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Shellfish as indicators of environmental change
Steven Roberts
School of Aquatic and Fishery Sciences
University of Washington
Oceans and Human Health


                                                           practical
omic approaches                                               ?
medium to large scale characterization of
transcripts, proteins, community members
(metagenome), metabolites, epigenetic
differences....




                                            one health
                                            inter-relationships among human, animal, and
                                            environmental health and seeks to enhance
                                            communication, cooperation, and collaboration
                                            in integrating these areas for the health and
                                            well-being of all species
Oceans and Human Health
Oceans and Human Health


    immune
   response
                           pathogen
                           physiology




      bioindicator
                           human
                          pathogens
Oceans and Human Health


    immune
   response
                          pathogen
                          physiology




      bioindicator
Oceans and Human Health


    immune
   response
                          pathogen
                          physiology




      bioindicator
Oceans and Human Health




      bioindicator
Oceans and Human Health


    immune
   response
                          pathogen
                          physiology




      bioindicator
research program overview


  environmental
    stressors




                            shellfish
research program overview

                              pathogens
  environmental               carbon dioxide
    stressors      microbes   mechanical stress
                                             microbes




                                microbes
stress response
  transcriptome
  proteome                            shellfish
  epigenome*
rationale

            comparative
              biology
rationale




aquaculture
rationale




            environmental
              sciences
Oceans and Human Health


    immune
   response
                          pathogen
                          physiology




      bioindicator
Oceans and Human Health


    immune
   response




   How does environmental change impact physiology (populations)?
Oceans and Human Health


    immune
   response




   How does environmental change impact physiology (populations)?

   How will changes in immune response impact pathogen dynamics?
Oceans and Human Health


    immune
   response


                Pacific Oysters
                 - Vibrio
                 - Oyster Herpes Virus
Oceans and Human Health


    immune
   response


                  Pacific Oysters
                   - Vibrio - Sanger
                   - Oyster Herpes Virus - HTS


How advances in technology are changing science
hemocyte (plated) cDNA library

       Prior to washing          After washing
ESTs




       modified from Roberts et al 2009
vibrio exposure




                  Roberts et al 2009
interleukin 17

•cytokine

•large number of cytokines found in vertebrates are not
 found in invertebrates

•interleukin 17 is not similar to other interleukins

•vertebrates- interleukin expressed in
 activated memory T cells
interleukin 17




                 Roberts et al 2008
summary



An omic approach that has a two step process

 •gene discovery & expression analysis
Oceans and Human Health


    immune
   response


                  Pacific Oysters
                   - Vibrio - Sanger
                   - Oyster Herpes Virus - HTS


How advances in technology are changing science
high throughput sequencing (HTS)
ABI SOLiD
high throughput sequencing (HTS)
Oyster Larvae & Oyster Herpes Virus




                               Burge and Friedman (unpublished)
Oyster Larvae Exposures
Active Virus




                    Days

                           Burge and Friedman (unpublished)
Transcriptomics



                                   16 million
                                     ~40 bp
                                    HQ reads




                                   16 million
                                     ~40 bp
                                    HQ reads
             Oyster Herpes Virus
Transcriptomics
Downregulated immune response genes
Oceans and Human Health


    immune
   response
                          pathogen
                          physiology




      bioindicator
                           human
                          pathogens
Transcriptomics
Transcriptomics



                  pathogen
                  physiology
bonus


                   Ostreid herpesvirus 1 - complete genome
coverage
Genome (strain variation / epidemiology)
           bonus        Gene Expression (physiology / virulence)


                   Ostreid herpesvirus 1 - complete genome
coverage
Ostreid herpesvirus 1 - complete genome
coverage
Ostreid herpesvirus 1 - complete genome




ORF104        ORF107           ORF113
Ostreid herpesvirus 1 - complete genome




ORF104        ORF107           ORF113
ORF107
coverage
ORF80   ORF90
ORF80          ORF90

membrane protein
summary




HTS offers a non biased approach for
characterization physiological responses in non-
model host-pathogen systems
Oceans and Human Health


    immune
   response
                          pathogen
                          physiology




      bioindicator
ocean acidification
Ocean Acidification and Emerging Diseases


Acidification will compromise
shell structure in many shellfish

There is little known about
how other physiological
processes will be impacted

Using genomic approaches
to determine how multiple
stressors impact
host-pathogen system
Ocean Acidification and Emerging Diseases



              Pacific Oyster




                    Vibrio tubiashii
How do changes in the environment
influence Vibrio tubiashii physiology?




          tool development
Proteomics*

Protein Extraction

                     2D gels


                               ID differences
V. tubiashii and host presence


       oysters




       control
V. tubiashii and host presence


       oysters




       control
pI   MW
3.7   29k
4.5   49k
4.8   26k
pI   MW
3.7   29k
4.5   49k
            MW




4.8   26k
low oxygen conditions                                              Chart 6

                                      biosynthesis
              response to endogenous stimulus
                                           transport
                                      ion transport
                              signal transduction
                                                                             Control
                              cell communication
                                      transcription
                              protein metabolism
                                          cell cycle
                        carbohydrate metabolism
                             protein biosynthesis
                cell organization and biogenesis
                  response to external stimulus
         amino acid and derivative metabolism
                                   morphogenesis
                             protein modification
generation of precursor metabolites and energy
                                               death
                     response to abiotic stimulus
                                                                             Low Oxygen
                                          cell death
                                cell differentiation
                                 cell homeostasis
                         nucleic acid metabolism
                           secondary metabolism
                                        catabolism
                                 lipid metabolism
                                 DNA metabolism
                               response to stress
                                                       0   0.025    0.050     0.075    0.100
summary


• proteomic approaches offer global tool to directly examine
  functional responses to changes in environmental conditions
  (including those that contribute to virulence)

• absence of a known genome makes protein identification
  challenging
Oceans and Human Health


    immune
   response
                          pathogen
                          physiology




     bioindicator
Oceans and Human Health




      bioindicator
shellfish as bioindicators

• sessile

• continuously
  filter water

• robust

• ubiquitous

• contaminants
  accumulate
Physiological
Response of
Oysters in
Puget
Sound
PROPS


- gene expression


- response to
secondary stressor


- DNA methylation
PROPS


- gene expression


- response to
secondary stressor


- DNA methylation
mechanical stress




subject oysters to
stress then
measure
noradrenaline
levels
urban, agriculture, water
  fowl, marinas, seals




low population, low fecal
       coliform
Transcriptomics


                  16 million
                    ~40 bp
                   HQ reads




                  16 million
                    ~40 bp
                   HQ reads
32 million reads
v

                                            17 million matched
                                              Sigenae consensuses




                             29 thousand features


    Upregulated features | min 10 unique hits & 2 fold increase


       1329                                   1316
       22 specific                             25 specific
low population, low fecal   urban, agriculture, water
       coliform               fowl, marinas, seals
low population, low fecal   urban, agriculture, water
       coliform               fowl, marinas, seals
low population, low fecal   urban, agriculture, water
       coliform               fowl, marinas, seals
RNAseq vs quantitative PCR
low population,                                     qPCR
low fecal coliform


urban, agriculture,
   water fowl,
  marinas, seals
                      steroid 17-alpha-hydroxylase
qPCR
                                   complement C1q
steroid 17-alpha-hydroxylase                                   serine protease inhibitor
                                  TNF-related protein 4




                                                               gonadotropin-releasing
     calmodulin-like           metalloproteinase inhibitor 3
                                                                hormone II receptor
summary

•HTS offers non-biased, one-stop characterization

•provides ability to identify organismal stressors
 without prior knowledge of
 contaminant

•natural variation in physiology needs
 and genetics needs to be taken into
 consideration


               practical?
Oceans and Human Health


    immune
   response
                                 pathogen
                                 physiology




      bioindicator

                 transcriptome
                  epigenome
epigenetics




                        DNA Methylation




           Histone        Small Interfering
          Modification          RNA
epigenetics


 •controls normal developmental processes

 •implicated in human diseases including cancer

 •possible means for adaptation of changing
  environmental condition
    - heritable for several generations
environmental epigenomics


                       - agouti viable yellow (Avy)
                       - no methylation = yellow
                       - methylation = normal

                       - maternal BPA exposure
                       influences offspring
                       - DNA hypomethylation
environmental epigenomics

• Rats treated with the estrogenic pesticide methoxychlor
 or the antiandrogenic fungicide vinclozolin during
 pregnancy

• Male offspring that have decreased sperm capacity and
 fertility

• Compromised fertility is passed through the adult male
 germ line for four generations

                          Anway MD, Cupp AS, Uzumcu M, Skinner MK 2005 Epigenetic
                          transgenerational actions of endocrine disruptors and male fertility.
                          Science 308:1466–1469
Oceans and Human Health




      bioindicator
What is the functional role of DNA methylation in shellfish?

How do environmental conditions impact the epigenome?
background




 global methylation
                                      no methylation
     (except CpG islands)




              mosiac pattern - ~40-60% methylation
oysters




    in
silico

    analysis

 of
~30k
gene

    clusters




                 Gavery and Roberts (submitted)
5-methylcytosine and DNA repair



cytosine                 uracil


           deamination


5-methylcytosine         thymine
                                       Over time..
                                   loss of methylated
                                         CpGs
oysters




    in
silico

    analysis

 of
~30k
gene

    clusters




                 Gavery and Roberts (submitted)
biological process




                     Gavery and Roberts (submitted)
environmental effects




                        sites
                                Gavery, unpublished
current direction




Me-DIP
 array
   Bi-sulfite
  Sequencing
Me-DIP comparative hybridization array




                                         M. Settles
Me-DIP comparative hybridization array

                                         Practical




                                         M. Settles
bisulfite sequencing
bisulfite sequencing




- Less Practical?     Bormann Chung CA, Boyd VL, McKernan KJ, Fu Y, Monighetti C, et al. (2010)

- Comprehensive       Whole Methylome Analysis by Ultra-Deep Sequencing Using Two-Base
                      Encoding. PLoS ONE 5(2): e9320. doi:10.1371/journal.pone.0009320
summary

• epigenetic processes are important mechanisms by
 which changing environmental conditions alter gene
 expression pattern

• more research is needed to better understand
 mechanism and heritability in marine organisms
conclusions & directions

• comparative and evolutionary aspects can provide valuable
 insight into predicting ecosystem changes


• characterizing natural populations to better understand
 biology and the environment will continue to be complex,
 however deep sequencing will prove to be a valuable tool
acknowledgements

Yannick Gueguen (Ifremer)
Julien de Lorgeril (Ifremer)
Frederick Goetz (WATER Institute)
Giles Goetz (WATER Institute)
Samuel White (UW)

Colleen Burge (UW)
Carolyn Friedman (UW)
Tatyana Marushchak (UW)
                                    funding
Mackenzie Gavery (UW)               USDA-NRAC
Joth Davis (Taylor Shellfish)        NOAA SK Program
Dustin Lennon (UW)                  Washington SeaGrant
Paul Sampson (UW)                   UW-SAFS

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Roberts GRC

  • 1. Shellfish as indicators of environmental change Steven Roberts School of Aquatic and Fishery Sciences University of Washington
  • 2.
  • 3. Oceans and Human Health practical omic approaches ? medium to large scale characterization of transcripts, proteins, community members (metagenome), metabolites, epigenetic differences.... one health inter-relationships among human, animal, and environmental health and seeks to enhance communication, cooperation, and collaboration in integrating these areas for the health and well-being of all species
  • 5. Oceans and Human Health immune response pathogen physiology bioindicator human pathogens
  • 6. Oceans and Human Health immune response pathogen physiology bioindicator
  • 7. Oceans and Human Health immune response pathogen physiology bioindicator
  • 8. Oceans and Human Health bioindicator
  • 9. Oceans and Human Health immune response pathogen physiology bioindicator
  • 10. research program overview environmental stressors shellfish
  • 11. research program overview pathogens environmental carbon dioxide stressors microbes mechanical stress microbes microbes stress response transcriptome proteome shellfish epigenome*
  • 12. rationale comparative biology
  • 14. rationale environmental sciences
  • 15.
  • 16. Oceans and Human Health immune response pathogen physiology bioindicator
  • 17. Oceans and Human Health immune response How does environmental change impact physiology (populations)?
  • 18. Oceans and Human Health immune response How does environmental change impact physiology (populations)? How will changes in immune response impact pathogen dynamics?
  • 19. Oceans and Human Health immune response Pacific Oysters - Vibrio - Oyster Herpes Virus
  • 20. Oceans and Human Health immune response Pacific Oysters - Vibrio - Sanger - Oyster Herpes Virus - HTS How advances in technology are changing science
  • 21. hemocyte (plated) cDNA library Prior to washing After washing
  • 22. ESTs modified from Roberts et al 2009
  • 23. vibrio exposure Roberts et al 2009
  • 24. interleukin 17 •cytokine •large number of cytokines found in vertebrates are not found in invertebrates •interleukin 17 is not similar to other interleukins •vertebrates- interleukin expressed in activated memory T cells
  • 25. interleukin 17 Roberts et al 2008
  • 26. summary An omic approach that has a two step process •gene discovery & expression analysis
  • 27. Oceans and Human Health immune response Pacific Oysters - Vibrio - Sanger - Oyster Herpes Virus - HTS How advances in technology are changing science
  • 31. Oyster Larvae & Oyster Herpes Virus Burge and Friedman (unpublished)
  • 32. Oyster Larvae Exposures Active Virus Days Burge and Friedman (unpublished)
  • 33. Transcriptomics 16 million ~40 bp HQ reads 16 million ~40 bp HQ reads Oyster Herpes Virus
  • 36. Oceans and Human Health immune response pathogen physiology bioindicator human pathogens
  • 38. Transcriptomics pathogen physiology
  • 39. bonus Ostreid herpesvirus 1 - complete genome coverage
  • 40. Genome (strain variation / epidemiology) bonus Gene Expression (physiology / virulence) Ostreid herpesvirus 1 - complete genome coverage
  • 41. Ostreid herpesvirus 1 - complete genome coverage
  • 42. Ostreid herpesvirus 1 - complete genome ORF104 ORF107 ORF113
  • 43. Ostreid herpesvirus 1 - complete genome ORF104 ORF107 ORF113
  • 46. ORF80 ORF90
  • 47. ORF80 ORF90 membrane protein
  • 48. summary HTS offers a non biased approach for characterization physiological responses in non- model host-pathogen systems
  • 49. Oceans and Human Health immune response pathogen physiology bioindicator
  • 51. Ocean Acidification and Emerging Diseases Acidification will compromise shell structure in many shellfish There is little known about how other physiological processes will be impacted Using genomic approaches to determine how multiple stressors impact host-pathogen system
  • 52. Ocean Acidification and Emerging Diseases Pacific Oyster Vibrio tubiashii
  • 53. How do changes in the environment influence Vibrio tubiashii physiology? tool development
  • 54. Proteomics* Protein Extraction 2D gels ID differences
  • 55. V. tubiashii and host presence oysters control
  • 56.
  • 57.
  • 58. V. tubiashii and host presence oysters control
  • 59. pI MW 3.7 29k 4.5 49k 4.8 26k
  • 60. pI MW 3.7 29k 4.5 49k MW 4.8 26k
  • 61. low oxygen conditions Chart 6 biosynthesis response to endogenous stimulus transport ion transport signal transduction Control cell communication transcription protein metabolism cell cycle carbohydrate metabolism protein biosynthesis cell organization and biogenesis response to external stimulus amino acid and derivative metabolism morphogenesis protein modification generation of precursor metabolites and energy death response to abiotic stimulus Low Oxygen cell death cell differentiation cell homeostasis nucleic acid metabolism secondary metabolism catabolism lipid metabolism DNA metabolism response to stress 0 0.025 0.050 0.075 0.100
  • 62. summary • proteomic approaches offer global tool to directly examine functional responses to changes in environmental conditions (including those that contribute to virulence) • absence of a known genome makes protein identification challenging
  • 63. Oceans and Human Health immune response pathogen physiology bioindicator
  • 64. Oceans and Human Health bioindicator
  • 65. shellfish as bioindicators • sessile • continuously filter water • robust • ubiquitous • contaminants accumulate
  • 67. PROPS - gene expression - response to secondary stressor - DNA methylation
  • 68. PROPS - gene expression - response to secondary stressor - DNA methylation
  • 69. mechanical stress subject oysters to stress then measure noradrenaline levels
  • 70. urban, agriculture, water fowl, marinas, seals low population, low fecal coliform
  • 71. Transcriptomics 16 million ~40 bp HQ reads 16 million ~40 bp HQ reads
  • 72. 32 million reads v 17 million matched Sigenae consensuses 29 thousand features Upregulated features | min 10 unique hits & 2 fold increase 1329 1316 22 specific 25 specific
  • 73. low population, low fecal urban, agriculture, water coliform fowl, marinas, seals
  • 74. low population, low fecal urban, agriculture, water coliform fowl, marinas, seals
  • 75. low population, low fecal urban, agriculture, water coliform fowl, marinas, seals
  • 77. low population, qPCR low fecal coliform urban, agriculture, water fowl, marinas, seals steroid 17-alpha-hydroxylase
  • 78. qPCR complement C1q steroid 17-alpha-hydroxylase serine protease inhibitor TNF-related protein 4 gonadotropin-releasing calmodulin-like metalloproteinase inhibitor 3 hormone II receptor
  • 79. summary •HTS offers non-biased, one-stop characterization •provides ability to identify organismal stressors without prior knowledge of contaminant •natural variation in physiology needs and genetics needs to be taken into consideration practical?
  • 80. Oceans and Human Health immune response pathogen physiology bioindicator transcriptome epigenome
  • 81. epigenetics DNA Methylation Histone Small Interfering Modification RNA
  • 82. epigenetics •controls normal developmental processes •implicated in human diseases including cancer •possible means for adaptation of changing environmental condition - heritable for several generations
  • 83. environmental epigenomics - agouti viable yellow (Avy) - no methylation = yellow - methylation = normal - maternal BPA exposure influences offspring - DNA hypomethylation
  • 84. environmental epigenomics • Rats treated with the estrogenic pesticide methoxychlor or the antiandrogenic fungicide vinclozolin during pregnancy • Male offspring that have decreased sperm capacity and fertility • Compromised fertility is passed through the adult male germ line for four generations Anway MD, Cupp AS, Uzumcu M, Skinner MK 2005 Epigenetic transgenerational actions of endocrine disruptors and male fertility. Science 308:1466–1469
  • 85. Oceans and Human Health bioindicator
  • 86. What is the functional role of DNA methylation in shellfish? How do environmental conditions impact the epigenome?
  • 87. background global methylation no methylation (except CpG islands) mosiac pattern - ~40-60% methylation
  • 88. oysters in
silico
 analysis
 of
~30k
gene
 clusters Gavery and Roberts (submitted)
  • 89. 5-methylcytosine and DNA repair cytosine uracil deamination 5-methylcytosine thymine Over time.. loss of methylated CpGs
  • 90. oysters in
silico
 analysis
 of
~30k
gene
 clusters Gavery and Roberts (submitted)
  • 91. biological process Gavery and Roberts (submitted)
  • 92. environmental effects sites Gavery, unpublished
  • 93. current direction Me-DIP array Bi-sulfite Sequencing
  • 95. Me-DIP comparative hybridization array Practical M. Settles
  • 97. bisulfite sequencing - Less Practical? Bormann Chung CA, Boyd VL, McKernan KJ, Fu Y, Monighetti C, et al. (2010) - Comprehensive Whole Methylome Analysis by Ultra-Deep Sequencing Using Two-Base Encoding. PLoS ONE 5(2): e9320. doi:10.1371/journal.pone.0009320
  • 98. summary • epigenetic processes are important mechanisms by which changing environmental conditions alter gene expression pattern • more research is needed to better understand mechanism and heritability in marine organisms
  • 99. conclusions & directions • comparative and evolutionary aspects can provide valuable insight into predicting ecosystem changes • characterizing natural populations to better understand biology and the environment will continue to be complex, however deep sequencing will prove to be a valuable tool
  • 100. acknowledgements Yannick Gueguen (Ifremer) Julien de Lorgeril (Ifremer) Frederick Goetz (WATER Institute) Giles Goetz (WATER Institute) Samuel White (UW) Colleen Burge (UW) Carolyn Friedman (UW) Tatyana Marushchak (UW) funding Mackenzie Gavery (UW) USDA-NRAC Joth Davis (Taylor Shellfish) NOAA SK Program Dustin Lennon (UW) Washington SeaGrant Paul Sampson (UW) UW-SAFS