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Gene Sequencing
Darshan Maheshbhai Patel
1st sem M. Pharm
Dept. of Pharmacology
Anand Pharmacy college
Guide: Anjali Patel
1
What is a gene & DNA ?
• DNA is the molecule that is the
hereditary material in all living cells.
Genes are made of DNA.
• A gene consists of enough DNA to code
for one protein, and a genome is
simply the sum total of an organism's
DNA.
2
What is the Function of Gene ?
• DNA is pivotal to our growth,
reproduction, and health.
• A gene is the basic physical and
functional unit of heredity.
• It is regulate the construction of the
proteins necessary for the cell to
perform all of its functions.
3
Why do we want to know the sequence of an entire
genome??
• To know all the genes – then
proteins, then pathways…
• We can understand:
• the biochemistry of the organism.
• genetic diseases.
• Regulation.
4
Historyof DNA sequencing
5
5
1953
Discovery of the structure of the
DNA double helix
1972
Development of Recombinant
DNA technology,.
1977
The first complete DNA genome
to be sequenced is that of
Bacteriophage φX174 &
Frederick Sanger publishes
"DNA sequencing with chain-
terminating inhibitors“
1984
Medical Research Council
scientists decipher the
complete DNA sequence
of the Epstein- Barr
virus, 170 kb.
1987
Applied Biosystems
markets first automated
sequencing machine, the
model ABI 370.
1990
The U.S. National Institutes of
Health (NIH) begins large-scale
sequencing trials on M.
capricolum, E. coli
1995
Craig Venter Hamilton Smith
and colleagues publish the 1st
complete genome of bacterium
H. influenzae (whole-genome
shotgun sequencing.)
1996
Pål Nyrén and his student
Mostafa Ronaghi at the Royal
Institute of Technology in
Stockholm publish their method
of Pyrosequencing
1998
Phil Green and Brent Ewing
of the University of
Washington publish"phred”
for sequencer data analysis.
2001
A draft sequence of the
human genome is published.
2004
454 Life Sciences marketsa
parallelized version of
Pyrosequencing.
2006
Era of Next Generation
Sequencing- 454
Sequencing, Illumina etc.
Era of sequencing
6
1st generation sequencing:
• Sequence many identical molecules.
• Sequencing in large gels or capillary tubing
limits scale
Sangar Chain
Termination
( 1977 )
Maxam- Gilbert Sequencing
(1977)
Era of sequencing
7
2nd generation sequencing:
• Sequence many
identical molecules
• Sequencing in large gels
or capillary tubing
limits scale
Illumina MiSeq
Life Technologies/Applied
Biosystems; SOLID 5500
Roche / 454 Pyro sequencer
QIAGEN Gene Reader
Gene Sequencing Techniques
• It is also known as DNA sequencing.
• Gene sequencing may be defind as it is
a process of determining the nucleic
acid sequence-the order of nucleotides
in DNA. It includes any method or
technology that is used to determine
the order of the four bases: adenine,
guanine, cytosine, and thymine.
8
Generation of Gene Sequencing
• 1st Generation sequencing:
• Maxam- Gilbert sequencing
• Sanger sequencing.
9
• Next Generation sequencing:
• Sequencing by ligation
• Pyrosequencing
• Single molecular real time sequencing
• Advance Generation sequencing (shotgun):
Whole genome shotgun
Double barrel shotgun
Hierarchical shotgun
Maxam-Gilbert
• Walter Gilbert
• Harvard physicist
• Knew James Watson
• Became intrigued with
the biological side
• Became a biophysicist
• Allan Maxam
10
1.0 The Maxam-Gilbert
Technique
• Principle - Chemical
Degradation of Purines and
pyrimidines by
dimethylsulphate and
hydrazine respectively and
then labeled it.
11
1. Aliquot A + dimethyl sulphate, which methylates guanine
residue
2. Aliquot B + formic acid, which modifies adenine and
guanine residues
3. Aliquot C + Hydrazine, which modifies thymine + cytosine
residues
4. Aliquot D + Hydrazine + 5 mol/l NaCl, which makes the
reaction specific for cytosine
12
Advantages/disadvantages
Maxam-Gilbert sequencing
• Requires lots of purified DNA, and many intermediate
purification steps
• Relatively short readings
• Automation not available (sequencers)
• In contrast, the Sanger sequencing methodology
requires little if any DNA purification, no restriction
digests, and no labeling of the DNA sequencing
template
13
2.0 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
14
15
in-vitro DNA synthesis using ‘terminators’, use of dideoxi-
nucleotides that do not permit chain elongation after their integration
Termination of synthesis at specific nucleotides.
Requires a primer, DNA polymerase, a template, a mixture of
nucleotides, and detection system.
Incorporation of di-deoxynucleotides into growing strand terminates
synthesis.
Synthesized strand sizes are determined for each di-
deoxynucleotide by using gel or capillary electrophoresis.
Sanger Method process:
Schematic of Sanger method
16
17
Sequencing of DNA by the Sanger method
Sagar Sequencing
18
• So clearly, sequencing 1500 bases at a
time is not going to work if we ever want
to make real progress.
• So, what do the professionals do?
• Well they use Genome sequencing
strategies…
• We will talk about three ‘classical’
methods:
• Whole-genome shotgun
• Double-barrel shotgun
• Hierarchical shotgun
19
2.0 Advance Generation of sequencing:
2.1Whole genome shotgun:
20
2.2 Double-barrel shotgun
• Double-barrel shotgun sequencing is also referred to as
“pairwise‐end sequencing”.
• Same as Whole‐genome shotgun with one difference.
• Sequencing is performed from both ends of DNA inserts as
oppose to just one. Method conceived to reduce “Gaps” and to
reduce assembly error.
DISADVANTAGE:
• More amount of data is generated so, it is difficult to
assemble.
ADVANTAGE:
• Theoretically it is very accurate.
21
2.3Hierarchical shotgun:
22
3.0 NEXT GENERATION SEQUENCING
• Next-generation sequencing (NGS), also known as high
throughput sequencing, is the catch-all term used to
describe a number of different modern sequencing
technologies including:
• Illumina (Solexa) sequencing
• Roche 454 sequencing
• SOLiD sequencing
• Single Molecule Real Time Sequencing (SMRT):
23
Next Generation sequencing
24
NGS WORKFLOW
Sample Extraction , DNA fragmentation and invitro adapter ligation
Clonal Amplification
by emulsion PCR
Sequencing by-
ligation
(SOLiD platform)
Pyrosequencing
(454 sequencing)
Clonal Amplification
by Bridge PCR
Sequencing by
synthesis
(Solexa Technology)
25
NGS WORKFLOW
1. Create DNAfragments
2. Add platform-specific adapter sequences to every fragment.
Adapter
ligation
point
Adapter
molecule
• Adapter molecules : Bind library to a flowcell or bead; Add
sequence primer binding sites &Add barcodes formultiplexing.
Adapter
molecule
bound to
DNA
26
Adapter Binding
Adapter
ligation
point
DNA
27
Cluster Amplification: (Bridge PCR)
• DNA fragments are put with adaptors which is a
library.
• A solid surface is coated with primers
complementary to the two adaptor sequences
• Isothermal amplification, with one end of each
“bridge” attached to the surface
• Clusters of DNA molecules are generated on the
chip. Each cluster is originated from a single DNA
fragment, and is thus a clonal population.
28
Cluster Amplification
(Emulsion PCR)
• Fragments with adaptors (the library) are PCR amplified within
a water drop in oil.
• One PCR primer is attached to the surface of a bead.
• DNA molecules are synthesized on the beads in the water
droplet. Each bead bears clonal DNA originated from a single
DNA fragment
• Beads (with attached DNA) are then deposited into the wells of
sequencing chips –
• one well, one bead.
29
3.2 Pyrosequencing:
30
3.2 Pyrosequencing:
• It is a unique detection technology based on the
principle of sequencing-by-synthesis.
• it’s provides quantitative real-time data without the
need for gels, probes, or labels.
• It is a non-electrophoretic, bioluminescence method
that measures the release of inorganic pyrophosphate
by proportionally converting it into visible light using a
series of enzymatic reaction.
31
32
DNA capture bead
containing millions of
copies of single clonally
amplified fragment
3.1 Sequencing by Ligation
33
3.1 Sequencing byLigation
Sequencing by Ligation (SBL) uses the enzyme DNA ligase to identify the
nucleotide present at a given position in a DNA sequence. (according to
base pair rule.)
Linker
with
dye
34
3.3 Single Molecule Real Time Sequencing
(SMRT):
• Single Molecule Real Time Sequencing (SMRT) is a new approach to DNA
sequencing Offered by Pacific Biosciences.
• When DNA polymerase incorporates nucleotides into a growing chain, a
volume is created that is large enough to excite and detect a labeled
nucleotide that is being incorporated.
• Per SMRT, different Dye Phospholinked nucleotides, one for each nucleotide
type (A,G,T,C), are used so that the specific nucleotide type being
incorporated by DNA polymerase during the chain extension process can be
identified.
• In order for this to be effectively and accurately achieved, a special designed
excitation detection chamber, called a Zero Mode Wavelength (ZMW), is used.
• Template +Polymerase +Phospholinked labeled dNTPs are deposited in
microwells. ZMWs of a special designed microarray called a “Sequencing
Chip”.
• Real‐time detection occurs in the ZMW, allowing for Real‐Time Sequencing.
35
36
NGS Technologies Overview
• Commercially available technology:
 Illumina/ solexa
 Roche/454
 Helicos Biosciences.
 Life- APG SOLiD system.
 Pacific Biosciences.
 Ion torrent technology.
37
Sequencing by Synthesis
38
Illumina dye sequencing is a technique used to determine the series
of base pairs in DNA, also known as DNA sequencing. The reversible
terminated chemistry concept was invented by Bruno Canard and
Simon Sarfati at the Pasteur Institute in Paris.
ILLUMINA/SOLEXA SEQUENCING
 Run time: 1–10days
 Produces: 2–1000 Gb of sequence
 Read length: 2 x 50 bp – 2 x 250bp
(paired-end)
 Cost: $0.05–$0.40/Mb
Bridge PCR Clustal Amplification
39
40
 Applications
 DNA sequencing
 Gene RegulationAnalysis
 Sequencing-based
Transcriptome Analysis
 SNPs and SVsdiscovery
 Cytogenetic Analysis
 ChIP-sequencing
 Small RNAdiscovery analysis
ROCHE/454 SEQUENCING
41
• Sequence much longer reads by sequencing multiple reads at once by reading
optical signals as bases are added.
• The DNA or RNA is fragmented into shorter reads up to 1kb.
• Uses Emulsion PCR for ClustalAmplification.
• PYROSEQUENCING as sequencing approach.
• All of the sequence reads we get from 454 will be
different lengths, because different numbers of
these bases will be added with each cycle.
Application:
Whole genome sequencing
Targeted resequencing
Sequencing-based Transcriptome Analysis
Metagenomics
42
LIFE/APG/ABI- SOLiD SEQUENCING
 ABSOLIDTM 3 System generates over 20 gigabases &400 M tags per run
 Library Preparation
 Emulsion PCR/ Bead Enrichment
 Bead deposition
 Sequencing by Ligation
Chemical crosslinking
to an amino-coated
glass surface 43
SOLiD DNA Sequencing
44
Application of gene sequencing
• Information obtained using sequencing allows researchers to identify
changes in genes, associations with diseases and phenotypes, and
identify potential drug targets.
• used in evolutionary biology to study how different organisms are
related and how they evolved.
• In Forensics science ex. DNA finger print technique.
• Useful into determine risk of Genetic disorders.
• DNA sequencing may be useful for determining a specific bacteria, to
allow for more precise antibiotics treatments.
• Viral sequencing (gene sequencing) can be used during epidemics to
determine the origins of an outbreak using molecular clock technique.
• Mutation discovery
• Transcriptome Analysis – RNA-Seq
• Sequencing clinical isolates in strain-to-reference mechanisms.
• Discovering non-coding RNAs
• Molecular diagnostics for Oncology & Inherited Disease study.
• Gene Regulation Analysis
• Exploring Chromatin Packaging
45
Reference:
 Elaine R. Mardis (2008) the impact of next-generation
sequencing technology on genetics. Cell vol.24 No.3,133-
14.
 Elaine R. Mardis (2009): Next-Generation Sequencing Methods.
Annu. Rev. Genomics hum genet. 9:387-402
 Jorge S Reis-Filho (2010): Next-Generation Sequencing, Breast
Cancer Research 2010, 11(Suppl 3)
 Some websites –
 https://www.ncbi.nlm.nih.gov/pubmed
 https://en.wikipedia.org/wiki/DNA_sequencing
46
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Gene sequencing technique

  • 1. Gene Sequencing Darshan Maheshbhai Patel 1st sem M. Pharm Dept. of Pharmacology Anand Pharmacy college Guide: Anjali Patel 1
  • 2. What is a gene & DNA ? • DNA is the molecule that is the hereditary material in all living cells. Genes are made of DNA. • A gene consists of enough DNA to code for one protein, and a genome is simply the sum total of an organism's DNA. 2
  • 3. What is the Function of Gene ? • DNA is pivotal to our growth, reproduction, and health. • A gene is the basic physical and functional unit of heredity. • It is regulate the construction of the proteins necessary for the cell to perform all of its functions. 3
  • 4. Why do we want to know the sequence of an entire genome?? • To know all the genes – then proteins, then pathways… • We can understand: • the biochemistry of the organism. • genetic diseases. • Regulation. 4
  • 5. Historyof DNA sequencing 5 5 1953 Discovery of the structure of the DNA double helix 1972 Development of Recombinant DNA technology,. 1977 The first complete DNA genome to be sequenced is that of Bacteriophage φX174 & Frederick Sanger publishes "DNA sequencing with chain- terminating inhibitors“ 1984 Medical Research Council scientists decipher the complete DNA sequence of the Epstein- Barr virus, 170 kb. 1987 Applied Biosystems markets first automated sequencing machine, the model ABI 370. 1990 The U.S. National Institutes of Health (NIH) begins large-scale sequencing trials on M. capricolum, E. coli 1995 Craig Venter Hamilton Smith and colleagues publish the 1st complete genome of bacterium H. influenzae (whole-genome shotgun sequencing.) 1996 Pål Nyrén and his student Mostafa Ronaghi at the Royal Institute of Technology in Stockholm publish their method of Pyrosequencing 1998 Phil Green and Brent Ewing of the University of Washington publish"phred” for sequencer data analysis. 2001 A draft sequence of the human genome is published. 2004 454 Life Sciences marketsa parallelized version of Pyrosequencing. 2006 Era of Next Generation Sequencing- 454 Sequencing, Illumina etc.
  • 6. Era of sequencing 6 1st generation sequencing: • Sequence many identical molecules. • Sequencing in large gels or capillary tubing limits scale Sangar Chain Termination ( 1977 ) Maxam- Gilbert Sequencing (1977)
  • 7. Era of sequencing 7 2nd generation sequencing: • Sequence many identical molecules • Sequencing in large gels or capillary tubing limits scale Illumina MiSeq Life Technologies/Applied Biosystems; SOLID 5500 Roche / 454 Pyro sequencer QIAGEN Gene Reader
  • 8. Gene Sequencing Techniques • It is also known as DNA sequencing. • Gene sequencing may be defind as it is a process of determining the nucleic acid sequence-the order of nucleotides in DNA. It includes any method or technology that is used to determine the order of the four bases: adenine, guanine, cytosine, and thymine. 8
  • 9. Generation of Gene Sequencing • 1st Generation sequencing: • Maxam- Gilbert sequencing • Sanger sequencing. 9 • Next Generation sequencing: • Sequencing by ligation • Pyrosequencing • Single molecular real time sequencing • Advance Generation sequencing (shotgun): Whole genome shotgun Double barrel shotgun Hierarchical shotgun
  • 10. Maxam-Gilbert • Walter Gilbert • Harvard physicist • Knew James Watson • Became intrigued with the biological side • Became a biophysicist • Allan Maxam 10
  • 11. 1.0 The Maxam-Gilbert Technique • Principle - Chemical Degradation of Purines and pyrimidines by dimethylsulphate and hydrazine respectively and then labeled it. 11 1. Aliquot A + dimethyl sulphate, which methylates guanine residue 2. Aliquot B + formic acid, which modifies adenine and guanine residues 3. Aliquot C + Hydrazine, which modifies thymine + cytosine residues 4. Aliquot D + Hydrazine + 5 mol/l NaCl, which makes the reaction specific for cytosine
  • 12. 12
  • 13. Advantages/disadvantages Maxam-Gilbert sequencing • Requires lots of purified DNA, and many intermediate purification steps • Relatively short readings • Automation not available (sequencers) • In contrast, the Sanger sequencing methodology requires little if any DNA purification, no restriction digests, and no labeling of the DNA sequencing template 13
  • 14. 2.0 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 14
  • 15. 15 in-vitro DNA synthesis using ‘terminators’, use of dideoxi- nucleotides that do not permit chain elongation after their integration Termination of synthesis at specific nucleotides. Requires a primer, DNA polymerase, a template, a mixture of nucleotides, and detection system. Incorporation of di-deoxynucleotides into growing strand terminates synthesis. Synthesized strand sizes are determined for each di- deoxynucleotide by using gel or capillary electrophoresis. Sanger Method process:
  • 16. Schematic of Sanger method 16
  • 17. 17 Sequencing of DNA by the Sanger method
  • 19. • So clearly, sequencing 1500 bases at a time is not going to work if we ever want to make real progress. • So, what do the professionals do? • Well they use Genome sequencing strategies… • We will talk about three ‘classical’ methods: • Whole-genome shotgun • Double-barrel shotgun • Hierarchical shotgun 19 2.0 Advance Generation of sequencing:
  • 21. 2.2 Double-barrel shotgun • Double-barrel shotgun sequencing is also referred to as “pairwise‐end sequencing”. • Same as Whole‐genome shotgun with one difference. • Sequencing is performed from both ends of DNA inserts as oppose to just one. Method conceived to reduce “Gaps” and to reduce assembly error. DISADVANTAGE: • More amount of data is generated so, it is difficult to assemble. ADVANTAGE: • Theoretically it is very accurate. 21
  • 23. 3.0 NEXT GENERATION SEQUENCING • Next-generation sequencing (NGS), also known as high throughput sequencing, is the catch-all term used to describe a number of different modern sequencing technologies including: • Illumina (Solexa) sequencing • Roche 454 sequencing • SOLiD sequencing • Single Molecule Real Time Sequencing (SMRT): 23
  • 25. NGS WORKFLOW Sample Extraction , DNA fragmentation and invitro adapter ligation Clonal Amplification by emulsion PCR Sequencing by- ligation (SOLiD platform) Pyrosequencing (454 sequencing) Clonal Amplification by Bridge PCR Sequencing by synthesis (Solexa Technology) 25
  • 26. NGS WORKFLOW 1. Create DNAfragments 2. Add platform-specific adapter sequences to every fragment. Adapter ligation point Adapter molecule • Adapter molecules : Bind library to a flowcell or bead; Add sequence primer binding sites &Add barcodes formultiplexing. Adapter molecule bound to DNA 26
  • 28. Cluster Amplification: (Bridge PCR) • DNA fragments are put with adaptors which is a library. • A solid surface is coated with primers complementary to the two adaptor sequences • Isothermal amplification, with one end of each “bridge” attached to the surface • Clusters of DNA molecules are generated on the chip. Each cluster is originated from a single DNA fragment, and is thus a clonal population. 28
  • 29. Cluster Amplification (Emulsion PCR) • Fragments with adaptors (the library) are PCR amplified within a water drop in oil. • One PCR primer is attached to the surface of a bead. • DNA molecules are synthesized on the beads in the water droplet. Each bead bears clonal DNA originated from a single DNA fragment • Beads (with attached DNA) are then deposited into the wells of sequencing chips – • one well, one bead. 29
  • 31. 3.2 Pyrosequencing: • It is a unique detection technology based on the principle of sequencing-by-synthesis. • it’s provides quantitative real-time data without the need for gels, probes, or labels. • It is a non-electrophoretic, bioluminescence method that measures the release of inorganic pyrophosphate by proportionally converting it into visible light using a series of enzymatic reaction. 31
  • 32. 32 DNA capture bead containing millions of copies of single clonally amplified fragment
  • 33. 3.1 Sequencing by Ligation 33
  • 34. 3.1 Sequencing byLigation Sequencing by Ligation (SBL) uses the enzyme DNA ligase to identify the nucleotide present at a given position in a DNA sequence. (according to base pair rule.) Linker with dye 34
  • 35. 3.3 Single Molecule Real Time Sequencing (SMRT): • Single Molecule Real Time Sequencing (SMRT) is a new approach to DNA sequencing Offered by Pacific Biosciences. • When DNA polymerase incorporates nucleotides into a growing chain, a volume is created that is large enough to excite and detect a labeled nucleotide that is being incorporated. • Per SMRT, different Dye Phospholinked nucleotides, one for each nucleotide type (A,G,T,C), are used so that the specific nucleotide type being incorporated by DNA polymerase during the chain extension process can be identified. • In order for this to be effectively and accurately achieved, a special designed excitation detection chamber, called a Zero Mode Wavelength (ZMW), is used. • Template +Polymerase +Phospholinked labeled dNTPs are deposited in microwells. ZMWs of a special designed microarray called a “Sequencing Chip”. • Real‐time detection occurs in the ZMW, allowing for Real‐Time Sequencing. 35
  • 36. 36
  • 37. NGS Technologies Overview • Commercially available technology:  Illumina/ solexa  Roche/454  Helicos Biosciences.  Life- APG SOLiD system.  Pacific Biosciences.  Ion torrent technology. 37
  • 39. Illumina dye sequencing is a technique used to determine the series of base pairs in DNA, also known as DNA sequencing. The reversible terminated chemistry concept was invented by Bruno Canard and Simon Sarfati at the Pasteur Institute in Paris. ILLUMINA/SOLEXA SEQUENCING  Run time: 1–10days  Produces: 2–1000 Gb of sequence  Read length: 2 x 50 bp – 2 x 250bp (paired-end)  Cost: $0.05–$0.40/Mb Bridge PCR Clustal Amplification 39
  • 40. 40  Applications  DNA sequencing  Gene RegulationAnalysis  Sequencing-based Transcriptome Analysis  SNPs and SVsdiscovery  Cytogenetic Analysis  ChIP-sequencing  Small RNAdiscovery analysis
  • 41. ROCHE/454 SEQUENCING 41 • Sequence much longer reads by sequencing multiple reads at once by reading optical signals as bases are added. • The DNA or RNA is fragmented into shorter reads up to 1kb. • Uses Emulsion PCR for ClustalAmplification. • PYROSEQUENCING as sequencing approach.
  • 42. • All of the sequence reads we get from 454 will be different lengths, because different numbers of these bases will be added with each cycle. Application: Whole genome sequencing Targeted resequencing Sequencing-based Transcriptome Analysis Metagenomics 42
  • 43. LIFE/APG/ABI- SOLiD SEQUENCING  ABSOLIDTM 3 System generates over 20 gigabases &400 M tags per run  Library Preparation  Emulsion PCR/ Bead Enrichment  Bead deposition  Sequencing by Ligation Chemical crosslinking to an amino-coated glass surface 43
  • 45. Application of gene sequencing • Information obtained using sequencing allows researchers to identify changes in genes, associations with diseases and phenotypes, and identify potential drug targets. • used in evolutionary biology to study how different organisms are related and how they evolved. • In Forensics science ex. DNA finger print technique. • Useful into determine risk of Genetic disorders. • DNA sequencing may be useful for determining a specific bacteria, to allow for more precise antibiotics treatments. • Viral sequencing (gene sequencing) can be used during epidemics to determine the origins of an outbreak using molecular clock technique. • Mutation discovery • Transcriptome Analysis – RNA-Seq • Sequencing clinical isolates in strain-to-reference mechanisms. • Discovering non-coding RNAs • Molecular diagnostics for Oncology & Inherited Disease study. • Gene Regulation Analysis • Exploring Chromatin Packaging 45
  • 46. Reference:  Elaine R. Mardis (2008) the impact of next-generation sequencing technology on genetics. Cell vol.24 No.3,133- 14.  Elaine R. Mardis (2009): Next-Generation Sequencing Methods. Annu. Rev. Genomics hum genet. 9:387-402  Jorge S Reis-Filho (2010): Next-Generation Sequencing, Breast Cancer Research 2010, 11(Suppl 3)  Some websites –  https://www.ncbi.nlm.nih.gov/pubmed  https://en.wikipedia.org/wiki/DNA_sequencing 46
  • 47. 47