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The first generation DNA Sequencing Some slides are modified from faperta.ugm.ac.id/newbie/download/pak_tar/.../Instrument20072.ppt and Chengxiang Zhai at UIUC.

lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

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Page 1: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

The first generation DNA Sequencing

Some slides are modified fromfaperta.ugm.ac.id/newbie/download/pak_tar/.../Instrument20072.pptand Chengxiang Zhai at UIUC.

Page 2: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

The strand direction

http://en.wikipedia.org/wiki/DNA

Page 3: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

DNA sequencing Determination of nucleotide sequence

the determination of the precise sequence of nucleotides in a sample of DNA

Two similar methods:1. Maxam and Gilbert method

2. Sanger method

They depend on the production of a mixture of oligonucleotides labeled either radioactively or fluorescein, with one common end and differing in

length by a single nucleotide at the other end This mixture of oligonucleotides is separated by high resolution electrophoresis on polyacrilamide gels and the position of the bands

determined

Page 4: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Maxam-Gilbert

• Walter Gilbert– Harvard physicist– Knew James Watson– Became intrigued with

the biological side– Became a biophysicist

• Allan Maxam

Page 5: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Maxam-Gilbert Technique

• PrincipleChemical Degradation of Pyrimidines– Pyrimidines (C, T) are

damaged by hydrazine– Piperidine cleaves the

backbone– 2 M NaCl inhibits the

reaction with T

Page 6: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Sanger Method

Fred Sanger, 1958– Was originally a protein

chemist– Made his first mark in

sequencing proteins– Made his second mark in

sequencing RNA 1980 dideoxy

sequencing

Page 7: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Comparison

• Sanger Method– Enzymatic– Requires DNA synthesis– Termination of chain

elongation

• Maxam Gilbert Method– Chemical– Requires DNA– Requires long stretches of

DNA– Breaks DNA at different

nucleotides

Page 8: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Dideoxynucleotide

no hydroxyl group at 3’ endprevents strand extension

CH2O

OPPP5’

3’

BASE

Page 9: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise
Page 10: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Sample Output

1 lane

Page 11: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Phredhttp://www.phrap.org/phrap.docs/phred.html

Page 12: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Sanger sequencing• Laser excitation of fluorescent labels as fragments of discreet lengths 

exit the capillary, coupled to four‐color detection of emission spectra, provides the readout that is represented in a Sanger sequencing ‘trace’. Software translates these traces into DNA sequence, while also generating error probabilities for each base‐call.

• Simultaneous electrophoresis in 96 or 384 independent capillaries provides a limited level of parallelization.

• After three decades of gradual improvement, the Sanger biochemistry can be applied to achieve read‐lengths of up to ~1,000 bp, and per‐base ‘raw’ accuracies as high as 99.999%. In the context of highthroughput shotgun genomic sequencing, Sanger sequencing costs on the order of $0.50 per kilobase.

Page 13: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

How to obtain the human genome sequence

• The Sanger sequencing can only generate 1kb long DNA segments.

• How to obtain the human genome that are 3 billion letters? 

Page 14: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

How to obtain the human genome sequence

• The answer is to get pieces of DNA segments and assemble them into the genome.

cut many times at random

Page 15: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Challenges with Fragment Assembly

• Sequencing errors

~1‐2% of bases are wrong (late 0.001%)

•Repeats

false overlap due to repeat

Bacterial genomes:5%Mammals: 50%

Page 16: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Repeat Types• Low-Complexity DNA (e.g. ATATATATACATA…)

• Microsatellite repeats (a1…ak)N where k ~ 3‐6(e.g. CAGCAGTAGCAGCACCAG)

• Transposons/retrotransposons– SINE Short Interspersed Nuclear Elements

(e.g., Alu: ~300 bp long, 106 copies)

– LINE Long Interspersed Nuclear Elements~500 ‐ 5,000 bp long, 200,000 copies

– LTR retroposons Long Terminal Repeats (~700 bp) at each end

• Gene Families genes duplicate & then diverge

• Segmental duplications ~very long, very similar copies

Page 17: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Strategies for whole‐genome sequencing

1. Hierarchical – Clone‐by‐clone yeast, worm, humani. Break genome into many long fragmentsii. Map each long fragment onto the genomeiii. Sequence each fragment with shotgun

2. Online version of (1) – Walking rice genomei. Break genome into many long fragmentsii. Start sequencing each fragment with shotguniii. Construct map as you go

3. Whole Genome Shotgun fly, human, mouse, rat, fugu

One large shotgun pass on the whole genome

Page 18: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Hierarchical Sequencing vs. Whole Genome Shotgun

• Hierarchical Sequencing– Advantages:  Easy assembly– Disadvantages:  

• Build library & physical map;          • Redundant sequencing

• Whole Genome Shotgun (WGS)– Advantages:  No mapping, no redundant sequencing– Disadvantages: Difficult to assemble and resolve repeats

Whole Genome Shotgun appears to get more popular… 

Page 19: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Whole Genome Shotgun Sequencing

cut many times at random

genome

forward-reverse paired readsknown dist

~500 bp~500 bp

Page 20: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

How many reads?

Cover region with ~7-fold redundancyOverlap reads and extend to reconstruct the

original genomic region

reads

Page 21: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Read Coverage

Length of genomic segment: GNumber of reads:  NLength of each read: L

Definition: Coverage  C = NL/ G

C

Page 22: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Enough Coverage

How much coverage is enough?

According to the Lander‐Waterman model:

Assuming uniform distribution of reads, C=7 results in 1 gap per 1,000 nucleotides

Page 23: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Lander‐Waterman Model• Major Assumptions

– Reads are randomly distributed in the genome– The number of times a base is sequenced follows a Poisson 

distribution

• Implications– G= genome length, L=read length, N = # reads– Mean of Poisson: =LN/G (coverage)– % bases not sequenced: p(X=0) =0.0009 = 0.09%– Total gap length: p(X=0)*G– Total number of gaps: p(X=0)*N

( )!

xep X xx

Average times

This model was used to plan the Human Genome Project…

Page 24: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Overlap‐Layout‐Consensus Assemblers: ARACHNE, PHRAP, CAP, TIGR, CELERA

Overlap: find potentially overlapping reads

Layout: merge reads into contigs and                   contigs into supercontigs

Consensus: derive the DNA sequence and correct read errors ..ACGATTACAATAGGTT..

Page 25: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Overlap

• Find the best match between the suffix of one read and the prefix of another

• Due to sequencing errors, need to use dynamic programming to find the optimal overlap alignment

• Apply a filtration method to filter out pairs of fragments that do not share a significantly long common substring

Page 26: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Overlapping Reads

TAGATTACACAGATTAC

TAGATTACACAGATTAC|||||||||||||||||

• Sort all k‐mers in reads      (k ~ 24)

• Find pairs of reads sharing a k-mer

• Extend to full alignment – throw away if not >95% similar

T GA

TAGA| ||

TACA

TAGT||

Page 27: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Overlapping Reads and Repeats

• A k‐mer that appears N times, initiates N2

comparisons

• For an Alu that appears 106 times  1012comparisons – too much

• Solution:Discard all k‐mers that appear more than 

t Coverage, (t ~ 10)

Page 28: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Finding Overlapping Reads

Create local multiple alignments from the overlapping reads

TAGATTACACAGATTACTGATAGATTACACAGATTACTGATAG TTACACAGATTATTGATAGATTACACAGATTACTGATAGATTACACAGATTACTGATAGATTACACAGATTACTGATAG TTACACAGATTATTGATAGATTACACAGATTACTGA

Page 29: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Finding Overlapping Reads (cont’d)

• Correct errors using multiple alignment

TAGATTACACAGATTACTGATAGATTACACAGATTACTGATAG TTACACAGATTATTGATAGATTACACAGATTACTGATAGATTACACAGATTACTGA

C: 20C: 35T: 30C: 35C: 40

C: 20C: 35C: 0C: 35C: 40

• Score alignments

•Accept alignments with good scores

A: 15A: 25A: 40A: 25-

A: 15A: 25A: 40A: 25A: 0

Multiple alignments will be covered later in the course…

Page 30: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Layout

• Repeats are a major challenge• Do two aligned fragments really overlap, or are they from two copies of a repeat? 

Page 31: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Merge Reads into Contigs

Merge reads up to potential repeat boundaries

repeat region

Page 32: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Merge Reads into Contigs (cont’d)

• Ignore non‐maximal reads• Merge only maximal reads into contigs

repeat region

Page 33: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Merge Reads into Contigs (cont’d)

• Ignore “hanging” reads, when detecting repeat boundaries

sequencing errorrepeat boundary???

ba

Page 34: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Merge Reads into Contigs (cont’d)

?????

Unambiguous

• Insert non-maximal reads whenever unambiguous

Page 35: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Link Contigs into Supercontigs

Too dense: Overcollapsed?(Myers et al. 2000)

Inconsistent links: Overcollapsed?

Normal density

Page 36: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Link Contigs into Supercontigs (cont’d)

Find all links between unique contigs

Connect contigs incrementally, if 2 links

Page 37: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Link Contigs into Supercontigs (cont’d)

Fill gaps in supercontigs with paths of overcollapsed contigs

Page 38: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Consensus

• A consensus sequence is derived from a profile of the assembled fragments

• A sufficient number of reads is required to ensure a statistically significant consensus

• Reading errors are corrected

Page 39: lecture 2 The first generation DNA Sequencingcs.ucf.edu/~xiaoman/fall/lecture 2 The first... · DNA sequencing Determination of nucleotide sequence the determination of the precise

Derive Consensus Sequence

Derive multiple alignment from pairwise read alignments

TAGATTACACAGATTACTGA TTGATGGCGTAA CTATAGATTACACAGATTACTGACTTGATGGCGTAAACTATAG TTACACAGATTATTGACTTCATGGCGTAA CTATAGATTACACAGATTACTGACTTGATGGCGTAA CTATAGATTACACAGATTACTGACTTGATGGGGTAA CTA

TAGATTACACAGATTACTGACTTGATGGCGTAA CTA

Derive each consensus base by weighted voting