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Title: ?????:???????????DNA????????,??????????,??????????????????????????????,???????????


1
??????????
2
????
  • ???????
  • ??????????
  • ???????????????
  • ?????????????

3
???????
  • ????????????????DNA????????,??????????,??????????
    ????????????????????,???????????
  • High-throughput Sequencing
  • Next Generation Sequencing
  • Deep Sequencing

4
???????
??????,???????
????
PCR??
???????
???
A Sanger?? B ?????
5
????
  • ???????
  • ??????????
  • ???????????????
  • ?????????????

6
?????????????
  • 1992?Lynx Therapeutics MPSS
  • 2003?Polony Sequencing(??)
  • 2005?454 Pyrosequencing
  • 2006?Solexa Sequencing-by-Synthesis
  • 2007?ABI SOLiD
  • 2008?Helicos tSMS Sequencing
  • 2010?Ion torrent Semiconductor Sequensing
  • 2011?Pacific Biosciences SMRT Sequensing

7
?????????????
Lynx MPSS
Polony Seq
454
Solexa
Roche 454
ABI SOLiD
Illumina Solexa
Helicos
Ion Torrent
ABI Ion Torrent
SMRT
8
?????????????
????? ???? ???
Roche 454 ????? Roche
Illumina Solexa ?????? Illumina
ABI SOLiD ?????????????? ABI
Helicos ??????? Helicos
Ion Torrent ????? ABI
SMRT ??????? Pacific Bio
9
454 Pyrosequencing
  • ??????????

A ??????
C 454????
B 454???
10
454 ????
11
454 ?????Base Calling
12
454 ????????
  • ????,400-600bp
  • ????,1Run 1M ??,400-600Mb
  • ??????
  • ????de novo??

13
Illumina Solexa??
  • ??PCR
  • ??????
  • ?????

HiSeq 2000
14
Illumina Solexa ????
15
Illumina Solexa ??PCR
diol
diol
1st cycle denaturation
16
Illumina Solexa Base Calling
17
Solexa ????????
  • ????,100-150bp
  • ???,25G??,120-150G?Run
  • ????RNA??????????

18
ABI SOLiD ??
  • SOLiDSequencing by Oligo Ligation/Detection
  • Oligo???????????,??oligo?????????

SOLiD 5500xl
19
ABI SOLiD??????
A ????? ????
B ??PCR 3????
C ???? ??????
20
ABI SOLiD????
21
ABI SOLiD?????????
_at_SRR029969.1 VAB_5551_12_381_F3
length35 T11.0203.3.1113211010332111302330201 SR
R029969.1 VAB_5551_12_381_F3 length35 !36!8/8!!
462gt_at_6(lt8gt8.lt29748078 _at_SRR029969.2
VAB_5551_13_468_F3 length35 T202312302.3333130131
131322113203131 SRR029969.2 VAB_5551_13_468_F3
length35 !9),4/3)!((573(96,'791gt)43),(95,
B. SOLiD ??????(Color Space)
A. SOLiD Oligo???????
22
SOLiD ????????
  • ????,50-75bp
  • ???,??Q40
  • ???, 20-30G??,1Run ??120G
  • ???????????SNP???

23
?????????
?? 454 Solexa SOLiD
PCR ????PCR ??PCR ????PCR
???? ?? ?? ??
???? ?????? ???????? ??????
???? FastQ FastQ CSFastQ
24
???????????
? ? ?? ?? ?? ??
Solexa HiSeq 2000 Single-end 1 x 35 bp Paired-end 2 x 50 bp Paired-end 2 x 100 bp 25 Gb/d 1.5d 4d 8d 50 bp 85?? Q30 100 bp 80?? Q30
SOLiD 5500xl Single-end 75 bp Paired-end 75 x 35 bp Mate-pair 60 x 60 bp 20 30 Gb/d 1d/ 1lane 7d/ 12 lane 7d/ 12 lane Q40
454 GS FLX 400 - 600 bp 400 600 Mb/Run 10h Q20
25
????
  • ???????
  • ??????????
  • ???????????????
  • ?????????????

26
?????????
  • DNA??????de novo????????????????????????
  • RNA????????RNA?????????
  • ???????ChIP-SeqDNA?????

27
?????
  • ?????????????DNA??????????,????????????????de
    novo??????????????
  • De novo ??????????????????????????,???????????????
    ??????,??????????????
  • ???????????????????????????????,??????????????????
    ??

28
???????
Paired-End
Mate-End
???????-??????
29
Paired-end ??
30
Paired-end ???????
31
Paired-end?????????????
Jun Wang, et al. Nature 456, 60-65(6 November
2008)
32
?????????????
  • ???????????Base Calling\?????????????????
  • ??????????????????????????
  • ?????Coding Gene???RNA????????????
  • ??????GO?????Interpro?????
  • ????????????SNP/InDel/CNV????

33
References
  • 1?Erin D. Pleasance, Philip J. Stephens, Sarah O
    Meara, et al.. A small-cell lung cancer genome
    with complex signatures of tobacco exposure.
    Nature, 2010, 463184-190.
  • 2?Michael James Clark, Nils Homer, Brain D. O
    Connor, et al.. U87MG Decoded The Genomic
    Sequence of a Cytogenetically Aberrant Human
    Cancer Cell Line. PloS Genetics, 2010,
    6(1)e1000832.
  • 3?Wei Chen, Reinhard Ullmann, Claudia Langnick,
    et al.. Breakpoint analysis of balanced
    chromosome rearrangements by next-generation
    paired-end sequencing. European Journal of Human
    Genetics, 2010, 18 539-543.
  • 4?Van Tassell CP, Smith TP, Matukumalli LK,
    Taylor JF, Schnabel Rd, et al. Whole-genome
    sequencing and variant discovery in C. elegans.
    Nat Methods, 2008, 5(2) 183-188.
  • 5?Jun Wang, Wei Wang, Ruiqiang Li, et al.. The
    diploid genome sequence of an Asian individual.
    Nature 456, 60-65(6 November 2008)
  • 6?Huang SW, Li RQ, Wang J, et al. The Genome of
    the Cucumber (Cucumis sativus Linnaeus). Nature
    Genetics 2009 doi10.1038/ng.475
  • 7?David Hernandez, et al. De novo bacterial
    genome sequencing Millions of very short reads
    assembled on a desktop computer. Genome
    Res. 2008.18 802-809

34
??????????
  • Erin D. Pleasance, et al. The compendium of
    somatic mutations in a small-cell lung cancer
    genome. Nature, 2010, 463184-190.
  • ????????????????????NCI-H209????????,?????????????
    ?????????????????????????

35
????????????
36
??????CNV??
37
?????????
  • David Hernandez, et al. De novo bacterial genome
    sequencing Millions of very short reads
    assembled on a desktop computer. Genome
    Res. 2008.18 802-809
  • ????Staphylococcus aureus strain MW2?Helicobacter
    acinonychis strain Sheeba?????????????,???????????
    ???

38
????????????
39
????????????
?????????????
40
??????
  • ??????????????,???????????????????????????????????
    ????????????????,?????????????????????????????????
    ???????? ?????????????????,?????????????????
  • ???????????????????????16S/18S rRNA???????

41
???????????
  • ?????????,??????? DNA ???????????????,????????????
    ???????????????????????????????,?????????????,????
    ???????????? Sanger???,???,????,???,??????????????
    ?

42
??????????????
  • ????
  • ????????
  • ?????????
  • ??Profiling table
  • ?????(PCA)
  • ??????????????
  • ????????

43
16S/18S rRNA??????
  • 16S/18S rRNA????????????????????????????,?????????
    ,?16S/18S rDNA??????????,????????,????????????????
    ,?????????????

44
16S/18S rRNA????????
  • ???????????
  • OTU(Operational Taxonomic Units )??
  • ?????
  • ??????
  • ?????????

45
References
  • Meyer, F Paarmann D, D'Souza M, Olson R, Glass
    EM, Kubal M, (2008). "The metagenomics RAST
    server - a public resource for the automatic
    phylogenetic and functional analysis of
    metagenomes". BMC Bioinformatics 9
    0. doi10.1186/1471-2105-9-386. 
  • George I et al. (2010). "Application of
    Metagenomics to Bioremediation".Metagenomics
    Theory, Methods and Applications. Caister
    Academic Press. 
  • Wong D (2010). "Applications of Metagenomics for
    Industrial Bioproducts".Metagenomics Theory,
    Methods and Applications. Caister Academic
    Press. 
  •  Nelson KE and White BA (2010). "Metagenomics and
    Its Applications to the Study of the Human
    Microbiome". Metagenomics Theory, Methods and
    Applications. Caister Academic Press. 
  • CharlesT (2010). "The Potential for Investigation
    of Plant-microbe Interactions Using Metagenomics
    Methods". Metagenomics Theory, Methods and
    Applications. Caister Academic Press. 
  • Allen, EE Banfield, JF (2005). "Community
    genomics in microbial ecology and
    evolution". Nature Reviews Microbiology 3 (6)
    489498.
  • Zheng, Hao Wu, Hongwei (2010). "Short
    prokaryotic DNA fragment binning using a
    hierarchical classifier based on linear
    discriminant analysis and principal component
    analysis.". J Bioinform Comput Biol. 8 (6)
    9951011.

46
??????????
  • ????????????????,??????????????????,??????????????
    ?????? ??????????,????????????????DNA,????????
    ?????,???????????

47
????????????
48
??????????????
49
??????????
???SNP???
??InDel??
50
References
  • 1?Wei X, Walia V, et al. Exome sequencing
    identifies GRIN2A as frequently mutated in
    melanoma. Nat Genet. 2011 Apr 15. Epub ahead of
    print
  • 2?Janel O. Johnson, J. Raphael Gibbs,et al. Exome
    Sequencing in Brown-Vialetto-Van Laere Syndrome.
    Am J Hum Genet. 2010 October 8 87(4) 567569.
  • 3?Teer JK, Mullikin JC.Exome sequencing the
    sweet spot before whole genomes. Hum Mol
    Genet. 2010 Oct 1519(R2)R145-51. Epub 2010 Aug
    12.
  • 4?Ley TJ, Mardis ER, Ding L, et al. DNA
    sequencing of a cytogenetically normal acute
    myeloid leukaemia genome. Nature 2008
    456(7218)66-72
  • 5?Gnirke A, Melnikov A, Maguire J, et al.
    Solution hybrid selection with ultra-long
    oligonucleotides for massively parallel targeted
    sequencing. Nat Biotechnology 2009 27(2)182-9.
  • 6?Murim Choia, Ute I. Scholla, Weizhen Jia, et
    al. (2010) Genetic diagnosis by whole exome
    capture and massively parallel DNA
    sequencing. PNAS. 106 19096-19101.
  • 7?Sarah B Ng, Kati J Buckingham, Choli Lee, et
    al. (2010) Exome sequencing identifies the cause
    of a mendelian disorder. Nature Genetics 42, 30 -
    35.

51
????????????
  • Wei X, Walia V, et al. Exome sequencing
    identifies GRIN2A as frequently mutated in
    melanoma. Nat Genet. 2011 Apr 15. Epub ahead of
    print
  • ????????????,????????????????????,???????????????

52
???????????????
53
???????????
??GRIN2A???,????????
54
???????
  • ?????????????????????????RNA???,??mRNA????RNA(Non-
    coding RNA)?  ????????????????,???????????
    ????,????????????????????????????????mRNA?????,???
    ???UTRs?????????????????????????????cSNP(????????
    ???)????

55
?????????
56
?????????
?????????
?????????
57
?????????
????? ??????? ????? ???????
1 ????????,????????? 2 Contig?Scaffold???? 3 Unigene??????????,GO??,Pathway??,?????? 4 ?????????,??????GO??? Pathway????? 1 ??????,?????? 2 ?????????? 3 ????????????????????? 4 ?????,?????????????????
58
References
  • Maher CA, Kumar-Sinha C,  Cao X, et al.
    Transcriptome sequencing to detect gene fusions
    in cancer. Nature, 2009 Mar 5458(7234)97-101.
  • Guojie Zhang, Guangwu Guo, Xueda Hu, et al. Deep
    RNA sequencing at single base-pair resolution
    reveals high complexity of the rice
    transcriptome. Genome Res. 2010 May20(5)646-54.
  • Murchison EP, Tovar C, Hsu A, et al. The
    Tasmanian devil transcriptome reveals Schwann
    cell origins of a clonally transmissible cancer.
    Science. 2010 Jan 1327(5961)84-7.
  • Brain B. Tuch, Rebecca R. Laborde, Xing Xu et al.
    Tumor Transcriptome Sequencing Reveals Allelic
    Expression Imbalances Associated with Copy Number
    Alterations. PloS ONE, 2010, 5(2)e9317
  • Fuchou Tang, Catalin Barbacioru, Ellen Nordman et
    al. RNA-Seq analysis to capture the transcriptome
    landscape of a single cell. Nature Protocols,
    2010, ePub Febrary 25.
  • Sohrab P. Shah, Ryan D. Morin, Jaswinder Khattra
    et al. Mutational evolution in a lobular breast
    tumor profiled at single nucleotide resolution.
    Nature, 2009, 461 809-813
  • Zhao et al. Transcriptome-guided characterization
    of genomic rearrangements in a breast cancer cell
    line. PNAS 106(6) 1886-91. (2009)
  • Gregory R, Darby AC, Irving H, et al. A de novo
    expression profiling of Anopheles funestus,
    malaria vector in Africa, using 454
    pyrosequencing. PLoS One. 2011 Feb
    256(2)e17418.
  • Crawford JE, Guelbeogo WM, Sanou A, Traoré A,
    Vernick KD, et al. (2010) De NovoTranscriptome
    Sequencing in Anopheles funestus Using Illumina
    RNA-Seq Technology. PLoS ONE 5(12) e14202.
    doi10.1371/journal.pone.0014202

59
????????????
  • Maher CA, Kumar-Sinha C,  Cao X, et al.
    Transcriptome sequencing to detect gene fusions
    in cancer. Nature, 2009 Mar 5458(7234)97-101.
  • ?????454?Solexa?????????????????VcaP?LNCaP???????,
    ???????????????????????

60
??????
????????
MIPOL1-DGKB ??????
61
????????????
  • Crawford JE, Guelbeogo WM, Sanou A, Traoré A,
    Vernick KD, et al. (2010) De NovoTranscriptome
    Sequencing in Anopheles funestus Using Illumina
    RNA-Seq Technology. PLoS ONE 5(12) e14202.
    doi10.1371/journal.pone.0014202
  • ??????3????????????,???????,????????????????

62
De novo ????????????
??????
????????????
63
???????
??????
??????GO??
??????????????????
64
???????
  • ??????????????????????,?????????????????????
  • ???????(Digital Gene Expression,
    DGE)???????????(mRNA tag profiling),??????????????
    ???????21nt???????????????????????????,??????????,
    ????????????????????
  • ??Tag-SAGE

65
??????????
NlaIII?????
66
?????????
  • ??????????????
  • ???????,?????????
  • ????????,????????????????
  • ?????????
  • ??????????
  • GO??????????
  • Pathway????????
  • ???????????
  • ??????????????

67
References
  • Morrissy AS, et al. Next-generation tag
    sequencing for cancer gene expression profiling.
    Genome Res. 2009.19 (10) 1825-1835.
  • 't Hoen PA, et al. Deep sequencing-based
    expression analysis shows major advances in
    robustness, resolution and inter-lab portability
    over five microarray platforms. Nucleic Acids
    Res, 2008. 36(21) e141 (1-11).style7"gt 3.
    Hegedus Z, et al. Deep sequencing of the
    zebrafish transcriptome response to mycobacterium
    infection. Mol Immunol, 2009. 46(15) 2918-2930.
  • Audic S and Claverie JM. The significance of
    digital gene expression profiles. Genome
    Res.1997. 7(10) 986-995.
  • Zhenhua Jeremy Wu,  Clifford A. Meyer, Sibgat
    Choudhury, et al. Gene expression profiling of
    human breast tissue samples using SAGE-Seq.
    Genome Res.  2010. 20 1730-1739
  • AndreaL.Eveland,NamikoSatoh-Nagasawa
    ,AlexanderGoldshmidt, et al. Digital Gene
    Expression Signatures for Maize Development.
    Plant Physiol., 2010 154 1024-1039
  • Peter Ruzanov and Donald L. Riddle. Deep SAGE
    analysis of the Caenorhabditis elegans
    transcriptome. Nucleic Acids Research, 2010,
    Vol.38, No.10
  • Saurabh Saha, Andrew B. Sparks, Carlo Rago, et
    al. Using the transcriptome to annotate the
    genome. Nature Biotechnology (2002)20, 508 - 512

68
???????????
  • Morrissy AS, et al. Next-generation tag
    sequencing for cancer gene expression profiling.
    Genome Res. 2009. 19 (10) 1825-1835.
  • ??????????????(Tag-SAGE)???LongSAGE?????????????,?
    ???????,???????????????????,????????,??GC???

69
??????????????
70
GC??????????????
71
?RNA??
  • ? RNA?????21-31nt??????????RNA,??????????????,??mR
    NA?????????????????????
  • ????RNA???????RNA (miRNA),???RNA(siRNA)??piwi????
    ?RNA(piRNA)?
  • miRNA???2124nt,?????????????????(pri-miRNA),?????
    ??mRNA???????????????siRNA,???1925nt,??????RNA,??
    ???????mRNA???????????????piRNA,??2631nt,????????
    Piwi????,????????????????????

72
?RNA?????
73
?RNA??????
  • ??????????,?????????,??????,???????
  • ????Small RNA?????miRNA / siRNA /
    piRNA????miRNA?? ????miRNA?????

74
References
  • 1?Eugene Berezikov, Nicolas Robine, Anastasia
    Samsonova, et al. Deep annotation of Drosophila
    melanogaster microRNAs yields insights into their
    processing, modification, and emergence. Genome
    Res. 2011. 21 203-215
  • 2?Mi S, Cai T, Hu Y, Chen Y, Hodges E, et al.
    (2008) Sorting of Small RNAs into Arabidopsis
    Argonaute Complexes is Directed by the 5
    Terminal Nucleotide. Cell.
  • 3?Montgomery TA, Howell MD, Cuperus JT, Li D,
    Hansen JE, et al. (2008) Specificity of
    ARGONAUTE7-miR390 Interaction and Dual
    Functionality in TAS3 Trans-Acting siRNA
    Formation. Cell
  • 4?Morin RD, O Connor MD, Griffith M, Kuchenbauer
    F, Delaney A, et al. (2008) Application of
    massively parallel sequencing to microRNA
    profiling and discovery in human embryonic stem
    cells. Genome Res.
  • 5?Hafner M, Landgraf P, Ludwig J, Rice A, Ojo T,
    et al. (2008) Identification of microRNAs and
    other small regulatory RNAs using cDNA library
    sequencing. Methods 44(1) 3-12.

75
?RNA??????
  • Eugene Berezikov, Nicolas Robine, Anastasia
    Samsonova, et al. Deep annotation of Drosophila
    melanogaster microRNAs yields insights into their
    processing, modification, and emergence. Genome
    Res. 2011. 21 203-215
  • ????????miRNA??????,??????????????,????????miRNA??
    ????????

76
???????MiRNA????
77
MiRNA??????
78
?miRNA??
79
miRNA?????????
80
ChIP-Seq
  • ChIP-Chromatin Immunoprecipitation????????,???????
    ?????,???????????????,??????????,????,???????????D
    NA???
  • ChIP-Seq??????????ChIP??????????,???????DNA???????
    ??

81
ChIP-Seq????
82
ChIP-Seq????
  • ChIP Sequencing??????????????
  • ChIP Sequencing reads ????????????reads ?repeats 
    ?????????reads ????????????????reads ?????????
  • ????peak ??peak ??peak ??????peak ????????peak
     ?????????????
  • Peak?????????GO??????
  • ???????????peak ???????????peak ?????

83
ChIP-Seq????
????
????
Unique Mapped ??????
????
Genome Browser???
Peak ??
Peak ??
Peak????
GO????
?????????
84
ChIP-Seq ??????
85
ChIP-Seq??????
86
References
  • Johnson DS, Mortazavi A et al. (2007) Genome-wide
    mapping of in vivo proteinDNA interactions.
    Science 316 14971502
  • Jothi et al. (2008) Genome-wide identification of
    in vivo proteinDNA binding sites from ChIP-Seq
    data. Nucl Acids Res 36(16) 52215231.
  •  Bernstein, BE et al. (2005) Genomic maps and
    comparative analysis of histone modifications in
    human and mouse. Cell 120, 169181.
  • Robertson G et al.(2007) Genome-wide profiles of
    STAT1 DNA association using chromatin
    immunoprecipitation and massively parallel
    sequencing. Nature Methods 4 651657.
  • Schmid et al. (2007) ChIP-Seq Data reveal
    nucleosome architecture of human promoters. Cell
    131 831832

87
DNA?????
  • DNA??????????????????????,??????????????????,?????
    ?DNA?????????????????
  • ??????????DNA????????????,???MeDIP,????DNA????????
    ???,???????,?????DNA???????????Bisulfite
    Sequencing,???Bisulfite??????????????

88
MeDIP ??
89
MeDIP-Seq????
  • 1. MeDIP-seq ??????????
  • 2. MeDIP-seq ??????????????2.1 MeDIP-seq ??reads 
    ???????????????2.2 MeDIP-seq ??reads ???????????
    2.3 MeDIP-Seq ??reads ?CG?CHG?CHH????????2.4 MeDI
    P-Seq ??reads ?????????????2.5 MeDIP-Seq ??reads 
    ???OE????????
  • 3. ??MeDIP-seq ??????(peak)??? 3.1 Peak ??3.2 Pe
    ak ???????????3.3 ????Peak ?OE?????? 3.4 ??Peak 
    ????3.5 ??Peak ?????????????
  • 4. ??Peak ?????????4.1 ????????Peak ??????4.2 ??
    ???????????GO???????pathway ????

90
Bisulfite Sequencing??
91
Bisulfite Sequencing????
  • 1. Bisulfite-seq??????????
  • 2. ????????2.1 C?????????????2.2 ??reads ???????
    ?????
  • 3. ??C????????
  • 4. ???????????????4.1 ???C???CG,
    CHG ?CHH?????(HA?C or T,???)4.2 CG?CHG?CHH????C?
    ?????4.3 ??????CG?CHG?CHH?C??????(??????????)4
    .4 ?????????CG?CHG?CHH?C??????4.5 ?????????CG?CHG
    ?CHH?C??????4.6 CHG,CHH????C???9bp?????????
  • 5. ????DNA ?????5.1 ?????????C???????(??????????
    )5.2 Scaffold????C??????(??????????)5.3 ??????
    ?????????5.4 ???????????DNA????? 
  • 6. ???????(DMR)??

92
References
  • Weber et al. Determined that the inactive
    X-chromosome in females is hypermethylated on a
    chromosome wide level using MeDIP coupled with
    microarray. Nature Genet 2005. 37853862.
  • Keshet I, Schlesinger Y, Farkash S, et al. 
    Evidence for an instructive mechanism of de novo
    methylation in cancer cells. Nat. Genet. 2006.
    38(2) 14953.
  • Zhang X, Yazaki J, Sundaresan A, et al.
    Genome-wide high-resolution mapping and
    functional analysis of DNA methylation in
    arabidopsis. Cell 2006.126 (6) 1189201.
  • Novak P, Jensen T, Oshiro MM, et al.Epigenetic
    inactivation of the HOXA gene cluster in breast
    cancer. Cancer Res. 2006. 66 (22) 1066470.
  • Ehrich M, Zoll S, Sur S, van den Boom D. A new
    method for accurate assessment of DNA quality
    after bisulfite treatment. Nucleic Acids
    Res 2007. 35 (5) e29
  • Kristen H. Taylor, Robin S. Kramer, J. Wade
    Davis, et al. Ultradeep Bisulfite Sequencing
    Analysis of DNA Methylation Patterns in Multiple
    Gene Promoters by 454 Sequencing. Cancer
    Res. 2007. 67 8511

93
????
  • ???????
  • ??????????
  • ???????????????
  • ?????????????

94
??????????????
  • ????????Perl / BioPerlPython / BioPythonR /
    BioconductorJAVA / BioJava
  • ??????NCBI SRA Sequence Read ArchiveUCSC
    Genome BrowserSEQanswers WiKi Forum for NGS

95
?????????
  • Velvet
  • Ray
  • ABySS
  • SOAPdenovo
  • SSAKE
  • SHARCGS
  • MIRA
  • Edena

96
???????
  • BLAST
  • BLAT
  • MAQ
  • SOAP
  • Bowtie
  • BWA
  • SSAHA
  • ELAND

97
SNP ????
  • SAMTools
  • SOAPsnp
  • NGS-Backbone
  • MAQ
  • SeqMan NGen
  • CLCBio Genomics

98
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