SlideShare a Scribd company logo
1 of 167
SOCIOGENETICS OF FIRE ANTS
            Yannick Wurm
      supervised by Laurent Keller

                             December 18th. 2009
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Ā© Alex Wild & others
Coolest thing about ants: social life
Coolest thing about ants: social life
    ā€¢key to their success
Coolest thing about ants: social life
    ā€¢key to their success
    ā€¢diverse & sophisticated
Ā© National Geographic
Ā© National Geographic
Ā© National Geographic
Ā© BBC
Ā© ameisenforum.de
Ā© ameisenforum.de
Ā© ameisenforum.de
Solenopsis invicta ļ¬re ant




      Workers
                       Queen
Solenopsis invicta ļ¬re ants are
a big problem!
Solenopsis invicta ļ¬re ants are
a big problem!
Solenopsis invicta ļ¬re ants are
a big problem!
a great model system!
After 1 to 5 days
Over the next weeks
Over the next weeks
Over the next weeks
Over the next weeks
Over the next weeks
Over the next weeks
Over the next weeks
Over the next weeks
Over the next weeks
Over the next weeks
Over the next weeks
Main questions
Main questions
What changes occur within the young queens after
orphaning?
Main questions
What changes occur within the young queens after
orphaning?




How do workers choose queens?
Molecular tools for ant research
Molecular tools for ant research
             DNA? RNA? WTF?
             Ant gene discovery
             Microarrays
DNA is made up of As, Cs, Gs & Ts
DNA is stored in chromosomes
DNA is made up of As, Cs, Gs & Ts
DNA is stored in chromosomes
DNA is made up of As, Cs, Gs & Ts
DNA is stored in chromosomes
DNA is made up of As, Cs, Gs & Ts
DNA is stored in chromosomes
DNA is made up of As, Cs, Gs & Ts
DNA is stored in chromosomes
DNA is made up of As, Cs, Gs & Ts
DNA is stored in chromosomes




     RNA indicates
     gene activity
Fire ant gene discovery
Extraction
                   Fire ant gene discovery

             Fire ants
Extraction
                   Fire ant gene discovery
                         +
             Fire ants
Extraction
                   Fire ant gene discovery
                         +   +
             Fire ants
Extraction
                   Fire ant gene discovery
                         +   +
             Fire ants             RNA
Sequencing Extraction
                              Fire ant gene discovery
                                    +   +
                        Fire ants             RNA




                         RNA
Sequencing Extraction
                              Fire ant gene discovery
                                    +           +
                        Fire ants                   RNA



                                +
                         RNA        Sequencer
Sequencing Extraction
                              Fire ant gene discovery
                                    +           +
                        Fire ants                   RNA



                                +
                         RNA        Sequencer
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                   RNA



                                         +
                                  RNA        Sequencer
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                    RNA



                                         +
                                  RNA        Sequencer




                                                 CAGATAGGCGATTACA
                                                 GATTACACGTGGATGC
Assembly Sequencing Extraction
                                        Fire ant gene discovery
                                              +           +
                                  Fire ants                   RNA



                                          +
                                   RNA        Sequencer




            CAGATAGGCGATTACA
TTACACGTGGATGC
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                    RNA



                                         +
                                  RNA        Sequencer




                                                 CAGATAGGCGATTACA
                                                          GATTACACGTGGATGC
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                    RNA



                                         +
                                  RNA        Sequencer




                                                 CAGATAGGCGATTACA
                                                          GATTACACGTGGATGC
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                   RNA



                                         +
                                  RNA        Sequencer
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                   RNA



                                         +
                                  RNA        Sequencer
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                   RNA



                                         +
                                  RNA        Sequencer
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                   RNA



                                         +
                                  RNA        Sequencer
Assembly Sequencing Extraction
                                       Fire ant gene discovery
                                             +           +
                                 Fire ants                   RNA



                                         +
                                  RNA        Sequencer
Fire ant gene discovery
Assembly: 
 is complex because 10,000s of sequences
Fire ant gene discovery
Assembly: 
 is complex because 10,000s of sequences
Annotation: 
inferring functions by comparing to sequences from

            from other organisms
Fire ant gene discovery
Assembly: 
 is complex because 10,000s of sequences
Annotation: 
inferring functions by comparing to sequences from

            from other organisms
Fourmidable:
process for assembly & annotation

            server for ant genetic & genomic data




                                                     Wurm et al (2009)
Microarrays measure gene activity




         gene A   gene B   gene C
                                    Wang et al (2007)
Microarrays measure gene activity


        RNA                     RNA




         gene A   gene B   gene C
                                    Wang et al (2007)
Microarrays measure gene activity


        RNA                     RNA




         gene A   gene B   gene C
                                    Wang et al (2007)
Microarrays measure gene activity


        RNA                     RNA




         gene A   gene B   gene C
                                    Wang et al (2007)
Microarrays measure gene activity


        RNA                     RNA




         gene A   gene B   gene C
                                    Wang et al (2007)
Microarrays measure gene activity


        RNA                     RNA




         gene A   gene B   gene C
                                    Wang et al (2007)
Main questions
What changes occur within the young
queens after orphaning?




How do workers choose queens?
Gene activity after orphaning
Gene activity after orphaning
Field colonies    Brought into lab
Gene activity after orphaning
        Field colonies       Brought into lab




Orphaning simulated




Ɨ15 simulations per colony
Ɨ 8 replicated colonies
Gene activity after orphaning
        Field colonies                  Brought into lab




Orphaning simulated


                                      Collected for RNA

                                 0h         6h        24h

Ɨ15 simulations per colony   5          5         5
Ɨ 8 replicated colonies
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes




                                        Wurm et al (accepted)
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes
Analysis: 10,0000 linear models




                                        Wurm et al (accepted)
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes
Analysis: 10,0000 linear models

  significant activity changes for 297 genes




                                         Wurm et al (accepted)
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes
Analysis: 10,0000 linear models

  significant activity changes for 297 genes
     ā€¢ most after 24h




                                         Wurm et al (accepted)
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes
Analysis: 10,0000 linear models

  significant activity changes for 297 genes
     ā€¢ most after 24h

     ā€¢   Increased activity:




                                         Wurm et al (accepted)
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes
Analysis: 10,0000 linear models

  significant activity changes for 297 genes
     ā€¢ most after 24h

     ā€¢   Increased activity:
           ā€¢ proteasomal genes




                                         Wurm et al (accepted)
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes
Analysis: 10,0000 linear models

  significant activity changes for 297 genes
     ā€¢ most after 24h

     ā€¢   Increased activity:
           ā€¢ proteasomal genes
           ā€¢ genes for reproductive development




                                          Wurm et al (accepted)
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes
Analysis: 10,0000 linear models

  significant activity changes for 297 genes
     ā€¢ most after 24h

     ā€¢   Increased activity:
           ā€¢ proteasomal genes
           ā€¢ genes for reproductive development

     ā€¢   Decreased activity:




                                          Wurm et al (accepted)
Gene activity after orphaning
RNA labelled & hybridized to microarray of 10,000 genes
Analysis: 10,0000 linear models

  significant activity changes for 297 genes
     ā€¢ most after 24h

     ā€¢   Increased activity:
           ā€¢ proteasomal genes
           ā€¢ genes for reproductive development

     ā€¢   Decreased activity:
           ā€¢ detoxification genes (GSTs, Cytochrome P450s)




                                          Wurm et al (accepted)
JH: Juvenile Hormone
relative
 level




   0h      6h   24h     Time since orphaning




  0h       6h   24h
JH: Juvenile Hormone
relative
 level




        JH-degradation genes
        (esterases & epoxide hydrolases)




   0h              6h              24h     Time since orphaning




  0h              6h               24h
JH: Juvenile Hormone
relative
 level




        JH-degradation genes
        (esterases & epoxide hydrolases)




   0h              6h              24h     Time since orphaning




                                                    JH suppressed by
                                                    degradation
  0h              6h               24h              before orphaning
Main questions
What changes occur within the young queens after
orphaning?




How do workers choose queens?
Competition, anyone?
Competition, anyone?
Competition, anyone?
Competition, anyone?
Competition, anyone?
Competition, anyone?
Which queen is chosen?
Known factor:
   weight ā‰ˆ fertility [Fletcher & Blum, Science 1981 &1983]


                       vs.
Which queen is chosen?
Known factor:
    weight ā‰ˆ fertility [Fletcher & Blum, Science 1981 &1983]


                         vs.




Factors we investigate:
    speed of wing loss




    gene activity
Field colonies   Brought into lab


17Ɨ
Field colonies   Brought into lab


17Ɨ


10Ɨ per
colony:
17 Colonies
Time to
wing loss
17 Colonies ranked
Time to
wing loss
17 Colonies ranked & paired
Time to
wing loss
17 Colonies ranked & paired
Time to
wing loss




        ā€¢ 8 ā€œfast-slowā€ pairs
Competition setup
For each ā€œfast-slowā€ pair (8 pairs total):

        10            from      10        from
             fast colony          slow colony


                 Unrelated, orphaned workers
Competition setup
For each ā€œfast-slowā€ pair (8 pairs total):

        10            from      10        from
             fast colony          slow colony


                 Unrelated, orphaned workers




3 weeks later: genotyped & dissected surviving queens
Start of Competition Setup
Number of   10
fast
            5



            0



            -5


Number of -10
slow             A   B     C   D   E    F      G   H

                         8 Competition pairs
Alive after 3 weeks
Number of 8
live
          4


          0

                      8 Competition pairs
         -4


         -8
              A   B     C   D    E   F      G   H
Alive after 3 weeks
Number of 8
live
          4


          0

                    8 Competition pairs
         -4


         -8
Prediction: moreB
             A        C   from fast G H
                          D  E  F   colonies
            less          from slow colonies
Alive after 3 weeks
Number of 8
fast
           4


           0


          -4

Number of
slow      -8
               A   B   C   D   E   F     G     H


                                       Wurm et al (in prep)
Alive after 3 weeks
                             Higher survival of
Number of 8                       from faster
fast                       colonies(binomial GLM likelihood
                                    ratio test p=0.009)

           4


           0


          -4

Number of
slow      -8
               A   B   C   D    E      F      G       H


                                           Wurm et al (in prep)
Alive after 3 weeks
                               Higher survival of
Number of 8                         from faster
fast                         colonies(binomial GLM likelihood
                                      ratio test p=0.009)

           4


           0


           -4

Number of
slow      -8
                 A   B   C   D    E      F      G       H

Winner origin:                   Ɨ Ɨ Wurm et al (in prep)
Alive after 3 weeks
                               Higher survival of
Number of 8                         from faster
fast                         colonies(binomial GLM likelihood
                                      ratio test p=0.009)

           4


           0


           -4

Number of                    But not whole story...
slow      -8
                 A   B   C   D    E      F      G       H

Winner origin:                   Ɨ Ɨ Wurm et al (in prep)
Gene activity analysis
Are there differences in gene activity?
Gene activity analysis
Are there differences in gene activity?
   1. between queens from faster & slower colonies?
Gene activity analysis
Are there differences in gene activity?
   1. between queens from faster & slower colonies?
   2. between queens from winning & losing colonies?
Gene activity analysis
Are there differences in gene activity?
   1. between queens from faster & slower colonies?
   2. between queens from winning & losing colonies?



                          Collected
   5Ɨ                     24h after           Microarray
                         orphaning

    Ɨ16 colonies
Gene activity analysis results




Rank-based analysis (topGO/KS Elim test;
Benjamini Hochberg 95 correction)          Wurm et al (in prep)
Gene activity analysis results
  Queens from fast wing-losing queen colonies have higher:
                        mitochondrial activity          p=10-5
                        transcriptional activity        p=0.04
                        biosynthetic process activity   p=0.04




Rank-based analysis (topGO/KS Elim test;
Benjamini Hochberg 95 correction)                       Wurm et al (in prep)
Gene activity analysis results
  Queens from fast wing-losing queen colonies have higher:
                        mitochondrial activity              p=10-5
                        transcriptional activity            p=0.04
                        biosynthetic process activity       p=0.04


  Queens from winning colonies have higher:
                       mitochondrial activity               p=0.01
                       organ development activity           p=0.02
                       anatomical structure morphogenesis   p=0.03
                       cell differentiation                 p=0.04



Rank-based analysis (topGO/KS Elim test;
Benjamini Hochberg 95 correction)                           Wurm et al (in prep)
Summary of answers
What changes occur within the young queens after
orphaning?




How do workers choose queens?
Summary of answers
What changes occur within the young queens after
orphaning?
     Within 24 hours:




How do workers choose queens?
Summary of answers
What changes occur within the young queens after
orphaning?
     Within 24 hours:
      ā€¢up-regulation of proteosomal & reproductive activity



How do workers choose queens?
Summary of answers
What changes occur within the young queens after
orphaning?
     Within 24 hours:
      ā€¢up-regulation of proteosomal & reproductive activity
      ā€¢down-regulation of detoxiļ¬cation genes


How do workers choose queens?
Summary of answers
What changes occur within the young queens after
orphaning?
     Within 24 hours:
      ā€¢up-regulation of proteosomal & reproductive activity
      ā€¢down-regulation of detoxiļ¬cation genes
      ā€¢degradation of Juvenile Hormone ceases

How do workers choose queens?
Summary of answers
What changes occur within the young queens after
orphaning?
     Within 24 hours:
      ā€¢up-regulation of proteosomal & reproductive activity
      ā€¢down-regulation of detoxiļ¬cation genes
      ā€¢degradation of Juvenile Hormone ceases

How do workers choose queens?
     Choice linked to:
Summary of answers
What changes occur within the young queens after
orphaning?
     Within 24 hours:
      ā€¢up-regulation of proteosomal & reproductive activity
      ā€¢down-regulation of detoxiļ¬cation genes
      ā€¢degradation of Juvenile Hormone ceases

How do workers choose queens?
     Choice linked to:
      ā€¢speed of wing shedding
Summary of answers
What changes occur within the young queens after
orphaning?
     Within 24 hours:
      ā€¢up-regulation of proteosomal & reproductive activity
      ā€¢down-regulation of detoxiļ¬cation genes
      ā€¢degradation of Juvenile Hormone ceases

How do workers choose queens?
     Choice linked to:
      ā€¢speed of wing shedding
      ā€¢activity of development, morphogenesis & differentiation genes
Present and future of ant sociogenetics
Present and future of ant sociogenetics
Tools for ant sociogenetics
Present and future of ant sociogenetics
Tools for ant sociogenetics

We gained insight into the molecular changes underlying
competition between queens
Present and future of ant sociogenetics
Tools for ant sociogenetics

We gained insight into the molecular changes underlying
competition between queens

Exciting things still to come:
Present and future of ant sociogenetics
Tools for ant sociogenetics

We gained insight into the molecular changes underlying
competition between queens

Exciting things still to come:
     ā€¢ molecular evolution studies
          (impacts special lifestyles...)
Present and future of ant sociogenetics
Tools for ant sociogenetics

We gained insight into the molecular changes underlying
competition between queens

Exciting things still to come:
     ā€¢ molecular evolution studies
          (impacts special lifestyles...)
    ā€¢ functional   testing of genes
          (involved in social decisions...)
THANKS TO....
THANKS TO....
THANKS TO....
THANKS TO....
                    Collaborators
  Michael, Miguel, Dewayne Shoemaker, Ken Ross,
Vital-IT (Laurent Falquet, Ioannis, Oksana, Chris Iseli)
          Those who helped computationally
Darlene Goldstein, Frederic SchĆ¼tz, Volker Flegel, Marc R-R,
                     Julien, Fred Ricci
              Those who helped in the lab
              Chris LaMendola, Francoise D,
             Those who make things work
      France Pham, Franck, Blaise, Jerome N, Laelia...
Classement de la rencontre
           POINTS    POSITION JOUEURS      POINTS

            17*        11     Michaƫl N.     6

en           16        12     May            5

             14        13     Julien         4

             13        14     Dietrich       3

             12        15     Michaƫl M.     2

ne           11        16     Alan           1

             10

ophe         9

             8

             7
The sixty-ļ¬ve genes with the GO annotation mitochondrial inner
    membrane (orange) rank high according to p-values of differential
    expression between queens from faster and slower colonies (all other
    genes are in dark violet)




1             1000              2000             3000             4000              5000            6000
         Genes sorted by p!value from most (gene 1) to least differently expressed between queens
                               from faster and slower colonies (gene 6116)
Dismembering an unwanted virgin queen
ā€¢a



Ā© jakorh on youtube

More Related Content

Viewers also liked

Jonathan Eisen: Phylogenetic approaches to the analysis of genomes and metage...
Jonathan Eisen: Phylogenetic approaches to the analysis of genomes and metage...Jonathan Eisen: Phylogenetic approaches to the analysis of genomes and metage...
Jonathan Eisen: Phylogenetic approaches to the analysis of genomes and metage...Jonathan Eisen
Ā 
Bio::Phylo - phyloinformatic analysis using perl
Bio::Phylo - phyloinformatic analysis using perlBio::Phylo - phyloinformatic analysis using perl
Bio::Phylo - phyloinformatic analysis using perlRutger Vos
Ā 
J Goecks - The Galaxy Visual Analysis Framework
J Goecks - The Galaxy Visual Analysis FrameworkJ Goecks - The Galaxy Visual Analysis Framework
J Goecks - The Galaxy Visual Analysis FrameworkJan Aerts
Ā 
The role of cost in yeast gene expression
The role of cost in yeast gene expressionThe role of cost in yeast gene expression
The role of cost in yeast gene expressionMichael Barton
Ā 
Intro to data visualization
Intro to data visualizationIntro to data visualization
Intro to data visualizationJan Aerts
Ā 
Procter Vamsas Bosc2009
Procter Vamsas Bosc2009Procter Vamsas Bosc2009
Procter Vamsas Bosc2009bosc
Ā 
Jonathan Eisen talk for #SCS2012 at #ISMB "Networks in genomics and bioinfor...
Jonathan Eisen talk for #SCS2012 at #ISMB  "Networks in genomics and bioinfor...Jonathan Eisen talk for #SCS2012 at #ISMB  "Networks in genomics and bioinfor...
Jonathan Eisen talk for #SCS2012 at #ISMB "Networks in genomics and bioinfor...Jonathan Eisen
Ā 
The neurobiological nature of free will
The neurobiological nature of free willThe neurobiological nature of free will
The neurobiological nature of free willBjƶrn Brembs
Ā 
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...Jonathan Eisen
Ā 
ORCID Principles
ORCID PrinciplesORCID Principles
ORCID PrinciplesMartin Fenner
Ā 
E Talevich - Biopython project-update
E Talevich - Biopython project-updateE Talevich - Biopython project-update
E Talevich - Biopython project-updateJan Aerts
Ā 
air_08030301a
air_08030301aair_08030301a
air_08030301aMatt Peak
Ā 
PharmaSynth Biopharmaceutical Manufacturing Services
PharmaSynth Biopharmaceutical Manufacturing ServicesPharmaSynth Biopharmaceutical Manufacturing Services
PharmaSynth Biopharmaceutical Manufacturing Servicesbiopharmaceuticalmanufacturing
Ā 
Norwegian aquaculture
Norwegian aquacultureNorwegian aquaculture
Norwegian aquacultureVLV
Ā 
Application of a fed batch bioprocess for the heterologous production of h sc...
Application of a fed batch bioprocess for the heterologous production of h sc...Application of a fed batch bioprocess for the heterologous production of h sc...
Application of a fed batch bioprocess for the heterologous production of h sc...Catarina Lima
Ā 
Cockroach Infestations in Malaysia - Facts
Cockroach Infestations in Malaysia - FactsCockroach Infestations in Malaysia - Facts
Cockroach Infestations in Malaysia - FactsRentokil Initial Malaysia
Ā 
5 biggest household ants in south florida
5 biggest household ants in south florida5 biggest household ants in south florida
5 biggest household ants in south floridaFranklin Hernandez
Ā 
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...Jean-Claude Bradley
Ā 

Viewers also liked (19)

Jonathan Eisen: Phylogenetic approaches to the analysis of genomes and metage...
Jonathan Eisen: Phylogenetic approaches to the analysis of genomes and metage...Jonathan Eisen: Phylogenetic approaches to the analysis of genomes and metage...
Jonathan Eisen: Phylogenetic approaches to the analysis of genomes and metage...
Ā 
Bio::Phylo - phyloinformatic analysis using perl
Bio::Phylo - phyloinformatic analysis using perlBio::Phylo - phyloinformatic analysis using perl
Bio::Phylo - phyloinformatic analysis using perl
Ā 
J Goecks - The Galaxy Visual Analysis Framework
J Goecks - The Galaxy Visual Analysis FrameworkJ Goecks - The Galaxy Visual Analysis Framework
J Goecks - The Galaxy Visual Analysis Framework
Ā 
The role of cost in yeast gene expression
The role of cost in yeast gene expressionThe role of cost in yeast gene expression
The role of cost in yeast gene expression
Ā 
Intro to data visualization
Intro to data visualizationIntro to data visualization
Intro to data visualization
Ā 
Procter Vamsas Bosc2009
Procter Vamsas Bosc2009Procter Vamsas Bosc2009
Procter Vamsas Bosc2009
Ā 
Bio4j
Bio4jBio4j
Bio4j
Ā 
Jonathan Eisen talk for #SCS2012 at #ISMB "Networks in genomics and bioinfor...
Jonathan Eisen talk for #SCS2012 at #ISMB  "Networks in genomics and bioinfor...Jonathan Eisen talk for #SCS2012 at #ISMB  "Networks in genomics and bioinfor...
Jonathan Eisen talk for #SCS2012 at #ISMB "Networks in genomics and bioinfor...
Ā 
The neurobiological nature of free will
The neurobiological nature of free willThe neurobiological nature of free will
The neurobiological nature of free will
Ā 
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Evolution of the RecA Protein: from Systematics to Structure 1995 talk for CA...
Ā 
ORCID Principles
ORCID PrinciplesORCID Principles
ORCID Principles
Ā 
E Talevich - Biopython project-update
E Talevich - Biopython project-updateE Talevich - Biopython project-update
E Talevich - Biopython project-update
Ā 
air_08030301a
air_08030301aair_08030301a
air_08030301a
Ā 
PharmaSynth Biopharmaceutical Manufacturing Services
PharmaSynth Biopharmaceutical Manufacturing ServicesPharmaSynth Biopharmaceutical Manufacturing Services
PharmaSynth Biopharmaceutical Manufacturing Services
Ā 
Norwegian aquaculture
Norwegian aquacultureNorwegian aquaculture
Norwegian aquaculture
Ā 
Application of a fed batch bioprocess for the heterologous production of h sc...
Application of a fed batch bioprocess for the heterologous production of h sc...Application of a fed batch bioprocess for the heterologous production of h sc...
Application of a fed batch bioprocess for the heterologous production of h sc...
Ā 
Cockroach Infestations in Malaysia - Facts
Cockroach Infestations in Malaysia - FactsCockroach Infestations in Malaysia - Facts
Cockroach Infestations in Malaysia - Facts
Ā 
5 biggest household ants in south florida
5 biggest household ants in south florida5 biggest household ants in south florida
5 biggest household ants in south florida
Ā 
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
A brief description of the Chemical Rediscovery Survey and Open Chemistry in ...
Ā 

More from Yannick Wurm

2018 09-03-ses open-fair_practices_in_evolutionary_genomics
2018 09-03-ses open-fair_practices_in_evolutionary_genomics2018 09-03-ses open-fair_practices_in_evolutionary_genomics
2018 09-03-ses open-fair_practices_in_evolutionary_genomicsYannick Wurm
Ā 
2018 08-reduce risks of genomics research
2018 08-reduce risks of genomics research2018 08-reduce risks of genomics research
2018 08-reduce risks of genomics researchYannick Wurm
Ā 
2017 11-15-reproducible research
2017 11-15-reproducible research2017 11-15-reproducible research
2017 11-15-reproducible researchYannick Wurm
Ā 
2016 09-16-fairdom
2016 09-16-fairdom2016 09-16-fairdom
2016 09-16-fairdomYannick Wurm
Ā 
2016 05-31-wurm-social-chromosome
2016 05-31-wurm-social-chromosome2016 05-31-wurm-social-chromosome
2016 05-31-wurm-social-chromosomeYannick Wurm
Ā 
2016 05-30-monday-assembly
2016 05-30-monday-assembly2016 05-30-monday-assembly
2016 05-30-monday-assemblyYannick Wurm
Ā 
2016 05-29-intro-sib-springschool-leuker bad
2016 05-29-intro-sib-springschool-leuker bad2016 05-29-intro-sib-springschool-leuker bad
2016 05-29-intro-sib-springschool-leuker badYannick Wurm
Ā 
2015 12-18- Avoid having to retract your genomics analysis - Popgroup Reprodu...
2015 12-18- Avoid having to retract your genomics analysis - Popgroup Reprodu...2015 12-18- Avoid having to retract your genomics analysis - Popgroup Reprodu...
2015 12-18- Avoid having to retract your genomics analysis - Popgroup Reprodu...Yannick Wurm
Ā 
2015 11-17-programming inr.key
2015 11-17-programming inr.key2015 11-17-programming inr.key
2015 11-17-programming inr.keyYannick Wurm
Ā 
2015 11-10-bio-in-docker-oswitch
2015 11-10-bio-in-docker-oswitch2015 11-10-bio-in-docker-oswitch
2015 11-10-bio-in-docker-oswitchYannick Wurm
Ā 
Week 5 genetic basis of evolution
Week 5   genetic basis of evolutionWeek 5   genetic basis of evolution
Week 5 genetic basis of evolutionYannick Wurm
Ā 
Biol113 week4 evolution
Biol113 week4 evolutionBiol113 week4 evolution
Biol113 week4 evolutionYannick Wurm
Ā 
Evolution week3
Evolution week3Evolution week3
Evolution week3Yannick Wurm
Ā 
2015 10-7-11am-reproducible research
2015 10-7-11am-reproducible research2015 10-7-11am-reproducible research
2015 10-7-11am-reproducible researchYannick Wurm
Ā 
2015 10-7-9am regex-functions-loops.key
2015 10-7-9am regex-functions-loops.key2015 10-7-9am regex-functions-loops.key
2015 10-7-9am regex-functions-loops.keyYannick Wurm
Ā 
Evolution week2
Evolution week2Evolution week2
Evolution week2Yannick Wurm
Ā 
2015 9-30-sbc361-research methcomm
2015 9-30-sbc361-research methcomm2015 9-30-sbc361-research methcomm
2015 9-30-sbc361-research methcommYannick Wurm
Ā 
2015 09-29-sbc322-methods.key
2015 09-29-sbc322-methods.key2015 09-29-sbc322-methods.key
2015 09-29-sbc322-methods.keyYannick Wurm
Ā 
Sbc322 intro.key
Sbc322 intro.keySbc322 intro.key
Sbc322 intro.keyYannick Wurm
Ā 
2015 09-28 bio721 intro
2015 09-28 bio721 intro2015 09-28 bio721 intro
2015 09-28 bio721 introYannick Wurm
Ā 

More from Yannick Wurm (20)

2018 09-03-ses open-fair_practices_in_evolutionary_genomics
2018 09-03-ses open-fair_practices_in_evolutionary_genomics2018 09-03-ses open-fair_practices_in_evolutionary_genomics
2018 09-03-ses open-fair_practices_in_evolutionary_genomics
Ā 
2018 08-reduce risks of genomics research
2018 08-reduce risks of genomics research2018 08-reduce risks of genomics research
2018 08-reduce risks of genomics research
Ā 
2017 11-15-reproducible research
2017 11-15-reproducible research2017 11-15-reproducible research
2017 11-15-reproducible research
Ā 
2016 09-16-fairdom
2016 09-16-fairdom2016 09-16-fairdom
2016 09-16-fairdom
Ā 
2016 05-31-wurm-social-chromosome
2016 05-31-wurm-social-chromosome2016 05-31-wurm-social-chromosome
2016 05-31-wurm-social-chromosome
Ā 
2016 05-30-monday-assembly
2016 05-30-monday-assembly2016 05-30-monday-assembly
2016 05-30-monday-assembly
Ā 
2016 05-29-intro-sib-springschool-leuker bad
2016 05-29-intro-sib-springschool-leuker bad2016 05-29-intro-sib-springschool-leuker bad
2016 05-29-intro-sib-springschool-leuker bad
Ā 
2015 12-18- Avoid having to retract your genomics analysis - Popgroup Reprodu...
2015 12-18- Avoid having to retract your genomics analysis - Popgroup Reprodu...2015 12-18- Avoid having to retract your genomics analysis - Popgroup Reprodu...
2015 12-18- Avoid having to retract your genomics analysis - Popgroup Reprodu...
Ā 
2015 11-17-programming inr.key
2015 11-17-programming inr.key2015 11-17-programming inr.key
2015 11-17-programming inr.key
Ā 
2015 11-10-bio-in-docker-oswitch
2015 11-10-bio-in-docker-oswitch2015 11-10-bio-in-docker-oswitch
2015 11-10-bio-in-docker-oswitch
Ā 
Week 5 genetic basis of evolution
Week 5   genetic basis of evolutionWeek 5   genetic basis of evolution
Week 5 genetic basis of evolution
Ā 
Biol113 week4 evolution
Biol113 week4 evolutionBiol113 week4 evolution
Biol113 week4 evolution
Ā 
Evolution week3
Evolution week3Evolution week3
Evolution week3
Ā 
2015 10-7-11am-reproducible research
2015 10-7-11am-reproducible research2015 10-7-11am-reproducible research
2015 10-7-11am-reproducible research
Ā 
2015 10-7-9am regex-functions-loops.key
2015 10-7-9am regex-functions-loops.key2015 10-7-9am regex-functions-loops.key
2015 10-7-9am regex-functions-loops.key
Ā 
Evolution week2
Evolution week2Evolution week2
Evolution week2
Ā 
2015 9-30-sbc361-research methcomm
2015 9-30-sbc361-research methcomm2015 9-30-sbc361-research methcomm
2015 9-30-sbc361-research methcomm
Ā 
2015 09-29-sbc322-methods.key
2015 09-29-sbc322-methods.key2015 09-29-sbc322-methods.key
2015 09-29-sbc322-methods.key
Ā 
Sbc322 intro.key
Sbc322 intro.keySbc322 intro.key
Sbc322 intro.key
Ā 
2015 09-28 bio721 intro
2015 09-28 bio721 intro2015 09-28 bio721 intro
2015 09-28 bio721 intro
Ā 

Recently uploaded

āž„šŸ” 7737669865 šŸ”ā–» jhansi Call-girls in Women Seeking Men šŸ”jhansišŸ” Escorts S...
āž„šŸ” 7737669865 šŸ”ā–» jhansi Call-girls in Women Seeking Men  šŸ”jhansišŸ”   Escorts S...āž„šŸ” 7737669865 šŸ”ā–» jhansi Call-girls in Women Seeking Men  šŸ”jhansišŸ”   Escorts S...
āž„šŸ” 7737669865 šŸ”ā–» jhansi Call-girls in Women Seeking Men šŸ”jhansišŸ” Escorts S...amitlee9823
Ā 
āž„šŸ” 7737669865 šŸ”ā–» dharamshala Call-girls in Women Seeking Men šŸ”dharamshalašŸ” ...
āž„šŸ” 7737669865 šŸ”ā–» dharamshala Call-girls in Women Seeking Men  šŸ”dharamshalašŸ”  ...āž„šŸ” 7737669865 šŸ”ā–» dharamshala Call-girls in Women Seeking Men  šŸ”dharamshalašŸ”  ...
āž„šŸ” 7737669865 šŸ”ā–» dharamshala Call-girls in Women Seeking Men šŸ”dharamshalašŸ” ...amitlee9823
Ā 
Top Rated Pune Call Girls Saswad āŸŸ 6297143586 āŸŸ Call Me For Genuine Sex Serv...
Top Rated  Pune Call Girls Saswad āŸŸ 6297143586 āŸŸ Call Me For Genuine Sex Serv...Top Rated  Pune Call Girls Saswad āŸŸ 6297143586 āŸŸ Call Me For Genuine Sex Serv...
Top Rated Pune Call Girls Saswad āŸŸ 6297143586 āŸŸ Call Me For Genuine Sex Serv...Call Girls in Nagpur High Profile
Ā 
šŸ’«āœ…jodhpur 24Ɨ7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
šŸ’«āœ…jodhpur 24Ɨ7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...šŸ’«āœ…jodhpur 24Ɨ7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
šŸ’«āœ…jodhpur 24Ɨ7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...sonalitrivedi431
Ā 
AMBER GRAIN EMBROIDERY | Growing folklore elements | Root-based materials, w...
AMBER GRAIN EMBROIDERY | Growing folklore elements |  Root-based materials, w...AMBER GRAIN EMBROIDERY | Growing folklore elements |  Root-based materials, w...
AMBER GRAIN EMBROIDERY | Growing folklore elements | Root-based materials, w...BarusRa
Ā 
call girls in Vaishali (Ghaziabad) šŸ” >ą¼’8448380779 šŸ” genuine Escort Service šŸ”āœ”ļøāœ”ļø
call girls in Vaishali (Ghaziabad) šŸ” >ą¼’8448380779 šŸ” genuine Escort Service šŸ”āœ”ļøāœ”ļøcall girls in Vaishali (Ghaziabad) šŸ” >ą¼’8448380779 šŸ” genuine Escort Service šŸ”āœ”ļøāœ”ļø
call girls in Vaishali (Ghaziabad) šŸ” >ą¼’8448380779 šŸ” genuine Escort Service šŸ”āœ”ļøāœ”ļøDelhi Call girls
Ā 
Book Paid In Vashi In 8976425520 Navi Mumbai Call Girls
Book Paid In Vashi In 8976425520 Navi Mumbai Call GirlsBook Paid In Vashi In 8976425520 Navi Mumbai Call Girls
Book Paid In Vashi In 8976425520 Navi Mumbai Call Girlsmodelanjalisharma4
Ā 
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...RitikaRoy32
Ā 
HiFi Call Girl Service Delhi Phone ā˜ž 9899900591 ā˜œ Escorts Service at along wi...
HiFi Call Girl Service Delhi Phone ā˜ž 9899900591 ā˜œ Escorts Service at along wi...HiFi Call Girl Service Delhi Phone ā˜ž 9899900591 ā˜œ Escorts Service at along wi...
HiFi Call Girl Service Delhi Phone ā˜ž 9899900591 ā˜œ Escorts Service at along wi...poojakaurpk09
Ā 
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verifiedSector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verifiedDelhi Call girls
Ā 
Sweety Planet Packaging Design Process Book.pptx
Sweety Planet Packaging Design Process Book.pptxSweety Planet Packaging Design Process Book.pptx
Sweety Planet Packaging Design Process Book.pptxbingyichin04
Ā 
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...instagramfab782445
Ā 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756dollysharma2066
Ā 
Editorial design Magazine design project.pdf
Editorial design Magazine design project.pdfEditorial design Magazine design project.pdf
Editorial design Magazine design project.pdftbatkhuu1
Ā 
Call Girls Basavanagudi Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service ...
Call Girls Basavanagudi Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service ...Call Girls Basavanagudi Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service ...
Call Girls Basavanagudi Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service ...amitlee9823
Ā 
RT Nagar Call Girls Service: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bang...
RT Nagar Call Girls Service: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bang...RT Nagar Call Girls Service: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bang...
RT Nagar Call Girls Service: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bang...amitlee9823
Ā 
Jordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdfJordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdfamanda2495
Ā 
Q4-W4-SCIENCE-5 power point presentation
Q4-W4-SCIENCE-5 power point presentationQ4-W4-SCIENCE-5 power point presentation
Q4-W4-SCIENCE-5 power point presentationZenSeloveres
Ā 
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...SUHANI PANDEY
Ā 

Recently uploaded (20)

āž„šŸ” 7737669865 šŸ”ā–» jhansi Call-girls in Women Seeking Men šŸ”jhansišŸ” Escorts S...
āž„šŸ” 7737669865 šŸ”ā–» jhansi Call-girls in Women Seeking Men  šŸ”jhansišŸ”   Escorts S...āž„šŸ” 7737669865 šŸ”ā–» jhansi Call-girls in Women Seeking Men  šŸ”jhansišŸ”   Escorts S...
āž„šŸ” 7737669865 šŸ”ā–» jhansi Call-girls in Women Seeking Men šŸ”jhansišŸ” Escorts S...
Ā 
āž„šŸ” 7737669865 šŸ”ā–» dharamshala Call-girls in Women Seeking Men šŸ”dharamshalašŸ” ...
āž„šŸ” 7737669865 šŸ”ā–» dharamshala Call-girls in Women Seeking Men  šŸ”dharamshalašŸ”  ...āž„šŸ” 7737669865 šŸ”ā–» dharamshala Call-girls in Women Seeking Men  šŸ”dharamshalašŸ”  ...
āž„šŸ” 7737669865 šŸ”ā–» dharamshala Call-girls in Women Seeking Men šŸ”dharamshalašŸ” ...
Ā 
Top Rated Pune Call Girls Saswad āŸŸ 6297143586 āŸŸ Call Me For Genuine Sex Serv...
Top Rated  Pune Call Girls Saswad āŸŸ 6297143586 āŸŸ Call Me For Genuine Sex Serv...Top Rated  Pune Call Girls Saswad āŸŸ 6297143586 āŸŸ Call Me For Genuine Sex Serv...
Top Rated Pune Call Girls Saswad āŸŸ 6297143586 āŸŸ Call Me For Genuine Sex Serv...
Ā 
šŸ’«āœ…jodhpur 24Ɨ7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
šŸ’«āœ…jodhpur 24Ɨ7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...šŸ’«āœ…jodhpur 24Ɨ7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
šŸ’«āœ…jodhpur 24Ɨ7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
Ā 
AMBER GRAIN EMBROIDERY | Growing folklore elements | Root-based materials, w...
AMBER GRAIN EMBROIDERY | Growing folklore elements |  Root-based materials, w...AMBER GRAIN EMBROIDERY | Growing folklore elements |  Root-based materials, w...
AMBER GRAIN EMBROIDERY | Growing folklore elements | Root-based materials, w...
Ā 
call girls in Vaishali (Ghaziabad) šŸ” >ą¼’8448380779 šŸ” genuine Escort Service šŸ”āœ”ļøāœ”ļø
call girls in Vaishali (Ghaziabad) šŸ” >ą¼’8448380779 šŸ” genuine Escort Service šŸ”āœ”ļøāœ”ļøcall girls in Vaishali (Ghaziabad) šŸ” >ą¼’8448380779 šŸ” genuine Escort Service šŸ”āœ”ļøāœ”ļø
call girls in Vaishali (Ghaziabad) šŸ” >ą¼’8448380779 šŸ” genuine Escort Service šŸ”āœ”ļøāœ”ļø
Ā 
Book Paid In Vashi In 8976425520 Navi Mumbai Call Girls
Book Paid In Vashi In 8976425520 Navi Mumbai Call GirlsBook Paid In Vashi In 8976425520 Navi Mumbai Call Girls
Book Paid In Vashi In 8976425520 Navi Mumbai Call Girls
Ā 
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...
UI:UX Design and Empowerment Strategies for Underprivileged Transgender Indiv...
Ā 
HiFi Call Girl Service Delhi Phone ā˜ž 9899900591 ā˜œ Escorts Service at along wi...
HiFi Call Girl Service Delhi Phone ā˜ž 9899900591 ā˜œ Escorts Service at along wi...HiFi Call Girl Service Delhi Phone ā˜ž 9899900591 ā˜œ Escorts Service at along wi...
HiFi Call Girl Service Delhi Phone ā˜ž 9899900591 ā˜œ Escorts Service at along wi...
Ā 
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verifiedSector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Sector 105, Noida Call girls :8448380779 Model Escorts | 100% verified
Ā 
Sweety Planet Packaging Design Process Book.pptx
Sweety Planet Packaging Design Process Book.pptxSweety Planet Packaging Design Process Book.pptx
Sweety Planet Packaging Design Process Book.pptx
Ā 
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Abortion pill for sale in Muscat (+918761049707)) Get Cytotec Cash on deliver...
Ā 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
Ā 
Editorial design Magazine design project.pdf
Editorial design Magazine design project.pdfEditorial design Magazine design project.pdf
Editorial design Magazine design project.pdf
Ā 
Call Girls Basavanagudi Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service ...
Call Girls Basavanagudi Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service ...Call Girls Basavanagudi Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service ...
Call Girls Basavanagudi Just Call šŸ‘— 7737669865 šŸ‘— Top Class Call Girl Service ...
Ā 
RT Nagar Call Girls Service: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bang...
RT Nagar Call Girls Service: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bang...RT Nagar Call Girls Service: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bang...
RT Nagar Call Girls Service: šŸ“ 7737669865 šŸ“ High Profile Model Escorts | Bang...
Ā 
Jordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdfJordan_Amanda_DMBS202404_PB1_2024-04.pdf
Jordan_Amanda_DMBS202404_PB1_2024-04.pdf
Ā 
Q4-W4-SCIENCE-5 power point presentation
Q4-W4-SCIENCE-5 power point presentationQ4-W4-SCIENCE-5 power point presentation
Q4-W4-SCIENCE-5 power point presentation
Ā 
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Kalyani Nagar ( Pune ) Call ON 8005736733 Starting From ...
Ā 
Abortion Pills in Oman (+918133066128) Cytotec clinic buy Oman Muscat
Abortion Pills in Oman (+918133066128) Cytotec clinic buy Oman MuscatAbortion Pills in Oman (+918133066128) Cytotec clinic buy Oman Muscat
Abortion Pills in Oman (+918133066128) Cytotec clinic buy Oman Muscat
Ā 

Public PhD defense

  • 1. SOCIOGENETICS OF FIRE ANTS Yannick Wurm supervised by Laurent Keller December 18th. 2009
  • 2.
  • 3. Ā© Alex Wild & others
  • 4. Ā© Alex Wild & others
  • 5. Ā© Alex Wild & others
  • 6. Ā© Alex Wild & others
  • 7. Ā© Alex Wild & others
  • 8. Ā© Alex Wild & others
  • 9. Ā© Alex Wild & others
  • 10. Ā© Alex Wild & others
  • 11. Ā© Alex Wild & others
  • 12. Ā© Alex Wild & others
  • 13. Ā© Alex Wild & others
  • 14. Ā© Alex Wild & others
  • 15.
  • 16. Coolest thing about ants: social life
  • 17. Coolest thing about ants: social life ā€¢key to their success
  • 18. Coolest thing about ants: social life ā€¢key to their success ā€¢diverse & sophisticated
  • 26. Solenopsis invicta ļ¬re ant Workers Queen
  • 27.
  • 28.
  • 29. Solenopsis invicta ļ¬re ants are a big problem!
  • 30. Solenopsis invicta ļ¬re ants are a big problem!
  • 31. Solenopsis invicta ļ¬re ants are a big problem! a great model system!
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.
  • 40. After 1 to 5 days
  • 41. Over the next weeks
  • 42. Over the next weeks
  • 43. Over the next weeks
  • 44. Over the next weeks
  • 45. Over the next weeks
  • 46. Over the next weeks
  • 47. Over the next weeks
  • 48. Over the next weeks
  • 49. Over the next weeks
  • 50. Over the next weeks
  • 51. Over the next weeks
  • 53. Main questions What changes occur within the young queens after orphaning?
  • 54. Main questions What changes occur within the young queens after orphaning? How do workers choose queens?
  • 55. Molecular tools for ant research
  • 56. Molecular tools for ant research DNA? RNA? WTF? Ant gene discovery Microarrays
  • 57. DNA is made up of As, Cs, Gs & Ts DNA is stored in chromosomes
  • 58. DNA is made up of As, Cs, Gs & Ts DNA is stored in chromosomes
  • 59. DNA is made up of As, Cs, Gs & Ts DNA is stored in chromosomes
  • 60. DNA is made up of As, Cs, Gs & Ts DNA is stored in chromosomes
  • 61. DNA is made up of As, Cs, Gs & Ts DNA is stored in chromosomes
  • 62. DNA is made up of As, Cs, Gs & Ts DNA is stored in chromosomes RNA indicates gene activity
  • 63. Fire ant gene discovery
  • 64. Extraction Fire ant gene discovery Fire ants
  • 65. Extraction Fire ant gene discovery + Fire ants
  • 66. Extraction Fire ant gene discovery + + Fire ants
  • 67. Extraction Fire ant gene discovery + + Fire ants RNA
  • 68. Sequencing Extraction Fire ant gene discovery + + Fire ants RNA RNA
  • 69. Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer
  • 70. Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer
  • 71. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer
  • 72. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer CAGATAGGCGATTACA GATTACACGTGGATGC
  • 73. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer CAGATAGGCGATTACA TTACACGTGGATGC
  • 74. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer CAGATAGGCGATTACA GATTACACGTGGATGC
  • 75. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer CAGATAGGCGATTACA GATTACACGTGGATGC
  • 76. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer
  • 77. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer
  • 78. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer
  • 79. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer
  • 80. Assembly Sequencing Extraction Fire ant gene discovery + + Fire ants RNA + RNA Sequencer
  • 81. Fire ant gene discovery Assembly: is complex because 10,000s of sequences
  • 82. Fire ant gene discovery Assembly: is complex because 10,000s of sequences Annotation: inferring functions by comparing to sequences from from other organisms
  • 83. Fire ant gene discovery Assembly: is complex because 10,000s of sequences Annotation: inferring functions by comparing to sequences from from other organisms Fourmidable: process for assembly & annotation server for ant genetic & genomic data Wurm et al (2009)
  • 84. Microarrays measure gene activity gene A gene B gene C Wang et al (2007)
  • 85. Microarrays measure gene activity RNA RNA gene A gene B gene C Wang et al (2007)
  • 86. Microarrays measure gene activity RNA RNA gene A gene B gene C Wang et al (2007)
  • 87. Microarrays measure gene activity RNA RNA gene A gene B gene C Wang et al (2007)
  • 88. Microarrays measure gene activity RNA RNA gene A gene B gene C Wang et al (2007)
  • 89. Microarrays measure gene activity RNA RNA gene A gene B gene C Wang et al (2007)
  • 90. Main questions What changes occur within the young queens after orphaning? How do workers choose queens?
  • 91. Gene activity after orphaning
  • 92. Gene activity after orphaning Field colonies Brought into lab
  • 93. Gene activity after orphaning Field colonies Brought into lab Orphaning simulated Ɨ15 simulations per colony Ɨ 8 replicated colonies
  • 94. Gene activity after orphaning Field colonies Brought into lab Orphaning simulated Collected for RNA 0h 6h 24h Ɨ15 simulations per colony 5 5 5 Ɨ 8 replicated colonies
  • 95. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Wurm et al (accepted)
  • 96. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Analysis: 10,0000 linear models Wurm et al (accepted)
  • 97. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Analysis: 10,0000 linear models significant activity changes for 297 genes Wurm et al (accepted)
  • 98. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Analysis: 10,0000 linear models significant activity changes for 297 genes ā€¢ most after 24h Wurm et al (accepted)
  • 99. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Analysis: 10,0000 linear models significant activity changes for 297 genes ā€¢ most after 24h ā€¢ Increased activity: Wurm et al (accepted)
  • 100. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Analysis: 10,0000 linear models significant activity changes for 297 genes ā€¢ most after 24h ā€¢ Increased activity: ā€¢ proteasomal genes Wurm et al (accepted)
  • 101. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Analysis: 10,0000 linear models significant activity changes for 297 genes ā€¢ most after 24h ā€¢ Increased activity: ā€¢ proteasomal genes ā€¢ genes for reproductive development Wurm et al (accepted)
  • 102. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Analysis: 10,0000 linear models significant activity changes for 297 genes ā€¢ most after 24h ā€¢ Increased activity: ā€¢ proteasomal genes ā€¢ genes for reproductive development ā€¢ Decreased activity: Wurm et al (accepted)
  • 103. Gene activity after orphaning RNA labelled & hybridized to microarray of 10,000 genes Analysis: 10,0000 linear models significant activity changes for 297 genes ā€¢ most after 24h ā€¢ Increased activity: ā€¢ proteasomal genes ā€¢ genes for reproductive development ā€¢ Decreased activity: ā€¢ detoxification genes (GSTs, Cytochrome P450s) Wurm et al (accepted)
  • 104. JH: Juvenile Hormone relative level 0h 6h 24h Time since orphaning 0h 6h 24h
  • 105. JH: Juvenile Hormone relative level JH-degradation genes (esterases & epoxide hydrolases) 0h 6h 24h Time since orphaning 0h 6h 24h
  • 106. JH: Juvenile Hormone relative level JH-degradation genes (esterases & epoxide hydrolases) 0h 6h 24h Time since orphaning JH suppressed by degradation 0h 6h 24h before orphaning
  • 107. Main questions What changes occur within the young queens after orphaning? How do workers choose queens?
  • 108.
  • 115.
  • 116.
  • 117. Which queen is chosen? Known factor: weight ā‰ˆ fertility [Fletcher & Blum, Science 1981 &1983] vs.
  • 118. Which queen is chosen? Known factor: weight ā‰ˆ fertility [Fletcher & Blum, Science 1981 &1983] vs. Factors we investigate: speed of wing loss gene activity
  • 119. Field colonies Brought into lab 17Ɨ
  • 120. Field colonies Brought into lab 17Ɨ 10Ɨ per colony:
  • 122. 17 Colonies ranked Time to wing loss
  • 123. 17 Colonies ranked & paired Time to wing loss
  • 124. 17 Colonies ranked & paired Time to wing loss ā€¢ 8 ā€œfast-slowā€ pairs
  • 125. Competition setup For each ā€œfast-slowā€ pair (8 pairs total): 10 from 10 from fast colony slow colony Unrelated, orphaned workers
  • 126. Competition setup For each ā€œfast-slowā€ pair (8 pairs total): 10 from 10 from fast colony slow colony Unrelated, orphaned workers 3 weeks later: genotyped & dissected surviving queens
  • 127. Start of Competition Setup Number of 10 fast 5 0 -5 Number of -10 slow A B C D E F G H 8 Competition pairs
  • 128. Alive after 3 weeks Number of 8 live 4 0 8 Competition pairs -4 -8 A B C D E F G H
  • 129. Alive after 3 weeks Number of 8 live 4 0 8 Competition pairs -4 -8 Prediction: moreB A C from fast G H D E F colonies less from slow colonies
  • 130. Alive after 3 weeks Number of 8 fast 4 0 -4 Number of slow -8 A B C D E F G H Wurm et al (in prep)
  • 131. Alive after 3 weeks Higher survival of Number of 8 from faster fast colonies(binomial GLM likelihood ratio test p=0.009) 4 0 -4 Number of slow -8 A B C D E F G H Wurm et al (in prep)
  • 132. Alive after 3 weeks Higher survival of Number of 8 from faster fast colonies(binomial GLM likelihood ratio test p=0.009) 4 0 -4 Number of slow -8 A B C D E F G H Winner origin: Ɨ Ɨ Wurm et al (in prep)
  • 133. Alive after 3 weeks Higher survival of Number of 8 from faster fast colonies(binomial GLM likelihood ratio test p=0.009) 4 0 -4 Number of But not whole story... slow -8 A B C D E F G H Winner origin: Ɨ Ɨ Wurm et al (in prep)
  • 134. Gene activity analysis Are there differences in gene activity?
  • 135. Gene activity analysis Are there differences in gene activity? 1. between queens from faster & slower colonies?
  • 136. Gene activity analysis Are there differences in gene activity? 1. between queens from faster & slower colonies? 2. between queens from winning & losing colonies?
  • 137. Gene activity analysis Are there differences in gene activity? 1. between queens from faster & slower colonies? 2. between queens from winning & losing colonies? Collected 5Ɨ 24h after Microarray orphaning Ɨ16 colonies
  • 138. Gene activity analysis results Rank-based analysis (topGO/KS Elim test; Benjamini Hochberg 95 correction) Wurm et al (in prep)
  • 139. Gene activity analysis results Queens from fast wing-losing queen colonies have higher: mitochondrial activity p=10-5 transcriptional activity p=0.04 biosynthetic process activity p=0.04 Rank-based analysis (topGO/KS Elim test; Benjamini Hochberg 95 correction) Wurm et al (in prep)
  • 140. Gene activity analysis results Queens from fast wing-losing queen colonies have higher: mitochondrial activity p=10-5 transcriptional activity p=0.04 biosynthetic process activity p=0.04 Queens from winning colonies have higher: mitochondrial activity p=0.01 organ development activity p=0.02 anatomical structure morphogenesis p=0.03 cell differentiation p=0.04 Rank-based analysis (topGO/KS Elim test; Benjamini Hochberg 95 correction) Wurm et al (in prep)
  • 141. Summary of answers What changes occur within the young queens after orphaning? How do workers choose queens?
  • 142. Summary of answers What changes occur within the young queens after orphaning? Within 24 hours: How do workers choose queens?
  • 143. Summary of answers What changes occur within the young queens after orphaning? Within 24 hours: ā€¢up-regulation of proteosomal & reproductive activity How do workers choose queens?
  • 144. Summary of answers What changes occur within the young queens after orphaning? Within 24 hours: ā€¢up-regulation of proteosomal & reproductive activity ā€¢down-regulation of detoxiļ¬cation genes How do workers choose queens?
  • 145. Summary of answers What changes occur within the young queens after orphaning? Within 24 hours: ā€¢up-regulation of proteosomal & reproductive activity ā€¢down-regulation of detoxiļ¬cation genes ā€¢degradation of Juvenile Hormone ceases How do workers choose queens?
  • 146. Summary of answers What changes occur within the young queens after orphaning? Within 24 hours: ā€¢up-regulation of proteosomal & reproductive activity ā€¢down-regulation of detoxiļ¬cation genes ā€¢degradation of Juvenile Hormone ceases How do workers choose queens? Choice linked to:
  • 147. Summary of answers What changes occur within the young queens after orphaning? Within 24 hours: ā€¢up-regulation of proteosomal & reproductive activity ā€¢down-regulation of detoxiļ¬cation genes ā€¢degradation of Juvenile Hormone ceases How do workers choose queens? Choice linked to: ā€¢speed of wing shedding
  • 148. Summary of answers What changes occur within the young queens after orphaning? Within 24 hours: ā€¢up-regulation of proteosomal & reproductive activity ā€¢down-regulation of detoxiļ¬cation genes ā€¢degradation of Juvenile Hormone ceases How do workers choose queens? Choice linked to: ā€¢speed of wing shedding ā€¢activity of development, morphogenesis & differentiation genes
  • 149. Present and future of ant sociogenetics
  • 150. Present and future of ant sociogenetics Tools for ant sociogenetics
  • 151. Present and future of ant sociogenetics Tools for ant sociogenetics We gained insight into the molecular changes underlying competition between queens
  • 152. Present and future of ant sociogenetics Tools for ant sociogenetics We gained insight into the molecular changes underlying competition between queens Exciting things still to come:
  • 153. Present and future of ant sociogenetics Tools for ant sociogenetics We gained insight into the molecular changes underlying competition between queens Exciting things still to come: ā€¢ molecular evolution studies (impacts special lifestyles...)
  • 154. Present and future of ant sociogenetics Tools for ant sociogenetics We gained insight into the molecular changes underlying competition between queens Exciting things still to come: ā€¢ molecular evolution studies (impacts special lifestyles...) ā€¢ functional testing of genes (involved in social decisions...)
  • 158. THANKS TO.... Collaborators Michael, Miguel, Dewayne Shoemaker, Ken Ross, Vital-IT (Laurent Falquet, Ioannis, Oksana, Chris Iseli) Those who helped computationally Darlene Goldstein, Frederic SchĆ¼tz, Volker Flegel, Marc R-R, Julien, Fred Ricci Those who helped in the lab Chris LaMendola, Francoise D, Those who make things work France Pham, Franck, Blaise, Jerome N, Laelia...
  • 159. Classement de la rencontre POINTS POSITION JOUEURS POINTS 17* 11 MichaĆ«l N. 6 en 16 12 May 5 14 13 Julien 4 13 14 Dietrich 3 12 15 MichaĆ«l M. 2 ne 11 16 Alan 1 10 ophe 9 8 7
  • 160.
  • 161.
  • 162.
  • 163. The sixty-ļ¬ve genes with the GO annotation mitochondrial inner membrane (orange) rank high according to p-values of differential expression between queens from faster and slower colonies (all other genes are in dark violet) 1 1000 2000 3000 4000 5000 6000 Genes sorted by p!value from most (gene 1) to least differently expressed between queens from faster and slower colonies (gene 6116)
  • 164.
  • 165.
  • 166. Dismembering an unwanted virgin queen

Editor's Notes

  1. green, orange, yellow
  2. green, orange, yellow
  3. green, orange, yellow
  4. green, orange, yellow
  5. green, orange, yellow
  6. green, orange, yellow
  7. green, orange, yellow
  8. green, orange, yellow
  9. green, orange, yellow
  10. green, orange, yellow
  11. green, orange, yellow
  12. green, orange, yellow
  13. green, orange, yellow
  14. males
  15. are there any americans in the room? them fire ants is nasty critters you go and take em all dog mother in law
  16. anecdote: customs
  17. anecdote: customs
  18. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  19. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  20. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  21. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  22. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  23. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  24. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  25. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  26. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  27. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  28. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  29. ◊ DNA ~ blueprint for repertoire of all genes gene = piece of DNA not all genes are used simultaneously active genes are transcribed to RNA
  30. All measurements are significantly correlated in pairwise comparisons.
  31. using each measure, the slower is always slower, the faster always faster.