25.01.2017! Sequencing cycle 2 Sequencing cycle 3
Sequencing cycle 1 Sequencing cycle 2 Sequencing cycle 4
Introduction*to*NGS*approaches* record
intensities
record
record intensities
intensities
add dye-labelled bases
In!1973!the!first!sequence!was!sequenced!by!Gilbert!and!Maxam,!it!was!long!24bp.! .!
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remove block .!
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In!1977!was!developed!the!Sanger'method:!it!is!also!used!today!and!it!is!based!on!the!use!of! A!
A! A!
A! A! Fire laser
C!
C! C!
C! C!
dideoxy!nucleotides!that!lack!hydroxyl!group!in!the!position!3!so!when!they!are!incorporated! Fire laser
T!
T! T!
T! T!
Fire laser
G!
G! G!
G! G!
they!block!polymerization.! A!
A! A!
A! A!
A!
A! A!
A! A!
Using!a!3’!labelled!primer!and!a!small!amount!of!ddnt,!they!introduce!a!stop!when!they!are! .!
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incorporated! so! the! result! is! fragmentation! of! the! DNA! and! it! is! possible! to! separate! these! .!
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fragments!by!poliacrilammide!gels!and!obtain!the!picture!of!the!length!of!the!fragments.! !
! The!trick!of!this!system!is!the!removal!of!the!blocks,!these!are!transient!blocker!that!can!be!
The!next!step!was!the!use!of!ddnt'conjugated'with'fluorophores!so!that!they!can!be!added!all! removed.!!
together!in!the!reaction.! !
Coupling!this!with!capillary!electrophoresis!this!was!the!first!sequencer.!Using!this!approach! Using!this!technique!we!can!read!sequences!of!300nt,!but!usually!sequences*of*100=150*nt.!
we!can!sequence!600bp!but!is!quite!a!long!process!and!expensive.! !
! The! efficiency! of! this! technique! is! high! but! it! is! not! 100%,! so! after! 100! polymerizations! we!
Human*genome*project* start! have! problems! in! the! removing! of! the! block! and! one! cluster! begins! to! be! a! mixed!
They!were!able!to!complete!the!first!tract!of!our!genome.!In!the!2000!a!new!technique!NGS! population! of! asynchronous! strands! (for! example! there! is! a! small! %! of! nt! that! are! not!
emerged;!we!can!divide!it!into!two!different!techniques:! deblocked);!so!we!can!read'only'short'sequences,!and!this!is!one!of!the!two!biggest!issue!of!this!
S Clonally'amplified'DNA!→!the!technique!we!use!today!with!Illumina!machines! technology.! The! second! is! the! fact! that! in! order! to! obtain! a! sequence! you! have! to! perform!
S Single'molecule'DNA!(NSNGS)!→! different!PCR!steps,!so!you!are!not'sequencing'the'initial'molecule'of'DNA.! Single read vs. paired-end
! !
! We!can!sequence!in!two!ways:!
Illumina*technology* Single*read*
•
The!first!part!of!the!technology!is!the!preparation'of'the'genomic'leaning;!in!this!case!we!work! Paired=end! we! flip! the! molecule! and! perform! a! new! step! of!
• →!
on!cDNA!(we!are!interested!to!study!the!RNA):!! PCR!and!remove!the!other!primer.!In!this!way!you!are!flipping!the!
1. Fragmentation'of'the'cDNA!→!to!obtain!a!population!of!fragments!ranging!between!to! molecule!and!restart!the!sequencing!on!the!other!side.!!
300?600bp! So! we! obtain! a! pairedSend! sequence:! so! if' we' have' a' fragment' of' Se
2. Addition'of'adapters!→!universal!molecules!(oligodt)!ligated!to!DNA!and!fundamental! 250nt' we' can' read' 125nt' from' one' side' and' 125nt' from' the' other'
for!the!capture!of!DNA.!One!line!usually!contains!8!lanes:!the!plex!contains!a!lot!of!ssS side.' And! this! is! fundamental,! because! we! know! roughly! the! REV
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FW
oligont!complementary!to!the!adapters!and!covalently!bind!to!the!glass.! dimension!of!our!fragments,!and!when!we!map!the!sequences!on!
3. Loading' of' the' DNA! when! you! load! DNA! you! also! perform! a! denaturation' and' the!reference!genome,!you!know!exactly!that!these!two!sequences!
→!
renaturation'step:!these!oligont!can!work!as!primers!because!they!are!complementary! are!physically!linked!and!they!are!roughly!500b!of!distance.! Single!Read! Paired1End!
to!the!adapters,!so!you!can!obtain!a!copy!of!your!DNA!of!interest!in!both!the!strands! And! this! is! fundamental! especially! for! the! RNAseq! and! the!
Single read vs. paired-end
(depends!on!which!the!adapter!is!bound)! definition!of!different!isoforms!of!splicing.!
!
4. Denaturation' and' wash! the! only! material! that! remains! is! the! ssDNA! covalently!
→! !
bound!to!the!glass! !
5. Bridge?PCR! we! have! millions! of! DNA! molecules,! so! we! can! perform! a! bridgeSPCR:!
→! !
these!single!molecules!contain!another!copy!of!adapter!at!the!end,!so!we!can!perform!a! !
cycle! of! PCR! without! adding! other! primers! (simply! with! poly! and! nt),! these! ssDNA! Sequencing “read”
!
molecules!can!bind!the!different!adapters!that!are!covalently!bound!in!proximity!and! 35-300 nt
Sequencing*depth'is!the!number!of!sequencing!reads!generated!by!a!sequencing!run.!'
form!a!cluster'of'1000'molecules!after!different!cycles!of!PCR.!! REV
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FW
The!higher'the'number'of'the'reads,'the'higher'the'coverage.!
These! clusters' are' all' DNA' molecules' that' are' identical,! so! you! have! cluster! of! DNA! !
molecules!that!are!the!same!copy!of!the!original!one.! Single!Read! Paired1End!
!
We!have!1!million!of!clusters/mm3!which!can!be!visualized:!if!we!have!another!primer! !
that!drives!the!polymerization!with!fluorescent!nt!that!are!blocked!temporally!so!they! !
can!only!add!on!nt!each!time,!we!have!the!addition!of!the!first!nt!after!the!primer.!! !
This! is! enough! to! be! detected! so! it’s! possible! to! detect! fluorescence! of! the! first! !
nucleotide!added.!Repeating!the!scanning!is!possible!to!obtain!the!sequencing.! !
6. Sequencing! !
*for!each!cycle!of!PCR!just!one!nt!can!be!added!!!
! 1! ! 2!
NGS: different type of experiments
Pacific Biosciences: Real Time Sequencing Technology
Third*generation*Sequencing* NGS:*types*of*experiments*
The! idea! is! to! perform! a! real' time' sequencing,! in! which! you! are! able! to! detect! the!
incorporation! of! each! nucleotide! without! stopping! the! reaction! and! recording! the!
incorporation!of!the!nt.!! !
We!can!have!an!amazing!amount!of!techniques!based!on!NGS:!
Whole'genome'sequencing'
• Whole?exome'(1%)'sequencing'→!capture!of!the!exon!parte!of!the!human!genome;!we!
• can!perform!fragmentation!of!genomic!DNA!and!then!an!enrichment!of!the!exon!part!
! using! an! array! of! tailed! oligont! that! can! capture! the! exon! part;! then! is! possible! to!
The!idea!is!to!use!nucleotides!in!which!fluorophore!is!linked!to!the!terminal!phosphate!of!the!
Zero-Mode Waveguides (ZMW)
nt,!so!the!fluorophore!is!removed!by!the!nt!after!incorporation!during!polymerization.! perform!a!sequencing!of!a!very!shot!part!of!our!genome!(1.5%).!!
With! this! approach! we! lose! all! the! information! of! ncRNA,! so! it! is! not! a! very! useful!
Using!this!type!of!approach!we!can!detect!the!incorporation!of!nt!in!real!time.!!
DNA polymerase is affixed to the bottom
Only the bottom portion of the hole (70 approach.!
We! have! grid! with! tiny! holes! (50S70! nm):! when! illuminated! with! a! light! which! has! a!
of a tiny hole (~70nm). Incorporation of
nm) is illuminated by the attenuated light
wavelength!similar!to!the!dimension!of!the!hole,!the!light!is!not!able!to!pass!through!the!grid! PCR' amplification! we! can! perform! a! targeted! sequencing! using! amplicons,! this! is!
• →!
dye-labeled nucleotide is detected as a
of the excitation beam defining a 20
but!we!have!a!refraction'of'the'light!that!is!present!only!on!a!small!volume!on!the!base!of!the! useful!if!we!have!to!sequence!thousand!of!different!samples!just!focusing!on!a!defined!
-21 flash of bright light
zeptoliter (10 ) detection volume
hole.!So!the!light!is!stopped!by!the!grid!but!because!of!the!refraction,!a!small!amount!of!light!is! region!of!DNA!
present!on!the!bottom!of!the!hole.!! Trancriptome'RNA!sequencing!
•
This!gives!the!possibility!to!create!a!reactor!in!which!only!in!a!small!portion!the'presence'of' Exon'capture'transcriptome'
•
light'is'able'to'excite'the'fluorophore.!! !
Pacific Biosciences: Real Time Sequencing Technology
On! the! bottom! of! each! hole! we! have! only! one' molecule' of' DNA' polymerase! which! is! able! to! DNA'sequencing'applications'
induce! the! polymerization! DNA;! the! different! nt! that! enter! in! the! hole! There!are!other!techniques!that!are!used!for!the!definition!of!epigenomic!data:!
are!excited!from!the!light,!so!only!nucleotides!that!are!entering!the!hole! ChIP* seq! fundamental! for! the! definition! of! interaction! of! different! proteins! or!
• →!
are!excited.!! Library Preparation modification!of!DNA!
• DNA template is circularized by the use
In!this!way!we'can'avoid'stopping'each'cycle'of'polymerization!so!we!can! Chromatin*packaging*and*accessibility*
of “bell” shaped adapters. •
• As long as the polymerase is stable this
obtain' very' long' reads' in' a' very' fast' way;! the! problem! is! that! the! !
allows for continuous sequencing of both
frequency'of'mistakes'is'quite'high.!! Another! application! of! DNA! sequencing! is! the! identification' of' SNPs:! the! diploid! genome! is!
strands.
! more! than! 3.2! billion! of! base! pairs,! and! we! have! 3/4! millions! of! variants! present! in! our!
The!trick!is!to!prepare!libraries!with!circular'adapters:!in!this!way!you! genome,! they! can! be! quite! common! or! rare! variants.! With! whole! genome! sequencing! is!
can! have! a! circular! sequence! of! DNA! and! when! you! can! use! a! polymerase! that! displays! the! possible!to!analyse!these!variants.!!
DNA! that! is! produced,! you! can! roll! trough! the! DNA! several! times,! so! you! are! sequencing! The!vast!majority!of!SNPs!are!usually!located!in!nonScoding!regions!!
always!the!same!portion!of!DNA!hundred!of!times:!so!we!can!obtain!a!consensus!sequence.! !
! Identification'of'DNA'mutations'in'cancer'
Advantages:! The!most!important!application!is!sequencing!of!different!types!of!cancer:!cancer!in!general!is!
! No!amplification!required!→!we!can!start!from!our!DNA! characterized! by! a! strong! heterogeneity! between! the! population! of! cancer! cells,! and! it’s! not!
! Extremely!long!read!lengths! easy! to! define! which! is! the! most! important! cell! and! which! are! the! driver' mutations! for! the!
! Average!2500bp!(longest!15000bp)! tumor! and! distinguish! them! from! the! passenger'mutations! that! contribute! for! the! growth! of!
Disadvantages! the!cancer!but!are!not!relevant!for!the!cancer!phenotype.!
! High!error!rates!(but!we!can!use!a!trick)! Now! with! the! possibility! to! sequence! at! single! cell! level! the! genome! of! the! different! cancer!
For! the! moment! Biosciences! sequencing! is! used! only! in! few! peculiar! needs,! for! example! for! cells,!we!are!trying!to!create!a!different!type!of!analysis!in!which!we!have!hierarchical!tree!of!
the! sequencing! of! prokaryotes! when! you! don’t! have! a! reference! genome,! or! if! you! are! the!different!mutations!in!order!to!understand!which!are!the!most!important!ones.!!
interested!in!splicing!isosomes.!! !
! !
! !
* !
! 3! ! 4!
Assay for Transposase Accessible-Chromatin seq: a
method for mapping chromatin accessibility
ChIP-Seq: histone modifications
ChIP=Seq:*histone*modifications* incubate! chromatin! with! it,! the! enzyme! binds'
preferentially'the'accessible'part'of'the'chromatin'
• H3K4me3, promoter regions; and' cut' this' part! of! the! DNA! and! it! is! able! to!
• H3K4me, enhancer regions; catalyse!the!entry'of'two'adapters.!!
• H3K36me3, transcribed regions; In!this!way!is!possible!to!use!the!two!adapters!to!
• H3K27me3, Polycomb repression; expand! by! a! PCR! and! then! sequence! the!
• H3K9me3, heterocromatin regions fragments! and! to! have! a! view' of' the' accessible'
• H3K27ac and H3K9ac, increased activation of chromatin.!
enhancer and promoter regions
!!!!!!!!!!!!!!!!!!!!!!! ! It!is!fundamental!for!the!definition!of!promoters,!
! ChIP-Seq: histone modifications enhancers! and! sites! of! binding! for! the!
• H3K4me3, promoter regions;
ChIPSSeq! allows! to! define! the! interaction! of! the! portions' of' DNA' that' are' in' contact' with' transcription!factors.!!
• H3K4me, enhancer regions;
histones! (in! particular! modified! histones)! or! binding'proteins,! like! transcription! factors,! that!
• H3K36me3, transcribed regions; !
interact!with!DNA.!
• H3K27me3, Polycomb repression; !
It!is!made!through!different!steps:!
• H3K9me3, heterocromatin regions !
Crosslinking!of!DNA!and!protein!
• • H3K27ac and H3K9ac, increased activation of !
Enrichment! using! monoclonal! antibodies! against! in! the! histone!
• →!
enhancer and promoter regions !
modification! or! the! binding! protein! in! order! to! enrich! the! DNA! !
material!that!is!interacting!with!that!histone! Ancient!genomes!reconstructed!
DNA'purification'and'addition'of'adapters!
• With!NGS!is!also!possible!to!sequence!ancient!genomes,!to!have!a!better!idea!of!the!migration!
Sequencing!
• of!population!in!the!past.!The!sequencing!is!not!only!devoted!to!human!sequencing!but!also!in!
Analysing! the! sequence! we! can! map! it! on! the! genomic! DNA! and!
• H3K4me3, promoter regions;
• →! vegetables!and!organisms!fundamental!for!different!applications!(food…).!
know! which! regions! are! characterized! by! a! defined! histone!
• H3K4me, enhancer regions; !
modification!or!by!the!binding!of!an!interested!transcription!factor!
• H3K36me3, transcribed regions; Methods*to*reveal*genome*3D*structure*
! • H3K27me3, Polycomb repression; Deep!sequencing!is!also!useful!to!understand!the!map'of'interaction'of'chromatin,!because!our!
' • H3K9me3, heterocromatin regions genome!is!organized!in!very!interesting!3D!structure.!!
•
' H3K27ac and H3K9ac, increased activation of Until!the!development!of!the!“C*technologies”!(that!derive!from!the!3C!technology,!based!on!
essing DNA methylation enhancer and promoter regions
' the! PCR),! now! we! have! many! different! modifications! of! these! techniques! that! allow!
Methods to reveal genome 3D structure
Assessing'DNA'methylation' identifying!portion!of!the!DNA.!
You!can!also!immunoprecipitate!modify!DNA,!the!most!famous!are!the!
G sites CpG:! you! can! use! specific! antibodies! against! mC! and! enrich! the! DNA!
rrelates with gene silencing for!these!mC.!
ed in cancer cells You!can!also!use!mAb!against!the!5hmC,!this!method!is!called!MeDIP*
ed with many other diseases: Seq.!
response to to environment !
ylated DNA
n
methyl-cytosine to retrieve
s from sonicated DNA ! !
Exploring'chromatin'packaging' !
Many! techniques! are! fundamental! to! define! the! chromatin! accessibility,! it! is! interesting! to! Dekker, Marti-Renom and Mirny, Nat. Rev. Genet. 2013
RNA'sequencing'applications'
understand!if!one!portion!of!chromatin!is!accessible!or!really!packed!with!histones.!!! Techniques! that! completely! changed! the! analysis! of! cell! identity,! it! is! used! to! define! the!
Until! some! years! ago! only! the! techniques! based! on! the! digestion! of! the! accessible! DNA! wer! differences!between!different!cell!types!(and!now!we!can!do!it!event!on!single!cells).!
used! (DNAseSseq,! MNaseSseq)! or! techniques! bases! on! the! fragmentation! of! the! DNA! using! It!is!fundamental!for!the!identification!of!transcripts,!in!some!cases!also!alternative!splicing.!
physical!methods.! It! can! be! used! in! cancers! to! identify! chimeric! transcripts,! or! it! can! be! used! for! the!
The!technique!ATAC=Seq!requires!less!that!100%!of!the!amount!of!cells!required!by!the!other! identification!and!analysis!of!ncRNAs.!
techniques:!so!we!can!perform!an!experiment!starting!from!only!10000!cells!(against!1M!of! !
the!other!two)!and!this!is!a!possibility!for!people!that!are!working!on!primary!cells.!! !
ATACSSeq!is!based!on!an!enzyme!Tn5!transposase!that!usually!catalyses!the!transposition!of! !
transposomes! that! it! was! modified! in! order! to! have! a! very! active! enzyme:! so! when! you!
! 5! ! 6!
Microarray and RNA-Seq comparison
Microarray'and'RNA?Seq'comparison' 26.01.2017!
Next*generation*sequencing*from*bioinformatic*point*of*view*
Technology RNA-seq Microarray
High run-to run reproducibility Yes Yes *
Dynamic Range comparable to actual transcript NGS*technologies*
>8000 fold Hundred fold
abundance Since! the! human! project! in! which! the! sequencing! is! one! of! the! technologies! used,! the! NGS!
Able to detect alternative splice sites and novel Yes No
isoforms techniques!are!growing!and!there!are!three!areas!in!which!they’re!used:!
De novo analysis of samples without reference Yes No
genome Genomics!
! •
Nowadays!microarray!is!only!used!for!some!approaches!in!which!you!want!to!replicate!some! Transcriptomics!
•
data!in!a!huge!cohort!of!patients!and!you!only!focus!on!few!targets,!because!RNASSeq!is!more! mRNA!sequencing!
o
convenient! for! the! information! that! you! can! retrieve! from! this! kind! of! analysis:! indeed'with' smallRNA!and!ncRNA!sequencing!
o
RNA?Seq'you'can'look'everything'and'not'only'what'you'have'spotted'on'the'microarray'(that!is! Epigenomics!
•
the!big!problem!of!microarray).! ChIP!sequencing!
o
! ATACSseq!
o
! There!are!different!applications!for
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