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Page 1: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species
Page 2: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Sequencing technology› Roche/454 GS-FLX (‘454’)› Illumina

Prokaryotic profiling› De novo genome sequencing› Metagenomics› SNP profiling› Species quantification

Viral profiling› De novo genome sequencing

Page 3: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Classic chain-terminator sequencing

Dye chain-terminator sequencing

Next-generation sequencing

Page 4: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Next-gen sequencing principle› Massive parallel› Add ACTGs› Catch a signal

Page 5: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Roche/454 GS-FLX+ (‘454’)› Pyrosequencing

problems with homopolymers (e.g. AAAAAA)

› Long-read sequencing: 500-1000 bp› Variable sequencing length› 1 million reads/run

1Gb/run

› Sequencing speed: ~ 1 day/run› Next-next generation: IonTorrent

PGM/Proton

Page 6: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Illumina › Sequence by synthesis› Short-read sequencing: 36, 72, …, 150bp› Fixed sequencing length› 1 billion reads/run

100Gb/run (= 33 x human genome!)Sequencing speed: 3 day – 10 days ~ length

Solid› Short-read sequencing (similar to Illumina)

Page 7: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

454 Illumina

Page 8: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Price per run: $10000/run Price per machine: $200-500.000

› Supporting IT hardware› Peripheral devices such as fragmentation

instrument, PCR equipment …› Negotiating power…

Use service centers!› Nxtgnt (BE), GATC(EU), Baseclear(NL), BGI …› No overhead cost, no maintenance etc.› Cheaper

Page 9: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Next-generation sequencing has become 2nd generation sequencing

Next-next-generation sequencing is almost there: 3rd generation sequencing› Helicos: True Single Molecule Sequencing› IonTorrent/Life: Cheap and fast› Nanopore: Unlimited read size› …

Page 10: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Evolution sequencing technology goes hand in hand with evolution of› IT infrastructure/hardware› Analysis software

Hardware› 1 Illumina run ~ 100Gb text-file ~ 5million

page book › Processing power/storage are an issue!

Software› Mapping to a human genome: ‘couple of hours’

Page 11: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Sequencing technology› Roche/454 GS-FLX (‘454’)› Illumina

Prokaryotic profiling› De novo genome sequencing› Metagenomics› SNP profiling› Species quantification

Viral profiling› De novo genome sequencing

Page 12: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Prokaryotic genomics 101› Prokaryotes = bacterias + archaea› Prokaryotic genomes

Large circular genome (0.5 – 10 Mb) ‘chromosome’

Small plasmids (1-1000 kb) (virulence factors, antibiotics resistance …)

(Almost) no introns Easy ORF annotation

Page 13: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Sequencing technology› Roche/454 GS-FLX (‘454’)› Illumina

Prokaryotic profiling› De novo genome sequencing› Metagenomics› SNP profiling› Species quantification

Viral profiling› De novo genome sequencing

Page 14: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

1953: Watson/Crick discover DNA helix 1977: First complete genome

bacteriophage φX174 1995: First genome of free-living organism

H. influenza 2001: First draft of the human genome 2006: >200 complete bacterial genomes 2012: An uncountable number of bacterial

genomes have been sequenced using next-gen sequencing

Page 15: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Complete bacterial genomes used to be› Expensive› Difficult to obtain› ‘Nature’ or ‘Science’ work› Remained complex until the invention of

next-generation sequencing

Page 16: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Using next-generation sequencing, de novo sequencing has become› Relatively easy› Relatively cheap› Routine research

Already >10 complete bacterial genomes published in 2012› More than just an assembly!

Page 17: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Practical1. Get some DNA from an isolated species

of interest2. Sequence: long or short reads (1-10 days)3. Obtain your sequences4. Assemble (1h)

Pure de novo assembly Guided assembly

5. Annotate the genome (days-weeks)

Page 18: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Assembly:Multiple ‘short’ reads

1 long sequence Existing software

› Velvet› SSAKE› Newbler› SSAKE› …

Source: Nature 2009, MacLean et al.

Page 19: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Relatively cheap› Sequencing cost: depending on coverage

Illumina, 30x, 5Gb genome: $10-$100 454, 30x, 5Gb genome: $1000-$5000

› Equipment IT infrastructure, sequencing equipment, people

… Relatively easy

› Need for IT support› No out-of-the-box standard solution for

everything› Several different software packages for

assembly

Page 20: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Sequencing technology› Roche/454 GS-FLX (‘454’)› Illumina

Prokaryotic profiling› De novo genome sequencing› Metagenomics› SNP profiling› Species quantification

Viral profiling› De novo genome sequencing

Page 21: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

De novo genome assembly› Study of 1 single species› Need for species isolation

Metagenomics analysis› Study of a community of species› No need for isolation (culturing bias!)› Study the collective gene pool and

function of the community/ecology› No need for individual functions

Page 22: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Practical1. Get bacterial DNA or RNA from a sample

Soil Gut/Fecal Ocean water (e.g. Craig Venter) …

2. Sequence: long or short reads (1-10 days)3. Obtain your sequences4. Map on a database of known genes (1 day)5. Annotate/analyse the community (weeks)

Page 23: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species
Page 24: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

2010: Giant Panda genome (2nd carnivore)› No umami taster receptor -> no meat

affinity› The panda is more a dog than a bear› The panda is a carnivore eating bamboo!

Page 25: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Still 2010 !: Panda ‘microbiome’ Gut microbiome of the panda reveals

the presence of bamboo/cellulose degrading pathways

Page 26: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species
Page 27: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

A clinical example: gut microbiome can predict diabetes and malnourishment

Plos One (2011), Brown et al.Plos One (2010), Valladares et al.Gut Pathology (2011),Gupta et al.

Page 28: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Sequencing technology› Roche/454 GS-FLX (‘454’)› Illumina

Prokaryotic profiling› De novo genome sequencing› Metagenomics› SNP profiling› Species quantification

Viral profiling› De novo genome sequencing

Page 29: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Classical SNP analysis - practical1. Design PCR primers2. Generate amplicons3. Re-sequence using long read sequencing

Conserve ‘SNP blocks’

4. Detect SNPs 5. Correlate SNPs to drug resistance,

severity of symptoms …

Page 30: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Amplicon resequencing is the same for human, prokaryotic, viral analyses

Many standardized out-of-the-box solutions available

Very simple analysis Watch out for the overkill…

› Don’t use a bazooka to kill a fly!› Throughput can be too high

Page 31: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species
Page 32: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Profile the coding region of hepatitis C

Lauck et al. 2012

Page 33: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Use next-generation sequencing to predict the optimal HIV therapy

Thielen et al. 2012

Page 34: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Sequencing technology› Roche/454 GS-FLX (‘454’)› Illumina

Prokaryotic profiling› De novo genome sequencing› Metagenomics› SNP profiling› Species quantification

Viral profiling› De novo genome sequencing

Page 35: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Imagine the following research questions› Which (known) species/groups are present

in a certain sample› Does this composition alter given a certain

treatment, change of conditions, patients etc.

No need for de novo genome sequencing

No metagenomics: species instead of functions

Page 36: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Prokaryotes have the gene 16S rDNA, coding for ribosomal RNA

The 16S rDNA region is 1.5 kb long 16S rDNA is specific for each

species/strain Theoretical: 4

1,500 = 10

903 possibilities

In practice: 16S rDNA sequence known for millions of species

Page 37: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

16S rDNA can be isolated in different species using universal PCR primers› Isolate/amplify different regions using the

same primers Compare the isolated sequences

against a database of known sequences

Page 38: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Practical procedure1. Sample an environment and isolate DNA2. Do a universal PCR amplification3. Sequence using long read sequencing:

the longer the better!4. Obtain sequences5. Map sequences against a reference

database6. Annotate the data

Page 39: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Example: The Antarctica project› Which parameters determine the

composition of bacterial communities in antarctical lakes?

› 20 different samples/lakes› Sequence 16S rDNA genes› 1 x 454 run (1 million 500bp sequences)› Map all sequences back to the RDP

database

Page 40: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Analyse the data using computing power› Compare different locations

Is species A present in location1, location2,…› Assess the distribution in a single location

How dominant is the most dominant species in location 1

How many species are in location 1 …

Visualize !

Page 41: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Analyse different samples on different taxonomic levels› Include taxonomic tree of life of bacterias› Use a ‘taxonomy browser’

Page 42: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Analyse a single location

Page 43: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Compare different locations

Page 44: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Analysis Lab work difficulty

Analysis difficulty

De novo genome ++ (isolate) +

Metagenomics + +++ (pathways etc.)

SNP +++ (design primers)

++ (correlate)

Species quantification ++ (universal primers)

++

Page 45: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Sequencing technology› Roche/454 GS-FLX (‘454’)› Illumina

Prokaryotic profiling› De novo genome sequencing› Metagenomics› SNP profiling› Species quantification

Viral profiling› De novo genome sequencing

Page 46: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Viral profiling› Viral profiling = prokaryotic profiling, but…

Cheaper Faster Easier

› De novo genome sequencing = OK› Don’t spend $10.000 on a 100kb genome!› Multiplexing/pooling capacity is limited!

Page 47: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Watch out for the overkill› An illumina run can be split into 8 lanes› >20 samples per lane can be combined

Still >100Mb per sample…

Page 48: Sequencing technology › Roche/454 GS-FLX (‘454’) › Illumina  Prokaryotic profiling › De novo genome sequencing › Metagenomics › SNP profiling › Species

Thanks for your attention !