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The others: our biased perspective of
eukaryotic genomes
Javier del Campo1,2
, Michael E. Sieracki3
, Robert Molestina4
, Patrick Keeling2
,
Ramon Massana5
, and In˜ aki Ruiz-Trillo1,6,7
1
Institut de Biologia Evolutiva, CSIC-Universitat Pompeu Fabra, Barcelona, Catalonia, Spain
2
University of British Columbia, Vancouver, BC, Canada
3
Bigelow Laboratory for Ocean Sciences, East Boothbay, ME, USA
4
American Type Culture Collection, Manassas, VA, USA
5
Institut de Cie`ncies del Mar, CSIC, Barcelona, Catalonia, Spain
6
Departament de Gene`tica, Universitat de Barcelona, Barcelona, Catalonia, Spain
7
Institucio´ Catalana de Recerca i Estudis Avanc¸ats (ICREA), Barcelona, Catalonia, Spain
Understanding the origin and evolution of the eukaryotic
cell and the full diversity of eukaryotes is relevant to
many biological disciplines. However, our current under-
standing of eukaryotic genomes is extremely biased,
leading to a skewed view of eukaryotic biology. We
argue that a phylogeny-driven initiative to cover the full
eukaryotic diversity is needed to overcome this bias. We
encourage the community: (i) to sequence a representa-
tive of the neglected groups available at public culture
collections, (ii) to increase our culturing efforts, and (iii)
to embrace single cell genomics to access organisms
refractory to propagation in culture. We hope that the
community will welcome this proposal, explore the
approaches suggested, and join efforts to sequence
the full diversity of eukaryotes.
The need for a phylogeny-driven eukaryotic genome
project
Eukaryotes are the most complex of the three domains of
life. The origin of eukaryotic cells and their complexity
remains one of the longest-debated questions in biology,
famously referred to by Roger Stanier as the ‘greatest
single evolutionary discontinuity’ in life [1]. Thus, under-
standing how this complex cell originated and how it
evolved into the diversity of forms we see today is relevant
to all biological disciplines including cell biology, evolu-
tionary biology, ecology, genetics, and biomedical research.
Progress in this area relies heavily on both genome data
from extant organisms and on an understanding of their
phylogenetic relationships.
Genome sequencing is a powerful tool that helps us to
understand the complexity of eukaryotes and their evolu-
tionary history. However, there is a significant bias in
eukaryotic genomics that impoverishes our understanding
of the diversity of eukaryotes, and leads to skewed views of
what eukaryotes even are, as well as their role in the
environment. This bias is simple and widely recognized:
most genomics focuses on multicellular eukaryotes and
their parasites. The problem is not exclusive to eukaryotes.
The launching of the so-called ‘Genomic Encyclopedia of
Bacteria and Archaea’ [2] has begun to reverse a similar
bias within prokaryotes, but there is currently no equiva-
lent for eukaryotes. Targeted efforts have recently been
initiated to increase the breadth of our genomic knowledge
for several specific eukaryotic groups, but again these tend
to focus on animals [3], plants [4], fungi [5], their parasites
[6], or opisthokont relatives of animals and fungi [7].
Unfortunately, a phylogeny-driven initiative to sequence
eukaryotic genomes specifically to cover the breadth of
their diversity is lacking. The tools already exist to over-
come these biases and fill in the eukaryotic tree, and we
Opinion
Glossary
18S rDNA: genes encoding the RNA of the small ribosomal subunit are found
in all eukaryotes in many copies per genome. They are also highly expressed
and its nucleotide structure combine well-conserved and variable regions.
Because of these characteristics 18S rDNA has been used as a marker to
identify and barcode eukaryotes at the species or genus level (with some
exceptions). It is also the most widely used eukaryotic phylogenetic marker.
Culturing bias: cultured microbial strains do not necessarily represent, and
usually are not, the dominant members of the environment from which they
were isolated. This bias affects bacteria, viruses, and protists. The culturing
bias can be the result of a lack of continuous culturing efforts, or inadequate
isolation and/or culturing strategies – or because, for whatever reason, some
species in the environment may be refractory to isolation and culturing.
Genomes OnLine Database (GOLD): an online resource for comprehensive
access to information regarding genome and metagenome sequencing
projects, and their associated metadata (http://www.genomesonline.org/).
Operational taxonomic unit (OTU): an operational definition of a species or
group of species. In microbial ecology, and in particular protist ecology, this
operational definition is generally based in a percentage similarity threshold of
the 18S rDNA (e.g., OTU97 refers to a cluster of sequences with >97% similarity
that are inferred to represent a single taxonomic unit).
Single amplified genomes (SAGs): the products of single cell whole-genome
amplification that can be further analyzed in similar ways to DNA extracts from
pure cultures.
Single cell genomics (SCG): a method to amplify and sequence the genome of a
single cell. The method consists of an integrated pipeline that starts with the
collection and preservation of environmental samples, followed by physical
separation, lysis, and whole-genome amplification from individual cells. This is
followed by sequencing of the resulting material. SCG is a powerful complement
to culture-based and environmental microbiology approaches [23].
0169-5347/
ß 2014 Elsevier Ltd. All rights reserved. http://dx.doi.org/10.1016/j.tree.2014.03.006
Corresponding authors: del Campo, J. (javier.delcampo@botany.ubc.ca); Ruiz-Trillo,
I. (inaki.ruiz@multicellgenome.org).
Keywords: eukaryotic genomics; phylogeny; ecology; eukaryotic tree of life; culture
collections; culturing bias; single cell genomics.
252 Trends in Ecology & Evolution, May 2014, Vol. 29, No. 5
therefore hope that researchers will be inspired to explore
these tools and embrace the prospect of working towards a
community-driven initiative to sequence the full diversity
of eukaryotes.
The multicellular effect
Itisnotsurprising thatthe firstand mainbiasinthe study of
eukaryotes arises from our anthropocentric view of life.
More than96% ofthe describedeukaryotic species areeither
Metazoa (animals), Fungi, or Embryophyta (land plants) [8]
(Figure 1A) – which we call the ‘big three’ of multicellular
organisms (even though the Fungi also include unicellular
members such as the yeasts). However, these lineages only
represent 62% of the 18S rDNA (see Glossary) Genbank
sequences (Figure 1B), which is of course a biased sample, or
23% of all operational taxonomic units (OTUs) in environ-
mental surveys (Figure 1C). This bias is not new; research
hashistorically focusedonthesethree paradigmaticeukary-
otic kingdoms, which are indeed important, but are also
simply more conspicuous and familiar to us. In genomics
this bias is amplified considerably: 85% of the completed or
projected genome projects {as shown by the Genomes On-
Line Database (GOLD) [9]} belong to the ‘big three’
(Figure 1D). Moreover, even within these groups there
are biases. For example, many diverse invertebrate groups
suffer from a lack of genomic data as keenly as do microbial
groups. This makes for a pitiful future if we aim to under-
stand and appreciate the complete eukaryotic tree of life. If
we do not change this trend we risk neglecting the majority
of eukaryotic diversity in future genomic or metagenomic-
based ecological and evolutionary studies. This would pro-
vide us with a far from realistic picture.
The ‘multicellular bias’ is the most serious, but is not
alone. The eukaryotic groups with most species deposited
in culture collections and/or genome projects are also
biased towards either those containing mainly photo-
trophic species or those that are parasitic and/or economi-
cally important (Figure 2). For example, both
Archaeplastida and Stramenopila have more cultured spe-
cies than other eukaryotes as a result of a long phycological
tradition and the well-provided phycological culture collec-
tions [10], and also because they are easier to maintain in
culture than heterotrophs. In both cases this translates to a
comparatively large number of genome projects: several
genomic studies target photosynthetic stramenopiles
[11,12] and, owing to their economic relevance in the
agriculture, the peronosporomycetes [13]. In addition,
the apicomplexans within the Alveolata are also relatively
well studied at the genomic level because they contain
important human and animal parasites [14] such as Plas-
modium and Toxoplasma. If we look instead at the number
of sequenced strains rather than species, these biases are
increased further (Figure 3). As a result, a significant
proportion of the retrieved cultures and genomes corre-
spond to different strains of the same dominant species.
Therefore, we have a pool of species that have been redun-
dantly cultured and sequenced.
The missing branches of the eukaryotic tree of life
Although we lack an incontrovertible, detailed phylogenet-
ic tree of the eukaryotes, a consensus tree is emerging
Other proƟsts
Haptophyta
Chryptophyceae
Stramenopila
Rhizaria
Opisthokonta
Excavata
ArchaeplasƟda
Amoebozoa
Alveolata
(B) (C) (D) (E)
0
20
40
60
80
100
(A)
Total18S
Cultures
Genom
es
Described
Env18S
TRENDS in Ecology & Evolution
Figure 2. Relative representation of eukaryotic supergroup diversity in different
databases. (excluding metazoans, fungi, and land plants). (A) Percentage of
described species per eukaryotic supergroup according to the CBOL ProWG. (B)
Percentage of 18S rDNA OTU97 per eukaryotic supergroups in GenBank. (C)
Percentage of environmental 18S rDNA OTU97 per eukaryotic supergroups. (D)
Percentage of species with a cultured strain in any of the analyzed culture collections.
Culture data are from five large protist culture collections (n = 3084) (the American
Type Culture Collection, Culture Collection of Algae and Protozoa [24], the Roscoff
Culture Collection [25], the National Center for Marine Algae and Microbiota [26] and
the Culture Collection of Algae at Go¨ ttingen University [27]). (E) Relative numbers of
species with a genome project completed or in progress according to GOLD, per
eukaryotic group. Data from panels A–C are from [8]. Data from panels D and E are
publicly available and the taxonomic analysis can be found in the supplementary
data online. Abbreviations: CBOL ProWG, Consortium for the Barcode of Life Protist
Working Group; Env 18S, environmental 18S rDNA sequences; GOLD, Genomes
OnLine Database; OTU97, operational taxonomic unit (>97% sequence identity).
TRENDS in Ecology & Evolution
Metazoa Fungi Embryophyta ProƟsts
GenomesDescribed
species
Total
18S rDNA
Environmental
18S rDNA
(A)
(B)
(C)
(D)
Figure 1. Relative representation of metazoans, fungi, and land plants versus all
the other eukaryotes in different databases. (A) Relative numbers of described
species according to the CBOL ProWG (n = 2 001 573). (B) Relative numbers of 18S
rDNA OTU97 in GenBank (n = 22 475). (C) Relative number of environmental 18S
rDNA OTU97 in GenBank (n = 1165). (D) Relative number of species with a genome
project completed or in progress according to GOLD, per eukaryotic group
(n = 1758). Data in panels A–C are from [8]. Abbreviations: CBOL ProWG,
Consortium for the Barcode of Life Protist Working Group; GOLD, Genomes
OnLine Database; OTU97, operational taxonomic unit (>97% sequence identity).
Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5
253
thanks to molecular phylogenies [15]. The five monophy-
letic supergroups of eukaryotes are summarized in Box 1.
The distribution of cultured and sequenced species over the
tree provides a broad overview of our current knowledge of
eukaryotic diversity (Figure 4). However, a quarter of the
represented lineages lack even a single culture in any of
the analyzed culture collections and, notably, 51% of them
lack a genome. The most important gaps are within the
105
1580
0
20
40
60
80
100
120
0
0
50
100
150
200
250
300
20
40
60
80
100
120
140
0
0
129
258
290
3083
Colorless Pigmented Both
*
*
*
*
*
*
*
*
*
*
*
*
* * *
*
*ParasiƟc organisms
Incertaesedisdictyochophyceae
Incertaesedisdictyochophyceae
Incertaesedisopisthokonta
Incertaesediseukaryota
*
*
(A) The 25 species with the most strains in culture collecƟons
(B) The 25 species with the most ongoing genome projects
(C) The 25 most abundant SAGs OTU97
TRENDS in Ecology & Evolution
Figure 3. Eukaryotic diversity distribution among the analyzed databases. (A) The 25 speciesa
with the most strains represented in the analyzed culture collections. (B) The
25 speciesa
with the most ongoing genome projects. (C) The 25 most abundant SAGs OTU97 in the analyzed dataset. Abbreviations: MAST, marine stramenopile; OTU97,
operational taxonomic unit (>97% sequence identity); SAG, single amplified genome.
a
Some strains are not described at the species level and have been grouped by genus. Therefore they may represent more than a single species.
Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5
254
Rhizaria, the Amoebozoa, and the Stramenopila, where
many lineages are still underrepresented. However, many
other lineages that lack any representative genome se-
quence are also found in the relatively well-described
Opisthokonta and Excavata groups. This map is likely to
be incomplete because several genome projects may not be
reflected in the GOLD database, and because many cul-
tures are not deposited in culture collections, but the
overall trends probably afford an accurate representation
of the biases we currently face.
Filling the gaps: how to
Although there may not be bad choices when selecting
organisms for genome sequencing, there are certainly
better choices if we aim to understand eukaryotic diversity.
We argue that at least some of the effort should be specifi-
cally directed towards filling the gaps in the eukaryotic
tree of life, focusing on those lineages that occupy key
phylogenetic positions. How can that be done? One option
is to sequence more cultured organisms. In fact, 95% of
protist species in culture are not yet targeted for a genome
project (Figure S1 in the supplementary data online).
Thus, by obtaining the genome of some available cultured
lineages that have not yet been sequenced, we could easily
fill some of the important gaps of the tree, including some
heterotrophic Stramenopila, Amoebozoa, and Rhizaria.
However, selecting species that are available in culture
is itself strongly biasing, and most lineages remain without
any cultured representative [16]. Publicly accessible
protist collections [such as the American Type Culture
Collection (ATCC) and the Culture Collection of Algae
and Protozoa (CCAP); summarized in Box 2] are consid-
erably smaller than their bacterial or fungal counter-
parts. Among the reasons is the lack of a required,
systematic deposit of newly described taxa, in contrast
to the situation for bacteria [17]. Notably, and unfortu-
nately, half of the species with genome projects completed
or in progress are not deposited in any of the five analyzed
publicly accessible culture collections. To avoid more ‘lost
cultures’ in the future the community should establish
and adopt standard procedures similar to those used in
bacteriology to release cultures to protist collections. The
whole community will benefit from this in the short and
long term. In addition, there is an inherent technical bias
in culturing, as well as a bias in culturing efforts. For
example, phototrophic representatives of Stramenopila
and Alveolata tend to have more cultures available than
their heterotrophic counterparts (Figure 4). Indeed,
70.6% of the most common protist strains present in
culture collections are phototrophic organisms
(Figure 3). Therefore there is a need both to increase
the culturing effort for a wider variety of environments
and to develop novel and alternative culture techniques to
retrieve refractory organisms [18], both of which take
time, energy, and funding. Importantly, culture collec-
tions will need to be supported so that they can take on the
challenge of maintaining more cultures and open their
scope to include more difficult organisms that tend to be
Box 1. The five eukaryotic supergroups
Thanks to molecular phylogenetics, to ultrastructural analyses, and to
the efforts of many researchers, we have in recent years advanced
significantly our understanding of the tree of eukaryotes. According to
the most recent consensus taxonomy [28], the eukaryotes can be
divided into five monophyletic supergroups. We here introduce these
supergroups, detailing some specific features of each.
Amoebozoa: this group consists of amoeboid organisms, most of
them possessing a relatively simple life cycle and limited morpholo-
gical features, as well as a few flagellated organisms [30]. They are
common free-living protists inhabiting marine, freshwater, and
terrestrial environments. Some well-known amoebozoans include
the causative agent of amoebiasis (Entamoeba histolytica) and
Dictyostelium sp., a model organism used in the study of the origin
of multicellularity.
Archaeplastida: also known as ‘the green lineage’ or Viridiplantae,
this group comprises the green algae and the land plants. The
Archaeplastida is one of the major groups of oxygenic photosynthetic
eukaryotes [31]. Green algae are diverse and ubiquitous in aquatic
habitats. The land plants are probably the most dominant primary
producers on terrestrial ecosystems. Both green algae and land plants
have historically played a central role in the global ecosystem.
Excavata: the group Excavata was proposed based of shared
morphological characters [32], and was later confirmed through
phylogenomic analyses [33]. Most members of this group are
heterotrophic organisms, among them some well-known human
parasites such as Trichomonas vaginalis (the agent of trichomoniasis)
and Giardia lamblia (the agent of giardiasis), as well as animal
parasites such as Leishmania sp. (the agent of leishmaniasis) as well
as Trypanosoma brucei, and Trypanosoma cruzi (the agents of
sleeping sickness and Chagas disease respectively).
Opisthokonta: the opisthokonts include two of the best-studied
kingdoms of life: the Metazoa (animals) and the Fungi. Recent
phylogenetic and phylogenomic analyses have shown that the
Opisthokonta also include several unicellular lineages [34]. These
include the Choanoflagellata (the closest unicellular relatives of the
animals) and the Ichthyospora (that include several fish parasites that
impact negatively on aquaculture).
SAR (Stramenopila - Alveolata, and Rhizaria): three groups that
have been historically studied separately. Phylogenetic analyses,
however, have shown that those three groups share a common
ancestor, forming a supergroup known as SAR [36]. This eukaryotic
assemblage comprises the highest diversity within the protists.
Stramenopila: also known as heterokonts, the stramenopiles
include a wide range of ubiquitous phototrophic and heterotrophic
organisms [37]. Most are unicellular flagellates but there are also
some multicellular organisms, such as the giant kelps. Other relevant
members of the Stramenopila are the diatoms (algae contained within
a silica cell wall), the chrysophytes (abundant in freshwater environ-
ments), the MAST (marine stramenopile) groups (the most abundant
microbial predators of the ocean), and plant parasites such as the
Peronosporomycetes.
Alveolata: a widespread group of unicellular eukaryotes that have
adopted diverse life strategies such as predation, photoautotrophy,
and intracellular parasitism [29]. They include some environmen-
tally relevant groups such as the Syndiniales, the Dinoflagellata,
and the ciliates (Ciliophora), as well as the Apicomplexa group that
contains notorious parasites such as Plasmodium sp. (the agent of
malaria), Toxoplasma sp. (the agent of toxoplasmosis), and
Cryptosporidium sp.
Rhizaria: this is a diverse group of mostly heterotrophic unicellular
eukaryotes including both amoeboid and flagellate forms [35]. Two
iconic protist groups, Haeckel’s Radiolaria and the Foraminifera, are
members of the Rhizaria. Foraminifera have been very useful in
paleoclimatology and paleoceanography due to their external shell
that can be detected in the fossil record.
Incertae sedis: Latin for ‘of uncertain placement’, a term used to
indicate those organisms or lineages with unclear taxonomical
position.
Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5
255
excluded from existing collections, in particular hetero-
trophs.
A complementary option to increase the breadth of
eukaryotic genomics is to use single cell genomics (SCG)
[19]. Although the technology is still developing, this is
probably the best way we have today to retrieve genomic
information from abundant microbial eukaryotes that are
ecologically relevant but are refractory to being cultured.
For example, the single amplified genomes (SAGs) from
different global oceanic sites obtained during the Tara
Oceans cruise (M.E.S., unpublished data) fill reasonably
well the culture and genomic gaps that some of the most
abundant groups in the oceans suffer from (Figure 4). In
particular, a significant fraction of the SAGs correspond to
uncultured organisms such as the marine stramenopiles
MAST-4 and MAST-7 [20], chrysophyte groups H and G
[21], and the Syndiniales [22]. Importantly, sequence tag-
ging shows that only 10% of the SAGs are present in any
Tsukubamonas
Jakobida
Euglenozoa
Heterolobosea
Fornicata
Parabasalia
Palpitomonas
Picozoa
Cryptophyceae
Glaucophyta
Embryophyta
Charophyta
Palmophyllales
Prasinophytae
Nephroselmis
MamiellophyceaePedinophyceae
Ulvophyceae
Chlorophyceae
Trebouxiophyceae
Chlorodendrophyceae
Rhodophyceae
Centrohelida
Telonema
Haptophyta
Chrysophyceae
Synurales
EusƟgmatales
Pinguiochrysidales
Phaeophycee
Schizocladia
Xanthophyceae
Phaeothamniophyceae
Raphidophyceae
AcƟnophryidae
Pelagophyceae
Dictyochophyceae
DiatomeaBolidomonas
MAST 2MAST 1
PeronosporomycetesHyphochytriales
Opalinata
BlastocysƟs
MAST 12
Bicosoecida
M
AST 3
Placidida
M
AST4/7/11
M
AST8
/10
Labyrinthulomycetes
Ciliophora
Perkinsidae
Syndiniales
Oxyrrhis
Dinoflagellata
Colpodellida
Chromerida
Apicomplexa
Chlorarachniophyta
Imbricatea
Glissomonadida
Cercomonadidae
Pansomonadida
ThecofiloseaGranofiloseaMetromonadeaTremula
Phytomyxea
Ascetosporea
Filoreta
Gromia
Vampyrellida
Foram
inifera
Acantharia
PolycisƟnea
Cultures
Key:
Genomes
SAGs
Colorless
Pigmented
Both
Opisthokonta
Amoebozoa
Excavata
ArchaeplasƟda
Rhizaria
Alveolata
Stramenopila
Incertae sedis
Collodictyonidae
Breviatea
Myxogastria
Schizoplasmodiida
GracilipodidaFractovitelliidaProtosteliidaCavosteliidaProtosporangiida
Dictyostelia
MulƟciliaTubulinea
Discosea
Archamoebae
ApusomonadidaAncyromonadida
Aphelida
Nuclearia
CorallochytriumFilasterea
ChoanomonadaMetazoa
Ichthyosporea
Fungi
Rozella
FonƟcula
Mantamonas
M
alawim
onas
Preaxostyla
Rigifilida
TRENDS in Ecology & Evolution
Figure 4. The tree of eukaryotes, showing the distribution of current effort on culturing, genomics, and environmental single amplified genome (SAG) genomics for the
main protistan lineages. Eukaryotic schematic tree representing major lineages. Colored branches represent the seven main eukaryotic supergroups, whereas grey
branches are phylogenetically contentious taxa. The sizes of the dots indicate the proportion of species/OTU97 in each database. Culture data are from the analyzed publicly
available protist culture collections (n = 3084). Genome data were extracted from the Genomes OnLine Database (GOLD) (n = 258) [9]. SAGs of OTU97 correspond to those
retrieved during the Tara Oceans cruise (n = 158) (M.E.S., unpublished data). Taxonomic annotation of all datasets is based on [28]. The ‘big three’ (in bold) have been
excluded from this analysis. Abbreviation: OTU97, operational taxonomic unit (>97% sequence identity).
Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5
256
culture collection, and only 2.5% have an ongoing genome
project (based on cultured taxa). It is worth mentioning
that the SAGs so far available represent only marine
microeukaryotes. Thus, although the analyzed SAGs cer-
tainly overcome part of the bias, they do not cover the full
diversity of eukaryotes.
Given the potential of SAGs to improve further our
understanding of eukaryotic diversity, an important ques-
tion to ask is whether high-quality genome data can be
acquired from SAGs [19]. Currently, there seems to be a
diversity of outcomes when using SAGs owing to the bias
introduced by the whole-genome amplification procedure.
The completeness range of the retrieved genome varies from
less than 10% to a complete genome, and depends on the
intrinsic properties of the cell studied as well as on the
amplification method [23]. Culture certainly provides a
more reliable way to obtain a genome of high quality at
present, and a species in culture also provides researchers
with a direct window to the biology of the organism and post-
genomic research. Auto-ecological experiments, ultrastruc-
ture analyses, and even functional experiments can all be
performed in culture, thereby providing a deeper context for
thegenomeandtheorganism.However,inlightofthelackof
data we currently face, and the unlikelihood that a signifi-
cant increase in resources for cultivation will soon appear,
we argue strongly that genomic sequencing of SAGs is an
important complement to culture-based research in further-
ing our understanding of eukaryotic diversity.
Make the tree thrive: a call to action
Genome sequences have cast invaluable light on the clas-
sification of organisms, notably in many cases where par-
ticular species were misclassified (Box 3). However, the
available genome sequences of eukaryotes do not inform us
only about the biology of the particular organism. They also
make significant contributions to our understanding of
eukaryotic biology in general, and to large-scale evolution-
ary and ecological processes. Nevertheless, for this poten-
tial to be completely fulfilled we must sample broadly, and
there are currently important gaps in the diversity of
eukaryotic genome sequences that undermine our efforts
to capitalize on this potential. Understanding the whole of
eukaryotic diversity will doubtless contribute to our un-
derstanding of specific biological questions, including some
of our more pernicious problems in medicine, agriculture,
evolution, and ecology.
We propose that filling in the eukaryotic tree at the
genomic level based on phylogenetic diversity should be a
priority for the community. We also argue that this can be
achieved by a combination of three complementary
approaches. First, at least one genome from underrepre-
sented lineages from which cultures are available should
be sequenced. This is a straightforward problem, requiring
phycologists, protistologists, culture collection curators,
and genomic sequencing centers to coordinate efforts
and expertise to choose the best target taxa and sequencing
strategies. Second, efforts to culture diverse organisms
should be supported, by sampling additional areas of the
planet, developing novel techniques to include more recal-
citrant species (especially heterotrophs), and by rewarding
this difficult but essential task, especially in younger
researchers before they conclude en masse that such crucial
work is a professional dead-end. Such efforts are time-
consuming and have a built-in failure rate that makes
them risky, and therefore policy changes will be helpful
in order that funding agencies, universities, and research
centers recognize the value of such work independently of
the publication outcome. Finally, microbial ecologists and
genomic centers should embrace the use of SCG and con-
tinue to improve the technology, which we believe will be
Box 2. Protist culture collections
Culture collections are cornerstones for the development of all
microbiological disciplines. Cultures are key to the establishment of
model organisms and, therefore, to a better understanding of their
biology. Below we describe some of the major protistan collections.
ATCC (American Type Culture Collection; Manassas, Virginia,
USA): a private, non-profit biological resource center established in
1925 with the aim of creating a central collection to supply
microorganisms to scientists all over the world (http://www.atcc.org).
ATCC collections include a great variety of biological materials such
as cell lines, molecular genomics tools, microorganisms, and
bioproducts. The microorganism collection includes more than 18
000 strains of bacteria, 3000 different types of viruses, over 49 000
yeast and fungal strains, and 2000 strains of protists.
CCAP (Culture Collection of Algae and Protozoa; Oban, Scotland,
UK): a culture collection funded by the UK Natural Environmental
Research Centre (NERC) that contains algae and protozoa from both
freshwater and marine environments. The foundations of CCAP
(http://www.ccap.ac.uk) were laid by Prof. Ernst Georg Pringsheim
and his collaborators and the cultures they established at the
Botanical Institute of the German University of Prague in the 1920s.
Pringsheim moved to England where the collection was expanded
and taken over by Cambridge University in 1947. In 1970 these
cultures formed the basis of the Culture Centre of Algae and Protozoa
that later became the modern CCAP.
NCMA (Provasoli-Guillard National Center for Marine Algae and
Microbiota, East Boothbay, Maine, USA): this integrated collection of
marine algae, protozoa, bacteria, archaea, and viruses was named a
National Center and Facility by the US Congress in 1992. The NCMA
(http://ncma.bigelow.org) originated from private culture collections
established by Dr Luigi Provasoli at Yale University and Dr Robert R.L.
Guillard at Woods Hole Oceanographic Institution. When it was born
in the 1980s it was known as the Culture Collection of Marine
Phytoplankton (CCMP) and provided to the community algal cultures
of scientific interest or for aquaculture.
RCC (Roscoff Culture Collection; Roscoff, France): this collection
(http://www.roscoff-culture-collection.org) is located at the Station
Biologique de Roscoff and is closely linked to the Oceanic Plankton
group of this institution. They maintain more than 3000 strains of
marine phytoplankton, especially picoplankton and picoeukaryotes
from various oceanic regions. Most of the strains are available for
distribution whereas others are in the process of being described.
SAG (Sammlung von Algenkulturen: Culture Collection of Algae at
Go¨ ttingen University, Go¨ ttingen, Germany): the SAG is a non-profit
organization maintained by the University of Go¨ ttingen (http://
www.epsag.uni-goettingen.de). The collection primarily contains
microscopic algae and cyanobacteria from freshwater or terrestrial
habitats, but there are also some marine algae. With more than 2400
strains, the SAG is among the three largest culture collections of
algae in the world. Prof. Pringsheim is also the founder of the SAG: it
was initiated in 1953 when he returned to Go¨ ttingen after his time as a
refugee scientist in England. From then on the Pringsheim algal
collection has been growing and evolving into the service collection
we know nowadays.
Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5
257
the key to filling in missing parts of the tree in the short
term. To coordinate all these efforts, funding agencies
should also support the development of community
resources such as publicly accessible culture collections
and the maintenance of key taxa that are difficult to keep.
We believe strongly that the time is ripe to reverse the
genome sequencing bias in the tree of eukaryotes. We now
have in our hands all the elements needed to change this
skewed view and further our understanding of eukaryotic
biology and evolution. All that needs to change is the will
and a joint coordinated initiative. Thus, we hope that the
eukaryotic community will welcome this proposal to build a
representative and diverse ‘Genomic Encyclopedia of
Eukaryotes’ and collaborate to make this happen.
Appendix A. Supplementary data
Supplementary data associated with this article can be found, in the online
version, at http://dx.doi.org/10.1016/j.tree.2014.03.006.
References
1 Stanier, R.Y. et al. (1957) The Microbial World, Prentice-Hall
2 Wu, D. et al. (2009) A phylogeny-driven genomic encyclopaedia of
Bacteria and Archaea. Nature 462, 1056–1060
3 Pennisi, E. (2009) No genome left behind. Science 326, 794–795
4 Bennetzen, J. and Kellogg, E. (1998) A plant genome initiative. Plant
Cell 10, 488–494
5 Galagan, J.E. et al. (2005) Genomics of the fungal kingdom: insights
into eukaryotic biology. Genome Res. 15, 1620–1631
6 Degrave, W.M. et al. (2001) Parasite genome initiatives. Int. J.
Parasitol. 31, 532–536
7 Ruiz-Trillo, I. et al. (2008) A phylogenomic investigation into the origin
of metazoa. Mol. Biol. Evol. 25, 664–672
8 Pawlowski, J. et al. (2012) CBOL Protist Working Group, barcoding
eukaryotic richness beyond the Animal, Plant, and Fungal Kingdoms.
PLoS Biol. 10, e1001419
9 Pagani, I. et al. (2012) The Genomes OnLine Database (GOLD) v.4,
status of genomic and metagenomic projects and their associated
metadata. Nucleic Acids Res. 40, D571–D579
10 Day, J.G. et al. (2004) Pringsheim’s living legacy: CCALA, CCAP, SAG
and UTEX culture collections of algae. Nova Hedwigia 79, 27–37
11 Bowler, C. et al. (2008) The Phaeodactylum genome reveals the
evolutionary history of diatom genomes. Nature 456, 239–244
12 Cock, J.M. et al. (2010) The Ectocarpus genome and the independent
evolution of multicellularity in brown algae. Nature 465, 617–621
13 Pais, M. et al. (2013) From pathogen genomes to host plant processes:
the power of plant parasitic oomycetes. Genome Biol. 14, 211
14 Van Dooren, G.G. and Striepen, B. (2013) The algal past and parasite
present of the apicoplast. Annu. Rev. Microbiol. 67, 271–289
15 He, D. et al. (2014) An alternative root for the eukaryote tree of life.
Curr. Biol. 24, 465–470
16 del Campo, J. et al. (2013) Culturing bias in marine heterotrophic
flagellates analyzed through seawater enrichment incubations.
Microb. Ecol. 66, 489–499
17 Lapage, S.P. et al. (1992) International Code of Nomenclature of
Bacteria, ASM Press (http://www.ncbi.nlm.nih.gov/books/NBK8817/)
18 del Campo, J. et al. (2013) Taming the smallest predators of the oceans.
ISME J. 7, 351–358
19 Yoon, H.S. et al. (2011) Single-cell genomics reveals organismal
interactions in uncultivated marine protists. Science 332, 714–717
20 Massana, R. et al. (2013) Exploring the uncultured microeukaryote
majority in the oceans: reevaluation of ribogroups within
stramenopiles. ISME J. 8, 854–866
21 del Campo, J. and Massana, R. (2011) Emerging diversity within
Chrysophytes, Choanoflagellates and Bicosoecids based on
molecular surveys. Protist 162, 435–448
22 Guillou, L. et al. (2008) Widespread occurrence and genetic diversity of
marine parasitoids belonging to Syndiniales (Alveolata). Environ.
Microbiol. 10, 3349–3365
23 Stepanauskas, R. (2012) Single cell genomics: an individual look at
microbes. Curr. Opin. Microbiol. 15, 613–620
24 Gachon, C.M.M. et al. (2007) The Culture Collection of Algae and
Protozoa (CCAP): a biological resource for protistan genomics. Gene
406, 51–57
25 Vaulot, D. et al. (2004) The Roscoff Culture Collection (RCC):
a collection dedicated to marine picoplankton. Nova Hedwigia 79,
49–70
26 Andersen, R. et al. (1997) Provasoli–Guillard National Center for
culture of marine phytoplankton 1997 list of strains. J. Phycol. 33
(s6), 1–75
27 Friedl, T. and Lorenz, M. (2012) The Culture Collection of Algae at
Go¨ttingen University (SAG): a biological resource for biotechnological
and biodiversity research. Procedia Environ. Sci. 15, 110–117
28 Adl, S.M. et al. (2012) The revised classification of eukaryotes. J.
Eukaryot. Microbiol. 59, 429–514
Box 3. The rectification of names and our understanding of eukaryotic biology
A better understanding on the eukaryotic diversity has a deep impact
in several biological disciplines such as medicine, agriculture,
evolution, and ecology. A large body of research backs up this
statement. Below we mention a few examples that illustrate the
power of having a better understanding of the diversity, biology, and
evolution of eukaryotes.
Medicine has greatly benefited from evolutionary studies in
eukaryotes. Studies on the genome and biology of close relatives of
parasites have provided unique insights into analogous molecular
mechanisms involved in the clinical effects of parasites. A proper
taxonomic assignment of pathogenic organisms has also been the
key to fighting them. A good example is Pneumocystis, an
opportunistic pathogen affecting immunocompromised patients,
predominantly HIV-infected. Pneumocystis was considered for years
to a protozoan of unclear taxonomic assignment. It was not until
molecular data allowed researchers to properly assign Pneumocystis
to the fungi, in 1988, that adequate treatments based on antifungal
agents could be used [38]. The opposite situation happened with the
fungus-like Phytophthora, the causative agent of the potato blight.
New molecular data showed that Phytophthora are peronosporomy-
cetes (stramenopiles) within the order Peronosporales, and not fungi
as previously thought, thus explaining the ineffective use of
fungicides [39]. Further knowledge of its genome provided insights
not only into its evolution but also into the potential reasons for its
speed to form resistant forms [40].
It is, however, in evolutionary studies where the impact of having a
broad taxon sampling of eukaryotes is more apparent. Indeed, and
looking back in time, it is clear that the absence of key taxa in
evolutionary analyses led to hypotheses that are now known to be in
error. The fact is that to elucidate which genomic or morphological
features have been conserved, which were ancestral to eukaryotes,
and which are novel, one needs to perform comparative analyses that
must include key taxa from each major eukaryotic lineage. For
example: instances of lineage-specific gene loss in Choanoflagellatea
and Fungi, and the absence of representative taxa from non-parasites
Excavata and Rhizaria, confounded attempts to reconstruct accurately
the gene content of the last unicellular ancestor of metazoans [41] and
the last eukaryotic common ancestor [42], respectively.
Ecology is also influenced by a better understanding of eukaryote
biology. The global ecological cycles are deeply influenced by several
groups of eukaryotes, most of them unicellular. We have a good
understanding of phototrophic eukaryotes that, together with the
Cyanobacteria, drive most of the carbon cycle and the oxygen
production on earth. Nevertheless, our understanding of hetero-
trophic protists remains insufficient. For example, both MASTs and
the Syndiniales are extremely abundant in the oceans [43]. Therefore,
they are surely influential in global processes. However, we cannot
understand their role if we lack information on their metabolic
pathways or biology, something we can only obtain from genomic
data.
Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5
258
29 Fast, N.M. et al. (2002) Re-examining alveolate evolution using
multiple protein molecular phylogenies. J. Eukaryot. Microbiol. 49,
30–37
30 Smirnov, A. et al. (2005) Molecular phylogeny and classification of the
lobose amoebae. Protist 156, 129–142
31 Leliaert, F. et al. (2012) Phylogeny and molecular evolution of the green
algae. CRC Crit. Rev. Plant Sci. 31, 1–46
32 Simpson, A.G.B. and Patterson, D.J. (1999) The ultrastructure of
Carpediemonas membranifera (Eukaryota) with reference to the
‘Excavate hypothesis’. Eur. J. Protistol. 35, 353–370
33 Hampl, V. et al. (2009) Phylogenomic analyses support the monophyly
of Excavata and resolve relationships among eukaryotic ‘supergroups’.
Proc. Natl. Acad. Sci. U.S.A. 106, 3859–3864
34 Torruella, G. et al. (2011) Phylogenetic relationships within the
Opisthokonta based on phylogenomic analyses of conserved single
copy protein domains. Mol. Biol. Evol. 29, 531–544
35 Burki, F. and Keeling, P.J. (2014) Rhizaria. Curr. Biol. 24, 103–107
36 Burki, F. et al. (2007) Phylogenomics reshuffles the eukaryotic
supergroups. PLoS ONE 2, 790
37 Riisberg, I. et al. (2009) Seven gene phylogeny of heterokonts. Protist
160, 191–204
38 Edman, J.C. et al. (1988) Ribosomal RNA sequence shows
Pneumocystis carinii to be a member of the fungi. Nature 334, 519–522
39 Thines, M. and Kamoun, S. (2010) Oomycete–plant coevolution: recent
advances and future prospects. Curr. Opin. Plant. Biol. 13, 427–433
40 Haas, B.J. et al. (2009) Genome sequence and analysis of the Irish
potato famine pathogen Phytophthora infestans. Nature 461, 393–398
41 Sebe´-Pedro´s, A. et al. (2010) Ancient origin of the integrin-mediated
adhesion and signaling machinery. Proc. Natl. Acad. Sci. U.S.A. 107,
10142–10147
42 Sebe´-Pedro´s, A. et al. (2014) Evolution and classification of myosins, a
paneukaryotic whole genome approach. Genome Biol. Evol. 6, 290–235
43 Not, F. et al. (2009) New insights into the diversity of marine
picoeukaryotes. PLoS ONE 4, 7
Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5
259

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the others our biased perspective

  • 1. The others: our biased perspective of eukaryotic genomes Javier del Campo1,2 , Michael E. Sieracki3 , Robert Molestina4 , Patrick Keeling2 , Ramon Massana5 , and In˜ aki Ruiz-Trillo1,6,7 1 Institut de Biologia Evolutiva, CSIC-Universitat Pompeu Fabra, Barcelona, Catalonia, Spain 2 University of British Columbia, Vancouver, BC, Canada 3 Bigelow Laboratory for Ocean Sciences, East Boothbay, ME, USA 4 American Type Culture Collection, Manassas, VA, USA 5 Institut de Cie`ncies del Mar, CSIC, Barcelona, Catalonia, Spain 6 Departament de Gene`tica, Universitat de Barcelona, Barcelona, Catalonia, Spain 7 Institucio´ Catalana de Recerca i Estudis Avanc¸ats (ICREA), Barcelona, Catalonia, Spain Understanding the origin and evolution of the eukaryotic cell and the full diversity of eukaryotes is relevant to many biological disciplines. However, our current under- standing of eukaryotic genomes is extremely biased, leading to a skewed view of eukaryotic biology. We argue that a phylogeny-driven initiative to cover the full eukaryotic diversity is needed to overcome this bias. We encourage the community: (i) to sequence a representa- tive of the neglected groups available at public culture collections, (ii) to increase our culturing efforts, and (iii) to embrace single cell genomics to access organisms refractory to propagation in culture. We hope that the community will welcome this proposal, explore the approaches suggested, and join efforts to sequence the full diversity of eukaryotes. The need for a phylogeny-driven eukaryotic genome project Eukaryotes are the most complex of the three domains of life. The origin of eukaryotic cells and their complexity remains one of the longest-debated questions in biology, famously referred to by Roger Stanier as the ‘greatest single evolutionary discontinuity’ in life [1]. Thus, under- standing how this complex cell originated and how it evolved into the diversity of forms we see today is relevant to all biological disciplines including cell biology, evolu- tionary biology, ecology, genetics, and biomedical research. Progress in this area relies heavily on both genome data from extant organisms and on an understanding of their phylogenetic relationships. Genome sequencing is a powerful tool that helps us to understand the complexity of eukaryotes and their evolu- tionary history. However, there is a significant bias in eukaryotic genomics that impoverishes our understanding of the diversity of eukaryotes, and leads to skewed views of what eukaryotes even are, as well as their role in the environment. This bias is simple and widely recognized: most genomics focuses on multicellular eukaryotes and their parasites. The problem is not exclusive to eukaryotes. The launching of the so-called ‘Genomic Encyclopedia of Bacteria and Archaea’ [2] has begun to reverse a similar bias within prokaryotes, but there is currently no equiva- lent for eukaryotes. Targeted efforts have recently been initiated to increase the breadth of our genomic knowledge for several specific eukaryotic groups, but again these tend to focus on animals [3], plants [4], fungi [5], their parasites [6], or opisthokont relatives of animals and fungi [7]. Unfortunately, a phylogeny-driven initiative to sequence eukaryotic genomes specifically to cover the breadth of their diversity is lacking. The tools already exist to over- come these biases and fill in the eukaryotic tree, and we Opinion Glossary 18S rDNA: genes encoding the RNA of the small ribosomal subunit are found in all eukaryotes in many copies per genome. They are also highly expressed and its nucleotide structure combine well-conserved and variable regions. Because of these characteristics 18S rDNA has been used as a marker to identify and barcode eukaryotes at the species or genus level (with some exceptions). It is also the most widely used eukaryotic phylogenetic marker. Culturing bias: cultured microbial strains do not necessarily represent, and usually are not, the dominant members of the environment from which they were isolated. This bias affects bacteria, viruses, and protists. The culturing bias can be the result of a lack of continuous culturing efforts, or inadequate isolation and/or culturing strategies – or because, for whatever reason, some species in the environment may be refractory to isolation and culturing. Genomes OnLine Database (GOLD): an online resource for comprehensive access to information regarding genome and metagenome sequencing projects, and their associated metadata (http://www.genomesonline.org/). Operational taxonomic unit (OTU): an operational definition of a species or group of species. In microbial ecology, and in particular protist ecology, this operational definition is generally based in a percentage similarity threshold of the 18S rDNA (e.g., OTU97 refers to a cluster of sequences with >97% similarity that are inferred to represent a single taxonomic unit). Single amplified genomes (SAGs): the products of single cell whole-genome amplification that can be further analyzed in similar ways to DNA extracts from pure cultures. Single cell genomics (SCG): a method to amplify and sequence the genome of a single cell. The method consists of an integrated pipeline that starts with the collection and preservation of environmental samples, followed by physical separation, lysis, and whole-genome amplification from individual cells. This is followed by sequencing of the resulting material. SCG is a powerful complement to culture-based and environmental microbiology approaches [23]. 0169-5347/ ß 2014 Elsevier Ltd. All rights reserved. http://dx.doi.org/10.1016/j.tree.2014.03.006 Corresponding authors: del Campo, J. (javier.delcampo@botany.ubc.ca); Ruiz-Trillo, I. (inaki.ruiz@multicellgenome.org). Keywords: eukaryotic genomics; phylogeny; ecology; eukaryotic tree of life; culture collections; culturing bias; single cell genomics. 252 Trends in Ecology & Evolution, May 2014, Vol. 29, No. 5
  • 2. therefore hope that researchers will be inspired to explore these tools and embrace the prospect of working towards a community-driven initiative to sequence the full diversity of eukaryotes. The multicellular effect Itisnotsurprising thatthe firstand mainbiasinthe study of eukaryotes arises from our anthropocentric view of life. More than96% ofthe describedeukaryotic species areeither Metazoa (animals), Fungi, or Embryophyta (land plants) [8] (Figure 1A) – which we call the ‘big three’ of multicellular organisms (even though the Fungi also include unicellular members such as the yeasts). However, these lineages only represent 62% of the 18S rDNA (see Glossary) Genbank sequences (Figure 1B), which is of course a biased sample, or 23% of all operational taxonomic units (OTUs) in environ- mental surveys (Figure 1C). This bias is not new; research hashistorically focusedonthesethree paradigmaticeukary- otic kingdoms, which are indeed important, but are also simply more conspicuous and familiar to us. In genomics this bias is amplified considerably: 85% of the completed or projected genome projects {as shown by the Genomes On- Line Database (GOLD) [9]} belong to the ‘big three’ (Figure 1D). Moreover, even within these groups there are biases. For example, many diverse invertebrate groups suffer from a lack of genomic data as keenly as do microbial groups. This makes for a pitiful future if we aim to under- stand and appreciate the complete eukaryotic tree of life. If we do not change this trend we risk neglecting the majority of eukaryotic diversity in future genomic or metagenomic- based ecological and evolutionary studies. This would pro- vide us with a far from realistic picture. The ‘multicellular bias’ is the most serious, but is not alone. The eukaryotic groups with most species deposited in culture collections and/or genome projects are also biased towards either those containing mainly photo- trophic species or those that are parasitic and/or economi- cally important (Figure 2). For example, both Archaeplastida and Stramenopila have more cultured spe- cies than other eukaryotes as a result of a long phycological tradition and the well-provided phycological culture collec- tions [10], and also because they are easier to maintain in culture than heterotrophs. In both cases this translates to a comparatively large number of genome projects: several genomic studies target photosynthetic stramenopiles [11,12] and, owing to their economic relevance in the agriculture, the peronosporomycetes [13]. In addition, the apicomplexans within the Alveolata are also relatively well studied at the genomic level because they contain important human and animal parasites [14] such as Plas- modium and Toxoplasma. If we look instead at the number of sequenced strains rather than species, these biases are increased further (Figure 3). As a result, a significant proportion of the retrieved cultures and genomes corre- spond to different strains of the same dominant species. Therefore, we have a pool of species that have been redun- dantly cultured and sequenced. The missing branches of the eukaryotic tree of life Although we lack an incontrovertible, detailed phylogenet- ic tree of the eukaryotes, a consensus tree is emerging Other proƟsts Haptophyta Chryptophyceae Stramenopila Rhizaria Opisthokonta Excavata ArchaeplasƟda Amoebozoa Alveolata (B) (C) (D) (E) 0 20 40 60 80 100 (A) Total18S Cultures Genom es Described Env18S TRENDS in Ecology & Evolution Figure 2. Relative representation of eukaryotic supergroup diversity in different databases. (excluding metazoans, fungi, and land plants). (A) Percentage of described species per eukaryotic supergroup according to the CBOL ProWG. (B) Percentage of 18S rDNA OTU97 per eukaryotic supergroups in GenBank. (C) Percentage of environmental 18S rDNA OTU97 per eukaryotic supergroups. (D) Percentage of species with a cultured strain in any of the analyzed culture collections. Culture data are from five large protist culture collections (n = 3084) (the American Type Culture Collection, Culture Collection of Algae and Protozoa [24], the Roscoff Culture Collection [25], the National Center for Marine Algae and Microbiota [26] and the Culture Collection of Algae at Go¨ ttingen University [27]). (E) Relative numbers of species with a genome project completed or in progress according to GOLD, per eukaryotic group. Data from panels A–C are from [8]. Data from panels D and E are publicly available and the taxonomic analysis can be found in the supplementary data online. Abbreviations: CBOL ProWG, Consortium for the Barcode of Life Protist Working Group; Env 18S, environmental 18S rDNA sequences; GOLD, Genomes OnLine Database; OTU97, operational taxonomic unit (>97% sequence identity). TRENDS in Ecology & Evolution Metazoa Fungi Embryophyta ProƟsts GenomesDescribed species Total 18S rDNA Environmental 18S rDNA (A) (B) (C) (D) Figure 1. Relative representation of metazoans, fungi, and land plants versus all the other eukaryotes in different databases. (A) Relative numbers of described species according to the CBOL ProWG (n = 2 001 573). (B) Relative numbers of 18S rDNA OTU97 in GenBank (n = 22 475). (C) Relative number of environmental 18S rDNA OTU97 in GenBank (n = 1165). (D) Relative number of species with a genome project completed or in progress according to GOLD, per eukaryotic group (n = 1758). Data in panels A–C are from [8]. Abbreviations: CBOL ProWG, Consortium for the Barcode of Life Protist Working Group; GOLD, Genomes OnLine Database; OTU97, operational taxonomic unit (>97% sequence identity). Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5 253
  • 3. thanks to molecular phylogenies [15]. The five monophy- letic supergroups of eukaryotes are summarized in Box 1. The distribution of cultured and sequenced species over the tree provides a broad overview of our current knowledge of eukaryotic diversity (Figure 4). However, a quarter of the represented lineages lack even a single culture in any of the analyzed culture collections and, notably, 51% of them lack a genome. The most important gaps are within the 105 1580 0 20 40 60 80 100 120 0 0 50 100 150 200 250 300 20 40 60 80 100 120 140 0 0 129 258 290 3083 Colorless Pigmented Both * * * * * * * * * * * * * * * * *ParasiƟc organisms Incertaesedisdictyochophyceae Incertaesedisdictyochophyceae Incertaesedisopisthokonta Incertaesediseukaryota * * (A) The 25 species with the most strains in culture collecƟons (B) The 25 species with the most ongoing genome projects (C) The 25 most abundant SAGs OTU97 TRENDS in Ecology & Evolution Figure 3. Eukaryotic diversity distribution among the analyzed databases. (A) The 25 speciesa with the most strains represented in the analyzed culture collections. (B) The 25 speciesa with the most ongoing genome projects. (C) The 25 most abundant SAGs OTU97 in the analyzed dataset. Abbreviations: MAST, marine stramenopile; OTU97, operational taxonomic unit (>97% sequence identity); SAG, single amplified genome. a Some strains are not described at the species level and have been grouped by genus. Therefore they may represent more than a single species. Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5 254
  • 4. Rhizaria, the Amoebozoa, and the Stramenopila, where many lineages are still underrepresented. However, many other lineages that lack any representative genome se- quence are also found in the relatively well-described Opisthokonta and Excavata groups. This map is likely to be incomplete because several genome projects may not be reflected in the GOLD database, and because many cul- tures are not deposited in culture collections, but the overall trends probably afford an accurate representation of the biases we currently face. Filling the gaps: how to Although there may not be bad choices when selecting organisms for genome sequencing, there are certainly better choices if we aim to understand eukaryotic diversity. We argue that at least some of the effort should be specifi- cally directed towards filling the gaps in the eukaryotic tree of life, focusing on those lineages that occupy key phylogenetic positions. How can that be done? One option is to sequence more cultured organisms. In fact, 95% of protist species in culture are not yet targeted for a genome project (Figure S1 in the supplementary data online). Thus, by obtaining the genome of some available cultured lineages that have not yet been sequenced, we could easily fill some of the important gaps of the tree, including some heterotrophic Stramenopila, Amoebozoa, and Rhizaria. However, selecting species that are available in culture is itself strongly biasing, and most lineages remain without any cultured representative [16]. Publicly accessible protist collections [such as the American Type Culture Collection (ATCC) and the Culture Collection of Algae and Protozoa (CCAP); summarized in Box 2] are consid- erably smaller than their bacterial or fungal counter- parts. Among the reasons is the lack of a required, systematic deposit of newly described taxa, in contrast to the situation for bacteria [17]. Notably, and unfortu- nately, half of the species with genome projects completed or in progress are not deposited in any of the five analyzed publicly accessible culture collections. To avoid more ‘lost cultures’ in the future the community should establish and adopt standard procedures similar to those used in bacteriology to release cultures to protist collections. The whole community will benefit from this in the short and long term. In addition, there is an inherent technical bias in culturing, as well as a bias in culturing efforts. For example, phototrophic representatives of Stramenopila and Alveolata tend to have more cultures available than their heterotrophic counterparts (Figure 4). Indeed, 70.6% of the most common protist strains present in culture collections are phototrophic organisms (Figure 3). Therefore there is a need both to increase the culturing effort for a wider variety of environments and to develop novel and alternative culture techniques to retrieve refractory organisms [18], both of which take time, energy, and funding. Importantly, culture collec- tions will need to be supported so that they can take on the challenge of maintaining more cultures and open their scope to include more difficult organisms that tend to be Box 1. The five eukaryotic supergroups Thanks to molecular phylogenetics, to ultrastructural analyses, and to the efforts of many researchers, we have in recent years advanced significantly our understanding of the tree of eukaryotes. According to the most recent consensus taxonomy [28], the eukaryotes can be divided into five monophyletic supergroups. We here introduce these supergroups, detailing some specific features of each. Amoebozoa: this group consists of amoeboid organisms, most of them possessing a relatively simple life cycle and limited morpholo- gical features, as well as a few flagellated organisms [30]. They are common free-living protists inhabiting marine, freshwater, and terrestrial environments. Some well-known amoebozoans include the causative agent of amoebiasis (Entamoeba histolytica) and Dictyostelium sp., a model organism used in the study of the origin of multicellularity. Archaeplastida: also known as ‘the green lineage’ or Viridiplantae, this group comprises the green algae and the land plants. The Archaeplastida is one of the major groups of oxygenic photosynthetic eukaryotes [31]. Green algae are diverse and ubiquitous in aquatic habitats. The land plants are probably the most dominant primary producers on terrestrial ecosystems. Both green algae and land plants have historically played a central role in the global ecosystem. Excavata: the group Excavata was proposed based of shared morphological characters [32], and was later confirmed through phylogenomic analyses [33]. Most members of this group are heterotrophic organisms, among them some well-known human parasites such as Trichomonas vaginalis (the agent of trichomoniasis) and Giardia lamblia (the agent of giardiasis), as well as animal parasites such as Leishmania sp. (the agent of leishmaniasis) as well as Trypanosoma brucei, and Trypanosoma cruzi (the agents of sleeping sickness and Chagas disease respectively). Opisthokonta: the opisthokonts include two of the best-studied kingdoms of life: the Metazoa (animals) and the Fungi. Recent phylogenetic and phylogenomic analyses have shown that the Opisthokonta also include several unicellular lineages [34]. These include the Choanoflagellata (the closest unicellular relatives of the animals) and the Ichthyospora (that include several fish parasites that impact negatively on aquaculture). SAR (Stramenopila - Alveolata, and Rhizaria): three groups that have been historically studied separately. Phylogenetic analyses, however, have shown that those three groups share a common ancestor, forming a supergroup known as SAR [36]. This eukaryotic assemblage comprises the highest diversity within the protists. Stramenopila: also known as heterokonts, the stramenopiles include a wide range of ubiquitous phototrophic and heterotrophic organisms [37]. Most are unicellular flagellates but there are also some multicellular organisms, such as the giant kelps. Other relevant members of the Stramenopila are the diatoms (algae contained within a silica cell wall), the chrysophytes (abundant in freshwater environ- ments), the MAST (marine stramenopile) groups (the most abundant microbial predators of the ocean), and plant parasites such as the Peronosporomycetes. Alveolata: a widespread group of unicellular eukaryotes that have adopted diverse life strategies such as predation, photoautotrophy, and intracellular parasitism [29]. They include some environmen- tally relevant groups such as the Syndiniales, the Dinoflagellata, and the ciliates (Ciliophora), as well as the Apicomplexa group that contains notorious parasites such as Plasmodium sp. (the agent of malaria), Toxoplasma sp. (the agent of toxoplasmosis), and Cryptosporidium sp. Rhizaria: this is a diverse group of mostly heterotrophic unicellular eukaryotes including both amoeboid and flagellate forms [35]. Two iconic protist groups, Haeckel’s Radiolaria and the Foraminifera, are members of the Rhizaria. Foraminifera have been very useful in paleoclimatology and paleoceanography due to their external shell that can be detected in the fossil record. Incertae sedis: Latin for ‘of uncertain placement’, a term used to indicate those organisms or lineages with unclear taxonomical position. Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5 255
  • 5. excluded from existing collections, in particular hetero- trophs. A complementary option to increase the breadth of eukaryotic genomics is to use single cell genomics (SCG) [19]. Although the technology is still developing, this is probably the best way we have today to retrieve genomic information from abundant microbial eukaryotes that are ecologically relevant but are refractory to being cultured. For example, the single amplified genomes (SAGs) from different global oceanic sites obtained during the Tara Oceans cruise (M.E.S., unpublished data) fill reasonably well the culture and genomic gaps that some of the most abundant groups in the oceans suffer from (Figure 4). In particular, a significant fraction of the SAGs correspond to uncultured organisms such as the marine stramenopiles MAST-4 and MAST-7 [20], chrysophyte groups H and G [21], and the Syndiniales [22]. Importantly, sequence tag- ging shows that only 10% of the SAGs are present in any Tsukubamonas Jakobida Euglenozoa Heterolobosea Fornicata Parabasalia Palpitomonas Picozoa Cryptophyceae Glaucophyta Embryophyta Charophyta Palmophyllales Prasinophytae Nephroselmis MamiellophyceaePedinophyceae Ulvophyceae Chlorophyceae Trebouxiophyceae Chlorodendrophyceae Rhodophyceae Centrohelida Telonema Haptophyta Chrysophyceae Synurales EusƟgmatales Pinguiochrysidales Phaeophycee Schizocladia Xanthophyceae Phaeothamniophyceae Raphidophyceae AcƟnophryidae Pelagophyceae Dictyochophyceae DiatomeaBolidomonas MAST 2MAST 1 PeronosporomycetesHyphochytriales Opalinata BlastocysƟs MAST 12 Bicosoecida M AST 3 Placidida M AST4/7/11 M AST8 /10 Labyrinthulomycetes Ciliophora Perkinsidae Syndiniales Oxyrrhis Dinoflagellata Colpodellida Chromerida Apicomplexa Chlorarachniophyta Imbricatea Glissomonadida Cercomonadidae Pansomonadida ThecofiloseaGranofiloseaMetromonadeaTremula Phytomyxea Ascetosporea Filoreta Gromia Vampyrellida Foram inifera Acantharia PolycisƟnea Cultures Key: Genomes SAGs Colorless Pigmented Both Opisthokonta Amoebozoa Excavata ArchaeplasƟda Rhizaria Alveolata Stramenopila Incertae sedis Collodictyonidae Breviatea Myxogastria Schizoplasmodiida GracilipodidaFractovitelliidaProtosteliidaCavosteliidaProtosporangiida Dictyostelia MulƟciliaTubulinea Discosea Archamoebae ApusomonadidaAncyromonadida Aphelida Nuclearia CorallochytriumFilasterea ChoanomonadaMetazoa Ichthyosporea Fungi Rozella FonƟcula Mantamonas M alawim onas Preaxostyla Rigifilida TRENDS in Ecology & Evolution Figure 4. The tree of eukaryotes, showing the distribution of current effort on culturing, genomics, and environmental single amplified genome (SAG) genomics for the main protistan lineages. Eukaryotic schematic tree representing major lineages. Colored branches represent the seven main eukaryotic supergroups, whereas grey branches are phylogenetically contentious taxa. The sizes of the dots indicate the proportion of species/OTU97 in each database. Culture data are from the analyzed publicly available protist culture collections (n = 3084). Genome data were extracted from the Genomes OnLine Database (GOLD) (n = 258) [9]. SAGs of OTU97 correspond to those retrieved during the Tara Oceans cruise (n = 158) (M.E.S., unpublished data). Taxonomic annotation of all datasets is based on [28]. The ‘big three’ (in bold) have been excluded from this analysis. Abbreviation: OTU97, operational taxonomic unit (>97% sequence identity). Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5 256
  • 6. culture collection, and only 2.5% have an ongoing genome project (based on cultured taxa). It is worth mentioning that the SAGs so far available represent only marine microeukaryotes. Thus, although the analyzed SAGs cer- tainly overcome part of the bias, they do not cover the full diversity of eukaryotes. Given the potential of SAGs to improve further our understanding of eukaryotic diversity, an important ques- tion to ask is whether high-quality genome data can be acquired from SAGs [19]. Currently, there seems to be a diversity of outcomes when using SAGs owing to the bias introduced by the whole-genome amplification procedure. The completeness range of the retrieved genome varies from less than 10% to a complete genome, and depends on the intrinsic properties of the cell studied as well as on the amplification method [23]. Culture certainly provides a more reliable way to obtain a genome of high quality at present, and a species in culture also provides researchers with a direct window to the biology of the organism and post- genomic research. Auto-ecological experiments, ultrastruc- ture analyses, and even functional experiments can all be performed in culture, thereby providing a deeper context for thegenomeandtheorganism.However,inlightofthelackof data we currently face, and the unlikelihood that a signifi- cant increase in resources for cultivation will soon appear, we argue strongly that genomic sequencing of SAGs is an important complement to culture-based research in further- ing our understanding of eukaryotic diversity. Make the tree thrive: a call to action Genome sequences have cast invaluable light on the clas- sification of organisms, notably in many cases where par- ticular species were misclassified (Box 3). However, the available genome sequences of eukaryotes do not inform us only about the biology of the particular organism. They also make significant contributions to our understanding of eukaryotic biology in general, and to large-scale evolution- ary and ecological processes. Nevertheless, for this poten- tial to be completely fulfilled we must sample broadly, and there are currently important gaps in the diversity of eukaryotic genome sequences that undermine our efforts to capitalize on this potential. Understanding the whole of eukaryotic diversity will doubtless contribute to our un- derstanding of specific biological questions, including some of our more pernicious problems in medicine, agriculture, evolution, and ecology. We propose that filling in the eukaryotic tree at the genomic level based on phylogenetic diversity should be a priority for the community. We also argue that this can be achieved by a combination of three complementary approaches. First, at least one genome from underrepre- sented lineages from which cultures are available should be sequenced. This is a straightforward problem, requiring phycologists, protistologists, culture collection curators, and genomic sequencing centers to coordinate efforts and expertise to choose the best target taxa and sequencing strategies. Second, efforts to culture diverse organisms should be supported, by sampling additional areas of the planet, developing novel techniques to include more recal- citrant species (especially heterotrophs), and by rewarding this difficult but essential task, especially in younger researchers before they conclude en masse that such crucial work is a professional dead-end. Such efforts are time- consuming and have a built-in failure rate that makes them risky, and therefore policy changes will be helpful in order that funding agencies, universities, and research centers recognize the value of such work independently of the publication outcome. Finally, microbial ecologists and genomic centers should embrace the use of SCG and con- tinue to improve the technology, which we believe will be Box 2. Protist culture collections Culture collections are cornerstones for the development of all microbiological disciplines. Cultures are key to the establishment of model organisms and, therefore, to a better understanding of their biology. Below we describe some of the major protistan collections. ATCC (American Type Culture Collection; Manassas, Virginia, USA): a private, non-profit biological resource center established in 1925 with the aim of creating a central collection to supply microorganisms to scientists all over the world (http://www.atcc.org). ATCC collections include a great variety of biological materials such as cell lines, molecular genomics tools, microorganisms, and bioproducts. The microorganism collection includes more than 18 000 strains of bacteria, 3000 different types of viruses, over 49 000 yeast and fungal strains, and 2000 strains of protists. CCAP (Culture Collection of Algae and Protozoa; Oban, Scotland, UK): a culture collection funded by the UK Natural Environmental Research Centre (NERC) that contains algae and protozoa from both freshwater and marine environments. The foundations of CCAP (http://www.ccap.ac.uk) were laid by Prof. Ernst Georg Pringsheim and his collaborators and the cultures they established at the Botanical Institute of the German University of Prague in the 1920s. Pringsheim moved to England where the collection was expanded and taken over by Cambridge University in 1947. In 1970 these cultures formed the basis of the Culture Centre of Algae and Protozoa that later became the modern CCAP. NCMA (Provasoli-Guillard National Center for Marine Algae and Microbiota, East Boothbay, Maine, USA): this integrated collection of marine algae, protozoa, bacteria, archaea, and viruses was named a National Center and Facility by the US Congress in 1992. The NCMA (http://ncma.bigelow.org) originated from private culture collections established by Dr Luigi Provasoli at Yale University and Dr Robert R.L. Guillard at Woods Hole Oceanographic Institution. When it was born in the 1980s it was known as the Culture Collection of Marine Phytoplankton (CCMP) and provided to the community algal cultures of scientific interest or for aquaculture. RCC (Roscoff Culture Collection; Roscoff, France): this collection (http://www.roscoff-culture-collection.org) is located at the Station Biologique de Roscoff and is closely linked to the Oceanic Plankton group of this institution. They maintain more than 3000 strains of marine phytoplankton, especially picoplankton and picoeukaryotes from various oceanic regions. Most of the strains are available for distribution whereas others are in the process of being described. SAG (Sammlung von Algenkulturen: Culture Collection of Algae at Go¨ ttingen University, Go¨ ttingen, Germany): the SAG is a non-profit organization maintained by the University of Go¨ ttingen (http:// www.epsag.uni-goettingen.de). The collection primarily contains microscopic algae and cyanobacteria from freshwater or terrestrial habitats, but there are also some marine algae. With more than 2400 strains, the SAG is among the three largest culture collections of algae in the world. Prof. Pringsheim is also the founder of the SAG: it was initiated in 1953 when he returned to Go¨ ttingen after his time as a refugee scientist in England. From then on the Pringsheim algal collection has been growing and evolving into the service collection we know nowadays. Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5 257
  • 7. the key to filling in missing parts of the tree in the short term. To coordinate all these efforts, funding agencies should also support the development of community resources such as publicly accessible culture collections and the maintenance of key taxa that are difficult to keep. We believe strongly that the time is ripe to reverse the genome sequencing bias in the tree of eukaryotes. We now have in our hands all the elements needed to change this skewed view and further our understanding of eukaryotic biology and evolution. All that needs to change is the will and a joint coordinated initiative. Thus, we hope that the eukaryotic community will welcome this proposal to build a representative and diverse ‘Genomic Encyclopedia of Eukaryotes’ and collaborate to make this happen. Appendix A. Supplementary data Supplementary data associated with this article can be found, in the online version, at http://dx.doi.org/10.1016/j.tree.2014.03.006. References 1 Stanier, R.Y. et al. (1957) The Microbial World, Prentice-Hall 2 Wu, D. et al. (2009) A phylogeny-driven genomic encyclopaedia of Bacteria and Archaea. Nature 462, 1056–1060 3 Pennisi, E. (2009) No genome left behind. Science 326, 794–795 4 Bennetzen, J. and Kellogg, E. (1998) A plant genome initiative. Plant Cell 10, 488–494 5 Galagan, J.E. et al. (2005) Genomics of the fungal kingdom: insights into eukaryotic biology. Genome Res. 15, 1620–1631 6 Degrave, W.M. et al. (2001) Parasite genome initiatives. Int. J. Parasitol. 31, 532–536 7 Ruiz-Trillo, I. et al. (2008) A phylogenomic investigation into the origin of metazoa. Mol. Biol. Evol. 25, 664–672 8 Pawlowski, J. et al. (2012) CBOL Protist Working Group, barcoding eukaryotic richness beyond the Animal, Plant, and Fungal Kingdoms. PLoS Biol. 10, e1001419 9 Pagani, I. et al. (2012) The Genomes OnLine Database (GOLD) v.4, status of genomic and metagenomic projects and their associated metadata. Nucleic Acids Res. 40, D571–D579 10 Day, J.G. et al. (2004) Pringsheim’s living legacy: CCALA, CCAP, SAG and UTEX culture collections of algae. Nova Hedwigia 79, 27–37 11 Bowler, C. et al. (2008) The Phaeodactylum genome reveals the evolutionary history of diatom genomes. Nature 456, 239–244 12 Cock, J.M. et al. (2010) The Ectocarpus genome and the independent evolution of multicellularity in brown algae. Nature 465, 617–621 13 Pais, M. et al. (2013) From pathogen genomes to host plant processes: the power of plant parasitic oomycetes. Genome Biol. 14, 211 14 Van Dooren, G.G. and Striepen, B. (2013) The algal past and parasite present of the apicoplast. Annu. Rev. Microbiol. 67, 271–289 15 He, D. et al. (2014) An alternative root for the eukaryote tree of life. Curr. Biol. 24, 465–470 16 del Campo, J. et al. (2013) Culturing bias in marine heterotrophic flagellates analyzed through seawater enrichment incubations. Microb. Ecol. 66, 489–499 17 Lapage, S.P. et al. (1992) International Code of Nomenclature of Bacteria, ASM Press (http://www.ncbi.nlm.nih.gov/books/NBK8817/) 18 del Campo, J. et al. (2013) Taming the smallest predators of the oceans. ISME J. 7, 351–358 19 Yoon, H.S. et al. (2011) Single-cell genomics reveals organismal interactions in uncultivated marine protists. Science 332, 714–717 20 Massana, R. et al. (2013) Exploring the uncultured microeukaryote majority in the oceans: reevaluation of ribogroups within stramenopiles. ISME J. 8, 854–866 21 del Campo, J. and Massana, R. (2011) Emerging diversity within Chrysophytes, Choanoflagellates and Bicosoecids based on molecular surveys. Protist 162, 435–448 22 Guillou, L. et al. (2008) Widespread occurrence and genetic diversity of marine parasitoids belonging to Syndiniales (Alveolata). Environ. Microbiol. 10, 3349–3365 23 Stepanauskas, R. (2012) Single cell genomics: an individual look at microbes. Curr. Opin. Microbiol. 15, 613–620 24 Gachon, C.M.M. et al. (2007) The Culture Collection of Algae and Protozoa (CCAP): a biological resource for protistan genomics. Gene 406, 51–57 25 Vaulot, D. et al. (2004) The Roscoff Culture Collection (RCC): a collection dedicated to marine picoplankton. Nova Hedwigia 79, 49–70 26 Andersen, R. et al. (1997) Provasoli–Guillard National Center for culture of marine phytoplankton 1997 list of strains. J. Phycol. 33 (s6), 1–75 27 Friedl, T. and Lorenz, M. (2012) The Culture Collection of Algae at Go¨ttingen University (SAG): a biological resource for biotechnological and biodiversity research. Procedia Environ. Sci. 15, 110–117 28 Adl, S.M. et al. (2012) The revised classification of eukaryotes. J. Eukaryot. Microbiol. 59, 429–514 Box 3. The rectification of names and our understanding of eukaryotic biology A better understanding on the eukaryotic diversity has a deep impact in several biological disciplines such as medicine, agriculture, evolution, and ecology. A large body of research backs up this statement. Below we mention a few examples that illustrate the power of having a better understanding of the diversity, biology, and evolution of eukaryotes. Medicine has greatly benefited from evolutionary studies in eukaryotes. Studies on the genome and biology of close relatives of parasites have provided unique insights into analogous molecular mechanisms involved in the clinical effects of parasites. A proper taxonomic assignment of pathogenic organisms has also been the key to fighting them. A good example is Pneumocystis, an opportunistic pathogen affecting immunocompromised patients, predominantly HIV-infected. Pneumocystis was considered for years to a protozoan of unclear taxonomic assignment. It was not until molecular data allowed researchers to properly assign Pneumocystis to the fungi, in 1988, that adequate treatments based on antifungal agents could be used [38]. The opposite situation happened with the fungus-like Phytophthora, the causative agent of the potato blight. New molecular data showed that Phytophthora are peronosporomy- cetes (stramenopiles) within the order Peronosporales, and not fungi as previously thought, thus explaining the ineffective use of fungicides [39]. Further knowledge of its genome provided insights not only into its evolution but also into the potential reasons for its speed to form resistant forms [40]. It is, however, in evolutionary studies where the impact of having a broad taxon sampling of eukaryotes is more apparent. Indeed, and looking back in time, it is clear that the absence of key taxa in evolutionary analyses led to hypotheses that are now known to be in error. The fact is that to elucidate which genomic or morphological features have been conserved, which were ancestral to eukaryotes, and which are novel, one needs to perform comparative analyses that must include key taxa from each major eukaryotic lineage. For example: instances of lineage-specific gene loss in Choanoflagellatea and Fungi, and the absence of representative taxa from non-parasites Excavata and Rhizaria, confounded attempts to reconstruct accurately the gene content of the last unicellular ancestor of metazoans [41] and the last eukaryotic common ancestor [42], respectively. Ecology is also influenced by a better understanding of eukaryote biology. The global ecological cycles are deeply influenced by several groups of eukaryotes, most of them unicellular. We have a good understanding of phototrophic eukaryotes that, together with the Cyanobacteria, drive most of the carbon cycle and the oxygen production on earth. Nevertheless, our understanding of hetero- trophic protists remains insufficient. For example, both MASTs and the Syndiniales are extremely abundant in the oceans [43]. Therefore, they are surely influential in global processes. However, we cannot understand their role if we lack information on their metabolic pathways or biology, something we can only obtain from genomic data. Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5 258
  • 8. 29 Fast, N.M. et al. (2002) Re-examining alveolate evolution using multiple protein molecular phylogenies. J. Eukaryot. Microbiol. 49, 30–37 30 Smirnov, A. et al. (2005) Molecular phylogeny and classification of the lobose amoebae. Protist 156, 129–142 31 Leliaert, F. et al. (2012) Phylogeny and molecular evolution of the green algae. CRC Crit. Rev. Plant Sci. 31, 1–46 32 Simpson, A.G.B. and Patterson, D.J. (1999) The ultrastructure of Carpediemonas membranifera (Eukaryota) with reference to the ‘Excavate hypothesis’. Eur. J. Protistol. 35, 353–370 33 Hampl, V. et al. (2009) Phylogenomic analyses support the monophyly of Excavata and resolve relationships among eukaryotic ‘supergroups’. Proc. Natl. Acad. Sci. U.S.A. 106, 3859–3864 34 Torruella, G. et al. (2011) Phylogenetic relationships within the Opisthokonta based on phylogenomic analyses of conserved single copy protein domains. Mol. Biol. Evol. 29, 531–544 35 Burki, F. and Keeling, P.J. (2014) Rhizaria. Curr. Biol. 24, 103–107 36 Burki, F. et al. (2007) Phylogenomics reshuffles the eukaryotic supergroups. PLoS ONE 2, 790 37 Riisberg, I. et al. (2009) Seven gene phylogeny of heterokonts. Protist 160, 191–204 38 Edman, J.C. et al. (1988) Ribosomal RNA sequence shows Pneumocystis carinii to be a member of the fungi. Nature 334, 519–522 39 Thines, M. and Kamoun, S. (2010) Oomycete–plant coevolution: recent advances and future prospects. Curr. Opin. Plant. Biol. 13, 427–433 40 Haas, B.J. et al. (2009) Genome sequence and analysis of the Irish potato famine pathogen Phytophthora infestans. Nature 461, 393–398 41 Sebe´-Pedro´s, A. et al. (2010) Ancient origin of the integrin-mediated adhesion and signaling machinery. Proc. Natl. Acad. Sci. U.S.A. 107, 10142–10147 42 Sebe´-Pedro´s, A. et al. (2014) Evolution and classification of myosins, a paneukaryotic whole genome approach. Genome Biol. Evol. 6, 290–235 43 Not, F. et al. (2009) New insights into the diversity of marine picoeukaryotes. PLoS ONE 4, 7 Opinion Trends in Ecology & Evolution May 2014, Vol. 29, No. 5 259