Abstract
11
Bodo is a cosmopolitan genus of free living bacterivorous single-celled flagellates in 12
the class Kinetoplastea. Members of genus B odo are considered the closest free-living 13
relatives to the parasitic lineages Tr ypan os oma and Leis h mania , the causative agents of the 14
human diseases sleeping si ckness, Ch agas disease, and leishmaniasis. Currently, a single 15
genome exists for the one formally d escribed species in the genus, Bodo s altans . Previous 16
studies on B. s alt ans have show n t hat it is dependent on an endosymbiot ic bacterium from 17
the order Holosporales, “Candidat us Bodocaedibacter vickermanii”. U sing single cell-18
sequencin g, we i solat ed, sequenced, and assembled genomes f or seven uncult ured Bodo 19
spp. cells from a single freshwater sample from Royal Leamington Spa, UK. By usin g 20
comparat ive genomics, we show that t hese seven cell s represent t hree potentially novel 21
Bodo species and exhibit unexpected levels of diversity at the genome level. Our results 22
indicate that Small Subunit (SSU) rDNA sequencing, of ten used to classif y Bo do fla gella tes, is 23
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insufficient for determining species delimitation in this genus. In addition, w e recovered a 24
Holosporales bacterium genome from all seven Bodo spp. cells. S urprisingly, these seven 25
bacterial endosymbionts also represent three p otentially novel species and one novel genus 26
of Ho losporales bacteria. This diversity would be indistinguishable in routin ely-used SSU 27
ribosomal DN A ( rDNA) metabarcodin g or bulk sequencing pipelines, thus demonstrating the 28
utility of using single- cell sequencin g to reveal the level o f genomic diversity within lineages 29
of microbial eukaryotes and their cobionts. 30
31
Keywords
32
Single-cell sequencing, Kinetoplastea, Bodo saltans , protist, Holosporales, environmen tal 33
sequencin g 34
35
Background
36
Bodo is a genus of heterotrophic free-living bi-flagellated pro tists common in fresh 37
and bracki sh water and soil. They are members of the Kinetoplastea, a class of parasitic and 38
free-living pro tists distingui shed by the presence of a large mass of mitochondrial DNA 39
known as kinetoplast D N A, or kDNA (1). Class Kinetoplastea is divided into tw o subclasses, 40
the Prokinetoplastina and the Metakinetoplastina, the latter containing fo ur orders, 41
Eubodonida, Parabodonida , Neobodonida and the Trypanosmat ida (2,3). Order 42
Trypanosomatida includes the parasites responsible for human diseases such as sleeping 43
sickness, Chagas’ disease, and leishmaniases. Phylogenies based on Small Subunit (SSU) 44
ribosomal DN A ( rDNA) and protein sequences place order Eubodonida, and its one genus, 45
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Bodo, as the sister clade to the Trypanosmatida, and Bodo is considered the closest free-46
living lineage to the parasitic Trypanosomatida lineages (4–6). 47
Traditionally, Bodo species were identified and distinguished by morphology, e.g. cell 48
size and shape, length of the f lagella, position of the nucleus and kinetoplast, and 49
ultrastructural featu res visible by light and electron m icroscopy (7,8). Later, phylogenies 50
based on molecular data showed the genus Bodo was paraphylet ic and its members were 51
distributed in to three of the aforementioned four orders, with only one clade containing 52
three species, B . saltans , B. edax, and B. unci natus r emaining genus B odo (2,4,9). Further, it 53
is suggested that B. edax and B. uncin atus are not tru e species and are likely isolates of B. 54
saltans ( 2,10). Despite the important phylogenic position of genus Bodo, B . saltans remains 55
the only formally described species in the genus, and a single genome from bulk culture 56
currently exists for B. saltans strain Lak e Konstanz (11). 57
Holosporales are alphaproteobacterial t hat are widespread obligate endosymbionts 58
of eukaryotes, particularly protists (12,13). Holosporales form complex associations with 59
their eukaryotic hosts, including infectious parasitic species (14) , some that confer 60
competitive advan tages to their hosts ( 15), and some that may increase host f itness under 61
certain conditions (16,17) . Recent work has shown that B. s alta ns Lake Konst anz harbours 62
an endosymbiotic bacterium from the order Holosporales, “ Candida t us (C a.) 63
Bodocaedibacter vickermanii” (18). B. saltans appears dependent on its endosymbiont as 64
antibiotic treatmen t results in rapid cell death, and it is hypothesized that this dependence 65
is due to three pu tative addictive toxin/antitoxin systems encoded in the endosymbionts 66
genome (18) . These systems render the endosymbiont essential to its host as t hey encode a 67
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long-lived toxin mo lecule alongside an antitoxin with a shorter half- l if e, and loss of the 68
antitoxin results in the activation o f the toxin and host cell dea th (19). 69
Here, we use single- cell sequencing t o assemble genomes from seven uncultured 70
cells from one environmental sample that were iden tified as belonging to genus Bodo. 71
Genomic comparisons show that the seven genomes form t hree clades, pot entially 72
represent ing three novel Bo do species that diverge significantly from B. s a l t ans and each 73
other. In addition, we recover a Holosporales bacterial genome f rom each raw assembly and 74
show that these putative endosymbionts also represent three poten tially novel species, 75
forming three clades that appear congruent with the phylogeny of the hosts. These results 76
highlight the utility of using single-cel l sequencing and comparative genomics to reveal the 77
diversity within and between uncultured populations of microbial eukaryotes and their 78
cobionts. 79
80
Results
81
Single-cell sequencin g and genome assembly 82
Seven Bodo spp. cells w ere identified on tw o 96-well plates containing single cells 83
isolated by Fluorescence-Activated Cell Sorting (FACS) from an environmental sample. After 84
DNA amplification and short-read sequencing, between 20, 738, 413 – 48,141,972 paired-end 85
reads were generated for each cell (Table 1). The cells were named after the well in which 86
they were deposited and are hereafter referred to as A8, A10, B2, B7, F10, G10 and H10. 87
Each raw assembly w as curated by bi nning and taxonomic assignment to remove scaffolds 88
of bacterial and non-target origin, and the curated eukaryotic assemblies r ange in size f rom 89
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29,029,105 base pairs ( bp) to 36,294, 242 bp compared to t he bulk- cult ure assembly for B. 90
saltans lake Konstanz at 39,862,120 bp (Table 1). All assemblies are fragmented, each in 91
more than 2,619 contigs with contig N50s ranging from 22,220 bp to 31, 876 bp (Table 1). All 92
assemblies range from 54.84 % t o 56. 02 % G C, a hi gher % GC than B. saltans lake Konstanz 93
at 51.79 % (Table 1). Protein annotat ions of each genome result ed in 11,121-13,166 protein 94
annotations per single cell genome, 30-40 % less than B. saltans lake Konstanz at 18,190 95
proteins ( Table 1) . Completen ess anal ysis of the protein sets using BUSCO v5 with the 96
Euglenozoa odb10 database gave 72. 3 %-80.8 % complete BUSCOs per assembly, compared 97
to B. saltans lake Konst anz at 88.5 % complete BUSCOs (Table 1). 98
99
Ce l l
Identifi e r
raw
pa i r ed -
en d
rea ds
A s sem b ly s ta t i s t ics No.
p r otei ns
a nno ta te d
B US C O - Eu g l eno zoa o db 1 0
Len gt h No.
con ti gs N50 GC % Co m pl et e
% S D F M
A8 20,814,8
14 30,867,202 2,619 26,848 54.94 11,505 72.3 72 0 5 22
A10 25,608,2
25 31,501,931 2,828 25,310 54.9 11,858 76.2 75 1 3 21
B2 20,738,4
13 36,294,242 3,436 26,706 55.02 13,166 80.8 80 1 6 13
B7 48,141,9
72 30,770,982 3,056 22,521 56.02 11,736 77.0 76 1 4 19
F1 0 21,853,2
21 29,029,105 2,665 24,738 56.02 11,121 75.4 75 0 6 18
G10 33,945,9
03 33,462,613 3,452 22,220 55 12,168 74.6 73 2 5 20
H10 21,728,8
38 34,908,636 3,605 22,252 54.97 12,867 80.0 79 2 5 15
B. saltans 39,862,120 2,256 31,876 51.79 18,190 88.5 112 3 12 3
100
Table 1 - Bodo spp. sequencing and assembly statistics. Number of pair ed-end r eads 101
generated for each single cell assembly, and general assembl y and annotation statistics. The 102
assembly statistics for B. s alt ans lake Konstanz genome are show n as a comparison. BU SCO 103
completeness f or protein sets, S = complete single copy, D = complete dup licated, F = 104
fragmented, M = missing. Euglenozoa odb10 includes 130 BU SCOs. 105
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The seven Bodo cells form three clades 106
BLASTn searches against the GeneBank Nucleotide (nt ) database using the SSU rDNA 107
sequences from each assembly returned three B odo spp. as top hits (Table 2). For A8 a nd 108
A10, the top hit is to ATCC isolate Bo do edax (ATCC30903), originally isolat ed from the Czech 109
Republic (5). For B7 and F10, the best hit is to B. s alt ans strain HFCC309 i solated from a 110
eutrophic pond in G ermany (20). For B2, G10 and H10, the top hit is to a B. saltans isolate 111
from soil in Malaysia ( 10). In all cases, the query sequences are more than 99% identical to 112
their top hits. Figure 1A shows the pairwise identities of the SSU rDN A nucleotide sequences 113
from th e seven single cell assemblies. A8 and A10 are 100% identical. B7 and F10 are 99.82% 114
identical, with one m ismatch between the two sequences, a one nucleotide indel o f a G 115
residue in a string of G residues, however, due to the fragmented nature o f the assemblies 116
the SSU rDNA sequence from F10 is truncated, limiting f ull comparison of these sequences 117
(Table 2 and Additional File 1). B2 and H10 are 100% identical, with G 10 99.92 % identical to 118
B2 and H10 w ith a one nucleotide polymorphism, a C to T transition in G 10. All th ree SSU 119
rDN A sequences from B2, H10 and G10 are truncated, missing ~700 nucleotides f rom their 120
5’ ends (Table 2 and Additional File 1). A8/A10 differ fro m B2/G10/H10 by one nucleotide, 121
an A/G transition, while B7/F10 differ more substantially from all the others, with pairwise 122
identities ~98% (Figure 1A) . 123
A Maximum-Likelihood ( ML) tree of SSU rDN A sequences of Bodo and related 124
species available in G eneBank places our seven cells onto two clades, all within the B. 125
saltans lineage (Figure 1B). A8/A10 are sister to B2/G 10/H10 and are part of a radiation 126
that includes B. edax , B. unic in at us and three o ther B. s alt a ns isolates. B7/F10 are si ster to 127
this is clade, along w ith two other B. s alt ans isolates. B . s altan s lake Konst anz branches with 128
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other B. s alt a ns isolates on a separate clade that diverges closer to the ro ot of th e tree 129
(Figure 1B). The seven single cell Bod o genomes have SSU rDNA pairwise identities ranging 130
between 94.7 and 95.7 % with B. saltans lake Kon stnaz and appear closer to t he SSU rDNA 131
sequence f rom B. edax, with pairwise identities ranging between 98.0 and 99.6 % identity 132
(Figure 1B) . 133
134
Ass e m
bl y
SS U
leng th
To p hit Bl as t n
su bj ec t ac ce ss i o n
T op hit B l as t n su bj ect
or g anis m
T op hit B l as t n quer y
cov er age
T op hit B l a s t n
pai rwis e id enti t y
T op hit B l as t n
bi t s c or e
A8 2,147 AY028451 Bodo edax 99.81% 99.60% 3829.84
A10 2,147 AY028451 Bodo edax 99.81% 99.60% 3829.84
B7 2,147 DQ207572 Bodo saltans 98.04% 99.30% 3724.34
F10 1,124 DQ207572 Bodo saltans 97.86% 99.40% 1951.63
B2 1,393 AY490226 Bodo saltans 99.86% 99.70% 2492.64
G10 1,263 AY490226 Bodo saltans 100% 99.80% 2266.32
H10 1,409 AY490226 Bodo saltans 99.86% 99.80% 2521.49
135
Table 2 – BLAST results for SSU rDNA sequences. Top hits resulting from a BLASTn search of 136
the nt database f or the SSU rDNA sequence recovered from each single cell assembly. 137
138
Extensive genomic diversity among t he Bodo spp. 139
We next built a Maximum Likelihood (ML) tree from 488 single-copy orthogroups 140
shared by B. s a l t ans lake Konstanz and our seven single cell Bodo asse mblies, using 141
Per kinsela sp. as an outgroup ( Figure 2A). Here, the seven single-cell genomes split into 142
three clades with A8/A10 form ing a si ster clade to B2/G 10/H10 and B7/F10 forming another 143
clade branching closer to the root o f the tree. B. sal t a ns lake Konstanz forms its own clade 144
closest to the root of the tree. N ext, we cal culated average pairwise amin o acid identities 145
(AAI) for all eight Bodo assemblies, wi th each pairwise comparison averagi ng AAI over a 146
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minimum of 7,419 and a maximum of 10,181 reciprocal best hits (Addition al File 2). The AAI 147
within each clade is high (>97%) but varies substantially betw een the clades (Figure 2B). B. 148
saltans lake Konstanz i s equally di stant from all seven single cell assemblies, with pairwise 149
AAI between 51.3-51.7 % in all comparisons. B7/F10 are equally distant from A8/A10 and 150
B7/G 10/H10 with pairwise AAI between 62.1-62.6%. A8/A10 and B7/G10/H10 appear 151
closer, w ith pairwise AAI between 84.8-85.0%. 152
We also compared t he Average N ucleotide Identity (ANI) and the Aligned Fraction 153
(AF) of each Bodo spp. genome using the too l skani (21) (Figure 2C). Here, a result of 0.00 154
for AN I and/or AF suggests that sequence similarity at the nucleotide level is too low for 155
pairwise comparison using this method (21), e.g. B. s a l t ans lake Konstanz is too distant to 156
any of the single-cell Bod o genomes to compare using this metric, with values of 0.00 in 157
every pairwise comparison. However, ANI and AF are relat i vely high within each of the three 158
single-c ell Bodo clades ( >98 % AN I and > 80 % AF). Between the three clad es B7/F10 is too 159
distant from the ot hers to compare, while A8/A10 and B2/G10/H10 show an ANI of ~84%, 160
but an AF of ~14-16% indicating that only a small portion of the genome is close enough for 161
comparison using AN I . The AF values shown in Figure 2C are the average of two AF values 162
calculated f or each pairwise compari son. A matrix with bo th AF values calculated for each 163
pairwise comparison is in Additional File 3. 164
Next , w e compared how many orthogroups are shared among the single-cell 165
assemblies and B. s alt ans lake Konstanz ( Figure 2D). The majority of ortho groups, 55.5% are 166
shared by all eight assemblies. The two clades that branch most closel y in the phylogenetic 167
trees, A8/A10 and B2/G10/H10 share the highest percentage of orthogroups, 83.4%. B7/F10 168
share 66.1% with A8/A10 and 68% wi th B2/G 10/H10. B. saltans lake Konst anz shares 62.8 % 169
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with B7/F10. 61. 4 % wit h A8/A10 and 63.7% wit h B7/G10/H10. Each clade has a small 170
percentage of orthogroups that are unique, w ith B. s alt ans lake Konstanz having the most 171
unique orthogroups. 172
To compare t he functional complim ent of each genome, we mapped each protein 173
set to the Pfam database. In each case, less than 50% of proteins in each annotation contain 174
one or more Pfam domains (Figure 2E) . W e tabulat ed the Pfams found in each prot ein 175
annot at ion and ran a Principal Components Analysi s (PCA) on that table. The PCA separates 176
the genomes into t hree clust ers congruent with t he phylogeny. Principle Component ( PC) 1 177
separates B. s alt ans lake Konstanz f rom all others. While PC 2 separates B2 and F10 f rom 178
A8/A10 and B7/G 10/H10, w hi ch clust er together (Figure 2F, Additional File 4). 179
Taken together, the phylogeny, AAI, AN I, AF and Pf am clustering indicate that the seven 180
single cell Bodo assemblies form t hree clades: clade A8/A10, clade B7/F10 and clade 181
B2/G 10/H10. All three clades are potentially novel Bodo species, and all appear equally 182
distant from B. salta ns lake Konstanz. 183
184
All Bodo spp. harbour Holosporales bacterial endosymbionts 185
Previous st udies show that B . saltans lake Konst anz is dependent on an 186
endosymbiotic alphaprot eobacterium f rom t he order Holosporales, “ Ca. B. vickermanii” 187
(18). We went back t o our binned raw genome assemblies and were able t o identify a single 188
bin in five of the genomes, 2 bins in B2 and 4 bins in B7 that were > 80 % complete 189
according to CheckM (Additional File 5). CheckM analysi s of these genomes showed that all 190
were at least 89 % complete, and all but one had contamination lev els < 5% (Table 3). 191
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Ass e m b l y C h e c k M An not ati o n
Cell Le n g t h ( b p) No .
c ont ig s N50 GC %
Com p-
le t en e ss
%
C ont -
am ina t ion
str ai n
he te r o-
ge neit y
no.
ge nes
no.
tR NA s rDNA s
A8 1,591,871 98 28,883 37.82 90.32 0 0 1,591 39 (20) 23s,
16s
A1 0 1,758,263 139 26,374 37.27 90.32 0 0 1,591 41 (19) 0
B2 2,174,152 145 31,250 34.85 93.55 26.34 10.34 2,011 55 (19) 0
G1 0 1,604,499 119 27,931 38.14 89.01 2.2 100 1,363 39 (20) 23s,
16s
H1 0 1,693,415 108 27,858 37.65 94.62 0 0 1,463 39 (17) 0
F10 1,279,012 83 33,152 41.61 94.62 0 0 1,234 35 (18) 0
B7 1,292,737 53 55,440 41.89 95.6 0 0 1,220 38 (19) 0
“Ca. B.
vi cker ma nii” 1,391,311 1 NA 40.61 94.62 0 0 1,214
192
Table 3 – Assembly statistics, CheckM results for Holosporales genomes. G eneral assembly 193
and annot at ion st atist ics for each Holosporales genomes. No. tRNAs shows the tot al number 194
of tRN As, and the number of dif feren t amino acids in brackets. Values from “ Ca. B. 195
vickermanii” are shown where appropriat e for comparison. 196
197
GTDB-TK classified one bin from B7 and the bin in F10 in th e order Ho losporales, 198
family “ Ca. Paracaedibacteraceae”, genus U BA6184, as the same genus as “ Ca. B. 199
vickermanii” (Additional File 5). Six other bin, including a single bin from B2 were classif ied 200
in order Paracaedi bacterales , family U BA11393, genus J AGOTX01, whi ch currently contains 201
a single bacterial met agenom e assembled genome (MAG) isolat ed from wastewater ( 22) 202
(Additional Fil e 5) . The additional bin s f rom B2 and B7 were not classified as 203
alphaproteobacterial and were no t analysed further (Additional File 5). Order 204
Para c aedibactera l es is considered a heterotypic synonym of order Holosporales ( 12). 205
Recently it has been proposed that due to phylogenetic nesting of order H olosporales, it be 206
down-ranked to suborder Ho losporin eae, which w ould include the families H ol o s por ac eae , 207
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“ Caedimonidace a ” and “Ca. Paracaedibacteracea” ( 13,23). U nder this ranki ng, all our 208
genomes would fall w ithin suborder H olos por ineae , two falling in fam ily “Ca. 209
Paracaedibacteracea” and the rest as unclassified H olos por ineae . 210
To better place the bod o Ho losporlaes, we built a ML tree fro m 24 single-copy 211
ort hogroups shared among Holosporales genomes and MAG s available in GeneBank and 212
using two alphaprot eobact erial as an out group (Figure 3A). This t ree places the seven 213
genomes into two lineages. F10/B7 branch on a clade wit h “ Ca. B. vickermanii” and two 214
MAG s classified as family “ Ca. Paracaedibacteracea” assembled from metagenomes of 215
wast ewat er samples (24, 25). A8/A10 and B2/H10/G 10 form another clade with t hree MAG s 216
assembled from m etagenomes of water samples, including wastewater (22,26, 27). “ Ca. 217
Finniella inopinata”, an endosymbiont of the amoebaflagellat e V iri dirap t or invadens 218
branches at the base of this clade (23,28). W e calculated pairwise AAI for all the genomes in 219
the tree (Figure 3A, Add itional File 6). The pairs B7 and F10, A8 and A10, and G10 and H10 220
all have a pairwise A AI greater than or equal to 95 %, considered a cutoff for species 221
delimitation in the literature (29,30) , indicating that they are most likely the same species. 222
B2 is more distant from G10 and H10 with AAI values of 58.8 and 59.62, respectively 223
(Additional file 6). However, CheckM result s show that t his genome cont ains contaminat ion, 224
which could be interfering with these analyses. The AAI boundary for genus delimitatio n 225
varies depending on the taxa under consideration (31–34). Here, we used a cutof f of 55%, as 226
was used in Midha et al. (2021) w hen describing “ Ca. B. vi ckermanii”. This cutoff place clade 227
B7/F10 as a novel species in the same genus as “ Ca. B. vi ckermanii”, while clade A8/A10 and 228
G10/H10 form t wo novel species in a novel genus. 229
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We also compared AN I and AF values f or all pairwise comparisons between the Bodo spp. 230
endosymbionts and “ Ca. B. vickermanii” (Figure 3B). AN I and AF are hig h w ithin clades (ANI 231
>97%, AF >85%), but, bet ween the clades, only A8/A10 and H10/G10 are close enough to 232
compare, with AN I values of 85.42-86.31 % and AF at 27.73-29. 52 %, indicating that like 233
their hosts, these genomes share high sequence similarity only over a small proportion o f 234
their genomes. The B2 genome shows high ANI ( > 99% ) w it h the genomes from H10 and 235
G10, but low AF (<25%) indicating that this genome is only similar to those genomes over a 236
small proportion of the genome. How ever, contamination in this genome may mean that 237
this result is an artifact. The AF values shown in Figure 3B are the average of two AF values 238
calculated f or each pairwise compari son. A matrix with bo th AF values calculated for each 239
pairwise comparison is in Additional File 7. 240
Finally, we compared t he number of shared ort hogroups between the Holosporales 241
genomes and “ Ca . B. vickermanii” (Figure 3C). 23. 2% of orthogroups are shared by all 242
genomes. The genomes t hat are closest in t he phylogeny, A8/10 and B2/G10/H10, share t he 243
highest proportion of orthogroups at 52.6 %. G enomes B2/G10/H10 have the highest 244
proportion of un ique orthogroups at 12.35, ho w ever, the contamination in the B2 genome 245
is likely to be inflating this number. 246
In summary, B. saltans and each novel Bodo clade presented in this paper harbour a 247
unique species of Holosporales endosymbiont . These seven endosymbionts split into t wo 248
genera (genus “ Ca. Bodocaedibacter” and a novel genus) t hat appear congruent with the 249
phylogeny of the host and further support the conclusion that these are three novel Bodo 250
species. 251
252
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The Bodo Holosporales differ in their metabolic capacity. 253
We compared the secretion systems and met abolic modules present in t he bact erial 254
genomes and compared them to “ Ca. B. vickermanii” (Figure 4) . Genus “ Ca . 255
Bodocaedibacter” (B7/F10) and the novel genus described in this study (A8/A10 and 256
B2/G 10/H10) encode a SEC-SRP and a Type VI secretion system (18). In addition, the n ovel 257
genus encodes two out the fou r proteins of the TAT secretion system, while a partial Type IV 258
conjugal transfer pilus assembly protein systems i s spottily distributed across the taxa. 259
All seven genomes have a partially complete (>= 66% complete) pat hway for lysine 260
biosynthesis, which is absent in all seven hosts ( <=22% complete) (Figure 4 ). In addition, the 261
novel genus encodes several met abolic pat hways absent in genus “ Ca. Bodocaedibacter”, 262
notably including heme biosynthesi s ( Figure 4). Heme is an essential nutrient, and to date, 263
no complete heme pat hway has been described for a Kinet oplast ea member, which either 264
require an exogenous source of heme, or contain endosymbiotic bact eria that produce it 265
(35). Figure 4 only shows KEGG modules that were at least 50% complet e in one or m ore 266
genomes. A full list of all the KEGG modules, including those at less than 50% completeness 267
is presented in Additional File 8. 268
Midha et al. (2021) reported that “ Ca. B. vickermanii” encodes three putative 269
polymorphic t oxin/anitoxin system s which may be responsible for its host ’s dependency 270
(18). Polymorphic toxin/antitoxin systems are typically composed of a large multi-domain 271
protein contain ing an N - terminal secretion signal f ollowed by a toxin domain, a protective 272
immunit y protein, and multiple casset tes encoding alt ernative toxic domains and associat ed 273
immunit y proteins (19). The t oxin genes can cont ain a homologous repeat region t hat 274
enables recombination betw een the full-length toxin gene and the alternative toxins. We 275
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identified th ree genes belonging to one putative toxin/antitoxin system in both B7 and F10, 276
but none in the other five genomes from the novel genus. These genes show some of t he 277
characteristics of a polymorphic toxin /antitoxin system including a homolo gous region. 278
How ever, the pu tative large mul tido main protein in B7 d oes not contain an N-terminal 279
signal pept ide, and the one put ative orphan module in bot h B7 and F10 contains a t oxin but 280
no cognate anti-toxin (Additional File 9). Therefore, the l ocus’ identity and f unction as a 281
polymorphic toxin/antitoxin system is tentative. In addition, the incompleteness of the 282
single cell genomes presented here raises the possibility that key proteins and/or pathways 283
are missing from these assemblies due to under sampling. 284
285
Genus Bodo encodes many unique protein families, but core metabolism is generally 286
conserved with parasitic Kinetoplastea 287
We next compared ort hogroups distribut ed across the Kinet oplast ea lineage (Figure 288
5). For each kinetoplastid genome we tallied the total numb er of orthogrou ps in that 289
genome, and the number of orthogroups unique to that genome (Figure 5). Species on long 290
branches or located at the base of lin eages have the highest number of unique orthogroups, 291
with B. saltans lake Konstanz having t he most unique orthogroups. We next calculated t he 292
tot al number of orthogroups and the number of unique orthogroups in t hree kinetoplastid 293
genera, Bodo, Leis h mania , and Trypanosoma (Figure 5). Consistent with previous studies 294
showing gene number reduct ion in parasit ic lineages compared to B. salta ns (11), genus 295
Bodo has the greatest number o f orth ogroups, and the highest proportion of unique 296
ort hogroups, 53%, compared t o 35% and 5.5 % in Tr y panosoma and L e is hma n i a, 297
respectively. 298
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15
Finally, we compared t he completeness of metabolic pathways present in B odo spp. 299
and kinetoplastid species available in the Kyot o Encyclopedia of Genes and Genomes (KEGG) 300
database (Figure 6). The four Bodo spp. are nearly identical in their metabo lic capacity, with 301
almost no KEGG modules mi ssing from one lineage and present in another (Figure 6). 302
Exceptions are Arginine biosynthesis and Ribof lavin biosynthesi s, whi ch are missing in B. 303
saltans lake Konstanz and partially present (25-80% complete) in the o ther species. The four 304
Bodo spp. also share most of their metabolic capacity w ith the parasitic lineages, as 305
previously reported (11). However, we do observe some pat hways that are complete or 306
nearly complete (>=80% complet e) in the Bod o lineage and absent or nearly absent ( 309
beta-alanin e, thymine => 3-am inoisobutanoate) . Conversely, the G lyoxylate cycle is partial 310
(60 % complete) in the Trypan osoma and L eishmania, and near absent in all Bodo spp., 311
consistent w ith previous findings in B. saltans (36), while Nucleotide sugar biosynthesis 312
(galactose => UDP- galactose) is partially complete (50 %) in all Leishmania and T. c r uz i, but 313
absent in all Bo d o spp. Figure 6 only shows modules that are at least 60% complete in at 314
least one or more genomes. The f ull list of all KEGG modules identified in each genome, 315
including those less than 50% i s in Additional File 10. 316
317
Discu ssion 318
In this study, we show that single-cell sequencing reveals unexpected levels of 319
diversity among uncultured candidat e Bodo spp. cells f rom a single enviro nmental sample. 320
Met abarcoding, part icularly of SSU rDNA, and met agenomics have become the norm for 321
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assessing the diversity of microbial eukaryotes in environmen tal samples. For protists, 322
traditionally these methods involve clustering reads and/or amplicons into Operational 323
Taxonomic units (OTUs) based on similarity thresholds, usually at around 97-99% identity, or 324
into Amplicon Sequence Variants (ASVs) produced b y t he DADA2 pipeline (37). The seven 325
single cells presented here all have a pairw ise SSU rD N A identity greater th en 99% and 326
would therefore have b een clustered into one O TU in some metabarcoding pipelines. 327
Instead, by generating single-cell genomes, we show that these seven cells form th ree 328
distinct clades, with each clade potentially representing a novel species. ANI has been used 329
to compare distances within and between closel y-related species of eukaryotic microbes 330
including microsporidia, yeast and some protists, with an interspecies ANI cutoff of 95% 331
considered appropriate (38–40) . Here, we found that genomes within each of the three 332
putative B odo species have an ANI > 98%, supporting the conclusion that each clade 333
represent s a Bodo species. However, ANI is not useful when comparing more dissimilar 334
genomes, where AAI becomes a more useful met ric (41,42). While more commonly used to 335
compare prokaryotic genomes, AAI has also been applied to eukaryotes. A comparison of 336
1,196 Human and Mouse prot ein sequences show ed an AAI of 85% (43), while recent 337
studies in f ungal linages found AAI values for members of the same species were often 338
>97% and demonstrated an est imated a genus boundary threshold of ~70-75% AAI f or the 339
family Hypoxylaceae (Ascomycota) ( 44,45). W hile further w ork is needed to explore 340
appropriate species and genus cutoffs for AAI and ANI within and between protist lineages, 341
our results showing that AAI with in each Bodo spe cies w as > 97% suggest that the species 342
thresholds of 95- 98% used in bacteria and fungi may be appropriate here too. 343
All three novel Bo do species presented here are more similar by SSU rDN A identity 344
to B. edax ATCC strain 30903 than they are t o B. s alt ans lake Konstanz. However, as no 345
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other molecular sequence dat a exists from t his organism, we are unable t o determine if any 346
or all are indeed B. ed ax . Callahan et al. (2002) mentions that B. edax contains 347
endosymbiotic bacteria and differs morphologically f rom B. saltans by lacking 348
mastigonemes on the anterior flagellum (5) , yet several authors have proposed that B. edax 349
be reclassified as an isolate of B. salta ns (2,10). Given the extensive genetic diversity 350
observed among the B odo spp. present ed in this paper, more work is needed to determine 351
if B. edax is a true species. Importantly , this study sugg ests that the SS U rDN A locus is 352
insufficient for species delimitation within genus Bodo as it does not reflect the genomic 353
diversity within the group. 354
Furt her support ing our conclusion t hat the three Bo do clades represent three 355
species i s the f inding that each putative species harbors a unique species of Holosporlaes 356
bacterium. The three novel bacterial species split into two genera, one species belonging to 357
genus “ Ca. Bodovickermani, and the other two species forming a novel genus. The 358
phylogeny of the host Bod o spp. appears congruent wit h the phylogeny of the 359
endosymbionts, however more sampling covering greater taxonomic dist ribution is needed 360
to test if this congruence indicates co -evolution, or is the result of oth er processes ( 46,47). 361
Infectivity has been demonstrated in the Ho losporaceae family of Holosporales, 362
endosymbionts of various Param ecium ciliates ( 16,48), and some Holosporales have 363
demonstrated the ab ility to invade n ovel hosts experimentally (49,50). However, the 364
distribut ion and genetic differences observed between the Holosporales genomes 365
presented here suggest that these endosymbionts are and have been associated with their 366
respective host s for a long period. 367
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The nature of the symbioses between H olos por ales bacteria and their hosts is 368
complex and varied (13). Midha et al. ( 2021) hypothesi zed that B. saltans is dependent on 369
its endosymbiont due to the presence of three putative addiction p olymorphic toxin/anti-370
toxin systems encoded in the “ Ca. B. vickermanii” genome ( 18). These systems typically 371
encode a long-lived toxin molecule alongside an antitoxin with a shorter h alf-life, so that if 372
the system is lost, the toxin is activated and becomes lethal. We found evidence for a 373
putative toxin/anti- toxin system in the two genomes belonging to genus “ Ca . 374
Bodovickermani”, but not in five gen omes in the novel genus. However, th e identity and/or 375
functionality of th e toxin/anti-tox in systems described in this study is speculative, as the 376
proteins and loci differ from those in “ Ca. B. vickermanii” by encoding fewer orphan 377
modules. The lack of a similar system in the genomes of the n ovel Holosporales genus 378
presented in t his study suggests that alt ernative processes may be maintaing this symbiosis. 379
All kineto plasts including B. saltans lack the biosynthet ic pat hway required for heme 380
biosynthesis (36,51) , as do the Bodo spp. presented in this study. The Kinetoplastids 381
Angom o nas and Str igomonas harbour endosymbiotic beta-proteobacteria which provide 382
their hosts with nutrien ts including heme, essential ammino acids, and vitamins (35, 52,53). 383
We did f ind partially complete pathw ays for heme biosynthesi s ( >=70% complet e) in the 384
novel genus, and a partially complet e pathway for Lysine biosynthesi s (>=66% complete) in 385
all the B odo Holosporlaes genomes. Theref ore, the two H olosporales genera presented here 386
could demonstrate two alternative symbiotic strategies; with genus “ Ca. Bodovickermani” 387
becoming addictive to its host through the toxin/antitoxin system, while the novel genus is 388
possibly a source of heme and/or other essential nut rients. All seven Holosporales genomes 389
presented in this paper encode a Type VI secretion system, con served throughout 390
Holosporales and hypot hesized to play a role in host-endosymbiont int eractions (13). 391
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392
Previous st udies have shown that B. s altans sha res the majority of its meta bolic 393
pathways w ith the parasitic lineages Trypanosoma and leis hma ni a ( 11,36). Our results show 394
that the metabolic capacit y of B. s alt ans is shared with the novel Bodo spp. presented here. 395
We also show t hat the Bod o genus contains an abundance of unexplored and uncategorized 396
protein d iversity. The lineage contains far more unique o rthogroups and proteins than the 397
parasitic lineages. However, as most of these protein sequences have no known homology 398
to functional do mains in databases such as UniProt and KEGG; the functional implications of 399
this unique gene repertoire remains unknown. 400
401
Conclusions
402
Most of our knowledge of protist genomic diversity and their symbionts comes from 403
studies of species that are culturable. However, we know that environmen tal samples 404
contain a wealth of underexplored d iversity. Thi s study uses single-cell sequencing and 405
comparat ive genomics to show that seven B odo spp. cells f rom a single environmen tal 406
sample represent three po tentially novel species, each harbouring a novel and unique 407
species of bacterial endosymbiont. C omparing these data, we demonstrate the varied 408
nature of these symbioses and show that single-cell sequencing i s a power ful meth od for 409
exploring the diversity of uncultured protists and their cobionts. 410
411
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Methods
412
Sample collection 413
Surf ace water (~1 m) was collected fr om t he River Leam (52.287295, - 1.547563), 414
Royal Leamington Spa (UK) in August 2022. Init ially, t he sample was prefiltered t o remove 415
larger debris and then con cent rated using diff erent polycarbonat e filt er pore sizes 416
(Millipore) t o obtain concent rated subsamples of different protist size ranges (10 t o 40 µm 417
and 0.8 t o 5 µm). The subsamples were supplement ed with 2- 3 autoclaved barley grains to 418
support heterotrophic/mixotrophic growth via bact eria increase and incubat ed for one 419
week prior to cell sorting. Single-cell nuclei were stained with 1xSybr G reen for 10 minut es 420
and sorted int o 96- w ell microplates (pre-filled wit h 5ul autoclaved/sterile filtered media), 421
using fluorescence- activated cell sorting (FACS; flow rate=1) and selecting against 422
chlorophyll a- negative cells while selectiong for SybrGreen-positive cells. After cell sorting, 423
10 µl of RLT-plus lysi s buffer (Qiagen) was added to t he wells and the plat e was frozen at -424
80°C until further processing. 425
426
Whole genome amplification, library preparation, and sequencing 427
A modif ied G&T- seq protocol (54) was carried out as follows. U sing a magnet ic 428
separator, Dynabeads MyOne Streptavidin C1 (Invitrogen) beads were washed according to 429
the manufactur er’s guidance and then incubated with 2 × Binding &Wash buffer (10 mM 430
Tris-HCl pH 7.5, 1 mM EDTA, 2 M NaCl) and Biotinylated Oligo- dT primer (IDT, 5’-431
/BiotinTEG / AAG CAG TGG TAT CAA CG C AG A GTA CTT TTT TTT TTT TTT TTT TTT TTT TTT T TT 432
TVN-3’) at 100 μM for 30 minutes at room temperature on a rotator. The oligo-t reated 433
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beads were washed four t imes in 1 × Binding & Wash buffer (5 mM Tr is- HCl pH 7.5, 0.5 mM 434
EDTA, 1 M NaCl) and then suspended in 1 × SuperScript II First Strand Buff er (Invit rogen) 435
supplemented with SUPERaseIn R N ase Inhibit or (Invitrogen) to a final concentration of 1 436
U/μl. The lysate w as thawed on ice. 10 μl of prepared oligo-dT beads was added to each well 437
containing 12 μl cell lysate using a Dragonf ly Discovery liquid dispenser ( SPT Labtech). The 438
lysat e plat e was sealed and incubated on a ThermoMixer C (Eppendorf) w it h a heated lid at 439
21°C for 20 minutes shaking at 1000 rpm. Using a Fluent 480 liquid handling robot ( Tecan) 440
and a Magnum FLX magnet ic separator (Alpaqua) , the lysat e super natant was transferr ed to 441
a new plate, and t he beads wer e was hed twice in a cust om wash buffer ( 50 mM Tr is-HCl pH 442
8.3, 75 mM KCl, 3 mM MgCl2, 10 mM DTT, 0. 5% Tween-20). The supernatant f rom the 443
washes was added t o the left-over cell lysate containing t he genomic DNA which w as stored 444
at -20°C overnight. The mRN A was not used for this study. The r emaining cell lysat e was 445
thawed and subjected to a 0.6 × vols Ampure XP clean- up with 80% et hanol. The bead-446
bound gD N A was i sothermally amplified for 3 hours at 30°C t hen 10 minut es at 65° C using a 447
miniaturised (1/5 vol s) Repli-g Single-Cell assay ( Q iagen). The amplified gDN A was cleaned 448
up with 0.8 × vols Ampure XP and 80% ethanol, then elu ted in 10 mM Tris-HCl. 449
Sequencing libraries for t his project were const ructed by t he Techni cal Genomics 450
Group at the Earlham Inst itute, N orwich, U K. Initial libraries w ere const ruct ed for shallow 451
depth sequencing as follows: gD NA was quantified by f luorescence ( Quant- iT HS-DNA, 452
Invitrogen) on an Infinite Pro 200 plate reader (Tecan) t hen normalised to a f ina l 453
concentrat ion of 0.2 ng/μl in 10 mM Tris-HCl. The Mosquito HV and D ragonfly Di scover y 454
liquid handling inst rument s (SPT Labtech) were used to prepare miniaturised (1/12.5 vols) 455
Next era XT ( Illumina) dual-indexed sequencing libraries as follows: A tagmentation 456
mastermix comprising two part s TD buffer (Illumina) and one part ATM (Illumina) was 457
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prepared. Using the Dragonfly Discovery, 1.2 µl tagmentat ion mast ermix was dispensed per 458
well to a 384-well skirted PCR pl ate (Eppendorf) . U sing the Mosqui to HV, 0.4 µl of 459
normalised DN A was transferred to each well containing tagment ation mastermix. The plate 460
was sealed and spun down then incubated at 55°C for 10 minutes on a ther mal cycler. Using 461
the Dragonfly Discovery, 0.4 µl 0.2% SDS was dispensed to each reaction. The plat e was 462
sealed, spun down and then incubated at room temperature for 5 m inut es. Using the 463
Dragonfly Discovery 1. 2 µl NPM (Illumina) was added to each react ion. Using t he Mosquito 464
HV, 0.8 µl index primers pairs (i5 + i7) at a concentration of 0.5 µM was added to each 465
reaction ensuring a unique combination in each well. The libraries were amplified under the 466
following thermal cycler condit ions: 72° C for 3 minutes, 95°C for 30 seconds, 12 cycles (95°C 467
for 10 seconds, 55°C for 30 seconds, 72° C for 60 seconds), 72°C for 5 minutes, 4°C hold. The 468
librar ies w er e pooled and cleaned up using 0.8 × vols Ampure XP and 80% et hanol. The 469
librar y pools wer e eluted in 20 µl 10mM Tr is-HCl and assessed using a Bioanalyzer HS D N A 470
assay (Agilent) , HS DN A Q ubit assay (Invitrogen) and finally an Illumina Library 471
Quantification Kit assay (KAPA). These r eads f rom these libraries were used f or t axonomic 472
assessment of the cells. 473
Aft er t axonomic assessment deep sequencing libraries f or t he Bodo cells were 474
const ructed using t he KAPA High Throughout Library Prep Kit (Roche Part N o: 475
KK8234/07961901001). W her e possi ble, 1µg of genomic DNA was sheared t o 450bp usin g 476
the Covaris ML230 Sonicator ( Covaris) and the ends of t he DNA were repaired; 3' t o 5' 477
exonuclease activity removed t he 3' overhangs and the polymerase activity filled in the 5' 478
overhangs creating blunt ends. A single ‘A’ nucleot ide was added t o the 3’ ends of t he blunt 479
fragments to allow for the ligation of barcoded adapters ( 6bp - Perkin Elm er NEX TFLEX DNA 480
Barcodes 1-48 ( NOVA- 514101/2/3/4) ) or ( 12bp - Perkin Elmer N EXTFLEX-HT (NOVA-481
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23
51474/ 5/6/7)) at a concent ration of 6µM prior to a 0. 8x clean up using Beckman Coulter 482
AMPure XP beads (A63882). The size of the libraries was estimated using an Agilent High 483
Sensit ivit y DNA chip (5067- 4626) and the concent rations w ere quant ified by fluorescence 484
with a High Sensitivity Q ubit assay ( ThermoFisher Q32854). 485
Bot h shallow and deep sequencing l ibraries wer e sequenced on either an Illumina 486
NovaSeq 6000 (cells A8, A10, B2, F10, G10, H10) with SP Reagent Kit v1.5 kit (300 cycles), , 487
using Real- tim e A nalysi s (RTA) ( version 3.4.4) and Control Software (version 1.7.5) or an 488
Illumina NovaSeq X Plus (cell B7) wit h 10B Reagent Kit (300 Cycle) using RTA (version 4.6.7) 489
and Cont rol Software (version 1.2.2) to produce 150 bp paired-end reads. The result ing BCL 490
files were converted to f astq with bcl2f astq ( version 2.0) . 491
492
Genome assembly, curation and classification 493
Sequencing reads were trimmed using Trim Galore (version 0.6.6) 494
(ht tps://github. com/FelixKrueger/Tri mGalore ) with Cutadapt (version 3.4) (55) . G enome 495
assemblies were generated using SPAdes (version 3.15. 5) (56) with single-cell mode enabled 496
(-- sc) and k-mer sizes 21, 33, 55, and 77. 497
Scaf folds less than 1,000 nt long were discarded from the assembly. Each assembly 498
was manually curated and cont aminant scaf folds/bins w ere removed using a combinat ion of 499
metagenomic binning with MetaBAT2 ( 57) based on t etra- nucleotide frequencies and 500
taxonomic classification with CAT (v5.2) (58), Blobtools (v 1.1.1) (59) and Tiara ( v1.0.1) (60) 501
and EukRep (v0.6.6)( 61). Bins that were classified as majority eukaryotic by all four 502
classifiers and majority “Euglenozoa” by Blobtools were retained, as well as any unbinned 503
scaff old classified as “Euglenozoa” by Blobtoo ls or CAT. 504
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The Holosporales bins w ere first identif ied from the taxon omic classif ications 505
described above. However, all raw assembly bins were assessed for complet eness using 506
CheckM (v1.1.2) ( 62) , and all bins > 70% complete were furth er classified GTDB- TK ( v2.3.2) 507
on KBase. In all the cases, only one bin in each assembly was classified as 508
Alphapro teobacteria by GTDB-TK, and w as the bin retained as the Ho losporlaes 509
endosymbiont MAG. The retained scaff old set s were manually checked whi ch resulted in 510
the removal of one scaff old from t he B2 Holosporales bin that was a cont aminate from 511
another well on the 96 well plate. 512
The general statistics, classification summaries, CheckM results for all g enome bins, 513
and the GTDB- TK classifications are tabulated in Additional File 5. 514
The SSU rDNA BLASTs were done t hrough Geneious Prime. In each case, the subject 515
sequence with the highest bitscore was considered the top hit. 516
517
Gene prediction annotation 518
Eukaryotic gene prediction was done using Companion (v2.2.11) (63) at the 519
WebServer, with default sett ings and using Bodo sal t ans as the ref erence. rDN As were 520
annot at ed with Barrnap (v0.9). For one sample (B7) , t he SSU rDN A sequence was annotated 521
as t wo overlapping fragment s, which were manually merged into one sequence by 522
alignment in Geneious Prime. Four of t he seven SSU rDNA sequences are truncated (See 523
Table 1 and Additional File 1). Three of these, B2, G 10, and H10 w ere manually extended by 524
alignment of the scaffolds and truncated SSU rDNA sequences annotated b y Barrnap in 525
Geneious Prime and ext racting the longest region with shared homology from each scaff old. 526
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All three sequences were extended by ~70 bp. For G10, the SSU rDNA annotation w as 527
truncated due to end of th e scaff old, w hile B2 and H10 are truncated due to loss of 528
homology, possibly due to miss-assembly of those scaf folds. Holosporales gene predictions 529
were done using PROKKA (v1.14. 6) ( 64). 530
Completeness of the genomes and protein sets was assesses with BU SCO ( v5.3.2) 531
(65). 532
533
Phylogenetic analyses of SSU rDNA sequences 534
SSU rDNA sequences were collect ed from GeneBank, filtering f or sequences that 535
were at least 1,000 nucleotides long ( Additional File 9). The sequences were aligned with 536
MAFFT (v7.520) using the FFT-NS-i model (66). The alignment was trimmed manually in 537
Geneious Prime to remove all positio ns with less than 50% coverage. The untrimm ed 538
alignment used to build the tree is in Additional file 1, while th e sequence accessions are in 539
Additional file 11. The Maximum-Likelihood (ML) tree was built with IQ-TREE (v2.3. 2) (67) 540
using the TIM3e+I+R3 model, which was t he best fit model determined by ModelFinder (68), 541
with 1,000 non- parametric bootstrap replicates, and rooting at two outgro up species 542
Dima s tigella tr ypa nif orm i s and Rhynchomonas nas ut a . The tree was visualized and plotted 543
with its associated distance matrix using Interactive Tree Of Life ( iTOL) (v7.2)(69) . 544
545
Phylogenomic analyses 546
For t he Kinetoplastea, prot ein sets for related species were collect ed from GeneBank 547
(Additional File 12) . O rthologous gene sets were identif ied using Orthofind er ( v2.5.4) (70). 548
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26
Protein sequences for shared single copy orthogroups ( n = 488) were aligned w it h MAFFT 549
(v7.520) using the FFT- N S- 2 model (66), and trimmed with TrimAI (v2.0) using the gappyout 550
option ( 71). The trimmed alignments were concat enated with AMAS (72) int o a matrix with 551
234,727 amino acid sites. The ML tree w as produced f rom a partition ed analysis undertaken 552
using IQ-TREE ( v2. 3.2) w ith a partitioning scheme that merged the 488 pro teins into 20 553
part itions, wit h root ing at the outgroup Perkin sela sp.. Model selection was performed by 554
ModelFinder, and 1,000 non-parametric boot st raps w ere run. 555
For t he Holosporales, prot ein sets were collect ed from GeneBank for related species 556
and several closel y related MAG s (Addit ional File 10). For one M AG, G CA_002422845.1, a 557
protein set w as not available on G eneBank, so an annotation w as done using PRO K KA 558
(v1.14.6). Orthologous gene sets were identified using O rthof inder (v2.5.4). Protein 559
sequences from shared single copy orthogroups (n = 24) were aligned with MAFFT ( v7.520) 560
using the FFT- NS-2 model and t rimm ed wit h TrimAI (v2.0) using the gappyout option. The 561
trimm ed alignments were concatenated with AM AS into a matrix w ith 8,004 amino acid 562
sit es. The ML t ree was produced from a partitioned analysis undertaken using I Q-TREE 563
(v2.3.2) with a partitioning scheme that merged the 24 pro teins into 6 partitions, with 564
rooting at the out group containing Temper atibacter mar in us and Kor diimonas pumila . 565
Model selection was performed by ModelFinder, and 1000 non-parametric bootstraps were 566
run. 567
The Kinetoplastea tree (Figure 5) is th e Species Tree from All G enes (STAG) inferred 568
species tree produced by O rthofinder. It is inf erred from 331 gene trees from the 569
ort hogroups where all species are present. 570
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27
All trees were visualized and plotted either using the Interactive Tree of Life (iTOL) or 571
in R using the package ggtree ( v3.14. 0). 572
573
Functional analyses 574
Pfams were assigned to each protein set using Int erProScan (v5. 52-86.0) using 575
option - aap Pfams and with the Pre- calculated match lookup service disabl ed (----disable-576
precalc). Pfam counts were tabulat ed in R. A PCA was run on the count matrix for Bod o spp. 577
after removal o f Pfam with no variation, which reduced the dataset f rom 2938 variables to 578
2545. The PCA was run in R using the function prcomp with scaling and centering. 579
KEGG identifiers were assigned t o each protein set using KofamKOALA or kofamscan (v1.3.0) 580
(73). The complet eness of each KEGG module was cal culat ed using kegg-pathway-581
completeness-tool (v1.3.0) ( https://gi thub.com/EBI- Metagenomics/kegg-pathways-582
completeness-tool ). 583
Venn diagrams showing the proportion of shared orthogroups were generat ed in R 584
using the package ggven (v0.1.10). For an orthogroup to be missing from a species, it must 585
be missing from all genomes in that species. For an orthogroup to be present, it can be 586
present in one or more genomes in that species. 587
The presence of bacterial secretion systems was assessed manually by visualizing the 588
Results
of KofamKO ALA on the KEGG website using the KEGG mapper tool Reconstruct. The 589
number of unique components present in each protein set that mapped to each secretions 590
system was counted and compared t o the tot al number of unique component s list ed for 591
each system. The one exception was for the Type VI system, which was annot ated using a 592
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(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
28
combination of KEG G Reconstruct, BLASTp and psiblast, where the Type VI proteins from Ca . 593
B. vickermanii w ere used as queries to search a database of the protein sets from all seven 594
Holosporales MAG s. The query sequence identifiers, and the significant hit subject 595
identifiers are listed in Additional File 13. 596
The toxin anti/toxin systems were investigated manually using BLASTp and psiblast, 597
where t he proteins of Ca. B. vickermanii systems were used as queries to search a database 598
of the protein sets from all seven Holosporales MAGs. N terminal signal peptides were 599
identified using SignalP v 6. 0 at the webserver. 600
601
AAI, ANI, and AF analyses 602
Pairwise amino acid identity (AAI) was calculated f or the Bo d o spp. using the aai.rb 603
ruby script and BLAST+ v(2.16.0) that is part of the Enveomics Collection at 604
https: //github.com/lmrodriguezr/enveomics ( 74). For the Holosporales, pairwise AAI w as 605
calculated using FastAAI (34) . AN I and AF were calculated using the tool Skani (v0.2.2) (21). 606
607
Figures 608
All p lots were generated in R and edited for publication using Illustrator. 609
610
Declarations 611
Availability of data and materials 612
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(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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29
The raw reads and annotat ed assemblies f or Bodo and Bodo Holosporales have been 613
deposited in the European N ucleotid e Archive under accession PRJEB97217. The assembly 614
sequence f iles, protein sequence files and gff files used in this study have b een deposited in 615
Zenodo at 10.5281/zenodo.16948154. 616
617
Competing interests 618
The authors declare that there are no conflicts of interest. 619
620
Funding 621
This work was funded by the Wellcome Trust Darw in Tree of Life Awards (218328 622
and 226458), and by the Biotechnology and Biological Sciences Research Council (BBSRC), 623
part of UK Research and Innovat ion, through the Earlham Institute’s Core Capabilit y G rant s 624
(BB/CCG1720/1 and BB/CCG 2220/1), it s Strat egic Programme Grant Decoding Biodiversit y 625
(BBX011089/1) and its constituent Work Package 2 BBS/E/ER/230002B, its N ational 626
Capability BBS/E/T/000PR9816 (NC1 - Supporting EI’s I SP s and the UK Communit y with 627
Genomics and Single Cell Analysis), and Transf ormat ive Genomics, National Bioscience 628
Research I nfrastruct ure (BBS/E/ER/23N B0006). TAR is supported by a Royal Societ y 629
Universit y Resear ch Fellowship (URF/R/191005). Part of this work was delivered with 630
support for t he physical HPC inf rastructure and data center delivered via the N BI Comput ing 631
infrastructure f or Science (CiS) group. 632
633
Authors' contributions 634
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30
Sally D. W arring, Conceptualization, Data curation, Formal analysi s, Investigation, 635
Methodology, Resources, Visualization, W riting | Jamie McG owan, Con ceptualization, Data 636
curation, Investigation, Methodology, Resources, Software, Writing |Estelle S . Kilias, 637
Invest igation, Met hodology, Resources, Writing | James Lipscombe, Invest igation, 638
Methodology, Resources, Writing | El isabet Alacid, Investigation, Methodology, Resources, 639
Writing | Tom Barker, Investigation, Methodology | Leah Catchpole, Investigation, 640
Methodology, Project administration, Writing | Seanna McTaggart, Funding acquisition, 641
Project administration, Writing | Karim Gharbi, Funding acquisition, Methodology, 642
Resources, Supervision, Writing | Thomas A. Richards, Conceptualization, Funding 643
acquisition, Resources, Supervision, W riting | David Swarbreck, Conceptualization, Funding 644
acquisition, Supervision | Neil Hall, Conceptualization, Funding acquisition, Resources, 645
Supervision, W riting. 646
647
Acknowledgements
648
We would like to acknowledge the members of t he Technical Genomics and Core 649
Bioinformatics groups at the Earlham Institute, and note the specific contributions of Chris 650
Watkins, Sacha Lucchini, Kendall Baker, and N eil Shearer. W e also acknowledge the work 651
delivered via the Laboratory Managers and Resear ch Computing Groups at EI who manage 652
and deliver High Performance Computing at EI. 653
654
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(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
37
Figure Legends 864
Figure 1 – SSU rDNA phylo gen y of Bodo spp. A. Pa irwise ANI of SSU rDNA sequences from 865
the seven single cell genomes B. ML phylogeny of SSU rDNA sequences from Bodo spp. and 866
related genera. The tree scale is substitutions per site. The seven single cell genomes are 867
shaded yellow, blue and pink to distin guish the three clades they form. B. s altans lake 868
Konstanz is shaded purple. The tw o columns on the right side of the tree show the pairwise 869
ANI between each taxon and the SSU rDNA from B. s alt ans lake Konstanz and B. edax . 870
871
Figure 2 – Genomic diversity of Bodo spp. A. ML phylogeny of 488 single copy ort hologous 872
proteins. Tree scale is substitutions per site B . Heatmap showing pairwise average AAI 873
values for all Bodo genomes C. Heatmap showing pairwi se AN I (lower triangle) and AF 874
(upper triangle) D. N umber and proport ion of shared ort hogroups for each Bodo spp. E. Bar 875
plot showing the proportion of prot ein annotat ions in each genome that have a Pfam 876
annot at ion F. PCA plot generated fro m the tally of Pfam domain p resent in each genome. In 877
all plots the th ree B odo spp. from sin gle cell genomes are shaded yellow, blue and pink to 878
distinguish the three clades they form while B. saltans lake Konst anz i s shaded purple. 879
880
Figure 3 – Genomic diversity of Holosporales endosymbionts. A. ML phyl ogeny of 24 single 881
copy orthologous proteins. Tree scale is substitutions per site B. Heatmap showing pairwise 882
ANI (lower triangle) and AF (upper triangle) for the Holosporlaes associated with B odo single 883
cells C. Number and proportion of shared orthogroups for each Holosporales species. In all 884
.CC-BY 4.0 International licenseavailable under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
38
plot the Holosporales from the seven single cell genomes are shaded yellow, blue and pink 885
to distinguish the three clades they form while “ Ca. B. vickermanii” is shaded purple. 886
887
Figure 4 – Functional diversity among Holosporales endosymbionts. Heatmap in blue 888
showing t he completeness values f or KEGG modules found in each Bodo Holosporales 889
genome and Ca. B. vickermanii genome. Only modules that are at least 50% complete in one 890
or more genome are shown. Heat map in red shows t he number of prot eins belonging to 891
each of the bacterial secretion systems found in the genomes. The block t o the right o f the 892
heatmap shows the tot al number of proteins belonging to each secret ion system, as li sted 893
on the KEGG Brite database. 894
895
Figure 5 – Genomic uniqueness in Genus Bodo. S pecies tree infe rred by STAG. Tree scale is 896
substitutions per site. The support values are the number o f individual gen e trees that 897
contain that bipartit ion. The bar plots show t he tot al number of orthogroups and t he 898
number of unique orthogroups in each genome protein set . Pie charts are shaded t o show 899
the proport ion of orthogroups unique t o the three genera Bodo, Tr y pano s oma and 900
Lei shmania . 901
902
Figure 6 – Functional comparison of Kinetoplastida. Heat map showing t he completeness 903
values for KEGG modules in each genome. Only modules that are at least 60% complete in 904
one or more genomes are shown. 905
906
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(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
39
Additional files 907
Additional File 1 - Bodo and related spp. SSU rDNA alignment. FASTA f ile cont aining t he 908
untrimm ed SSU rDNA alignment used to build t he tree in Figure 1. 909
Additional File 2 - AAI summary statistics for Bodo spp. Excel sheet listing the summary 910
metrics out put from the aai.rb script. Column “no. proteins used” shows t hat number of 911
pairwise comparisons used to calculate the average AAI. 912
Additional File 3 – Bodo skani AF full matrix. TSV file showing the AF calcul ated by skani in 913
both directions for each pairwise comparison. 914
Additional File 4 - Pfam counts and PCA loadings. Excell workbook wit h two sheet s. The 915
first sheet shows the Pfam frequencies in each B odo genome. The second sheet shows t he 916
loadings given to each Pfam for PC1-8. 917
Additional File 5 - Bodo SC raw genome assemblies statistics per bin. Excell sheet 918
tabulating statistics for all the raw single-cell genome assemblies, split by MetaBat2 bins. 919
Additional File 6 - FastAAI distance matrix. Excell sheet containing the A AI values f or the 920
Holsoporales heatmap in Figure 3A. 921
Additional File 7 – Holosporlaes skani AF full matrix. TSV file showing the AF calculated by 922
skani in both directions for each pairwise comparison. 923
Additional File 8 - Holosporales all KEGG completeness. Excell sheet showing the 924
completeness values for KEGG modul es ident if ied in each Holosporales protein set. 925
Additional File 9 - Toxin antitoxins in Bodo Holosporlaes B7 F10 figure. P DF do c um e n t 926
showing a: A. schematic of the putative toxin/antitoxin loci in B7 and F10 B. alignment 927
between the large toxin pro tein and alternative toxin, showing region of homology C. 928
SingnalP plots of N termini of the p utative multi-domain toxins from B7 and F10. 929
Additional File 10 - Kinetoplastids all KEGG completeness. Excell sheet showing the 930
completeness values for KEGG modul es ident if ied in each Bodo and Kinet oplast ea protein 931
set. 932
Additional File 11 - SSU rDNA sequences u sed in ph ylogeny . Excell sheet with N CBI 933
accession identifiers for all SSU rDNA sequences used to construct the phylogeny in Figure 1. 934
Additional File 12- all NCBI protein sets . Excell workbook with two sheets listing the N CBI 935
accession identifiers for all pro tein sets used in this study. Kinetoplastea sets are on sheet 1 936
and Holosporales sets are on sheet two. 937
Additional File 13 - TypeVI secretion system protein IDs . Excell sheet listing the Type VI 938
secretion system protein id entifiers used as queries from Ca. B. vickermanii, and the protein 939
identifiers f rom the Holosporales genomes that were signif icant hits. 940
.CC-BY 4.0 International licenseavailable under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
A
B
Bootstrap
100
80-99
50-80
B. saltans AY490226.1
Bodo H10
Bodo G10
Bodo B2
Bodo A8
Bodo A10
B. edax AY028451.1
B. saltans JC02 AY490227.1
B. saltans JF693632.1
B. uncinatus AF208884.1
B. saltans strain Petersburg AF208887.1
B. saltans strain HFCC309 DQ207572.1
Bodo B7
Bodo F10
B. saltans AY490224.1
B. saltans isolate NG MF962814.1
B. saltans JC18 AY490229.1
B. saltans PP5 AY490223.1
B. saltans JC03 AY490228.1
B. saltans AY490222.1
B. saltans AY490232.1
B. saltans AY490230.
B. saltans AY490231.1
B. sp. TGS2 AB585965.1
B. saltans strain Konstanz AF208889.1
B. sp. TGKH8 LC000678.1
B. saltans AY028452.1
B. saltans strain HFCC12 DQ207569.1
B. saltans AY490234.1
B. saltans strain SCCAP BS364 AY998648.1
B. sp. ATCC 50149 AY028449.1
B. saltans strain HFCC311 DQ207574.1
B. saltans strain HFCC14 DQ207571.1
B. saltans MH614643.1
B. saltans strain IOW92 KX431511.1
B. saltans AY490233.1
B. saltans strain HFCC310 DQ207573.1
B. saltans strain HFCC323 DQ207575.1
B. saltans strain HFCC13 DQ207570.1
B. caudatus AY028450.1
B. curvifilus AY425015.1
B. sp. isolate COLPROT774 MW355419.1
B. caudatus AY490218.1
B. caudatus strain SCCAP BC330 AY998649.1
B. caudatus AY490215.1
B. sorokini AF208888.1
B. sorokini strain ATCC 50641 AY425018.1
N. designis strain SCCAP BD54 AY998650.1
N. designis strain SCCAP BD55 AY998651.1
N. designis strain SCCAP BD56 AY998652.1
N. designis strain SCCAP BD57 AY998653.1
B. saliens AF174379.1
B. designis AY425016.1
B. designis AF209856.1
N. designis strain SCCAP BD52 AY998646.1
B. rostratus AY425017.1
N. designis strain SCCAP BD50 AY998643.1
N. designis strain SCCAP BD23 AY998644.1
N. designis strain SCCAP BD51 AY998645.1
B. designis AY490235.1
N. designis strain SCCAP BD53 AY998647.1
B. designis strain DH AF464896.1
B. celer AY490221.1
D. trypaniformis strain SCCAP DIM74 AY998641.1
R. nasuta strain SCCAP RH3 AY998642.1
89.6
91.0
82.5
83.4
76.4
76.0
81.6
81.7
94.5
95.0
95.3
0.0
82.5
77.6
83.8
83.6
97.6
95.9
82.3
82.7
96.7
89.5
94.6
95.9
99.9
95.4
82.8
83.6
97.8
94.7
81.7
81.7
80.7
81.4
99.7
88.5
81.4
82.3
97.6
96.1
96.2
96.9
82.3
82.4
80.5
79.6
89.5
89.0
98.4
95.0
94.2
94.8
79.0
79.1
95.1
100
95.3
99.6
95.6
98.2
95.5
96.8
84.6
84.4
97.6
96.0
83.3
84.1
93.5
94.8
94.8
96.0
94.7
95.8
82.4
83.1
82.0
82.7
81.3
81.5
87.0
87.6
0.0
95.3
96.7
94.6
77.5
77.4
85.9
85.9
95.7
98.0
82.0
82.9
95.2
99.6
94.9
99.0
99.9
95.4
98.7
94.6
95.3
99.6
95.2
99.6
78.4
78.5
93.9
94.4
94.7
99.4
98.4
95.0
95.3
99.9
82.8
83.8
94.7
98.0
96.2
96.8
93.4
96.0
87.4
88.0
82.0
82.3
94.2
94.9
B. saltans strain Konstanz
B. edax
Tree scale: 0.1
Percent identity
75
77
80
82
85
87
90
92
95
97
100
99.82
98.05
98.05
97.68
98.12
97.94
98.05
98.05
97.63
97.99
97.94
99.84
99.93
99.93
99.84
99.93
99.93
100
99.92
99.92
95 96 97 98 99 100
Bodo F10
Bodo B7
Bodo A10
Bodo A8
Bodo G10
Bodo B2
Bodo H10
100
100
100
100
100
100
100
100
F10
B7
A10
A8
G10
B2
H10
18s rDNA pairwise nucleotide identity %
Figure 1
.CC-BY 4.0 International licenseavailable under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
A
C D
E F
B
Bootstrap
100
Bodo H10
Bodo G10
Bodo B2
Bodo A8
Bodo A10
Bodo B7
Bodo F10
Bodo saltans
Perkinsela
51.3
62.2
62.2
98.8
100
51.5
62.6
62.6
85.0
85.0
97.9
98.7
100
51.4
62.3
62.1
100
51.6
62.5
62.5
84.9
85.0
100
51.7
100
51.5
98.0
100
51.5
62.4
62.5
84.8
84.8
97.7
100
100
Tree scale: 0.1
Average pairwise amino acid identity (AAI) %
H10
G10
B2
A8
A10
B7
F10
B. saltans
50
55
60
65
70
75
80 85 90 95 100
0.00
0.00
0.00
0.00
0.00
0.00
0.00
98.39
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
99.24
84.17
84.05
84.16
84.24
84.14
84.09
98.42
98.23 99.02
0 10 20 30 40 50 60 70 80 90 100
B.sal.
B.sal.
F10
B7
A10
A8
B2
H10
G10
0.00 0.00
81.56
0.00
0.00
0.00
0.00
0.00
0.00
83.12
0.00
0.00
0.00
15.63
15.46
0.00
0.00
0.00
15.30
15.15
80.14
0.00
0.00
0.00
14.70
14.53
76.72
82.20
0
10
20
30
40
50
60
70
80
90
100
F10
B7
A10
A8
B2
H10
G10
Aligned Fractiom (AF) %
Average nucleotide Identity (ANI) %
B. saltans
B7/F10 A8/A10
B2/
G10/H10
806
(5.8)
571(4.1) 199(1.4)
570(4.1)257(1.9)
11(0.8) 898
(6.5)
77(0.6) 181(1.3)
138(1.0)
280(2.0) 1076(7.8)
530(3.8) 467(3.4)
7663(55.5)
Shared orthogroups
H10
G10
B2
A10
A8
F10
B7
B. sal
0.00 0.50 1.00
Proportion proteins with Pfam annotations
Other proteinsProteins with Pfam annotation
B. saltans A8A10
B7
F10
B2
G10H10−0.25
0.00
0.25
0.50
−0.9 −0.6 −0.3 0.0
PC1 (26.38%)
PC2 (20.4%)
Principle components analysis base on Pfam frequencies
Figure 2
.CC-BY 4.0 International licenseavailable under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
B C
A
A10
A8
B2
MAG GCA_018061565
B7
F10
Ca. B. vickermanii
MAG GCA_002422845
Ca. C. indipagum
Ca. C. primus
Ca. C. primus 43202
Ca. N. abundans
Ca. N. abundans 44043
Ca. G. agglomerans
Ca. H. endosymbioticus
H. curviuscula
H. elegans E1
H. undulata HU1
H. obtusa F1
Ca. H. penaei
Holosp. bac. Namur
Ca. B. paramacronuclearis 11III1
Ca. B. paramacronuclearis 15I1
Ca. N. amoebiphila
Ca. P. acanthamoebae
C. varicaedens
Ca. O.thessalonicensis L13
Ca. O. acanthamoebae
Ca. P.symbiosus
C. Finniella inopinata
MAG GCA_002791835
MAG GCA_003542655
G10
H10
MAG GCA_024236035
K. pumila
T. marinus
eoAcanthamoeba sp. UWC8
A10
A8
B2
MAG GCA_018061565
B7
F10
Ca. B. vickermanii
MAG GCA_002422845
Ca. C. indipagum
Ca. C. primus
Ca. C. primus 43202
Ca. N. abundans
Ca. N. abundans 44043
Ca. G. agglomerans
Ca. H. endosymbioticus
H. curviuscula
H. elegans E1
H. undulata HU1
H. obtusa F1
Ca. H. penaei
Holosp. bac. Namur
Ca. B. paramacronuclearis 11III1
Ca. B. paramacronuclearis 15I1
Ca. N. amoebiphila
Ca. P. acanthamoebae
C. varicaedens
Ca. O.thessalonicensis L13
Ca. O. acanthamoebae
Ca. P. symbiosus
C. Finniella inopinata
MAG GCA_002791835
MAG GCA_003542655
G10
H10
MAG GCA_024236035
K. pumila
T. marinus
eoAcanthamoeba sp. UWC8
Tree scale: 1
Bootstrap
100
80-99
50-80
AAI >= 55 % , AAI = 95%
Pairwise Average Amino Acid Identity (AAI) (%)
34
40
46
52
58
64
70
76
82
88
95
0.00
0.00
0.00
0.00
0.00
0.00
0.00
97.55
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
99.95
0.00
85.84
86.31
0.00
85.42
86.02
99.98
100 100
0 10 20 30 40 50 60 70 80 90 100
Ca. B.v
Ca. B.v
F10
B7
A10
A8
B2
H10
G10
0.00 0.00
85.33
0.00
0.00
0.00
0.00
0.00
0.00
93.45
0.00
0.00
0.00
0.00
0.00
0.00
0.00
0.00
28.09
27.73
27.89
0.00
0.00
0.00
28.35
29.52
20.79
90.89
0
10
20
30
40
50
60
70
80
90
100
F10
B7
A10
A8
B2
H10
G10
Ca. B.v
B7/F10 A8/A10
B2/G10/H10
117
(4.9)
184
(7.7)
156
(6.5)
299
(12.5)
302
(12.7)
1
(0.0)
633
(26.2)
6
(0.3)
19(0.8)
6
(0.3)
3
(0.1)
27
(1.1)
10
(0.4)
49
(2.1)
555
(23.2)
Aligned Fractiom (AF) %
Average nucleotide Identity (ANI) % Shared orthogroups
Figure 3 .CC-BY 4.0 International licenseavailable under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
Methionine degradation (M00035)
Lysine biosynth., acetyl-DAP pathway, aspartate => lysine (M00525)
Lysine biosynth., DAP aminotransferase pathway, aspartate => lysine (M00527)
Lysine biosynth., DAP dehydrogenase pathway, aspartate => lysine (M00526)
Lysine biosynth., succinyl-DAP pathway, aspartate => lysine (M00016)
Citrate cycle (TCA cycle, Krebs cycle) (M00009)
Citrate cycle, first carbon oxidation, oxaloacetate => 2-oxoglutarate (M00010)
Citrate cycle, second carbon oxidation, 2-oxoglutarate => oxaloacetate (M00011)
Gluconeogenesis, oxaloacetate => fructose-6P (M00003)
Glycolysis (Embden-Meyerhof pathway), glucose => pyruvate (M00001)
Glycolysis, core module involving three-carbon compounds (M00002)
Pentose phosphate pathway (Pentose phosphate cycle) (M00004)
Pentose phosphate pathway, non-oxidative phase, fructose 6P => ribose 5P (M00007)
PRPP biosynth., ribose 5P => PRPP (M00005)
Pyruvate oxidation, pyruvate => acetyl-CoA (M00307)
Glycogen biosynth., glucose-1P => glycogen/starch (M00854)
Glyoxylate cycle (M00012)
Methylcitrate cycle (M00982)
UDP-N-acetyl-D-glucosamine biosynth., prokaryotes, glucose => UDP-GlcNAc (M00909)
Undecaprenyl phosphate (UP)
α
-L-Ara4N biosynth., UDP-GlcA => UP
α
-L-Ara4N (M00761)
Cytochrome bc1 complex respiratory unit (M00151)
Cytochrome bd ubiquinol oxidase (M00153)
Cytochrome c oxidase, prokaryotes (M00155)
F-type ATPase, prokaryotes and chloroplasts (M00157)
NADH (M00144)
Succinate dehydrogenase, prokaryotes (M00149)
CAM (Crassulacean acid metabolism), dark (M00168)
CAM (Crassulacean acid metabolism), light (M00169)
Reductive citrate cycle (Arnon-Buchanan cycle) (M00173)
Reductive pentose phosphate cycle (Calvin cycle) (M00165)
CMP-KDO biosynth. (M00063)
KDO2-lipid A biosynth., Raetz pathway, LpxL-LpxM type (M00060)
KDO2-lipid A biosynth., Raetz pathway, non-LpxL-LpxM type (M00866)
Fatty acid biosynth., elongation (M00083)
Fatty acid biosynth., initiation (M00082)
Phosphatidylcholine (PC) biosynth., PE => PC (M00091)
Phosphatidylethanolamine (PE) biosynth., PA => PS => PE (M00093)
C1-unit interconversion, eukaryotes (M00141)
Heme biosynth., animals and fungi, glycine => heme (M00868)
Heme biosynth., bacteria, glutamyl-tRNA => coproporphyrin III => heme (M00926)
Heme biosynth., plants and bacteria, glutamate => heme (M00121)
Lipoic acid biosynth., eukaryotes, octanoyl-ACP => dihydrolipoyl-H (M00882)
Lipoic acid biosynth., octanoyl-CoA => dihydrolipoyl-E2 (M00884)
Lipoic acid biosynth., plants and bacteria, octanoyl-ACP => dihydrolipoyl-E2/H (M00881)
Pimeloyl-ACP biosynth., BioC-BioH pathway, malonyl-ACP => pimeloyl-ACP (M00572)
Siroheme biosynth., glutamyl-tRNA => siroheme (M00846)
Adenine ribonucleotide biosynth., IMP => ADP,ATP (M00049)
Adenine ribonucleotide degradation, AMP => Urate (M00958)
Deoxyribonucleotide biosynth., ADP/GDP/CDP/UDP => dATP/dGTP/dCTP/dUTP (M00053)
Guanine ribonucleotide biosynth., IMP => GDP,GTP (M00050)
Pyrimidine deoxyribonucleotide biosynth., UDP => dTTP (M00938)
Pyrimidine ribonucleotide biosynth., UMP => UDP/UTP,CDP/CTP (M00052)
B2
H10
G10
A8
A10
B7
F10
Ca. B. v.
10
8
0
15
0
10
7
0
13
0
10
7
12
15
0
9
7
9
10
2
10
7
8
10
2
11
8
2
12
2
10
7
7
8
2
11
7
4
8
2
SEC-SRP
Type III - Flagellar export apparatus
Type IV - Conjugal transfer pilus assembly protein
Type VI
TAT
14
12
21
16
4
Amino acid
metabolism
Carbohydrate
metabolism
Energy
metabolism
Lipid
metabolism
Metabolism
of cofactors
and vitamins
Nucleotide
metabolism
Secretion
systems
KEGG Module Completeness (%)
0
10
20
30
40
50
60
70
80
90
100
Figure 4
.CC-BY 4.0 International licenseavailable under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
Leishmania
Orhogroups in genus = 8,237
Orthogroups unique = 475
Trypanosoma
Orthogroups in genus = 11,183
Orthogroups unique = 3,877
Bodo
Orthogroups in genus = 13,816
Orthogroups unique = 7,321
Perkinsela sp.
Bodo saltans
Bodo B7
Bodo F10
Bodo A10
Bodo A8
Bodo H10
Bodo B2
Bodo G10
Trypanosoma vivax
Trypanosoma brucei gambiense
Trypanosoma brucei equiperdum
Trypanosoma equiperdum
Trypanosoma brucei brucei
Trypanosoma grayi
Trypanosoma melophagium
Trypanosoma theileri
Trypanosoma conorhini
Trypanosoma rangeli
Trypanosoma cruzi marinkellei
Trypanosoma cruzi cruzi
Trypanosoma cruzi Brazil
Angomonas deanei
Strigomonas culicis
Phytomonas sp. EM1
Phytomonas sp. Hart1
Leptomonas pyrrhocoris
Leptomonas seymouri
Novymonas esmeraldas
Porcisia hertigi
Leishmania martiniquensis
Leishmania sp. Namibia
Leishmania sp. Ghana
Leishmania orientalis
Leishmania tarentolae
Leishmania mexicana
Leishmani major
Leishmania donovani
Leishmania infantum
Leishmania naiffi
Leishmania lindenbergi
Leishmania braziliensis
Leishmania utingensis
Leishmania shawi
Leishmania panamensis
0 5000 10,000 0 200 400 600
Support
0.8 - 1
0.5 - 0.79
< 0.5
Tree scale : 0.5
Pie charts show No.
orthogroups in each genus
Orthogroups
shared with other genera
Orthogroups unique to genus
Orthogroups
in genome
Orthogroups
unique to genome
Figure 5
.CC-BY 4.0 International licenseavailable under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
The copyright holder for this preprintthis version posted October 3, 2025. ; https://doi.org/10.1101/2025.10.03.678719doi: bioRxiv preprint
L. donovani
L. infantum
L. major
anacixe
m .L
sisneilizarb .L
sisne
manap .L
anahG .ps .L
aibi
maN .ps .L
silatneiro .L
L. martiniquensis
P. hertigi
T. brucei brucei
esneib
mag iecurb .T
izurc .T
Bodo B2
01G odoB
Bodo H10
8A odoB
Bodo A10
Bodo F10
Bodo B7
B. saltans
KEGG module completeness (%)
0
10
20
30
40
50
60
70
80
90
100
Arginine biosynthesis, ornithine => arginine (M00844)
Proline biosynthesis, glutamate => proline (M00015)
Proline degradation, proline => glutamate (M00970)
Proline metabolism (M00972)
Tryptophan metabolism, tryptophan => kynurenine => 2-aminomuconate (M00038)
Tyrosine degradation, tyrosine => homogentisate (M00044)
Leucine degradation, leucine => acetoacetate + acetyl-CoA (M00036)
Cysteine biosynthesis, serine => cysteine (M00021)
Methionine degradation (M00035)
Methionine salvage pathway (M00034)
Histidine degradation, histidine => N-formiminoglutamate => glutamate (M00045)
Lysine degradation, lysine => saccharopine => acetoacetyl-CoA (M00032)
Glutathione biosynthesis, glutamate => glutathione (M00118)
GABA biosynthesis, eukaryotes, putrescine => GABA (M00135)
Polyamine biosynthesis, arginine => agmatine => putrescine => spermidine (M00133)
Polyamine biosynthesis, arginine => ornithine => putrescine (M00134)
Glycine cleavage system (M00621)
Threonine biosynthesis, aspartate => homoserine => threonine (M00018)
C10-C20 isoprenoid biosynthesis, non-plant eukaryotes (M00367)
C5 isoprenoid biosynthesis, mevalonate pathway (M00095)
Citrate cycle (TCA cycle, Krebs cycle) (M00009)
Citrate cycle, first carbon oxidation, oxaloacetate => 2-oxoglutarate (M00010)
Citrate cycle, second carbon oxidation, 2-oxoglutarate => oxaloacetate (M00011)
Gluconeogenesis, oxaloacetate => fructose-6P (M00003)
Glycolysis (Embden-Meyerhof pathway), glucose => pyruvate (M00001)
Glycolysis, core module involving three-carbon compounds (M00002)
Pentose phosphate pathway (Pentose phosphate cycle) (M00004)
Pentose phosphate pathway, non-oxidative phase, fructose 6P => ribose 5P (M00007)
Pentose phosphate pathway, oxidative phase, glucose 6P => ribulose 5P (M00006)
PRPP biosynthesis, ribose 5P => PRPP (M00005)
Pyruvate oxidation, pyruvate => acetyl-CoA (M00307)
Galactose degradation, Leloir pathway, galactose => alpha-D-glucose-1P (M00632)
Glyoxylate cycle (M00012)
Inositol phosphate metabolism, PI=> PIP2 => Ins(1,4,5)P3 => Ins(1,3,4,5)P4 (M00130)
Malonate semialdehyde pathway, propanoyl-CoA => acetyl-CoA (M00013)
Nucleotide sugar biosynthesis, glucose => UDP-glucose (M00549)
Propanoyl-CoA metabolism, propanoyl-CoA => succinyl-CoA (M00741)
UDP-N-acetyl-D-glucosamine biosynthesis, eukaryotes, glucose => UDP-GlcNAc (M00892)
UDP-N-acetyl-D-glucosamine biosynthesis, prokaryotes, glucose => UDP-GlcNAc (M00909)
Cytochrome bc1 complex respiratory unit (M00151)
V-type ATPase, eukaryotes (M00160)
C4-dicarboxylic acid cycle, NAD - malic enzyme type (M00171)
C4-dicarboxylic acid cycle, NADP - malic enzyme type (M00172)
C4-dicarboxylic acid cycle, phosphoenolpyruvate carboxykinase type (M00170)
CAM (Crassulacean acid metabolism), dark (M00168)
CAM (Crassulacean acid metabolism), light (M00169)
Reductive pentose phosphate cycle (Calvin cycle) (M00165)
N-glycan precursor biosynthesis (M00055)
beta-Oxidation (M00087)
beta-Oxidation, acyl-CoA synthesis (M00086)
Fatty acid biosynthesis, elongation (M00083)
Fatty acid elongation in endoplasmic reticulum (M00415)
Acylglycerol degradation (M00098)
Ceramide biosynthesis (M00094)
Ketone body biosynthesis, acetyl-CoA => acetoacetate/3-hydroxybutyrate/acetone (M00088)
Phosphatidylcholine (PC) biosynthesis, PE => PC (M00091)
Phosphatidylethanolamine (PE) biosynthesis, ethanolamine => PE (M00092)
Phosphatidylethanolamine (PE) biosynthesis, PA => PS => PE (M00093)
Sphingosine biosynthesis (M00099)
Triacylglycerol biosynthesis (M00089)
Cholesterol biosynthesis, FPP => cholesterol (M00101)
Ergocalciferol biosynthesis, FPP => ergosterol/ergocalciferol (M00102)
C1-unit interconversion, eukaryotes (M00141)
C1-unit interconversion, prokaryotes (M00140)
Coenzyme A biosynthesis, pantothenate => CoA (M00120)
Lipoic acid biosynthesis, plants and bacteria, octanoyl-ACP => dihydrolipoyl-E2/H (M00881)
Molybdenum cofactor biosynthesis, GTP => molybdenum cofactor (M00880)
NAD biosynthesis, aspartate => quinolinate => NAD (M00115)
NAD biosynthesis, tryptophan => quinolinate => NAD (M00912)
Riboflavin biosynthesis, plants and bacteria, GTP => riboflavin/FMN/FAD (M00125)
Adenine ribonucleotide biosynthesis, IMP => ADP,ATP (M00049)
Deoxyribonucleotide biosynthesis, ADP/GDP/CDP/UDP => dATP/dGTP/dCTP/dUTP (M00053)
Guanine ribonucleotide biosynthesis, IMP => GDP,GTP (M00050)
De novo pyrimidine biosynthesis, glutamine (+ PRPP) => UMP (M00051)
Pyrimidine degradation, uracil => beta-alanine, thymine => 3-aminoisobutanoate (M00046)
Pyrimidine deoxyribonucleotide biosynthesis, UDP => dTTP (M00938)
Pyrimidine ribonucleotide biosynthesis, UMP => UDP/UTP,CDP/CTP (M00052)
Amino acid
metabolism
Carbohydrate
metabolism
Energy
metabolism
Biosynthesis of terpenoids and polyketides
Glycan metabolism
Lipid
metabolism
Vitamine and
cofactor metabolism
Nucleotide
metabolism
Figure 6
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