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Unicellular opisthokonts diversity and 
distribution along the European coast 
analyzed using high-throughput sequencing 
J del Campo, D Mallo, R Massana, C de Vargas and I Ruiz-Trillo 
ICOP XIV 
Vancouver
Our phylogenetic framework 
Collodictyonidae 
Phaeothamniophyceae 
Raphidophyceae 
Actinophryidae 
Phaeophycee 
Schizocladia 
Xanthophyceae 
Corallochytrium 
Acantharia 
Polycistinea Mantamonas 
Rigifilida 
Preaxostyla 
Fornicata 
Parabasalia 
Tsukubamonas 
Jakobida 
Euglenozoa 
Heterolobosea 
Palpitomonas 
Picozoa 
Cryptophyceae 
Glaucophyta 
Palmophyllales 
Prasinophytae 
Nephroselmis 
Mamiellophyceae 
Pedinophyceae 
Ulvophyceae 
Chlorophyceae 
Trebouxiophyceae 
Chlorodendrophyceae 
Charophyta 
Embriophyta 
Rhodophyceae 
Centrohelida 
Telonema 
Haptophyta 
Pinguiochrysidales 
Eustigmatales 
Synurales 
Chrysophyceae 
Dictyochophyceae 
Pelagophyceae 
Bolidomonas 
Diatomea 
Hyphochytriales 
Peronosporomycetes 
MAST 1 
MAST 2 
Blastocystis 
Opalinata 
MAST 12 
Bicosoecida 
MAST 3 
Placidida 
MAST 4 / 7 / 11 
MAST 8 / 10 
Labyrinthulomycetes 
Apicomplexa 
Chromerida 
Ciliophora 
Oxyrrhis 
Dinoflagellata 
Syndiniales 
Perkinsidae 
Colpodellida 
Chlorarachniophyta 
Fonticula 
Imbricatea 
Glissomonadida 
Cercomonadida 
Pansomonadida 
Thecofilosea 
Granofilosea 
Metromonadea 
Tremula 
Gromia 
Filoreta 
Ascetosporea 
Vampyrellida 
Phytomyxea 
Foraminifera 
Apusomonadida 
Aphelida 
Fungi 
Rozella 
Nuclearia 
Ichthyosporea 
Filasterea 
Choanomonada 
Metazoa 
Breviatea 
Myxogastria 
Schizoplasmodiida 
Gracilipodida 
Fractovitelliida 
Protosteliida 
Cavosteliida 
Protosporangiida 
Dictyostelia 
Multicilia 
Archamoebae 
Tubulinea 
Discosea 
Malawimonas 
Ancyromonadida 
Opisthokonta 
Amoebozoa 
Excavata 
Archaeplastida 
Rhizaria 
Alveolata 
Stramenopila 
Incertae sedis
Diversity and abundance 
Pedrós-Alió 2006 Trends in Microbiology 
Described sp.1 GenBank (97%)1 Cultures2 GOLD2 GOS3 Marine4 Freshwater5 
Choanoflagellates 0.5 1.1 0.6 1.2 0.8 1.3 3.7 
Ichthyosporeans 0.1 0.7 0.06 0.8 - - - 
1 Pawlowski et al. 2012 PLoS Biology 
2 del Campo et al. in prep. 
3 Not el al. 2009 PLoS ONE 
4 del Campo and Massana 2011 Protist
ACANTHOECIDA 
CRASPEDIDA 
MARINE 
OPISTHOKONTA 
METAZOA 
FUNGI 
ACANTHOECA 
STEPHANOECA 
DIAPHANOECA 
MACHO 1 
ACANTHOCORBIS 
MONOSIGA 
LAGENOECA 
FRESCHO 1 
URCEOLATA 
SALPINGOECA 
NAPIFORMIS 
FRESCHO 2 
PYXIDIUM 
FRESCHO 3 
CLADE L 
MAOP 2 
MAOP 1 
CORALLOCHYTRIUM 
ECCRINALES 
ICHTHYOPHONUS 
AMOEBIDIUM 
FRESHIP 1 
ABEOFORMA 
MAIP 1 
ANUROFECA 
PSEUDOPERKINSUS 
DERMOCYSTIDIUM 
CAPSASPORA 
MINISTERIA 
SIMPLEX 
THERMOPHILA 
FONTICULA 
FRESHOP 
FILASTEREA 
FILASTEREA 
CHOANOFLAGELLATEA ICHTHYOSPOREA 
ICHTHYOPHONIDA 
DERMOCYSTIDA 
0.09 
PUTATIVE 
CHOANOFLAGELLATES 
* 
* 
* 
* 
* 
* 
PSOROSPERMIUM 
NUCLEARIIDA 
FONTICULIDA 
FRESHWATER 
OPISTHOKONTA 
DISCICRISTOIDEA 
* 
* 
* 
* 
* 
* 
* 
* 
* 
* 
OUTGROUP 
18S meta-analysis 
Complete sequences ML analysis 
- 199 Opisthokonts seqs. 
- 227 seqs tree. 
- 1436 informative positions. 
- Environmental and Culture seqs. 
Marine 
Freshwater 
Symbiont 
Only environmental seqs. 
0 20 40 60 80 
seqs 
del Campo and Ruiz-Trillo 2013 MBE
BioMarKs 
Total number of reads 
1076828 
DNA: 496992 
cDNA: 579836 
Blanes 
Oslo 
Naples Varna 
Roscoff 
Xixón 
BioMarKs DataBase 
OTUs clustered at 97% 
Total Opisthokonts reads 
10167 / 0.96 
DNA: 3284 / 0.66 
cDNA: 6883 / 1.19 
Pico (0.8 – 3 μm) 
Nano (3 – 20 μm) 
Micro (20 – 200 μm) 
Total (Sediment) 
Surface (Oxic) 
DCM (Oxic) 
Sediments (Oxic) 
Anoxic (Varna) 
KeyDNATools at PR2 
Opisthokonts ref DB 
ML phylogenies 
20 
16 
12 
5 
4 
3 
2 
1 
Blanes 
Xixon 
Naples 
Oslo 
Roscoff 
Varna 
Varna Anox 
0 
Percentage of reads 
HTS V4 
18S DNA and cDNA 
454 pyrosequencing 
European Coast
ACANTHOECIDA 
CRASPEDIDA 
MARINE 
OPISTHOKONTA 
METAZOA 
FUNGI 
ACANTHOECA 
STEPHANOECA 
DIAPHANOECA 
MACHO 1 
ACANTHOCORBIS 
MONOSIGA 
LAGENOECA 
FRESCHO 1 
URCEOLATA 
SALPINGOECA 
NAPIFORMIS 
FRESCHO 2 
PYXIDIUM 
FRESCHO 3 
CLADE L 
MAOP 2 
MAOP 1 
CORALLOCHYTRIUM 
ECCRINALES 
ICHTHYOPHONUS 
AMOEBIDIUM 
FRESHIP 1 
ABEOFORMA 
MAIP 1 
ANUROFECA 
PSEUDOPERKINSUS 
DERMOCYSTIDIUM 
CAPSASPORA 
MINISTERIA 
SIMPLEX 
THERMOPHILA 
FONTICULA 
FRESHOP 
FILASTEREA 
FILASTEREA 
CHOANOFLAGELLATEA ICHTHYOSPOREA 
ICHTHYOPHONIDA 
DERMOCYSTIDA 
0.09 
PUTATIVE 
CHOANOFLAGELLATES 
* 
* 
* 
* 
* 
* 
PSOROSPERMIUM 
NUCLEARIIDA 
FONTICULIDA 
FRESHWATER 
OPISTHOKONTA 
DISCICRISTOIDEA 
* 
* 
* 
* 
* 
* 
* 
* 
* 
* 
OUTGROUP 
Diversity 
0 500 1000 1500 2000 2500 3000 3500 
Sanger 
453 seqs. 
DNA V4 
3284 reads 
cDNA V4 
6883 reads 
reads 
Acanthoecida 
Craspedida 
Putative choanos 
MAOP 
Filasterea 
Ichthyosporea 
Discicristoidea
Distribution 
% of total reads 
100 
80 
60 
40 
20 
0 
100 
80 
60 
40 
20 
0 
Acanthoecida Craspedida Putative choanoflagellates 
MAOP Filasterea Ichthyosporea Discicristoidea 
0.6 1.1 0.6 1.3 0.2 0.1 1.3 2.7 
Pico DNA Pico cDNA Nano DNA Nano cDNA Micro DNA Micro cDNA Sed DNA Sed cDNA 
0.4 0.8 0.7 1.1 1.0 0.9 3.3 1.4 
Surface DNA Surface cDNA DCM DNA DCM cDNA Sed Ox DNA Sed OX cDNA Anox DNA Anox cDNA 
Percentage of reads Percentage of reads 
% of total reads
Abundance 
and Diversity 
1600 
1400 
1200 
1000 
800 
600 
400 
200 
0 
499 
1523 
Only 16.6% of the reads are more than 97% similar to any 18S DNA 
sequence from GenBank. 
0.4 % -> 23 % 2.0 % -> 55 % 5.0 %- > 75% 
Number of reads 
OTUs 
Number of reads 
None of the 10 most abundant OTUs are more than 95% similar to 
any culture 18S DNA sequence from GenBank.
Some ideas to bring back home 
The presence of Unicellular Opisthokonts in BioMarKs samples is significant. They 
are not the most abundant organisms but are quite important in some particular 
fractions and templates such as the DCM nanoplankton cDNA or the Anoxic 
samples. 
Developing meta-analysis of environmental surveys for the different protist groups is 
necessary and useful. The reference trees and reference sequence databases that 
you generate in this kind of analysis are going to be the backbone for the future high-throughput 
sequencing (HTS) studies. 
HTS analysis allows us (in terms of diversity) to improve our resolution and to go 
deeper into the rare biosphere because of the huge amount of data generated. 
Also using HTS we can process faster our samples allowing us to analyse a higher 
variety of environments so we can have access to new sources of diversity. 
From an ecological point of view HTS helps us to identify the most abundant 
organisms in the community, those who probably are responsible for most of the 
processes. Then we can target them as candidates for isolation and culturing and 
eventually for genomic or transcriptomics studies. 
javier.delcampo@botany.ubc.ca 
fonamental@gmail.com 
@fonamental
Acknowledgements 
Xavier Grau, Helena Parra, David López and Meritxell Antó 
Our collaborators: Ramon Massana and Diego Mallo. 
Thanks for you attention!

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Unicellular opisthokonts diversity and distribution along the European coast analyzed using high-throughput sequencing

  • 1. Unicellular opisthokonts diversity and distribution along the European coast analyzed using high-throughput sequencing J del Campo, D Mallo, R Massana, C de Vargas and I Ruiz-Trillo ICOP XIV Vancouver
  • 2. Our phylogenetic framework Collodictyonidae Phaeothamniophyceae Raphidophyceae Actinophryidae Phaeophycee Schizocladia Xanthophyceae Corallochytrium Acantharia Polycistinea Mantamonas Rigifilida Preaxostyla Fornicata Parabasalia Tsukubamonas Jakobida Euglenozoa Heterolobosea Palpitomonas Picozoa Cryptophyceae Glaucophyta Palmophyllales Prasinophytae Nephroselmis Mamiellophyceae Pedinophyceae Ulvophyceae Chlorophyceae Trebouxiophyceae Chlorodendrophyceae Charophyta Embriophyta Rhodophyceae Centrohelida Telonema Haptophyta Pinguiochrysidales Eustigmatales Synurales Chrysophyceae Dictyochophyceae Pelagophyceae Bolidomonas Diatomea Hyphochytriales Peronosporomycetes MAST 1 MAST 2 Blastocystis Opalinata MAST 12 Bicosoecida MAST 3 Placidida MAST 4 / 7 / 11 MAST 8 / 10 Labyrinthulomycetes Apicomplexa Chromerida Ciliophora Oxyrrhis Dinoflagellata Syndiniales Perkinsidae Colpodellida Chlorarachniophyta Fonticula Imbricatea Glissomonadida Cercomonadida Pansomonadida Thecofilosea Granofilosea Metromonadea Tremula Gromia Filoreta Ascetosporea Vampyrellida Phytomyxea Foraminifera Apusomonadida Aphelida Fungi Rozella Nuclearia Ichthyosporea Filasterea Choanomonada Metazoa Breviatea Myxogastria Schizoplasmodiida Gracilipodida Fractovitelliida Protosteliida Cavosteliida Protosporangiida Dictyostelia Multicilia Archamoebae Tubulinea Discosea Malawimonas Ancyromonadida Opisthokonta Amoebozoa Excavata Archaeplastida Rhizaria Alveolata Stramenopila Incertae sedis
  • 3. Diversity and abundance Pedrós-Alió 2006 Trends in Microbiology Described sp.1 GenBank (97%)1 Cultures2 GOLD2 GOS3 Marine4 Freshwater5 Choanoflagellates 0.5 1.1 0.6 1.2 0.8 1.3 3.7 Ichthyosporeans 0.1 0.7 0.06 0.8 - - - 1 Pawlowski et al. 2012 PLoS Biology 2 del Campo et al. in prep. 3 Not el al. 2009 PLoS ONE 4 del Campo and Massana 2011 Protist
  • 4. ACANTHOECIDA CRASPEDIDA MARINE OPISTHOKONTA METAZOA FUNGI ACANTHOECA STEPHANOECA DIAPHANOECA MACHO 1 ACANTHOCORBIS MONOSIGA LAGENOECA FRESCHO 1 URCEOLATA SALPINGOECA NAPIFORMIS FRESCHO 2 PYXIDIUM FRESCHO 3 CLADE L MAOP 2 MAOP 1 CORALLOCHYTRIUM ECCRINALES ICHTHYOPHONUS AMOEBIDIUM FRESHIP 1 ABEOFORMA MAIP 1 ANUROFECA PSEUDOPERKINSUS DERMOCYSTIDIUM CAPSASPORA MINISTERIA SIMPLEX THERMOPHILA FONTICULA FRESHOP FILASTEREA FILASTEREA CHOANOFLAGELLATEA ICHTHYOSPOREA ICHTHYOPHONIDA DERMOCYSTIDA 0.09 PUTATIVE CHOANOFLAGELLATES * * * * * * PSOROSPERMIUM NUCLEARIIDA FONTICULIDA FRESHWATER OPISTHOKONTA DISCICRISTOIDEA * * * * * * * * * * OUTGROUP 18S meta-analysis Complete sequences ML analysis - 199 Opisthokonts seqs. - 227 seqs tree. - 1436 informative positions. - Environmental and Culture seqs. Marine Freshwater Symbiont Only environmental seqs. 0 20 40 60 80 seqs del Campo and Ruiz-Trillo 2013 MBE
  • 5. BioMarKs Total number of reads 1076828 DNA: 496992 cDNA: 579836 Blanes Oslo Naples Varna Roscoff Xixón BioMarKs DataBase OTUs clustered at 97% Total Opisthokonts reads 10167 / 0.96 DNA: 3284 / 0.66 cDNA: 6883 / 1.19 Pico (0.8 – 3 μm) Nano (3 – 20 μm) Micro (20 – 200 μm) Total (Sediment) Surface (Oxic) DCM (Oxic) Sediments (Oxic) Anoxic (Varna) KeyDNATools at PR2 Opisthokonts ref DB ML phylogenies 20 16 12 5 4 3 2 1 Blanes Xixon Naples Oslo Roscoff Varna Varna Anox 0 Percentage of reads HTS V4 18S DNA and cDNA 454 pyrosequencing European Coast
  • 6. ACANTHOECIDA CRASPEDIDA MARINE OPISTHOKONTA METAZOA FUNGI ACANTHOECA STEPHANOECA DIAPHANOECA MACHO 1 ACANTHOCORBIS MONOSIGA LAGENOECA FRESCHO 1 URCEOLATA SALPINGOECA NAPIFORMIS FRESCHO 2 PYXIDIUM FRESCHO 3 CLADE L MAOP 2 MAOP 1 CORALLOCHYTRIUM ECCRINALES ICHTHYOPHONUS AMOEBIDIUM FRESHIP 1 ABEOFORMA MAIP 1 ANUROFECA PSEUDOPERKINSUS DERMOCYSTIDIUM CAPSASPORA MINISTERIA SIMPLEX THERMOPHILA FONTICULA FRESHOP FILASTEREA FILASTEREA CHOANOFLAGELLATEA ICHTHYOSPOREA ICHTHYOPHONIDA DERMOCYSTIDA 0.09 PUTATIVE CHOANOFLAGELLATES * * * * * * PSOROSPERMIUM NUCLEARIIDA FONTICULIDA FRESHWATER OPISTHOKONTA DISCICRISTOIDEA * * * * * * * * * * OUTGROUP Diversity 0 500 1000 1500 2000 2500 3000 3500 Sanger 453 seqs. DNA V4 3284 reads cDNA V4 6883 reads reads Acanthoecida Craspedida Putative choanos MAOP Filasterea Ichthyosporea Discicristoidea
  • 7. Distribution % of total reads 100 80 60 40 20 0 100 80 60 40 20 0 Acanthoecida Craspedida Putative choanoflagellates MAOP Filasterea Ichthyosporea Discicristoidea 0.6 1.1 0.6 1.3 0.2 0.1 1.3 2.7 Pico DNA Pico cDNA Nano DNA Nano cDNA Micro DNA Micro cDNA Sed DNA Sed cDNA 0.4 0.8 0.7 1.1 1.0 0.9 3.3 1.4 Surface DNA Surface cDNA DCM DNA DCM cDNA Sed Ox DNA Sed OX cDNA Anox DNA Anox cDNA Percentage of reads Percentage of reads % of total reads
  • 8. Abundance and Diversity 1600 1400 1200 1000 800 600 400 200 0 499 1523 Only 16.6% of the reads are more than 97% similar to any 18S DNA sequence from GenBank. 0.4 % -> 23 % 2.0 % -> 55 % 5.0 %- > 75% Number of reads OTUs Number of reads None of the 10 most abundant OTUs are more than 95% similar to any culture 18S DNA sequence from GenBank.
  • 9. Some ideas to bring back home The presence of Unicellular Opisthokonts in BioMarKs samples is significant. They are not the most abundant organisms but are quite important in some particular fractions and templates such as the DCM nanoplankton cDNA or the Anoxic samples. Developing meta-analysis of environmental surveys for the different protist groups is necessary and useful. The reference trees and reference sequence databases that you generate in this kind of analysis are going to be the backbone for the future high-throughput sequencing (HTS) studies. HTS analysis allows us (in terms of diversity) to improve our resolution and to go deeper into the rare biosphere because of the huge amount of data generated. Also using HTS we can process faster our samples allowing us to analyse a higher variety of environments so we can have access to new sources of diversity. From an ecological point of view HTS helps us to identify the most abundant organisms in the community, those who probably are responsible for most of the processes. Then we can target them as candidates for isolation and culturing and eventually for genomic or transcriptomics studies. javier.delcampo@botany.ubc.ca fonamental@gmail.com @fonamental
  • 10. Acknowledgements Xavier Grau, Helena Parra, David López and Meritxell Antó Our collaborators: Ramon Massana and Diego Mallo. Thanks for you attention!