SlideShare a Scribd company logo
1 of 42
Download to read offline
Intro       GC      Protein detection          Nitrilases   NHases   PKS   THM




        Computational analysis of metagenomic data: delineation of
         compositional features and screens for desirable enzymes


                                   Konrad U. F¨rstner
                                              o

                                 Bork Group, EMBL
                                Promotionskolloquium



                                        04. Februar 2009
Intro          GC          Protein detection   Nitrilases   NHases   PKS   THM

 Table of content


        1   Introduction

        2   GC content analysis

        3   Protein detection workflow

        4   Nitrilases

        5   Nitril hydratases

        6   Polyketide synthases I

        7   Take home messages
Intro          GC          Protein detection   Nitrilases   NHases   PKS   THM

 Table of content


        1   Introduction

        2   GC content analysis

        3   Protein detection workflow

        4   Nitrilases

        5   Nitril hydratases

        6   Polyketide synthases I

        7   Take home messages
Intro         GC       Protein detection   Nitrilases   NHases        PKS       THM




        For the microbial ecologist, what can be cultured is the basis of his
        conception of what exists. This is exactly like learning about
        animals from visiting zoos.

                                                                 Carl Woese
Intro   GC   Protein detection   Nitrilases   NHases   PKS   THM
Intro   GC   Protein detection   Nitrilases   NHases   PKS   THM
Intro   GC   Protein detection   Nitrilases   NHases   PKS   THM
Intro   GC   Protein detection   Nitrilases   NHases   PKS   THM
Intro        GC       Protein detection   Nitrilases   NHases   PKS   THM




        Great plate count anomaly
        Less than 1% of the microbes can be cultured under standard
        conditions.
Intro   GC   Protein detection   Nitrilases   NHases   PKS   THM




                          Metagenomics
                                =
                 culture independent approaches
Intro   GC   Protein detection   Nitrilases   NHases   PKS   THM

 Workflow of metagenomics sequencing
Intro   GC    Protein detection   Nitrilases   NHases   PKS   THM

 Selected metagenomic data sets
Intro   GC       Protein detection   Nitrilases   NHases   PKS   THM

 Challenges




        Usually a low coverage
        Dominant species
        Short sequences
        Data size
         ⇒ storage/memory/CPU intensive
         ⇒ software not developed for that
        No standard protocols
         ⇒ hard to compare
Intro          GC          Protein detection   Nitrilases   NHases   PKS   THM

 Table of content


        1   Introduction

        2   GC content analysis

        3   Protein detection workflow

        4   Nitrilases

        5   Nitril hydratases

        6   Polyketide synthases I

        7   Take home messages
Intro    GC        Protein detection   Nitrilases   NHases   PKS   THM

 GC analysis




        GC content = percentage of
        Guanine-Cytosine bp in the
        DNA/RNA
        influences a.o.
              Melting temperature of DNA/RNA
              Codon usage
Intro   GC    Protein detection             Nitrilases     NHases   PKS   THM

 GC analysis - huge difference between soil and ocean water




                                  Foerstner et al., 2005
Intro   GC    Protein detection          Nitrilases   NHases   PKS   THM

 GC analysis - further data confirms statement




                                  Raes et al., 2007
Intro   GC        Protein detection   Nitrilases   NHases   PKS   THM

 GC analysis - possible influencing factors




        Nitrogen availability
        Genome size
        Ultraviolet light exposure and
        repair mechanism
        Codon usage of pioneers
Intro          GC          Protein detection   Nitrilases   NHases   PKS   THM

 Table of content


        1   Introduction

        2   GC content analysis

        3   Protein detection workflow

        4   Nitrilases

        5   Nitril hydratases

        6   Polyketide synthases I

        7   Take home messages
Intro   GC        Protein detection   Nitrilases   NHases   PKS   THM

 Metagenomics data sets as resources of biotech enzymes




        Many microbial enzymes are
        essential tools in e.g. the chemical,
        pharma and food industries
        Searching in metagenomic data
        sets might reveal new potent
        members of known enzymes classes
Intro   GC     Protein detection   Nitrilases   NHases   PKS   THM

 Protein detection and classification workflow
Intro    GC         Protein detection    Nitrilases    NHases    PKS   THM

 Nitrilases




        Nitrile + water          carboxylic acids + ammonia
        One protein
        Application in the chemical industry
              Stereo- and regio-specific conversion of nitriles
Intro   GC    Protein detection          Nitrilases   NHases   PKS   THM

 Nitrilases - new members and subfamilies found




                                  Raes et al., 2007
Intro          GC          Protein detection   Nitrilases   NHases   PKS   THM

 Table of content


        1   Introduction

        2   GC content analysis

        3   Protein detection workflow

        4   Nitrilases

        5   Nitril hydratases

        6   Polyketide synthases I

        7   Take home messages
Intro    GC        Protein detection    Nitrilases   NHases   PKS   THM

 NHases




        Nitril hydratases (NHases)
        Nitrile + water         amide
        Two domains
        Application in the chemical industry
              Acrylamide >30,000 tons/year
              Nicotinamide >3500 tons/year
        Waste water treatment
Intro   GC    Protein detection             Nitrilases     NHases   PKS   THM

 NHases - tree of the α domain




                                  Foerstner et al., 2008
Intro   GC    Protein detection   Nitrilases   NHases   PKS   THM

 NHases - Monosiga brevicollis’ taxomony
Intro   GC     Protein detection             Nitrilases     NHases   PKS   THM

 NHases - in Monosiga brevicollis




                                   Foerstner et al., 2008
Intro          GC          Protein detection   Nitrilases   NHases   PKS   THM

 Table of content


        1   Introduction

        2   GC content analysis

        3   Protein detection workflow

        4   Nitrilases

        5   Nitril hydratases

        6   Polyketide synthases I

        7   Take home messages
Intro     GC       Protein detection   Nitrilases   NHases      PKS   THM

 PKS I




         Polyketide synthases (PKS) create a heterogeneous group of
         secondary metabolites
         The synthesis is similar to the fatty acid synthesis
         Multiple domains
         We focused on polyketide synthases type I (PKS I)
Intro       GC        Protein detection              Nitrilases       NHases   PKS   THM

 PKS I - polyketide synthesis steps




        This picture of this slide is removed due to copyright restriction.
                                          Jenke-Kodama et al., 2005
Intro       GC         Protein detection       Nitrilases   NHases       PKS       THM

 PKS I - examples of polyketides




        Erythromycin                       Oleandomycin              Aflatoxin B1
Intro   GC    Protein detection             Nitrilases     NHases   PKS   THM

 PKS I - tree of the AT domain HMM hits




                                  Foerstner et al., 2008
Intro   GC     Protein detection             Nitrilases     NHases   PKS   THM

 PKS I - tree overview




                                   Foerstner et al., 2008
Intro   GC      Protein detection             Nitrilases     NHases   PKS   THM

 PKS I - hit distribution




                                    Foerstner et al., 2008
Intro   GC   Protein detection             Nitrilases     NHases   PKS   THM

 PKS I - PKSs per genome




                                 Foerstner et al., 2008
Intro          GC          Protein detection   Nitrilases   NHases   PKS   THM

 Table of content


        1   Introduction

        2   GC content analysis

        3   Protein detection workflow

        4   Nitrilases

        5   Nitril hydratases

        6   Polyketide synthases I

        7   Take home messages
Intro        GC        Protein detection   Nitrilases   NHases   PKS       THM

 Take home messages




        Metagenomics ...
            ... might help us to explore the complete microbial world
            ... still has many technical challenges
            ... can reveal the environmetal influence on genomic features
            ... can help discover new enzymes
Intro   GC          Protein detection   Nitrilases   NHases   PKS   THM

 Acknowledgements



        Peer Bork
        Thomas Dandekar
        Lars Steinmetz
        Toby Gibson
        The whole Bork group esp. Jeroen
        Raes and Takuji Yamada
        Christian von Mering
        Melly
        My friends and family
Intro    GC              Protein detection            Nitrilases            NHases              PKS            THM

 Image sources/attribution - part 1/2

        Orangutan Houston Zoo http://flickr.com/photos/billtex48/2178056762/ by (Bill and Mavis) -
        B&M
        Opel Zoo 07.07.2007 http://flickr.com/photos/lamberty/754218458 by frijolito75
        Giraffe http://flickr.com/photos/abelle/280246250/ by A.Bell
        Snuggling http://flickr.com/photos/buckwoo/2421562192/ by Ken W!
        Delicious Dead Bee and Hungry Ants http://flickr.com/photos/hamed/176176998/ by Hamed Saber
        hundreds of fish swarm a soft coral head http://flickr.com/photos/g-na/370131126/ by g-na
        hunt is on http://flickr.com/photos/doug88888/2930690305/ by doug88888
        Long-billed Curlew http://flickr.com/photos/mikebaird/3011987508/ by mikebaird
        145ps 01087.jpg http://flickr.com/photos/ricephotos/2679758872/ by IRRI Images
        Polymicrobic biofilm epifluorescence
        http://commons.wikimedia.org/wiki/File:Polymicrobic_biofilm_epifluorescence.jpg
        The Sorcerer II Global Ocean Sampling Expedition: Northwest Atlantic through Eastern Tropical Pacific
        Rusch DB, Halpern AL, Sutton G, Heidelberg KB, Williamson S, et al. PLoS Biology Vol. 5, No. 3, e77
        doi:10.1371/journal.pbio.0050077
        green farm http://flickr.com/photos/nakae/204037619/ by nakae
        Acid Mine Drainage http://flickr.com/photos/savethewildup/400614071/ by savethewildup
        blue ocean http://flickr.com/photos/coolskipper/27242821/ by coolskipper
        Digestive system http://commons.wikimedia.org/wiki/File:Digestive_system_whitout_labels.svg
        by Mariana Ruiz Villarreal
        Pg166 bioreactor http://commons.wikimedia.org/wiki/File:Pg166_bioreactor.jpg
Intro    GC            Protein detection           Nitrilases         NHases           PKS            THM

 Image sources/attribution - part 2/2



        Big Drop-Off [...] http://flickr.com/photos/ctsnow/113339176/ by ctsnow
        Sphaeroeca-colony http://commons.wikimedia.org/wiki/File:Sphaeroeca-colony.jpg by Dhzanette
        Ocean view http://flickr.com/photos/provoost/399669002/ by Sjors Provoost
        The hurdles http://flickr.com/photos/29621494N02/3060466344/ by paula fisher
        Erythromycin http://de.wikipedia.org/w/index.php?title=Datei:Erythrommycin_A_B_C.svg by
        Yikrazuul
        Aflatoxin B1 http://de.wikipedia.org/w/index.php?title=Datei:
        Aflatoxin_B1.svg&filetimestamp=20070113042046 by Bryan Derksen
        Oleandomycin http://en.wikipedia.org/wiki/File:Oleandomycin.png by Edgar181
        Tool rack http://en.wikipedia.org/wiki/File:Oleandomycin.png by L. Marie
        Collaboration http://flickr.com/photos/fncll/145149313/ ChrisL AK
        Base pair AT http://commons.wikimedia.org/wiki/File:Base_pair_AT.svg
        Base pair GC http://commons.wikimedia.org/wiki/File:Base_pair_GC.svg
Intro   GC   Protein detection            Nitrilases           NHases       PKS   THM

 About this document



                        A
             Created in L TEX using the beamer class, TeX Live and Emacs.

                         All these programs run on OpenBSD.

                          http://www.latex-project.org
                       http://latex-beamer.sourceforge.net
                           http://www.tug.org/texlive/
                        http://www.gnu.org/software/emacs
                               http://www.gimp.org/
                              http://www.openbsd.org



             Published under the Creative Commons Attribution 3.0 License

                  http://creativecommons.org/licenses/by/3.0/

                          Document version 1.0 2009/02/04

More Related Content

What's hot

Identification of perfect housekeeping genes for gene expression studies in p...
Identification of perfect housekeeping genes for gene expression studies in p...Identification of perfect housekeeping genes for gene expression studies in p...
Identification of perfect housekeeping genes for gene expression studies in p...ICRISAT
 
Rapid DNA isolation from diverse plant material for use in Next Generation Se...
Rapid DNA isolation from diverse plant material for use in Next Generation Se...Rapid DNA isolation from diverse plant material for use in Next Generation Se...
Rapid DNA isolation from diverse plant material for use in Next Generation Se...QIAGEN
 
RNA editing as a drug target in tryp assay dev woods_hole2_0411 acs v2
RNA editing as a drug target in tryp assay dev woods_hole2_0411 acs v2RNA editing as a drug target in tryp assay dev woods_hole2_0411 acs v2
RNA editing as a drug target in tryp assay dev woods_hole2_0411 acs v2Laurence Dawkins-Hall
 
Why you would want a powerful hot-start DNA polymerase for your PCR
Why you would want a powerful hot-start DNA polymerase for your PCRWhy you would want a powerful hot-start DNA polymerase for your PCR
Why you would want a powerful hot-start DNA polymerase for your PCRThermo Fisher Scientific
 
DNA Analysis - Basic Research : A Case Study
DNA Analysis - Basic Research : A Case StudyDNA Analysis - Basic Research : A Case Study
DNA Analysis - Basic Research : A Case StudyQIAGEN
 
Cox1998-Automated_RNA_selection.
Cox1998-Automated_RNA_selection.Cox1998-Automated_RNA_selection.
Cox1998-Automated_RNA_selection.J. Colin Cox
 
Maximizing PCR and RT-PCR Success - Download the Brochure
Maximizing PCR and RT-PCR Success - Download the BrochureMaximizing PCR and RT-PCR Success - Download the Brochure
Maximizing PCR and RT-PCR Success - Download the BrochureQIAGEN
 
19_21Translation
19_21Translation19_21Translation
19_21TranslationKaren Lewis
 
A real time RT-LAMP portable turbidimeter
A real time RT-LAMP portable turbidimeterA real time RT-LAMP portable turbidimeter
A real time RT-LAMP portable turbidimeterNarong Arunrut
 
Stable 16 year storage of DNA purified with the QIAamp® DNA Blood mini kit - ...
Stable 16 year storage of DNA purified with the QIAamp® DNA Blood mini kit - ...Stable 16 year storage of DNA purified with the QIAamp® DNA Blood mini kit - ...
Stable 16 year storage of DNA purified with the QIAamp® DNA Blood mini kit - ...QIAGEN
 
Next Generation Sequencing
Next Generation SequencingNext Generation Sequencing
Next Generation SequencingArindam Ghosh
 
Gene 151_119 (1994) [SDM of dsDNA]
Gene 151_119 (1994) [SDM of dsDNA]Gene 151_119 (1994) [SDM of dsDNA]
Gene 151_119 (1994) [SDM of dsDNA]Michael Weiner
 
suraj_jaladanki_examining_Malaclemys_terrapin_genome_scaffolds
suraj_jaladanki_examining_Malaclemys_terrapin_genome_scaffoldssuraj_jaladanki_examining_Malaclemys_terrapin_genome_scaffolds
suraj_jaladanki_examining_Malaclemys_terrapin_genome_scaffoldsSuraj Jaladanki
 
Amplificationtechniquesinmicrobiology 090609205257-phpapp02
Amplificationtechniquesinmicrobiology 090609205257-phpapp02Amplificationtechniquesinmicrobiology 090609205257-phpapp02
Amplificationtechniquesinmicrobiology 090609205257-phpapp02minhdaovan
 
PCR, Real Time PCR
PCR, Real Time PCRPCR, Real Time PCR
PCR, Real Time PCRdineshnbagr
 

What's hot (20)

Pyrosequencing
PyrosequencingPyrosequencing
Pyrosequencing
 
Technique of polymerase chain reaction (pcr) experimental biotechnology
Technique of polymerase chain reaction (pcr) experimental biotechnologyTechnique of polymerase chain reaction (pcr) experimental biotechnology
Technique of polymerase chain reaction (pcr) experimental biotechnology
 
Identification of perfect housekeeping genes for gene expression studies in p...
Identification of perfect housekeeping genes for gene expression studies in p...Identification of perfect housekeeping genes for gene expression studies in p...
Identification of perfect housekeeping genes for gene expression studies in p...
 
Rapid DNA isolation from diverse plant material for use in Next Generation Se...
Rapid DNA isolation from diverse plant material for use in Next Generation Se...Rapid DNA isolation from diverse plant material for use in Next Generation Se...
Rapid DNA isolation from diverse plant material for use in Next Generation Se...
 
RNA editing as a drug target in tryp assay dev woods_hole2_0411 acs v2
RNA editing as a drug target in tryp assay dev woods_hole2_0411 acs v2RNA editing as a drug target in tryp assay dev woods_hole2_0411 acs v2
RNA editing as a drug target in tryp assay dev woods_hole2_0411 acs v2
 
Why you would want a powerful hot-start DNA polymerase for your PCR
Why you would want a powerful hot-start DNA polymerase for your PCRWhy you would want a powerful hot-start DNA polymerase for your PCR
Why you would want a powerful hot-start DNA polymerase for your PCR
 
DNA Analysis - Basic Research : A Case Study
DNA Analysis - Basic Research : A Case StudyDNA Analysis - Basic Research : A Case Study
DNA Analysis - Basic Research : A Case Study
 
Cox1998-Automated_RNA_selection.
Cox1998-Automated_RNA_selection.Cox1998-Automated_RNA_selection.
Cox1998-Automated_RNA_selection.
 
Maximizing PCR and RT-PCR Success - Download the Brochure
Maximizing PCR and RT-PCR Success - Download the BrochureMaximizing PCR and RT-PCR Success - Download the Brochure
Maximizing PCR and RT-PCR Success - Download the Brochure
 
19_21Translation
19_21Translation19_21Translation
19_21Translation
 
A real time RT-LAMP portable turbidimeter
A real time RT-LAMP portable turbidimeterA real time RT-LAMP portable turbidimeter
A real time RT-LAMP portable turbidimeter
 
Stable 16 year storage of DNA purified with the QIAamp® DNA Blood mini kit - ...
Stable 16 year storage of DNA purified with the QIAamp® DNA Blood mini kit - ...Stable 16 year storage of DNA purified with the QIAamp® DNA Blood mini kit - ...
Stable 16 year storage of DNA purified with the QIAamp® DNA Blood mini kit - ...
 
Next Generation Sequencing
Next Generation SequencingNext Generation Sequencing
Next Generation Sequencing
 
Pyrosequencing
PyrosequencingPyrosequencing
Pyrosequencing
 
Pcr, rapd dan rflp
Pcr, rapd dan rflpPcr, rapd dan rflp
Pcr, rapd dan rflp
 
Chigot poster2007
Chigot poster2007Chigot poster2007
Chigot poster2007
 
Gene 151_119 (1994) [SDM of dsDNA]
Gene 151_119 (1994) [SDM of dsDNA]Gene 151_119 (1994) [SDM of dsDNA]
Gene 151_119 (1994) [SDM of dsDNA]
 
suraj_jaladanki_examining_Malaclemys_terrapin_genome_scaffolds
suraj_jaladanki_examining_Malaclemys_terrapin_genome_scaffoldssuraj_jaladanki_examining_Malaclemys_terrapin_genome_scaffolds
suraj_jaladanki_examining_Malaclemys_terrapin_genome_scaffolds
 
Amplificationtechniquesinmicrobiology 090609205257-phpapp02
Amplificationtechniquesinmicrobiology 090609205257-phpapp02Amplificationtechniquesinmicrobiology 090609205257-phpapp02
Amplificationtechniquesinmicrobiology 090609205257-phpapp02
 
PCR, Real Time PCR
PCR, Real Time PCRPCR, Real Time PCR
PCR, Real Time PCR
 

Viewers also liked

Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...VHIR Vall d’Hebron Institut de Recerca
 
The Emerging Global Collaboratory for Microbial Metagenomics Researchers
The Emerging Global Collaboratory for Microbial Metagenomics ResearchersThe Emerging Global Collaboratory for Microbial Metagenomics Researchers
The Emerging Global Collaboratory for Microbial Metagenomics ResearchersLarry Smarr
 
Microbial Metagenomics Drives a New Cyberinfrastructure
Microbial Metagenomics Drives a New CyberinfrastructureMicrobial Metagenomics Drives a New Cyberinfrastructure
Microbial Metagenomics Drives a New CyberinfrastructureLarry Smarr
 
Phylogeny Driven Approaches to Genomic and Metagenomic Studies
Phylogeny Driven Approaches to Genomic and Metagenomic StudiesPhylogeny Driven Approaches to Genomic and Metagenomic Studies
Phylogeny Driven Approaches to Genomic and Metagenomic StudiesJonathan Eisen
 
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICSPROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICSLubna MRL
 
Dr. Ben Hause - Pathogen Discovery Using Metagenomic Sequencing
Dr. Ben Hause - Pathogen Discovery Using Metagenomic SequencingDr. Ben Hause - Pathogen Discovery Using Metagenomic Sequencing
Dr. Ben Hause - Pathogen Discovery Using Metagenomic SequencingJohn Blue
 
Advancing the Metagenomics Revolution
Advancing the Metagenomics RevolutionAdvancing the Metagenomics Revolution
Advancing the Metagenomics RevolutionLarry Smarr
 
Parks kmer metagenomics
Parks kmer metagenomicsParks kmer metagenomics
Parks kmer metagenomicsdparks1134
 
Viral Metagenomics (CABBIO 20150629 Buenos Aires)
Viral Metagenomics (CABBIO 20150629 Buenos Aires)Viral Metagenomics (CABBIO 20150629 Buenos Aires)
Viral Metagenomics (CABBIO 20150629 Buenos Aires)bedutilh
 
Metagenomic Data Provenance and Management using the ISA infrastructure --- o...
Metagenomic Data Provenance and Management using the ISA infrastructure --- o...Metagenomic Data Provenance and Management using the ISA infrastructure --- o...
Metagenomic Data Provenance and Management using the ISA infrastructure --- o...Alejandra Gonzalez-Beltran
 
Multiple kernel learning applied to the integration of Tara oceans datasets
Multiple kernel learning applied to the integration of Tara oceans datasetsMultiple kernel learning applied to the integration of Tara oceans datasets
Multiple kernel learning applied to the integration of Tara oceans datasetstuxette
 
introduction to metagenomics
introduction to metagenomicsintroduction to metagenomics
introduction to metagenomicsThomas Haverkamp
 
2009 hattori metagenomics
2009 hattori metagenomics2009 hattori metagenomics
2009 hattori metagenomicsdrugmetabol
 
Metagenomics and it’s applications
Metagenomics and it’s applicationsMetagenomics and it’s applications
Metagenomics and it’s applicationsSham Sadiq
 

Viewers also liked (20)

Future of metagenomics
Future of metagenomicsFuture of metagenomics
Future of metagenomics
 
Metagenomics newer approach in understanding Microbes
Metagenomics newer approach in understanding Microbes  Metagenomics newer approach in understanding Microbes
Metagenomics newer approach in understanding Microbes
 
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
Introduction to Metagenomics. Applications, Approaches and Tools (Bioinformat...
 
The Emerging Global Collaboratory for Microbial Metagenomics Researchers
The Emerging Global Collaboratory for Microbial Metagenomics ResearchersThe Emerging Global Collaboratory for Microbial Metagenomics Researchers
The Emerging Global Collaboratory for Microbial Metagenomics Researchers
 
Microbial Metagenomics Drives a New Cyberinfrastructure
Microbial Metagenomics Drives a New CyberinfrastructureMicrobial Metagenomics Drives a New Cyberinfrastructure
Microbial Metagenomics Drives a New Cyberinfrastructure
 
Phylogeny Driven Approaches to Genomic and Metagenomic Studies
Phylogeny Driven Approaches to Genomic and Metagenomic StudiesPhylogeny Driven Approaches to Genomic and Metagenomic Studies
Phylogeny Driven Approaches to Genomic and Metagenomic Studies
 
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICSPROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
 
Dr. Ben Hause - Pathogen Discovery Using Metagenomic Sequencing
Dr. Ben Hause - Pathogen Discovery Using Metagenomic SequencingDr. Ben Hause - Pathogen Discovery Using Metagenomic Sequencing
Dr. Ben Hause - Pathogen Discovery Using Metagenomic Sequencing
 
Metagenomics
MetagenomicsMetagenomics
Metagenomics
 
Phytobiomes
Phytobiomes Phytobiomes
Phytobiomes
 
Advancing the Metagenomics Revolution
Advancing the Metagenomics RevolutionAdvancing the Metagenomics Revolution
Advancing the Metagenomics Revolution
 
Metagenomic
MetagenomicMetagenomic
Metagenomic
 
Parks kmer metagenomics
Parks kmer metagenomicsParks kmer metagenomics
Parks kmer metagenomics
 
Viral Metagenomics (CABBIO 20150629 Buenos Aires)
Viral Metagenomics (CABBIO 20150629 Buenos Aires)Viral Metagenomics (CABBIO 20150629 Buenos Aires)
Viral Metagenomics (CABBIO 20150629 Buenos Aires)
 
Metagenomic Data Provenance and Management using the ISA infrastructure --- o...
Metagenomic Data Provenance and Management using the ISA infrastructure --- o...Metagenomic Data Provenance and Management using the ISA infrastructure --- o...
Metagenomic Data Provenance and Management using the ISA infrastructure --- o...
 
Multiple kernel learning applied to the integration of Tara oceans datasets
Multiple kernel learning applied to the integration of Tara oceans datasetsMultiple kernel learning applied to the integration of Tara oceans datasets
Multiple kernel learning applied to the integration of Tara oceans datasets
 
introduction to metagenomics
introduction to metagenomicsintroduction to metagenomics
introduction to metagenomics
 
2009 hattori metagenomics
2009 hattori metagenomics2009 hattori metagenomics
2009 hattori metagenomics
 
Metagenomics and it’s applications
Metagenomics and it’s applicationsMetagenomics and it’s applications
Metagenomics and it’s applications
 
metagenomics
metagenomicsmetagenomics
metagenomics
 

Similar to Computational analysis of metagenomic data: delineation of compositional features and screens for desirable enzymes

Polymerase Chain Reaction
Polymerase Chain Reaction Polymerase Chain Reaction
Polymerase Chain Reaction Ammad Ahmad
 
Dna Methylation Analysis in a Single Day - Download the Slides
Dna Methylation Analysis in a Single Day - Download the SlidesDna Methylation Analysis in a Single Day - Download the Slides
Dna Methylation Analysis in a Single Day - Download the SlidesQIAGEN
 
Polymerase Chain Reaction (PCR)
Polymerase Chain Reaction (PCR)Polymerase Chain Reaction (PCR)
Polymerase Chain Reaction (PCR)H M Adil Saleem
 
Custom peptide synthesis services
Custom peptide synthesis servicesCustom peptide synthesis services
Custom peptide synthesis servicesLife Tein
 
PCR Webinar: COVID-19 (2020)
PCR Webinar: COVID-19 (2020)PCR Webinar: COVID-19 (2020)
PCR Webinar: COVID-19 (2020)Sijo A
 
Reporter assay and q pcr application 2012
Reporter assay and q pcr application 2012Reporter assay and q pcr application 2012
Reporter assay and q pcr application 2012Elsa von Licy
 
Next generation sequencing for snp discovery(final)
Next generation sequencing for snp discovery(final)Next generation sequencing for snp discovery(final)
Next generation sequencing for snp discovery(final)UAS,GKVK<BANGALORE
 
Detect NHS by PCR Technique .
  Detect NHS by PCR Technique .  Detect NHS by PCR Technique .
Detect NHS by PCR Technique .Modhafar Qader
 
PCR --Polymerase Chain Reaction
PCR --Polymerase Chain ReactionPCR --Polymerase Chain Reaction
PCR --Polymerase Chain ReactionM. Adnan Qadar
 
Mapping millions of peptidoforms to Genome Coordinates
Mapping millions of peptidoforms to Genome CoordinatesMapping millions of peptidoforms to Genome Coordinates
Mapping millions of peptidoforms to Genome CoordinatesYasset Perez-Riverol
 
PCR Methods and applications
PCR Methods and applicationsPCR Methods and applications
PCR Methods and applicationsBehzad Milani
 
New Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA MethylationNew Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA MethylationQIAGEN
 
RT-PCR Principle-ABCF 2016-Roger.pdf
RT-PCR Principle-ABCF 2016-Roger.pdfRT-PCR Principle-ABCF 2016-Roger.pdf
RT-PCR Principle-ABCF 2016-Roger.pdfMeenachi Ct
 

Similar to Computational analysis of metagenomic data: delineation of compositional features and screens for desirable enzymes (20)

Polymerase Chain Reaction
Polymerase Chain Reaction Polymerase Chain Reaction
Polymerase Chain Reaction
 
Dna Methylation Analysis in a Single Day - Download the Slides
Dna Methylation Analysis in a Single Day - Download the SlidesDna Methylation Analysis in a Single Day - Download the Slides
Dna Methylation Analysis in a Single Day - Download the Slides
 
Polymerase Chain Reaction (PCR)
Polymerase Chain Reaction (PCR)Polymerase Chain Reaction (PCR)
Polymerase Chain Reaction (PCR)
 
Polymerase chain reaction (PCR)
Polymerase chain reaction (PCR)Polymerase chain reaction (PCR)
Polymerase chain reaction (PCR)
 
PCR lecture.ppt
PCR lecture.pptPCR lecture.ppt
PCR lecture.ppt
 
Custom peptide synthesis services
Custom peptide synthesis servicesCustom peptide synthesis services
Custom peptide synthesis services
 
PCR Webinar: COVID-19 (2020)
PCR Webinar: COVID-19 (2020)PCR Webinar: COVID-19 (2020)
PCR Webinar: COVID-19 (2020)
 
Reporter assay and q pcr application 2012
Reporter assay and q pcr application 2012Reporter assay and q pcr application 2012
Reporter assay and q pcr application 2012
 
Brian strahl's 2013 Lecture in the 2013 Summer Course in Biophysics: Case Stu...
Brian strahl's 2013 Lecture in the 2013 Summer Course in Biophysics: Case Stu...Brian strahl's 2013 Lecture in the 2013 Summer Course in Biophysics: Case Stu...
Brian strahl's 2013 Lecture in the 2013 Summer Course in Biophysics: Case Stu...
 
Next generation sequencing for snp discovery(final)
Next generation sequencing for snp discovery(final)Next generation sequencing for snp discovery(final)
Next generation sequencing for snp discovery(final)
 
Detect NHS by PCR Technique .
  Detect NHS by PCR Technique .  Detect NHS by PCR Technique .
Detect NHS by PCR Technique .
 
BCHM 415- PCR.pptx
BCHM 415- PCR.pptxBCHM 415- PCR.pptx
BCHM 415- PCR.pptx
 
PCR --Polymerase Chain Reaction
PCR --Polymerase Chain ReactionPCR --Polymerase Chain Reaction
PCR --Polymerase Chain Reaction
 
Thesis bio bix_2014
Thesis bio bix_2014Thesis bio bix_2014
Thesis bio bix_2014
 
Kiranmayee_Bakshy_PhD
Kiranmayee_Bakshy_PhDKiranmayee_Bakshy_PhD
Kiranmayee_Bakshy_PhD
 
Mapping millions of peptidoforms to Genome Coordinates
Mapping millions of peptidoforms to Genome CoordinatesMapping millions of peptidoforms to Genome Coordinates
Mapping millions of peptidoforms to Genome Coordinates
 
PCR Methods and applications
PCR Methods and applicationsPCR Methods and applications
PCR Methods and applications
 
pcr
pcrpcr
pcr
 
New Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA MethylationNew Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA Methylation
 
RT-PCR Principle-ABCF 2016-Roger.pdf
RT-PCR Principle-ABCF 2016-Roger.pdfRT-PCR Principle-ABCF 2016-Roger.pdf
RT-PCR Principle-ABCF 2016-Roger.pdf
 

More from Konrad Förstner

Collaborative platforms for streamlining workflows in Open Science
Collaborative platforms for streamlining workflows in Open ScienceCollaborative platforms for streamlining workflows in Open Science
Collaborative platforms for streamlining workflows in Open ScienceKonrad Förstner
 
OpenGov on the city level - A call for action
OpenGov on the city level  - A call for actionOpenGov on the city level  - A call for action
OpenGov on the city level - A call for actionKonrad Förstner
 
OpenGov und OpenData in Darmstadt - Eine Diskussionsgrundlage
OpenGov und OpenData in Darmstadt - Eine DiskussionsgrundlageOpenGov und OpenData in Darmstadt - Eine Diskussionsgrundlage
OpenGov und OpenData in Darmstadt - Eine DiskussionsgrundlageKonrad Förstner
 
Spannungsfeld Online-Identität
Spannungsfeld Online-IdentitätSpannungsfeld Online-Identität
Spannungsfeld Online-IdentitätKonrad Förstner
 
Advanced Wiki training course
Advanced Wiki training courseAdvanced Wiki training course
Advanced Wiki training courseKonrad Förstner
 
General thoughts about how to fix the world
General thoughts about how to fix the worldGeneral thoughts about how to fix the world
General thoughts about how to fix the worldKonrad Förstner
 
Principles and tools of the social web - An introductory seminar
Principles and tools of the social web - An introductory seminarPrinciples and tools of the social web - An introductory seminar
Principles and tools of the social web - An introductory seminarKonrad Förstner
 
Revolutionizing scientific communication and collaboration
Revolutionizing scientific communication and collaborationRevolutionizing scientific communication and collaboration
Revolutionizing scientific communication and collaborationKonrad Förstner
 
The What, Why and How of openness in science
The What, Why and How of openness in science The What, Why and How of openness in science
The What, Why and How of openness in science Konrad Förstner
 
A quick trip through openness, freedom and transparency
A quick trip through openness, freedom and transparency A quick trip through openness, freedom and transparency
A quick trip through openness, freedom and transparency Konrad Förstner
 

More from Konrad Förstner (11)

Collaborative platforms for streamlining workflows in Open Science
Collaborative platforms for streamlining workflows in Open ScienceCollaborative platforms for streamlining workflows in Open Science
Collaborative platforms for streamlining workflows in Open Science
 
OpenGov on the city level - A call for action
OpenGov on the city level  - A call for actionOpenGov on the city level  - A call for action
OpenGov on the city level - A call for action
 
OpenGov und OpenData in Darmstadt - Eine Diskussionsgrundlage
OpenGov und OpenData in Darmstadt - Eine DiskussionsgrundlageOpenGov und OpenData in Darmstadt - Eine Diskussionsgrundlage
OpenGov und OpenData in Darmstadt - Eine Diskussionsgrundlage
 
Spannungsfeld Online-Identität
Spannungsfeld Online-IdentitätSpannungsfeld Online-Identität
Spannungsfeld Online-Identität
 
Advanced Wiki training course
Advanced Wiki training courseAdvanced Wiki training course
Advanced Wiki training course
 
General thoughts about how to fix the world
General thoughts about how to fix the worldGeneral thoughts about how to fix the world
General thoughts about how to fix the world
 
Wiki training course
Wiki training courseWiki training course
Wiki training course
 
Principles and tools of the social web - An introductory seminar
Principles and tools of the social web - An introductory seminarPrinciples and tools of the social web - An introductory seminar
Principles and tools of the social web - An introductory seminar
 
Revolutionizing scientific communication and collaboration
Revolutionizing scientific communication and collaborationRevolutionizing scientific communication and collaboration
Revolutionizing scientific communication and collaboration
 
The What, Why and How of openness in science
The What, Why and How of openness in science The What, Why and How of openness in science
The What, Why and How of openness in science
 
A quick trip through openness, freedom and transparency
A quick trip through openness, freedom and transparency A quick trip through openness, freedom and transparency
A quick trip through openness, freedom and transparency
 

Recently uploaded

So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfpanagenda
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rick Flair
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsNathaniel Shimoni
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demoHarshalMandlekar2
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality AssuranceInflectra
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxLoriGlavin3
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI AgeCprime
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Hiroshi SHIBATA
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...AliaaTarek5
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterMydbops
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Strongerpanagenda
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesAssure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesThousandEyes
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersRaghuram Pandurangan
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 

Recently uploaded (20)

So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directions
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demo
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI Age
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL Router
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyesAssure Ecommerce and Retail Operations Uptime with ThousandEyes
Assure Ecommerce and Retail Operations Uptime with ThousandEyes
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information Developers
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 

Computational analysis of metagenomic data: delineation of compositional features and screens for desirable enzymes

  • 1. Intro GC Protein detection Nitrilases NHases PKS THM Computational analysis of metagenomic data: delineation of compositional features and screens for desirable enzymes Konrad U. F¨rstner o Bork Group, EMBL Promotionskolloquium 04. Februar 2009
  • 2. Intro GC Protein detection Nitrilases NHases PKS THM Table of content 1 Introduction 2 GC content analysis 3 Protein detection workflow 4 Nitrilases 5 Nitril hydratases 6 Polyketide synthases I 7 Take home messages
  • 3. Intro GC Protein detection Nitrilases NHases PKS THM Table of content 1 Introduction 2 GC content analysis 3 Protein detection workflow 4 Nitrilases 5 Nitril hydratases 6 Polyketide synthases I 7 Take home messages
  • 4. Intro GC Protein detection Nitrilases NHases PKS THM For the microbial ecologist, what can be cultured is the basis of his conception of what exists. This is exactly like learning about animals from visiting zoos. Carl Woese
  • 5. Intro GC Protein detection Nitrilases NHases PKS THM
  • 6. Intro GC Protein detection Nitrilases NHases PKS THM
  • 7. Intro GC Protein detection Nitrilases NHases PKS THM
  • 8. Intro GC Protein detection Nitrilases NHases PKS THM
  • 9. Intro GC Protein detection Nitrilases NHases PKS THM Great plate count anomaly Less than 1% of the microbes can be cultured under standard conditions.
  • 10. Intro GC Protein detection Nitrilases NHases PKS THM Metagenomics = culture independent approaches
  • 11. Intro GC Protein detection Nitrilases NHases PKS THM Workflow of metagenomics sequencing
  • 12. Intro GC Protein detection Nitrilases NHases PKS THM Selected metagenomic data sets
  • 13. Intro GC Protein detection Nitrilases NHases PKS THM Challenges Usually a low coverage Dominant species Short sequences Data size ⇒ storage/memory/CPU intensive ⇒ software not developed for that No standard protocols ⇒ hard to compare
  • 14. Intro GC Protein detection Nitrilases NHases PKS THM Table of content 1 Introduction 2 GC content analysis 3 Protein detection workflow 4 Nitrilases 5 Nitril hydratases 6 Polyketide synthases I 7 Take home messages
  • 15. Intro GC Protein detection Nitrilases NHases PKS THM GC analysis GC content = percentage of Guanine-Cytosine bp in the DNA/RNA influences a.o. Melting temperature of DNA/RNA Codon usage
  • 16. Intro GC Protein detection Nitrilases NHases PKS THM GC analysis - huge difference between soil and ocean water Foerstner et al., 2005
  • 17. Intro GC Protein detection Nitrilases NHases PKS THM GC analysis - further data confirms statement Raes et al., 2007
  • 18. Intro GC Protein detection Nitrilases NHases PKS THM GC analysis - possible influencing factors Nitrogen availability Genome size Ultraviolet light exposure and repair mechanism Codon usage of pioneers
  • 19. Intro GC Protein detection Nitrilases NHases PKS THM Table of content 1 Introduction 2 GC content analysis 3 Protein detection workflow 4 Nitrilases 5 Nitril hydratases 6 Polyketide synthases I 7 Take home messages
  • 20. Intro GC Protein detection Nitrilases NHases PKS THM Metagenomics data sets as resources of biotech enzymes Many microbial enzymes are essential tools in e.g. the chemical, pharma and food industries Searching in metagenomic data sets might reveal new potent members of known enzymes classes
  • 21. Intro GC Protein detection Nitrilases NHases PKS THM Protein detection and classification workflow
  • 22. Intro GC Protein detection Nitrilases NHases PKS THM Nitrilases Nitrile + water carboxylic acids + ammonia One protein Application in the chemical industry Stereo- and regio-specific conversion of nitriles
  • 23. Intro GC Protein detection Nitrilases NHases PKS THM Nitrilases - new members and subfamilies found Raes et al., 2007
  • 24. Intro GC Protein detection Nitrilases NHases PKS THM Table of content 1 Introduction 2 GC content analysis 3 Protein detection workflow 4 Nitrilases 5 Nitril hydratases 6 Polyketide synthases I 7 Take home messages
  • 25. Intro GC Protein detection Nitrilases NHases PKS THM NHases Nitril hydratases (NHases) Nitrile + water amide Two domains Application in the chemical industry Acrylamide >30,000 tons/year Nicotinamide >3500 tons/year Waste water treatment
  • 26. Intro GC Protein detection Nitrilases NHases PKS THM NHases - tree of the α domain Foerstner et al., 2008
  • 27. Intro GC Protein detection Nitrilases NHases PKS THM NHases - Monosiga brevicollis’ taxomony
  • 28. Intro GC Protein detection Nitrilases NHases PKS THM NHases - in Monosiga brevicollis Foerstner et al., 2008
  • 29. Intro GC Protein detection Nitrilases NHases PKS THM Table of content 1 Introduction 2 GC content analysis 3 Protein detection workflow 4 Nitrilases 5 Nitril hydratases 6 Polyketide synthases I 7 Take home messages
  • 30. Intro GC Protein detection Nitrilases NHases PKS THM PKS I Polyketide synthases (PKS) create a heterogeneous group of secondary metabolites The synthesis is similar to the fatty acid synthesis Multiple domains We focused on polyketide synthases type I (PKS I)
  • 31. Intro GC Protein detection Nitrilases NHases PKS THM PKS I - polyketide synthesis steps This picture of this slide is removed due to copyright restriction. Jenke-Kodama et al., 2005
  • 32. Intro GC Protein detection Nitrilases NHases PKS THM PKS I - examples of polyketides Erythromycin Oleandomycin Aflatoxin B1
  • 33. Intro GC Protein detection Nitrilases NHases PKS THM PKS I - tree of the AT domain HMM hits Foerstner et al., 2008
  • 34. Intro GC Protein detection Nitrilases NHases PKS THM PKS I - tree overview Foerstner et al., 2008
  • 35. Intro GC Protein detection Nitrilases NHases PKS THM PKS I - hit distribution Foerstner et al., 2008
  • 36. Intro GC Protein detection Nitrilases NHases PKS THM PKS I - PKSs per genome Foerstner et al., 2008
  • 37. Intro GC Protein detection Nitrilases NHases PKS THM Table of content 1 Introduction 2 GC content analysis 3 Protein detection workflow 4 Nitrilases 5 Nitril hydratases 6 Polyketide synthases I 7 Take home messages
  • 38. Intro GC Protein detection Nitrilases NHases PKS THM Take home messages Metagenomics ... ... might help us to explore the complete microbial world ... still has many technical challenges ... can reveal the environmetal influence on genomic features ... can help discover new enzymes
  • 39. Intro GC Protein detection Nitrilases NHases PKS THM Acknowledgements Peer Bork Thomas Dandekar Lars Steinmetz Toby Gibson The whole Bork group esp. Jeroen Raes and Takuji Yamada Christian von Mering Melly My friends and family
  • 40. Intro GC Protein detection Nitrilases NHases PKS THM Image sources/attribution - part 1/2 Orangutan Houston Zoo http://flickr.com/photos/billtex48/2178056762/ by (Bill and Mavis) - B&M Opel Zoo 07.07.2007 http://flickr.com/photos/lamberty/754218458 by frijolito75 Giraffe http://flickr.com/photos/abelle/280246250/ by A.Bell Snuggling http://flickr.com/photos/buckwoo/2421562192/ by Ken W! Delicious Dead Bee and Hungry Ants http://flickr.com/photos/hamed/176176998/ by Hamed Saber hundreds of fish swarm a soft coral head http://flickr.com/photos/g-na/370131126/ by g-na hunt is on http://flickr.com/photos/doug88888/2930690305/ by doug88888 Long-billed Curlew http://flickr.com/photos/mikebaird/3011987508/ by mikebaird 145ps 01087.jpg http://flickr.com/photos/ricephotos/2679758872/ by IRRI Images Polymicrobic biofilm epifluorescence http://commons.wikimedia.org/wiki/File:Polymicrobic_biofilm_epifluorescence.jpg The Sorcerer II Global Ocean Sampling Expedition: Northwest Atlantic through Eastern Tropical Pacific Rusch DB, Halpern AL, Sutton G, Heidelberg KB, Williamson S, et al. PLoS Biology Vol. 5, No. 3, e77 doi:10.1371/journal.pbio.0050077 green farm http://flickr.com/photos/nakae/204037619/ by nakae Acid Mine Drainage http://flickr.com/photos/savethewildup/400614071/ by savethewildup blue ocean http://flickr.com/photos/coolskipper/27242821/ by coolskipper Digestive system http://commons.wikimedia.org/wiki/File:Digestive_system_whitout_labels.svg by Mariana Ruiz Villarreal Pg166 bioreactor http://commons.wikimedia.org/wiki/File:Pg166_bioreactor.jpg
  • 41. Intro GC Protein detection Nitrilases NHases PKS THM Image sources/attribution - part 2/2 Big Drop-Off [...] http://flickr.com/photos/ctsnow/113339176/ by ctsnow Sphaeroeca-colony http://commons.wikimedia.org/wiki/File:Sphaeroeca-colony.jpg by Dhzanette Ocean view http://flickr.com/photos/provoost/399669002/ by Sjors Provoost The hurdles http://flickr.com/photos/29621494N02/3060466344/ by paula fisher Erythromycin http://de.wikipedia.org/w/index.php?title=Datei:Erythrommycin_A_B_C.svg by Yikrazuul Aflatoxin B1 http://de.wikipedia.org/w/index.php?title=Datei: Aflatoxin_B1.svg&filetimestamp=20070113042046 by Bryan Derksen Oleandomycin http://en.wikipedia.org/wiki/File:Oleandomycin.png by Edgar181 Tool rack http://en.wikipedia.org/wiki/File:Oleandomycin.png by L. Marie Collaboration http://flickr.com/photos/fncll/145149313/ ChrisL AK Base pair AT http://commons.wikimedia.org/wiki/File:Base_pair_AT.svg Base pair GC http://commons.wikimedia.org/wiki/File:Base_pair_GC.svg
  • 42. Intro GC Protein detection Nitrilases NHases PKS THM About this document A Created in L TEX using the beamer class, TeX Live and Emacs. All these programs run on OpenBSD. http://www.latex-project.org http://latex-beamer.sourceforge.net http://www.tug.org/texlive/ http://www.gnu.org/software/emacs http://www.gimp.org/ http://www.openbsd.org Published under the Creative Commons Attribution 3.0 License http://creativecommons.org/licenses/by/3.0/ Document version 1.0 2009/02/04