental designs

(Systematic)

Data

Analysis & Synthesis Tools

Genome engineering

DNA & RNAPolony

Sequencing

Page 3: Synthesis  & Analysis  on Molecular Arrays

Why Synthetic Genomes & Proteomes?

• Test array hypotheses e.g. cis-DNA/RNA-elements • Multi-epitopes, vaccines, protein design• Mass spectrometry & array standards.• Access to any protein (complex) including post-transcriptional modifications• Utility of molecular biology DNA-RNA-Protein

in vitro "kits" (e.g. PCR, T7, Roche)

Whole genome or part?Whole if major redesign e.g. changingthe genetic code and stability.

Page 4: Synthesis  & Analysis  on Molecular Arrays

Up to 760K Oligos/Chip18 Mbp for $1K raw (6-18K genes)

<1K Oxamer Electrolytic acid/base 8K Atactic/Xeotron/Invitrogen Photo-Generated Acid Sheng , Zhou, Gulari, Gao (U.Houston) 24K Agilent Ink-jet standard reagents 48K Febit 100K Metrigen 380K Nimblegen Photolabile 5'protection Nuwaysir, Smith, Albert

Tian, Gong, Church

Page 5: Synthesis  & Analysis  on Molecular Arrays

Improve DNA Synthesis CostSynthesis on chips in pools is 5000X less expensive per

oligonucleotide, but amounts are low (1e6 molecules rather than usual 1e12) & bimolecular kinetics slow with square of concentration decrease!)

Solution: Amplify the oligos then release them.

10 50 10 => ss-70-mer (chip)

20-mer PCR primers with restriction sites at the 50mer junctions

Tian, Gong, Sheng , Zhou, Gulari, Gao, Church

=> ds-90-mer

=> ds-50-mer

Page 6: Synthesis  & Analysis  on Molecular Arrays

Improve DNA Synthesis Accuracyvia mismatch selection

Tian & Church Other mismatch methods: MutS (&H,L)

Page 7: Synthesis  & Analysis  on Molecular Arrays

Improving DNA synthesis accuracy

Method Bp/error

Chip assembly only 160 Hybridization-selection 1,400MutS-gel-shift 10,000PCR 35 cycles 10,000MutHLS cleavage 100,000

Tian & Church 2004 NatureCarr & Jacobson 2004 NARSmith & Modrich 1997 PNAShttp://www.invitrogen.com/content.cfm?pageid=453

Page 8: Synthesis  & Analysis  on Molecular Arrays

Computer aided Design Polymerase Assembly Multiplexing (CAD-PAM)

For tandem, inverted and dispersed repeats: Focus on 3' ends, hierarchical assembly, size-selection and scaffolding.

Mullis 1986 CSHSQB, Dillon 1990 BioTech, Stemmer 1995 Gene Tian et al. 2004 Nature, Kodumal et 2004 PNAS

50

75

125 225 425 825 … 100*2^(n-1)

Page 9: Synthesis  & Analysis  on Molecular Arrays

Genome assembly

0 1 2 3 4 PAM cycle# 550 75 125 225 425 #bp 825

50 HS PAM 425 MutS PAM 10K anneal 100K red5Mbp

USER USER-S1 USER-5'only One pool 480 pools 480 genomic 48 1 of 117K universal primers primer pairs

HS=Hybridization-SelectionUSER=Uracil DNA glycosylase &EndoVIII remove flanking primer pairs

] ]PCR in vitro

Page 10: Synthesis  & Analysis  on Molecular Arrays

All 30S-Ribosomal-protein DNAs(codon re-optimized)

Tian, Gong, Sheng , Zhou, Gulari, Gao, Church

1.7 kb

0.3 kb

s190.3kb

Nimblegen 95K chip

Atactic <4K chip

Page 11: Synthesis  & Analysis  on Molecular Arrays

Extreme mRNA makeover for protein expression in vitro

RS-2,4,5,6,9,10,12,13,15,16,17,and 21 detectable initially.

RS-1, 3, 7, 8, 11, 14, 18, 19, 20 initially weak or undetectable.

Solution: Iteratively resynthesize all mRNAs with less mRNA structure.

Tian & Church

20w 20m 17w 17m 16w 16m

10kd

W: wild-typeM: modified

Western blot based on His-tags

Page 12: Synthesis  & Analysis  on Molecular Arrays

3 Exponential technologies

Shendure J, Mitra R, Varma C, Church GM, 2004 Nature Reviews of Genetics. Carlson 2003 ; Kurzweil 2002

1E-3

1E-1

1E+1

1E+3

1E+5

1E+7

1E+9

1E+11

1E+13

1830 1850 1870 1890 1910 1930 1950 1970 1990 2010

urea

E.coli

B12

tRNA

operons

telegraph

Computation & communication

(bits/sec)

Synthesis (daltons)

Analysis(bp/$) tRNA

Page 13: Synthesis  & Analysis  on Molecular Arrays

Why Personal Genomics?

• Pathogen rapid response: emerging disease & biowarfare• B & T-cell diversity: clinical temporal profiling• Proteomics: antibodies & aptamers • RNA & methylation: quantitate splicing, & chromatin.• Preventative medicine: genotype–phenotype association• Cancer: drug targets, loss-of-heterozygosity• Synthetic biology: laboratory selections• Phylogenetic: footprinting, biodiversity

Shendure et al. 2004 Nature Reviews of Genetics

Page 14: Synthesis  & Analysis  on Molecular Arrays

Cancer Genome Projectdiagnosis, prognosis, therapies

Mutations G719S, L858R, Del746ELREA in red.

EGFR Mutations in lung cancer: correlation with clinical response to gefitinib [Iressa] therapy.

Paez, … Meyerson (Apr 2004) Science 304: 1497

Lynch … Haber, (Apr 2004) New Engl J Med. 350:2129.

Pao .. Mardis,Wilson,Varmus H, PNAS (Aug 2004) 101:13306-11.

Dulbecco R. (1986) A turning point in cancer research: sequencing the human genome. Science 231:1055-6.

Page 15: Synthesis  & Analysis  on Molecular Arrays

A’

A’A’

A’

A’

A’

B

BB

B

BB

A

Single Molecule From Library

B

BA’

A’

1st Round of PCR

Primer is Extendedby Polymerase

B

A’

BA’

Polymerase colony (polony) PCR in a gel

Primer A has 5’ immobilizing Acrydite

Mitra & Church Nucleic Acids Res. 27: e34

Page 16: Synthesis  & Analysis  on Molecular Arrays

Polymerase clones Plone sequencing

Polony-slides vs. Plone-beads1 vs. 2 immobilized primersdNTP extension vs. ligationSingle molecule vs. multi-molecule detection

Page 17: Synthesis  & Analysis  on Molecular Arrays

Cleavable dNTP-Fluorophore (& terminators)

Mitra,RD, Shendure,J, Olejnik,J, Olejnik,EK, and Church,GM (2003) Fluorescent in situ Sequencing on Polymerase Colonies. Analyt. Biochem. 320:55-65

Reduce

or

photo-cleave

Page 18: Synthesis  & Analysis  on Molecular Arrays

Polony Bead Sequencing Pipeline

In vitro libraries via paired tag

manipulation

Bead polonies via emulsion PCR

[Dre03]

Monolayered immobilization in acrylamide

Enrichment of amplified beads

SOFTWARE

Images → Tag Sequences

Tag Sequences → Genome

FISSEQ or “wobble”sequencing

Epifluorescence Scope with Integrated Flow

Cell

Mitra, Shendure, Porreca, Rosenbaum, Church unpub.

Page 19: Synthesis  & Analysis  on Molecular Arrays

rs3778973

rs997906

rs1557917

rs39284

rs10500042

rs4717028

C

A

G

C

G

C

C

A

G

C

G

C

GM12248 GM12249

GM10835

T

T

A

T

A

T

T

T

A

T

A

T

C

A

G

C

G

C

T

T

A

T

A

T

Haplotypes inferred by pedigreevs. direct single molecule measures homozygous

in the parents

heterozygous in the son

1.8Mb

79.9Mb

88.2Mb

89.4Mb

114Mb

155Mb

Page 20: Synthesis  & Analysis  on Molecular Arrays

rs3778973

rs997906

rs1557917

rs39284

rs10500042

rs4717028

GM10835

1.8Mb

79.9Mb

88.2Mb

89.4Mb

114Mb

155Mb

C

A

G

C

G

C

T

T

A

T

A

T

1Mb haplotypes

AT=198 GT=0 GC=45

Page 21: Synthesis  & Analysis  on Molecular Arrays

rs3778973

rs997906

rs1557917

rs39284

rs10500042

rs4717028

GM10835

1.8Mb

79.9Mb

88.2Mb

89.4Mb

114Mb

155Mb

C

A

G

C

G

C

T

T

A

T

A

T

75Mb haplotypes

TT=8 TC=0 AC=23

Page 22: Synthesis  & Analysis  on Molecular Arrays

rs3778973

rs997906

rs1557917

rs39284

rs10500042

rs4717028

GM10835

1.8Mb

79.9Mb

88.2Mb

89.4Mb

114Mb

155Mb

C

A

G

C

G

C

T

T

A

T

A

T

153Mb haplotypes

TT=72 CT=15 CC=28

Page 23: Synthesis  & Analysis  on Molecular Arrays

Plone-bead Fluorescent In Situ Sequencing in vitro Libraries

Greg PorrecaAbraham Rosenbaum

1 to 100kb Genomic1 to 100kb Genomic

M

L R

M

PCRbead

Sequencingprimers

Selectorbead

2x20bp after MmeI2x20bp after MmeI

Dressman et al PNAS 2003 emulsion

Page 24: Synthesis  & Analysis  on Molecular Arrays

Plone-FISSeq: up to 1 billion beads/slideWhite= Fe-core pixels, Cy5 primer (570nm) ; Cy3 dNTP (666nm)

Jay Shendure, Greg Porreca

Page 25: Synthesis  & Analysis  on Molecular Arrays

• # of bases sequenced (total Mbp) 23 (no) 10.8 (yes)

• # bases sequenced (unique) 73 b 4.7 Mb (72%)

• Avg fold coverage 324K 2.3

• Pixels used per bead (analysis) 3.6 3.6

• Read Length (bp) 14 24

• Indels 0.6% ?

• Substitutions (raw error-rate) 4e-5 1e-2• Throughput (kb/min) 360 10• Speed/cost ratio relative to 1100 32 current ABI capillary sequencing @ 0.75 kb/min/device

Plone-bead FISSeq '04 '05Consider amplification , homopolymer, context errors?

Shendure & Porreca

Page 26: Synthesis  & Analysis  on Molecular Arrays

CD44 Exon Combinatorics (Zhu & Shendure)

• Alternatively Spliced Cell Adhesion Molecule• Specific variable exons are up-or-down-regulated in

various cancers (>2000 papers)• v6 & v7 enable direct binding to chondroitin sulfate,

heparin…

Zhu,J, et al. Science. 301:836-8.

Page 27: Synthesis  & Analysis  on Molecular Arrays

Zhu J, Shendure J, Mitra RD, Church GM. Science 301:836-8. Single molecule profiling of alternative pre-mRNA splicing.

EXON PATTERN Eph4 Eph4bDD TOTALEph4 FRATIO LSTP-PV------------7-8-9-10 609 764 1373 1.17 1E-4--------------8-9-10 320 390 710 1.13 3E-2----------6-7-8-9-10 431 251 682 -1.85 4E-18------4-5-6-7-8-9-10 218 216 434 -1.08 2E-1----------------9-10 68 143 211 1.96 7E-7--------5-6-7-8-9-10 86 39 125 -2.37 2E-6----3-4-5-6-7-8-9-10 40 56 96 1.30 9E-2------4-5---7-8-9-10 16 74 90 4.30 2E-9--2-3-4-5-6-7-8-9-10 44 28 72 -1.69 1E-21-2-3-4-5-6-7-8-9-10 22 5 27 -4.73 3E-4--------5---7-8-9-10 5 19 24 3.53 3E-3----3-4-5---7-8-9-10 1 15 16 13.95 4E-4--2-3-4-5---7-8-9-10 1 10 11 9.30 5E-3

Eph4 = murine mammary epithelial cell line

Eph4bDD = stable transfection of Eph4 with MEK-1 (tumorigenic)

CD44 RNA splicing isoforms

Page 28: Synthesis  & Analysis  on Molecular Arrays

Soluble CD44

Zhu & Varma

Page 29: Synthesis  & Analysis  on Molecular Arrays

Systems Biology Loop

Syntheses &Perturbations

Models

Experimental designs

(Systematic)

Data

Analysis & Synthesis Tools

Genome engineering

DNA & RNAPolony

Sequencing

Page 30: Synthesis  & Analysis  on Molecular Arrays

Molecular Systems BiologyTranscriptomics

Proteomics Metabolomics

Functional genomics Structural genomics

Computational biology Theoretical biology

Mathematical biologySynthetic biology

An open access journalwww.nature.com/msb/

Page 31: Synthesis  & Analysis  on Molecular Arrays

Thanks to: Washington U, Harvard-MIT

Broad Inst., DARPA-BioSpice, DOE-GTL, EU-MolTools,

NGHRI-CEGS, NHLBI-PGA, NIGMS-SysBio, PhRMA, Lipper Foundation

Agencourt, Ambergen, Atactic, BeyondGenomics, Caliper, Genomatica, Genovoxx, Helicos, MJR, NEN, Nimblegen, SynBioCorp, ThermoFinnigan, Xeotron/Invitrogen

For more info see: arep.med.harvard.edu

CHI Microarrays in Medicine4-May-2005 9:20-9:50 AM

Synthesis &Analysis on Molecular Arrays

Page 32: Synthesis  & Analysis  on Molecular Arrays

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