Abstract
31
32
Interactions between b acteria, bacteriophages , and their satellites are shaped by a 33
myriad of defence and counter-defence mechanisms. Here, we identified and 34
characterized the defence hotspots of thousands of P2-like phages and P4-like satellites 35
to elucidate the origins and evolutionary dynamics of defence systems. Both P4 and P2 36
encode a broad diversity of recognizable defence systems. Defences are a substantial, 37
yet likely underestimated, share of the elements’ pangenomes, as shown by novel 38
antiviral functions discovered in P4 loci lacking known defence genes. Defence loci are 39
very rapidly swapped , without pseudogenization, suggesting defences are replaced 40
before becoming non-adaptive. This intense local recombination melds components of 41
distinct systems into novel functional chimeras. Systems swap so rapidly that many 42
elements with identical core genes have completely diYerent defences. Surprisingly, 43
despite P4 and P2’s concomitant replication and packaging, they almost never exchange 44
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defence genes. In contrast, near identical defence systems can be found in distinct types 45
of MGEs and in cryptic chromosomal locations. Our findings highlight P4 and P2 as 46
mobile platforms driving the modular diversification of bacterial antiviral repertoires. 47
Hence, bacterial defences change quickly by phage and satellite turnover , and by the 48
quick swap of defences within these elements. 49
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Introduction
50
51
Microbial ecosystems are shaped by complex interactions between bacteria and 52
bacteriophages (phages). These interactions range from the direct antagonism between 53
virulent phages and bacteria1 to the more nuanced continuum between antagonism and 54
commensalism of temperate phages and their hosts, where the interests of both bacteria 55
and phage can be aligned 2,3. One key example of the latter is the presence of antiviral 56
defences in prophages, which protect their host bacteria from predation by other phages, 57
thus ensuring the survival of both4,5. Prophages are not the only mobile genetic elements 58
(MGEs) that provide antiviral functions to their hosts. Anti-MGE defence systems are 59
frequently encoded by MGEs present in bacterial genomes6, possibly because of 60
competition, and/or cooperation, between MGEs7. This is exemplified by phage satellites, 61
non-autonomous mobile elements (hitchers) that hijack (helper) phages to mobilize 62
between bacteria 8,9. S ome P4-like satellites encode antiviral defences against 63
competitors of P2-like helper phages, protecting both helper and bacterial host10. Hence, 64
the associations between satellites, phages and bacteria evolve in a mutualism -65
parasitism continuum, where partners incur in costs and benefits associated with the 66
presence of the other elements8. 67
68
The diversity of known defence systems is rapidly increasing. Defence genes have one of 69
the highest rates of gain/loss across bacterial genomes 11, and i n bacteria, the ir 70
acquisition is typically associated with the mobility of the MGEs carrying them12. But little 71
is known about the evolutionary dynamics of defence genes in MGEs themselves. Where 72
do these genes come from, and how stable are they? What is the fate of these genes, and 73
that of the MGEs carrying them, once defences are no longer useful? These questions are 74
intricately linked not only with the ecology of MGEs (who is defending whom, when and 75
against what), but also with the ir genomic organization, which for some elements like 76
phages and satellites, can be tightly conserved9,13,14. The accumulation of accessory 77
genes in phages is constrained by the size of their genomes , which must fit within their 78
capsids15, and the very modular genomic organization of both satellites and phages 9,14. 79
Although prophages often have accessory genes useful to their bacterial hosts, their high 80
gene density suggests they rarely have pseudogenes and is thought to explain the low 81
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frequency of transposable elements in their genomes , in contrast with plasmids 16. 82
Hence, the systematic detection of defence genes in prophages and satellites reflects 83
the selective importance of these functions for their ecology and evolution. At a broader 84
level, understanding the prevalence, localization and evolutionary dynamics of antiviral 85
genes can highlight the rules that govern the genomic plasticity and genomic organization 86
of MGEs, as well as their ecological associations and interactions with bacterial hosts 87
and with other MGEs. 88
89
Several defence systems were previously detected in P2-like phages and P4-like 90
satellites, in a single hotspot near the cos site of each element 10. Here, we delimit 91
satellite and phage genomes to identify additional hotspots and to account for MGE 92
similarity when studying the evolutionary dynamics of antiviral genes within and across 93
P4 satellites and P2 helpers. To extend the diversity of our dataset, w e coupled the 94
detection and precise delimitation of thousands of P4 -like satellites 17 and P2-like 95
prophages in complete bacterial genomes with thousands of additional P4-like satellites 96
detected in metagenomes to generate the most abundant and diverse genomic 97
collection of satellites and helper phages to date. The extensive dataset of P4 and P2 98
genomes allowed to uncover the quick turnover of defence genes encoded by P4 and P2, 99
the genetic exchanges that underly this turnover , and how they shape defen ce 100
repertoires. 101
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Results
102
103
Defence systems’ loci are pervasive in a few hotspots of P2 and P4 104
105
We identified the P2 -like prophages (P2 for short) and P4-like satellites (P4 for short) in 106
the complete genomes of Escherichia coli, Klebsiella pneumoniae, Salmonella enterica. 107
We also used the P4-like contigs detected in Logan, a repository of assembled sequence 108
data from tens of millions of public sequencing experiments 18, which greatly expanded 109
the number and genomic diversity of known P4 satellites (Fig S1, see Methods). The 3085 110
P4 (from complete bacterial genomes and metagenomes) and 1511 P2 (from complete 111
bacterial genomes) elements in our dataset were dereplicated and genetically delimited 112
at the nucleotide level by identification of their att sites (see Methods). We then identified 113
the defence system s in P4 and P2 using DefenseFinder19 and PADLOC20. We also 114
searched for anti-defence systems, for which we only find two types (Anti_RM and 115
Anti_CRISPR) distributed in 28 P2. Most of these P2 have a single anti-antiviral system, 116
but one has five distinct systems. We detected no anti-defence systems in P4. Given the 117
low numbers of these anti-defence systems, we decided to exclude them from the main 118
analysis. 119
120
We found a very broad diversity of known types of defence systems, which occurred in 121
57% of P4 and in 49% of P2 (Fig 1A and B, Fig S2A for PADLOC classification). Some types 122
of systems were detected in both satellites and phages (e.g., AbiU or PD-T7-2), whereas 123
others were found in only one of them (e.g., AbiP2 in P2 and Hachiman in P4 ). We also 124
identified individual genes that are usually associated with defence systems, but that do 125
not form a complete known system (see the two rightmost columns in Fig 1A for systems 126
that were partially detected by DefenseFinder). We will refer to these as putative defence 127
systems and will explore them in more detail in a subsequent section. If we include both 128
complete and putative systems, the proportion of elements that encode defence -129
associated genes increases to 73% (P4) and 81% (P2) (Fig 1B). Hence, a large majority of 130
these two types of MGEs encode genes associated with antiviral activity. 131
132
Even if this is by far the largest known dataset of P4 and P2, the pangenome saturation 133
curves show that we are far from having uncovered the full genetic diversity of these 134
elements (Fig 1C ). Known defence genes correspond to a sizeable fraction of the se 135
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pangenomes (orange lines): 34% for P4 and 17% for P2. P4 and P2 account for 11-16% of 136
the genetic diversity of the defence systems in their hosts’ species (Fig S3). Moreover, up 137
to 50% of the total defence systems of some genomes are encoded in their P4 or P2 138
elements (Fig 1D, Fig S4). This suggests that P4 and P2 are important contributors to the 139
defence repertoire of bacteria. 140
141
Most defence systems in P4 are in a hotspot between the integrase and Psu -Delta-Sid, 142
whilst many of the defence systems in P2 are in a hotspot between the primase (GpA) and 143
the portal (GpQ) (Fig 1E). These are the two previously described hotspots 10. However, 144
other less populated defence hotspots exist between the primase and one of the att sites 145
of P4 ( 7% of the systems in P4), between the integrase and the att site of P2 ( 3% of the 146
systems in P2), between the integrase and the primase in P2 ( 8% of the systems in P2) 147
and within the late genes of P2. Although it is atypical for integrated elements to mobilize 148
genes between att sites and the integrase, this was previously observed for defence 149
systems of PICI21. An additional P2 defence hotspot was found downstream of GpL (16% 150
of the systems in P2) , consistent with previous descriptions of a hotspot of accessory 151
genes within the tail genes in the classical P2 phage 22. Moreover, some of these P2 152
defence hotspots correspond to known integration sites of horizontally transferred genes 153
in P223, and to the hotspots of accessory genes described recently in more than 1000 P2-154
like phages24. In either P4 or P2, some defence systems were consistently found in a 155
single hotspot, whilst others were found across genomic locations of the elements (Fig 156
S5A). Of the P2 with complete defence systems, 10% have multiple defence systems 157
across diYerent hotspots (Fig S2C, see also genomes in Fig 1E for examples). This fraction 158
is much lower for P4 (1%), suggesting that the accumulation of multiple defence systems 159
occurs more often in the larger genomes of P2. These results confirm that whilst defence 160
systems are very abundant and diverse in P4 and P2, representing a large fraction of their 161
accessory genes, they are encoded in a small number of genomic locations. 162
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163
164
Figure 1. Abundance, distribution and localization of defence systems in P4-like satellites and in P2-165
like prophages. A. Number of the di_erent types of complete (two leftmost columns) and putative (two 166
rightmost columns) defence systems detected by DefenseFinder in P4 (1st and 3rd column) and P2 (2nd and 167
4th column). Darker colours in the heatmap correspond to higher numbers of systems. B. The proportion of 168
P4 and P2 elements with defence systems deemed complete (orange, as detected by DefenseFinder or 169
Lit
343128169521721172732381161517124421431431126443019221123423996111437312172934247322151142061241538111114351322111578672078202625121816571933591382313541135217111554111141276512268349898611140605213835284510357128136392714161910112028172212434104100412112
AbiGAbiHAbiJAbiP2AbiUAll_UGAvsBelisamaButters_gp30_gp31CBASSCoCoNutCRISPRDarTGDazbogdCTPdeaminaseDndDpdDRTDRT_3Druantia_IIDS-12BDS-13DS-14DS-15DS-16DS-18DS-20DS-21DS-22DS-23DS-25DS-27DS-29DS-32DS-34DS-37DS-39DS-4DS-40DS-43DS-44DS-5DS-7DS-9DsrEleosFS_GIY_YIGFS_HPFS_HsdR_likeGabijaGao_ApeGao_HerGao_IetGao_PplGAPS1GAPS4GAPS6gcu142gcu24HachimanHEC-01HEC-03HEC-04HEC-07HnaKiwaLamassu-FamMenshenNLROgmiosOld_exonucleasepAgoParisParis_IParis_IIPD-Lambda-1PD-Lambda-2PD-Lambda-4PD-Lambda-5PD-T4-10PD-T4-2PD-T4-8PD-T4-9PD-T7-1PD-T7-2PD-T7-3PD-T7-5PifPycsarRetronRetron_VII_2RexABRloCRMRM_Type_IIRM_Type_IIIRM_Type_IVRosmerTARst_2TM_1TM_TIRRst_3HPRst_DUF4238Rst_gop_beta_cllRst_HelicaseDUF2290Rst_Hydrolase-3TmRst_RT-nitrilase-TmRst_TIR-NLRSEFIRSeptuSheduShosTASironaSspBCDESucellosThoerisThoeris_IThoeris_IVTIR-IVToutatisWadjet
# of systems
Defence system
% of elementsTotal defence
systems in host
>200
A B
D
E P4
P2
C
1
P4
with
system
P2
with
system
P4
with
putative
P2
with
putative
P4 P2
0
20
40
60
80
100
27% 19%
16% 32%
57% 49%
No Detected Defence Systems
With Putative Defence Systems
With Defence Systems
0 1000 2000 3000
# of P4 elements
Total gene families
Defence-associated gene families
P4 core gene families
0
200
400
600
800# of new gene families
0 500 1000 1500
# of P2 elements
0
500
1000
1500# of new gene families
0.0 0.2 0.4 0.6 0.8 1.0
10
20
30
0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0
Hosts with P4 Hosts with P2 Hosts with
P4 or P2
Int
Int
Psu Delta Sid AlpA Ash Alpha
93%
62% 16%
7%
8%
3% 3%8%
gpQ gpP gpO gpN gpM gpLgpA
Att
Att
Att
Att
2.5kb
2.5kb
Proportion in P4 Proportion in P2 Proportion in P4 or P2
Total gene families
Defence-associated gene families
P2 core gene families
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PADLOC) or putative (light orange, detected by DefenseFinder). C. The pangenome (black) of P4-like 170
satellites (top) and P2-like phages (bottom) with the relative contributions of the core (blue for P4, red for 171
P2) and the defence-associated genes (orange). D. Fraction of systems (detected by DefenseFinder) of the 172
host encoded in its P4 and P2 elements. The proportions of complete defence systems encoded by P4 in 173
hosts that have at least one P4 (leftmost panel), encoded by P2 in hosts that have at least one P2 (middle 174
panel), or encoded either by P4 or P2 in hosts that have at least one of either element (rightmost panel) are 175
shown in the x-axis. The size of the circles corresponds to the frequency of each (x,y) pair. E. Distribution 176
of defence systems in hotspots of P4-like satellites (top) and P2-like prophages (bottom). Hotspots are 177
defined as locations among successive core gene families and are indicated by the edges in the graphs (% 178
indicates the proportion of defence systems at these locations). When the core genes are not successive, 179
it reflects cases where either one of the core genes is missing, or the cores genes are arranged di_erently 180
from the prototypical organization of their respective element . Colour codes in genetic loci and graphs 181
coincide; orange indicating complete and light orange indicating putative defence systems. Grey indicates 182
genes that are neither core nor defence-associated. 183
184
Rapid turnover of defence systems 185
186
We then enquired on the turnover of the defence systems , i.e. how frequently closely 187
related elements diYer in the system s they encode. The phylogen ies of P4 and P2 188
elements, based on their core genes (see Methods), show highly similar elements often 189
carrying unrelated defences (Fig 2A and D). This can best be appreciated by focusing on 190
the parts of the trees with many very similar elements and inspecting the diversity of 191
systems they contain. To quantify this eYect, w e compared the gene repertoire 192
relatedness (with wGRR, see Methods) of core genes and of defence genes between pairs 193
of elements with defence systems. Consistent with the phylogenies, w e observed an 194
overwhelmingly large proportion of pairs of the same type of elements with non-195
homologous defence systems (99% in P4 and 99% in P2 pairs have wGRR defence<0.05). 196
Since this includes pairs of very similar elements (i.e., with highly similar core genes) (Fig 197
2B and E, right panels), it shows that defence genes change very rapidly in both P4 and 198
P2. We observed only a few pairs of dissimilar elements with similar defence systems 199
suggesting that convergent acquisition of defences is rare (Fig 2 B and E, left panels). 200
These patterns remain qualitatively unchanged when comparing full genomes instead of 201
core genes and when including the putative defence systems (Fig S6). If defence systems 202
evolved in linkage with the core genomes of P4 and P2, we would expect a linear 203
relationship between core and defence similarity, with deviations corresponding to 204
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potential events of horizontal transfer of antiviral genes. Instead, the association 205
between the evolution of defence systems and the core genes is almost null. 206
207
We then quantified the genetic linkage between defence genes and each individual core 208
gene (Fig 1E). The Spearman correlations between the wGRR of defence genes and the 209
sequence similarity of each core gene in pairs of P4 ( Fig 2C and Fig S7A) and P2 ( Fig 2F 210
and Fig S7B) were all very low (≤0.2), in contrast to the correlations between core genes 211
themselves. In summary, similar elements rarely encode similar defence genes and the 212
latter show little genetic linkage with core genes. Both indicate very rapid turnover of 213
defence systems in the genomes of P4 and P2. 214
215
216
Figure 2. Relationship between antiviral repertoires and the core genomes of P4 and P2. A. Phylogeny 217
of core genes of P4. Bootstraps of at least 90 are indicated with a circle (the larger the circle, the higher the 218
bootstrap value). Colours in the innermost circle indicate the bacterial host of each P4 (white spaces 219
0.160.200.310.170.190.450.170.210.460.950.160.200.380.930.940.190.180.510.930.910.880.180.240.390.900.910.910.900.180.160.440.960.940.930.940.91
0.190.090.010.070.030.700.080.000.660.530.080.020.820.630.660.100.030.650.580.690.690.090.020.850.630.620.800.67
0.190.090.010.070.030.700.080.000.660.530.080.020.820.630.660.100.030.650.580.690.690.090.020.850.630.620.800.67
0.190.090.010.070.030.700.080.000.660.530.080.020.820.630.660.100.030.650.580.690.690.090.020.850.630.620.800.67
0.190.090.010.070.030.700.080.000.660.530.080.020.820.630.660.100.030.650.580.690.690.090.020.850.630.620.800.67
0.190.090.010.070.030.700.080.000.660.530.080.020.820.630.660.100.030.650.580.690.690.090.020.850.630.620.800.67
Other
Other
E. coli
Bacterial hosts
(Inner circle)
K. pneumoniae
RM
Spearman correlation
Spearman correlation
SheduRloCRst_3HPRetronDS-34Lamassu-FamHEC-04AbiUAbiP2
Rst-Hydrolase-3TmRst-gop-beta-cllRst-Helicase-DUF2290PD-T7-2RMRetronParisLamassu-FamKiwaAll_UG
Bacterial Host
Bootstraps >=90
Bootstraps >=90
Bacterial Host
P4
Core
A B
C
D
E
F
2.5kb
Identity (%)
0 100
Identity (%)
0 100
2.5kb
2.5kb
2.5kb
P2
Core
Defense
Defense
Defense
Defense
Integrase
Integrase
Integrase
gpA
gpA
gpL
gpL
gpM
gpM
gpN
gpN
gpO
gpO
gpP
gpP
gpQ
gpQ
Integrase
Psu
Psu
Delta
Delta
Sid
Sid
AlpA
AlpA
Ash
Ash
Alpha
Alpha
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
S. enterica
Metagenome
Contig.141475.P4.TypeB.variant000002.Set1Contig.146503.P4.TypeB.variant000002.Set1
Contig.41786.P4.TypeB.variant000002.Set1Contig.150144.P4.TypeB.variant000002.Set1
Contig.60724.P4.TypeB.variant000002.Set1Contig.45755.P4.TypeB.variant000002.Set1Contig.20624.P4.TypeB.variant000002.Set1Contig.49739.P4.TypeB.variant000002.Set1Contig.82334.P4.TypeB.variant000002.Set1ESCO001.0523.02109.001C.P4.TypeA.Set1
Contig.157939.P4.TypeA.Set1Contig.141617.P4.TypeA.Set1
Contig.148152.P4.TypeB.variant000002.Set1
Contig.92702.P4.TypeA.Set1Contig.131481.P4.TypeA.Set1
Contig.08394.P4.TypeA.Set1Contig.00754.P4.TypeA.Set1Contig.60164.P4.TypeA.Set1
Contig.01459.P4.TypeB.variant000002.Set1Contig.17644.P4.TypeB.variant000002.Set1Contig.08497.P4.TypeB.variant000002.Set1
Contig.113621.P4.TypeA.Set1Contig.179839.P4.TypeA.Set1
ESCO001.0523.01506.001C.P4.TypeA.Set1
Contig.23539.P4.TypeA.Set1Contig.186936.P4.TypeA.Set1
Contig.62093.P4.TypeA.Set1Contig.194601.P4.TypeA.Set1Contig.146985.P4.TypeA.Set1Contig.205588.P4.TypeA.Set1
Contig.12098.P4.TypeB.variant000002.Set1
Contig.42903.P4.TypeA.Set1Contig.185692.P4.TypeA.Set1
Contig.13504.P4.TypeA.Set1Contig.11234.P4.TypeA.Set1Contig.118256.P4.TypeA.Set1
Contig.28516.P4.TypeA.Set1Contig.196279.P4.TypeA.Set1Contig.131376.P4.TypeA.Set1Contig.147904.P4.TypeA.Set1
ESCO001.0523.00722.001C.P4.TypeA.Set1ESCO001.0523.00471.001C.P4.TypeA.Set2
Contig.93816.P4.TypeA.Set1Contig.87955.P4.TypeA.Set1
ESCO001.0523.01813.001C.P4.TypeA.Set1
Contig.44761.P4.TypeA.Set1
ESCO001.0523.00282.001C.P4.TypeA.Set1
Contig.43199.P4.TypeA.Set1
ESCO001.0523.01721.001C.P4.TypeA.Set2
Contig.135377.P4.TypeA.Set1
Contig.03113.P4.TypeA.Set1Contig.50179.P4.TypeA.Set1
ESCO001.0523.01040.001C.P4.TypeA.Set1ESCO001.0523.01770.001C.P4.TypeA.Set2ESCO001.0523.01502.001C.P4.TypeA.Set1
Contig.181816.P4.TypeA.Set1
Contig.90263.P4.TypeA.Set1Contig.19012.P4.TypeA.Set1Contig.170177.P4.TypeA.Set1
ESCO001.0523.00963.001C.P4.TypeA.Set1
Contig.153110.P4.TypeA.Set1
Contig.60081.P4.TypeA.Set1Contig.132990.P4.TypeA.Set1
Contig.109726.P4.TypeB.variant000001.Set1
Contig.146934.P4.TypeA.Set1
Contig.28547.P4.TypeA.Set1Contig.27693.P4.TypeA.Set1Contig.78500.P4.TypeA.Set1Contig.186373.P4.TypeA.Set1
Contig.112133.P4.TypeA.Set1Contig.187736.P4.TypeA.Set1
Contig.11824.P4.TypeA.Set1Contig.210670.P4.TypeA.Set1
SAEN001.0523.00415.001C.P4.TypeA.Set1
Contig.34562.P4.TypeA.Set1Contig.205411.P4.TypeA.Set1
ESCO001.0523.02547.001C.P4.TypeA.Set1
Contig.22388.P4.TypeB.variant000002.Set1
Contig.41781.P4.TypeA.Set1Contig.137120.P4.TypeA.Set1
Contig.44297.P4.TypeA.Set1Contig.107289.P4.TypeA.Set1
Contig.09205.P4.TypeA.Set1
Contig.80850.P4.TypeA.Set1
Contig.00752.P4.TypeA.Set1
Contig.78637.P4.TypeA.Set1
Contig.85794.P4.TypeA.Set1
Contig.78166.P4.TypeA.Set1
Contig.66443.P4.TypeA.Set1
ESCO001.0523.02285.001C.P4.TypeA.Set1
Contig.07038.P4.TypeA.Set1
ESCO001.0523.00507.001C.P4.TypeA.Set1
Contig.175054.P4.TypeA.Set1
Contig.27196.P4.TypeA.Set1
Contig.91678.P4.TypeA.Set1Contig.128444.P4.TypeA.Set1
Contig.06713.P4.TypeA.Set1
Contig.41885.P4.TypeA.Set1Contig.204649.P4.TypeA.Set1
Contig.150827.P4.TypeA.Set1
Contig.23568.P4.TypeA.Set1
Contig.14062.P4.TypeA.Set1Contig.164442.P4.TypeA.Set1
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Contig.193763.P4.TypeA.Set1Contig.186286.P4.TypeA.Set1Contig.90356.P4.TypeA.Set1
Contig.183051.P4.TypeB.variant000005.Set1
Contig.174957.P4.TypeA.Set1Contig.202465.P4.TypeA.Set1Contig.75603.P4.TypeA.Set1Contig.161513.P4.TypeA.Set1Contig.32108.P4.TypeA.Set1Contig.185123.P4.TypeA.Set1
Contig.197415.P4.TypeB.variant000005.Set1Contig.196162.P4.TypeB.variant000002.Set1Contig.114260.P4.TypeB.variant000002.Set1
Contig.204966.P4.TypeA.Set1Contig.08763.P4.TypeA.Set1Contig.141786.P4.TypeA.Set1Contig.32075.P4.TypeA.Set1Contig.177572.P4.TypeA.Set1Contig.48407.P4.TypeA.Set1
Contig.38937.P4.TypeB.variant000002.Set1
Contig.198600.P4.TypeA.Set1
SAEN001.0523.00119.001C.P4.TypeA.Set1SAEN001.0523.00119.001C.P4.TypeA.Set2ESCO001.0523.01622.001C.P4.TypeA.Set1
KLPN001.0523.01212.001C.P4.TypeB.variant0002.Set2
SAEN001.0523.00334.001C.P4.TypeA.Set1SAEN001.0523.01135.001C.P4.TypeA.Set1SAEN001.0523.00348.001C.P4.TypeA.Set1SAEN001.0523.01142.001C.P4.TypeA.Set1SAEN001.0523.01123.001C.P4.TypeA.Set2SAEN001.0523.00140.001C.P4.TypeA.Set1SAEN001.0523.00363.001C.P4.TypeA.Set1Contig.95084.P4.TypeB.variant000002.Set1
Contig.102824.P4.TypeA.Set1Contig.148549.P4.TypeA.Set1
SAEN001.0523.01090.001C.P4.TypeA.Set1
Contig.92672.P4.TypeA.Set1Contig.118910.P4.TypeA.Set1Contig.40124.P4.TypeA.Set1
Contig.145515.P4.TypeB.variant000002.Set1Contig.42389.P4.TypeB.variant000002.Set1Contig.208434.P4.TypeB.variant000002.Set1Contig.32997.P4.TypeB.variant000002.Set1SAEN001.0523.00908.001C.P4.TypeA.Set2Contig.40386.P4.TypeB.variant000002.Set1Contig.04393.P4.TypeB.variant000002.Set1Contig.41559.P4.TypeB.variant000002.Set1Contig.45026.P4.TypeB.variant000002.Set1
Contig.34750.P4.TypeA.Set1
Contig.43059.P4.TypeB.variant000002.Set1Contig.204783.P4.TypeB.variant000002.Set1Contig.10062.P4.TypeB.variant000002.Set1Contig.122007.P4.TypeB.variant000002.Set1Contig.36727.P4.TypeB.variant000002.Set1Contig.61353.P4.TypeB.variant000002.Set1Contig.208906.P4.TypeB.variant000002.Set1
Contig.186788.P4.TypeA.Set1Contig.205640.P4.TypeA.Set1Contig.205674.P4.TypeA.Set1Contig.38271.P4.TypeA.Set1Contig.83694.P4.TypeA.Set1Contig.19595.P4.TypeA.Set1Contig.01557.P4.TypeA.Set1Contig.207116.P4.TypeA.Set1
KLPN001.0523.00784.001C.P4.TypeB.variant0002.Set1KLPN001.0523.00015.001C.P4.TypeB.variant0002.Set1
Contig.34899.P4.TypeA.Set1Contig.91166.P4.TypeA.Set1
KLPN001.0523.01212.001C.P4.TypeB.variant0002.Set1
Contig.02258.P4.TypeA.Set1Contig.04089.P4.TypeA.Set1
KLPN001.0523.00452.001C.P4.TypeB.variant0002.Set1KLPN001.0523.00319.001C.P4.TypeB.variant0002.Set2
Contig.104338.P4.TypeA.Set1
Contig.108560.P4.TypeB.variant000002.Set1
Contig.91277.P4.TypeB.variant000002.Set1Contig.94048.P4.TypeB.variant000002.Set1Contig.19834.P4.TypeB.variant000005.Set1KLPN001.0523.01314.001C.P4.TypeB.variant0002.Set1Contig.26097.P4.TypeC.variant000008.Set1Contig.99625.P4.TypeB.variant000002.Set1Contig.107973.P4.TypeB.variant000002.Set1Contig.171144.P4.TypeA.Set1Contig.125882.P4.TypeB.variant000002.Set1Contig.117267.P4.TypeA.Set1Contig.154119.P4.TypeB.variant000002.Set1Contig.134213.P4.TypeA.Set1Contig.93152.P4.TypeA.Set1Contig.196183.P4.TypeA.Set1Contig.44029.P4.TypeA.Set1Contig.127936.P4.TypeA.Set1Contig.82871.P4.TypeA.Set1SAEN001.0523.00127.001C.P4.TypeA.Set2Contig.177989.P4.TypeA.Set1Contig.160435.P4.TypeB.variant000002.Set1Contig.23684.P4.TypeB.variant000002.Set1Contig.152513.P4.TypeB.variant000002.Set1Contig.200212.P4.TypeA.Set1Contig.19305.P4.TypeA.Set1Contig.14222.P4.TypeA.Set1SAEN001.0523.01155.001C.P4.TypeA.Set1SAEN001.0523.01224.001C.P4.TypeA.Set1SAEN001.0523.01037.001C.P4.TypeB.variant0004.Set2SAEN001.0523.00198.001C.P4.TypeA.Set1SAEN001.0523.01021.001C.P4.TypeA.Set2Contig.200288.P4.TypeA.Set1ESCO001.0523.01584.001C.P4.TypeA.Set1Contig.167465.P4.TypeB.variant000002.Set1Contig.107857.P4.TypeB.variant000002.Set1Contig.142409.P4.TypeB.variant000002.Set1Contig.20786.P4.TypeB.variant000002.Set1Contig.61987.P4.TypeB.variant000005.Set1Contig.161894.P4.TypeB.variant000005.Set1Contig.132274.P4.TypeC.variant000008.Set1Contig.16283.P4.TypeC.variant000008.Set1Contig.148165.P4.TypeC.variant000008.Set1Contig.128208.P4.TypeB.variant000002.Set1Contig.20779.P4.TypeB.variant000002.Set1Contig.09201.P4.TypeA.Set1SAEN001.0523.00150.001C.P4.TypeA.Set1Contig.09101.P4.TypeA.Set1Contig.93823.P4.TypeB.variant000002.Set1Contig.63897.P4.TypeA.Set1Contig.158815.P4.TypeA.Set1Contig.165127.P4.TypeA.Set1Contig.02225.P4.TypeA.Set1Contig.99976.P4.TypeA.Set1Contig.183074.P4.TypeA.Set1Contig.93386.P4.TypeA.Set1Contig.195432.P4.TypeA.Set1Contig.120373.P4.TypeA.Set1Contig.136985.P4.TypeA.Set1Contig.112460.P4.TypeA.Set1Contig.191510.P4.TypeA.Set1Contig.110774.P4.TypeA.Set1Contig.162211.P4.TypeA.Set1Contig.161814.P4.TypeA.Set1Contig.171439.P4.TypeA.Set1Contig.197789.P4.TypeA.Set1Contig.160008.P4.TypeA.Set1Contig.48214.P4.TypeA.Set1Contig.175223.P4.TypeA.Set1Contig.191466.P4.TypeA.Set1Contig.78354.P4.TypeA.Set1Contig.169056.P4.TypeA.Set1Contig.177699.P4.TypeA.Set1Contig.132538.P4.TypeA.Set1Contig.125876.P4.TypeA.Set1Contig.142774.P4.TypeB.variant000005.Set1Contig.75875.P4.TypeB.variant000005.Set1Contig.81450.P4.TypeB.variant000005.Set1SAEN001.0523.00710.001C.P4.TypeA.Set1SAEN001.0523.00151.001C.P4.TypeA.Set1SAEN001.0523.01140.001C.P4.TypeA.Set1SAEN001.0523.00238.001C.P4.TypeA.Set1SAEN001.0523.00156.001C.P4.TypeA.Set1Contig.99966.P4.TypeA.Set1Contig.73422.P4.TypeA.Set1Contig.169199.P4.TypeA.Set1Contig.60834.P4.TypeB.variant000005.Set1Contig.153961.P4.TypeB.variant000005.Set1Contig.109201.P4.TypeB.variant000005.Set1Contig.105732.P4.TypeB.variant000005.Set1Contig.86901.P4.TypeA.Set1Contig.171070.P4.TypeB.variant000005.Set1Contig.104561.P4.TypeA.Set1Contig.208645.P4.TypeA.Set1Contig.177963.P4.TypeA.Set1Contig.173416.P4.TypeA.Set1Contig.131612.P4.TypeA.Set1Contig.77638.P4.TypeA.Set1Contig.172200.P4.TypeA.Set1Contig.156031.P4.TypeA.Set1Contig.192902.P4.TypeA.Set1SAEN001.0523.00909.001C.P4.TypeA.Set1Contig.113981.P4.TypeB.variant000005.Set1Contig.69774.P4.TypeA.Set1Contig.76826.P4.TypeB.variant000005.Set1Contig.134198.P4.TypeB.variant000005.Set1Contig.07624.P4.TypeB.variant000005.Set1Contig.111027.P4.TypeA.Set1Contig.115750.P4.TypeB.variant000005.Set1Contig.38018.P4.TypeB.variant000005.Set1Contig.185011.P4.TypeC.variant000008.Set1Contig.117420.P4.TypeC.variant000008.Set1Contig.32067.P4.TypeB.variant000002.Set1Contig.108112.P4.TypeB.variant000002.Set1Contig.202699.P4.TypeB.variant000002.Set1Contig.108627.P4.TypeC.variant000008.Set1Contig.81122.P4.TypeB.variant000005.Set1Contig.61243.P4.TypeC.variant000008.Set1Contig.122754.P4.TypeC.variant000008.Set1Contig.144315.P4.TypeC.variant000008.Set1Contig.183910.P4.TypeC.variant000008.Set1Contig.64911.P4.TypeB.variant000002.Set1Contig.25257.P4.TypeB.variant000002.Set1SAEN001.0523.00908.001C.P4.TypeA.Set1Contig.164152.P4.TypeA.Set1Contig.42511.P4.TypeA.Set1Contig.07907.P4.TypeB.variant000002.Set1Contig.106375.P4.TypeB.variant000002.Set1Contig.116051.P4.TypeA.Set1Contig.14153.P4.TypeA.Set1Contig.163913.P4.TypeA.Set1Contig.64149.P4.TypeA.Set1Contig.111304.P4.TypeB.variant000005.Set1Contig.82284.P4.TypeA.Set1Contig.63587.P4.TypeA.Set1Contig.180932.P4.TypeB.variant000002.Set1Contig.180511.P4.TypeA.Set1SAEN001.0523.00342.001C.P4.TypeA.Set2SAEN001.0523.00347.001C.P4.TypeA.Set2Contig.32091.P4.TypeB.variant000002.Set1Contig.102897.P4.TypeB.variant000002.Set1Contig.70472.P4.TypeB.variant000002.Set1Contig.153577.P4.TypeB.variant000002.Set1Contig.194882.P4.TypeA.Set1Contig.08745.P4.TypeA.Set1Contig.05341.P4.TypeA.Set1Contig.94067.P4.TypeA.Set1Contig.08423.P4.TypeB.variant000002.Set1Contig.27276.P4.TypeB.variant000002.Set1SAEN001.0523.00362.001C.P4.TypeA.Set2SAE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Contig.29289.P4.TypeA.Set1Contig.136458.P4.TypeB.variant000002.Set1
Contig.22441.P4.TypeA.Set1
Contig.35358.P4.TypeA.Set1
Contig.100800.P4.TypeB.variant000002.Set1
Contig.31646.P4.TypeB.variant000002.Set1
Contig.32358.P4.TypeB.variant000002.Set1
Contig.22281.P4.TypeB.variant000002.Set1
Contig.57712.P4.TypeA.Set1
Contig.10242.P4.TypeA.Set1
Contig.39471.P4.TypeB.variant000002.Set1
Contig.84813.P4.TypeA.Set1
Contig.10229.P4.TypeA.Set1
Contig.04109.P4.TypeB.variant000002.Set1
Contig.39505.P4.TypeB.variant000002.Set1
Contig.71036.P4.TypeA.Set1
KLPN001.0523.01324.001C.P4.TypeB.variant0002.Set1
Contig.133149.P4.TypeB.variant000002.Set1
Contig.42484.P4.TypeA.Set1
Contig.08350.P4.TypeA.Set1
Contig.94988.P4.TypeA.Set1
KLPN001.0523.00788.001C.P4.TypeB.variant0002.Set1
Contig.01537.P4.TypeA.Set1
Contig.40074.P4.TypeB.variant000002.Set1
Contig.37726.P4.TypeB.variant000002.Set1
KLPN001.0523.00578.001C.P4.TypeB.variant0002.Set2
Contig.63811.P4.TypeB.variant000002.Set1
Contig.43317.P4.TypeB.variant000002.Set1
Contig.156948.P4.TypeB.variant000002.Set1
Contig.58139.P4.TypeB.variant000002.Set1
Contig.34771.P4.TypeB.variant000002.Set1
Contig.44443.P4.TypeA.Set1
KLPN001.0523.00941.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01182.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00677.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00338.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01014.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00681.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00568.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00494.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00334.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00253.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00270.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00531.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.01191.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01171.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00402.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00177.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.01380.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00818.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00100.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00148.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01506.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00837.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.01420.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00844.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00009.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01406.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.01052.001C.P4.TypeB.variant0002.Set1
Contig.34764.P4.TypeB.variant000002.Set1
Contig.43766.P4.TypeB.variant000002.Set1
Contig.68778.P4.TypeB.variant000002.Set1
KLPN001.0523.00433.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00766.001C.P4.TypeB.variant0002.Set1
Contig.140959.P4.TypeB.variant000002.Set1
Contig.129167.P4.TypeB.variant000002.Set1
Contig.143999.P4.TypeB.variant000002.Set1
KLPN001.0523.00934.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00768.001C.P4.TypeB.variant0002.Set1
Contig.37763.P4.TypeB.variant000002.Set1
KLPN001.0523.00432.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00442.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01266.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01358.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01261.001C.P4.TypeB.variant0002.Set1
Contig.22467.P4.TypeB.variant000002.Set1
KLPN001.0523.01146.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.01113.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01004.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00669.001C.P4.TypeB.variant0002.Set1
Contig.02241.P4.TypeB.variant000002.Set1
Contig.69982.P4.TypeB.variant000002.Set1
Contig.17860.P4.TypeB.variant000002.Set1
Contig.45871.P4.TypeB.variant000002.Set1
KLPN001.0523.00594.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00153.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00728.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.01331.001C.P4.TypeB.variant0002.Set1
Contig.41696.P4.TypeB.variant000002.Set1
Contig.39502.P4.TypeB.variant000002.Set1
Contig.27074.P4.TypeB.variant000002.Set1
KLPN001.0523.00243.001C.P4.TypeB.variant0002.Set1
Contig.143804.P4.TypeB.variant000002.Set1
Contig.22401.P4.TypeB.variant000002.Set1
Contig.54012.P4.TypeB.variant000002.Set1
KLPN001.0523.01339.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00285.001C.P4.TypeB.variant0002.Set1
Contig.15883.P4.TypeB.variant000002.Set1
Contig.43717.P4.TypeB.variant000002.Set1
Contig.37602.P4.TypeB.variant000002.Set1
Contig.158793.P4.TypeB.variant000002.Set1
Contig.141363.P4.TypeB.variant000002.Set1
Contig.35360.P4.TypeB.variant000002.Set1
Contig.24314.P4.TypeB.variant000002.Set1
Contig.42451.P4.TypeB.variant000002.Set1
Contig.142059.P4.TypeB.variant000002.Set1
Contig.38243.P4.TypeB.variant000002.Set1
Contig.08566.P4.TypeB.variant000002.Set1
Contig.26847.P4.TypeB.variant000002.Set1
Contig.02213.P4.TypeA.Set1
Contig.02215.P4.TypeA.Set1
Contig.27555.P4.TypeA.Set1
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KLPN001.0523.00314.001C.P4.TypeB.variant0002.Set1
KLPN001.0523.00014.001C.P4.TypeB.variant0002.Set2
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KLPN001.0523.00757.001C.P4.TypeB.variant0002.Set2
KLPN001.0523.00714.001C.P4.TypeB.variant0002.Set1
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KLPN001.0523.01405.001C.P4.TypeB.variant0002.Set2
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KLPN001.0523.00014.001C.P4.TypeB.variant0002.Set1
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KLPN001.0523.00281.001C.P4.TypeB.variant0002.Set1
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Contig.158751.P4.TypeA.Set1
Contig.135738.P4.TypeA.Set1
Contig.155486.P4.TypeA.Set1
Contig.158666.P4.TypeA.Set1
Contig.67102.P4.TypeA.Set1
Contig.164656.P4.TypeA.Set1
Contig.180033.P4.TypeA.Set1
Contig.187735.P4.TypeA.Set1
Contig.173130.P4.TypeA.Set1
Contig.26110.P4.TypeA.Set1
Contig.76593.P4.TypeB.variant000002.Set1
Contig.05181.P4.TypeA.Set1
Contig.141169.P4.TypeA.Set1
Contig.176258.P4.TypeA.Set1
Contig.21094.P4.TypeA.Set1
Contig.41727.P4.TypeA.Set1
Contig.208427.P4.TypeA.Set1
Contig.63645.P4.TypeA.Set1
Contig.21480.P4.TypeA.Set1
Contig.145719.P4.TypeA.Set1
Contig.123069.P4.TypeA.Set1
Contig.158838.P4.TypeA.Set1
Contig.67676.P4.TypeA.Set1
Contig.173166.P4.TypeA.Set1
Contig.21464.P4.TypeB.variant000002.Set1
Contig.31029.P4.TypeA.Set1
Contig.109336.P4.TypeB.variant000002.Set1
Contig.19997.P4.TypeA.Set1
Contig.79728.P4.TypeB.variant000002.Set1
ESCO001.0523.00251.001C.P4.TypeA.Set1
Contig.65358.P4.TypeA.Set1
Contig.12045.P4.TypeA.Set1
Contig.16307.P4.TypeA.Set1
Contig.78098.P4.TypeA.Set1
Contig.129093.P4.TypeA.Set1
Contig.111285.P4.TypeA.Set1
Contig.32371.P4.TypeA.Set1
Contig.91280.P4.TypeA.Set1
Contig.33065.P4.TypeA.Set1
Contig.33123.P4.TypeA.Set1
Contig.158509.P4.TypeA.Set1
Contig.81858.P4.TypeA.Set1
Contig.41873.P4.TypeB.variant000002.Set1
Contig.19599.P4.TypeA.Set1
Contig.154027.P4.TypeA.Set1
Contig.155619.P4.TypeB.variant000002.Set1
Contig.26092.P4.TypeB.variant000002.Set1
Contig.26980.P4.TypeA.Set1
Contig.115705.P4.TypeA.Set1
Contig.65402.P4.TypeB.variant000002.Set1
Contig.209194.P4.TypeA.Set1
Contig.104611.P4.TypeA.Set1
Contig.45061.P4.TypeA.Set1
Contig.129331.P4.TypeA.Set1
Contig.45054.P4.TypeA.Set1
Contig.107967.P4.TypeA.Set1
Contig.14528.P4.TypeB.variant000002.Set1
Contig.12077.P4.TypeA.Set1
Contig.12245.P4.TypeA.Set1
Contig.159448.P4.TypeA.Set1
Contig.63553.P4.TypeB.variant000002.Set1
Contig.60223.P4.TypeA.Set1
Contig.131542.P4.TypeA.Set1
Contig.131540.P4.TypeA.Set1
Contig.03589.P4.TypeB.variant000002.Set1
Contig.191997.P4.TypeB.variant000002.Set1
Contig.00002.P4.TypeA.Set1
Contig.47214.P4.TypeA.Set1
Contig.198874.P4.TypeA.Set1
Contig.05793.P4.TypeA.Set1
Contig.94095.P4.TypeA.Set1
Contig.40710.P4.TypeA.Set1
Contig.44463.P4.TypeB.variant000005.Set1
Contig.164046.P4.TypeA.Set1
Contig.15030.P4.TypeA.Set1
Contig.169182.P4.TypeB.variant000002.Set1
Contig.103713.P4.TypeB.variant000002.Set1
Contig.187550.P4.TypeA.Set1
Contig.181278.P4.TypeB.variant000007.Set1
Contig.134504.P4.TypeA.Set1
Contig.90975.P4.TypeB.variant000002.Set1
Contig.20717.P4.TypeA.Set1
Contig.76591.P4.TypeC.variant000008.Set1
Contig.38915.P4.TypeB.variant000005.Set1
Contig.21423.P4.TypeA.Set1
Contig.07337.P4.TypeA.Set1
Contig.148233.P4.TypeA.Set1
Contig.58433.P4.TypeA.Set1
Contig.41542.P4.TypeA.Set1
Contig.90448.P4.TypeA.Set1
Contig.37226.P4.TypeA.Set1
Contig.41659.P4.TypeA.Set1
Contig.181112.P4.TypeA.Set1
Contig.110218.P4.TypeA.Set1
Contig.190472.P4.TypeA.Set1
Contig.124183.P4.TypeA.Set1
Contig.210662.P4.TypeA.Set1
Contig.39413.P4.TypeA.Set1
Contig.05288.P4.TypeA.Set1
Contig.57858.P4.TypeA.Set1
Contig.45143.P4.TypeB.variant000006.Set1
SAEN001.0523.01066.001C.P4.TypeB.variant0006.Set1
ESCO001.0523.01546.001C.P4.TypeB.variant0006.Set2
ESCO001.0523.00946.001C.P4.TypeB.variant0006.Set1
Contig.43995.P4.TypeA.Set1
Contig.71272.P4.TypeA.Set1
Contig.200281.P4.TypeA.Set1
Contig.41879.P4.TypeA.Set1
Contig.11943.P4.TypeA.Set1
Contig.108879.P4.TypeA.Set1
Contig.82557.P4.TypeA.Set1
Contig.195751.P4.TypeA.Set1
Contig.171076.P4.TypeA.Set1
ESCO001.0523.00120.001C.P4.TypeB.variant0006.Set2
Contig.102136.P4.TypeA.Set1
Contig.135783.P4.TypeA.Set1
Contig.63875.P4.TypeA.Set1
Contig.141091.P4.TypeA.Set1
Contig.81630.P4.TypeA.Set1
Contig.43476.P4.TypeA.Set1
Contig.45509.P4.TypeA.Set1
Contig.04377.P4.TypeA.Set1
Contig.42825.P4.TypeA.Set1
Contig.20543.P4.TypeA.Set1
Contig.102152.P4.TypeA.Set1
ESCO001.0523.00786.001C.P4.TypeA.Set1
ESCO001.0523.00411.001C.P4.TypeA.Set2
Contig.20975.P4.TypeB.variant000001.Set1
Contig.188026.P4.TypeA.Set1
Contig.193838.P4.TypeA.Set1
Contig.119466.P4.TypeA.Set1
Contig.193934.P4.TypeA.Set1
Contig.135061.P4.TypeA.Set1
Contig.104149.P4.TypeA.Set1
Contig.196948.P4.TypeA.Set1
Contig.37991.P4.TypeB.variant000006.Set1
Contig.60639.P4.TypeA.Set1
Contig.81741.P4.TypeA.Set1
Contig.42408.P4.TypeA.Set1
KLPN001.0523.00286.001C.P4.TypeB.variant0006.Set1
ESCO001.0523.00129.001C.P4.TypeB.variant0006.Set1
ESCO001.0523.00546.001C.P4.TypeB.variant0006.Set1
ESCO001.0523.02481.001C.P4.TypeB.variant0006.Set1
Contig.45039.P4.TypeA.Set1
Contig.45071.P4.TypeA.Set1
Contig.86363.P4.TypeA.Set1
Contig.176737.P4.TypeA.Set1
ESCO001.0523.00687.001C.P4.TypeB.variant0006.Set2
Contig.05644.P4.TypeA.Set1
ESCO001.0523.00455.001C.P4.TypeB.variant0006.Set1
Contig.112369.P4.TypeA.Set1
Contig.108723.P4.TypeA.Set1
Contig.44721.P4.TypeA.Set1
Contig.28508.P4.TypeA.Set1
Contig.99812.P4.TypeA.Set1
Contig.28608.P4.TypeA.Set1
Contig.198238.P4.TypeA.Set1
Contig.105277.P4.TypeA.Set1
Contig.153995.P4.TypeA.Set1
Contig.177412.P4.TypeA.Set1
Contig.63954.P4.TypeA.Set1
SAEN001.0523.00335.001C.P4.TypeB.variant0006.Set1
Contig.07827.P4.TypeA.Set1
Contig.159432.P4.TypeA.Set1
Contig.152399.P4.TypeA.Set1
Contig.182851.P4.TypeA.Set1
Contig.114389.P4.TypeA.Set1
SAEN001.0523.01119.001C.P4.TypeB.variant0006.Set1
ESCO001.0523.00795.001C.P4.TypeB.variant0006.Set1
Contig.04101.P4.TypeA.Set1
Contig.41132.P4.TypeA.Set1
Contig.161756.P4.TypeA.Set1
Contig.62895.P4.TypeA.Set1
Contig.02363.P4.TypeA.Set1
Contig.10693.P4.TypeA.Set1
Contig.53244.P4.TypeA.Set1
Contig.100247.P4.TypeA.Set1
Contig.30171.P4.TypeA.Set1
Contig.62808.P4.TypeA.Set1
Contig.127807.P4.TypeA.Set1
Contig.03125.P4.TypeA.Set1
Contig.08396.P4.TypeA.Set1
Contig.178579.P4.TypeA.Set1
ESCO001.0523.01783.001C.P4.TypeB.variant0006.Set1
Contig.129003.P4.TypeA.Set1
Contig.72928.P4.TypeA.Set1
Contig.163217.P4.TypeA.Set1
Contig.68192.P4.TypeA.Set1
Contig.125184.P4.TypeA.Set1
ESCO001.0523.01174.001C.P4.TypeA.Set1
Contig.103746.P4.TypeA.Set1
Contig.10248.P4.TypeA.Set1
Contig.97831.P4.TypeA.Set1
Contig.63545.P4.TypeA.Set1
Contig.40032.P4.TypeA.Set1
Contig.107611.P4.TypeA.Set1
Contig.199510.P4.TypeA.Set1
Contig.63548.P4.TypeA.Set1
Contig.171396.P4.TypeA.Set1
Contig.103087.P4.TypeA.Set1
Contig.97078.P4.TypeA.Set1
Contig.53029.P4.TypeA.Set1
Contig.167479.P4.TypeA.Set1
Contig.102938.P4.TypeA.Set1
Contig.120160.P4.TypeA.Set1
Contig.84918.P4.TypeA.Set1
Contig.113781.P4.TypeA.Set1
Contig.113480.P4.TypeA.Set1
Contig.02070.P4.TypeA.Set1
Contig.33775.P4.TypeA.Set1
Contig.09226.P4.TypeA.Set1
KLPN001.0523.00959.001C.P4.TypeA.Set1
Contig.56123.P4.TypeA.Set1
Contig.32915.P4.TypeA.Set1
Contig.147393.P4.TypeA.Set1
Contig.41694.P4.TypeA.Set1
Contig.187771.P4.TypeA.Set1
Contig.39992.P4.TypeA.Set1
Contig.111456.P4.TypeA.Set1
Contig.10192.P4.TypeA.Set1
Contig.25092.P4.TypeA.Set1
Contig.139767.P4.TypeA.Set1
Contig.37823.P4.TypeA.Set1
Contig.37681.P4.TypeA.Set1
Contig.33718.P4.TypeB.variant000007.Set1
Contig.106581.P4.TypeA.Set1
Contig.08668.P4.TypeA.Set1
Contig.05118.P4.TypeA.Set1
Contig.27531.P4.TypeA.Set1
Contig.01756.P4.TypeA.Set1
Contig.33805.P4.TypeA.Set1
Contig.179638.P4.TypeA.Set1
Contig.108003.P4.TypeA.Set1
Contig.188462.P4.TypeA.Set1
Contig.137696.P4.TypeA.Set1
Contig.157815.P4.TypeA.Set1
Contig.17609.P4.TypeA.Set1
Contig.200395.P4.TypeA.Set1
Contig.19996.P4.TypeA.Set1
Contig.141364.P4.TypeA.Set1
Contig.55713.P4.TypeA.Set1
Contig.79942.P4.TypeA.Set1
Contig.210221.P4.TypeA.Set1
Contig.105930.P4.TypeA.Set1
Contig.97855.P4.TypeA.Set1
Contig.191333.P4.TypeA.Set1
Contig.153894.P4.TypeA.Set1
Contig.01998.P4.TypeA.Set1
Contig.22300.P4.TypeA.Set1
Contig.02100.P4.TypeA.Set1
Contig.106130.P4.TypeA.Set1
Contig.62285.P4.TypeA.Set1
Contig.41867.P4.TypeA.Set1
Contig.145396.P4.TypeA.Set1
Contig.43419.P4.TypeA.Set1
Contig.116009.P4.TypeA.Set1
Contig.122724.P4.TypeA.Set1
Contig.64884.P4.TypeA.Set1
Contig.35344.P4.TypeA.Set1
Contig.152672.P4.TypeA.Set1
Contig.26968.P4.TypeA.Set1
Contig.96869.P4.TypeA.Set1
Contig.98348.P4.TypeA.Set1
Contig.122058.P4.TypeA.Set1
Contig.156932.P4.TypeA.Set1
Contig.29509.P4.TypeA.Set1
Contig.11120.P4.TypeA.Set1
Contig.35347.P4.TypeA.Set1
Contig.33820.P4.TypeA.Set1
Contig.94287.P4.TypeA.Set1
Contig.05874.P4.TypeA.Set1
Contig.103779.P4.TypeA.Set1
Contig.103781.P4.TypeA.Set1
ESCO001.0523.00577.001C.P4.TypeA.Set1ESCO001.0523.02286.001C.P4.TypeA.Set1
ESCO001.0523.02289.001C.P4.TypeA.Set1ESCO001.0523.02467.001C.P4.TypeA.Set2ESCO001.0523.02277.001C.P4.TypeA.Set2ESCO001.0523.02196.001C.P4.TypeA.Set1ESCO001.0523.00093.001C.P4.TypeA.Set2ESCO001.0523.00679.001C.P4.TypeA.Set1ESCO001.0523.00538.001C.P4.TypeA.Set1ESCO001.0523.00673.001C.P4.TypeB.variant0004.Set2ESCO001.0523.01848.001C.P4.TypeB.variant0004.Set2ESCO001.0523.02212.001C.P4.TypeA.Set1ESCO001.0523.02306.001C.P4.TypeA.Set1ESCO001.0523.02226.001C.P4.TypeA.Set1ESCO001.0523.02186.001C.P4.TypeA.Set2Contig.84727.P4.TypeA.Set1Contig.41543.P4.TypeA.Set1Contig.80682.P4.TypeA.Set1Contig.63523.P4.TypeA.Set1Contig.37731.P4.TypeA.Set1Contig.62863.P4.TypeA.Set1Contig.132441.P4.TypeA.Set1Contig.75243.P4.TypeA.Set1Contig.145993.P4.TypeB.variant000005.Set1Contig.145992.P4.TypeB.variant000005.Set1Contig.158871.P4.TypeB.variant000006.Set1Contig.38482.P4.TypeB.variant000002.Set1Contig.174565.P4.TypeA.Set1Contig.92990.P4.TypeA.Set1Contig.38434.P4.TypeA.Set1Contig.145196.P4.TypeA.Set1Contig.50686.P4.TypeB.variant000002.Set1Contig.34945.P4.TypeB.variant000002.Set1Contig.47708.P4.TypeB.variant000002.Set1Contig.118745.P4.TypeB.variant000002.Set1Contig.158756.P4.TypeA.Set1Contig.104628.P4.TypeB.variant000002.Set1Contig.35269.P4.TypeA.Set1Contig.80765.P4.TypeB.variant000002.Set1
Tree scale: 1
Tree scale: 1
.CC-BY-NC-ND 4.0 International licensemade available 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
The copyright holder for this preprintthis version posted March 4, 2026. ; https://doi.org/10.64898/2026.02.27.708500doi: bioRxiv preprint
indicate P4 from metagenomes, without an assigned host). Note that since these are dereplicated P4 220
genomes, some P4 might be representative of a group of elements with multiple bacterial hosts (we 221
consider only the host of the representative genome). The ten outward circles represent the presence 222
(orange) or absence (white) of the ten most frequent defence systems in P4 (complete defence systems, 223
from DefenseFinder). The outermost circle indicates whether each P4 element has any other complete 224
defence system, apart from the ten most frequent in the family of elements (black shows cases where 225
another defence system is present). B. Left, number of pairs of P4 genomes with similar defence genes 226
(wGRR≥0.95) in function of the similarity between core genes (x-axis). Right, number of pairs of P4 genomes 227
with distinct defence genes (wGRR ≤0.05) in function of the similarity between core gene s (x-axis). C. 228
Spearman correlation values between the wGRR of defence genes and the bitscore values from BlastP of 229
individual core genes of P4-like satellites, for the set of all pairs of P4s. Colours of a stronger shade indicate 230
higher Spearman correlation values. E. Same as in A, but for P2 genomes and their defence systems. F. 231
Same as in B, but for P2 genomes. G. Same as in C, but for the defence and core genes of P2-like phages. 232
233
Pseudogenes of defence systems are rare in P4 and P2 234
235
Turnover of defence systems could occur in two ways. They could be first inactivated by 236
mutations or indels and subsequently replaced (Deletion -reacquisition model). 237
Alternatively, functional systems could be swapped by others before becoming defective 238
(Swap model). The first scenario suggests that systems are lost because they are not 239
selected for anymore, i.e., they are nearly neutral or even deleterious (costs outweigh 240
gains). The second scenario only requires that the new defence system is at least as 241
adaptive as the old one in the current population context . These models have diYerent 242
testable predictions. The deletion-reacquisition model predicts the frequent presence of 243
pseudogenes of defence systems whereas the swap model predicts the opposite. We 244
assessed the fraction, type, and past function of pseudogenes in P4 and P2 using 245
PseudoFinder25 (see Methods). The vast majority of P4 and P2 have at least one 246
pseudogene (94% and 98%, respectively, Fig 3), showing that defective genes remain long 247
enough to be identifiable in large numbers in these genomes. We note that, in some 248
cases, several identified pseudogenes can originate from a single gene. Although 249
pseudogenes are frequently found in defence -associated loci (Fig S8), only a very small 250
percentage of them had sequence similarity with defence-associated genes ( less than 251
1% in P4 and c.a. 2% in P2). Many more had sequence similarity to core genes (24% in P4, 252
typically Ash pseudogenes) and especially to unknown function genes (Fig 3 insets, see 253
.CC-BY-NC-ND 4.0 International licensemade available 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
The copyright holder for this preprintthis version posted March 4, 2026. ; https://doi.org/10.64898/2026.02.27.708500doi: bioRxiv preprint
File S1 for PFAM annotations). These results suggest that defence systems are frequently 254
swapped before being inactivated. Moreover, m ost pseudogenes in P4 and P2 are 255
detected as very small intergenic sequences (c.a. 90% in either P4 or P2, Fig S9), which 256
confirms that the putative defence systems detected in these elements are intact, likely 257
functional genes. 258
259
260
261
262
Figure 3. Quantification and characterization of pseudogenes in P4 -like satellites and P2 -like 263
prophages. Histograms show the distribution of pseudogenes detected by PseudoFinder per P4 -like 264
satellite (left) and P2-like prophage (right). The charts as insets show the proportion of the pseudogenes 265
annotated as defence (orange), core of each element (blue and red for P4 and P2, respectively), or with 266
other (or no) annotations (grey). 267
268
269
P4 hotspots contain numerous novel or chimeric defence systems 270
271
We found many genes of defen ce systems that lacked the typical cognate components 272
in the defen ce hotspots ( Fig S5B). These could be inactivated systems, but our 273
observation that pseudogenes of defence systems are rare make this hypothesis unlikely. 274
Instead, they might be functional novel systems resulting from re-assembly of others26,27. 275
To test this hypothesis, we selected 11 candidate systems based on their diYerent 276
characteristics (Fig 4, see File S2 for a description of the putative systems ): s ome are 277
potential variants of known systems (e.g., a Lamassu system missing a known eYector); 278
02004006008001000
# of P4 elements # of P2 elements
# of pseudogenes
0
2
4
6
8
10
12
14
0 100 200 300 400
Other
(74.7%)
Core
(24.5%)
Core
(7.5%)
Other
(90.1%)
Defense
(0.7%)
Defense
(2.4%)
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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
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others are mixtures of genes from diYerent systems (e.g., two genes from the PD Lambda 279
2 system, and another from the Rst_gop_cll system) ; and others are potential 280
minimizations of known systems (e.g., a Thoeris system with a single ThsA gene ). We 281
synthesized and cloned each putative system in a low copy plasmid under the control of 282
a pTet promoter, which were introduced into E. coli MG1655. A n empty plasmid was 283
transformed to the same background as a control. We then challenged these strains with 284
a collection of 28 virulent phages to test the antiviral protection of each putative defence 285
system (see Methods, Fig S10, File S2 ). 8 out of 1 1 provided protection against several 286
virulent phages (Fig 4, top 11 rows). Failure to observe protection can arise from multiple 287
causes. The most likely explanations are: (i) the defence system is functional but does 288
not target any of the 28 phages included in the present panel; or (ii) the system is 289
functional in its native host but is not properly expressed, assembled, or active in the 290
heterologous E. coli host used here. Interestingly, a system similar to the Lamassu 291
variant, which did not provide protection against the phages tested here, was recently 292
shown to be provide an anti -phage function 28. The high success rate we obtained in 293
detecting resistance against this limited phage panel strongly suggests that most of the 294
putative systems not recognized as complete by either DefenseFinder or PADLOC are 295
functional. 296
297
Some P4 (27%) and P2 (19%) lack identifiable defence genes (Fig 1B) but have genes of 298
unknown function at their main defence loci. We hypothesised that some of these could 299
be novel antiviral systems. We selected at random 8 P4 satellites with genes of unknown 300
function to test their anti-phage phenotypes, as above (Fig 4, bottom 8 rows, Fig S10). 6 301
out the 8 conferred protection against multiple virulent phages. phages. As previously, 302
this high success rate indicates that most of these unannotated loci are likely bona fide, 303
functional defence systems. We named the novel functional systems according to deities 304
from Lusitanian mythology, while waiting for a uniform standardised system of 305
nomenclature, and they are described in detail in File S3. 306
307
When possible, we characterized the novel systems using available data, sensitive 308
sequence similarity detection programs ( wjth HHPred), and structural similarity (with 309
ESMFold and FoldSeek, File S3). The Crouga system has some evidence of being an RM-310
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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
The copyright holder for this preprintthis version posted March 4, 2026. ; https://doi.org/10.64898/2026.02.27.708500doi: bioRxiv preprint
like system, with one of its proteins containing PFAM domains (ResIII, DEAD and Helicase 311
C) associated with other RM systems 29. The Bandua system has two proteins with 312
domains typically associated with immune functions (a nuclease and a kinase, 313
respectively). Neither protein is recognized by current antiviral annotation pipelines. The 314
Aernus system has one protein annotated with kinase and nuclease domains, and a 315
second one annotated as a mannitol repressor. It is unknown at this point if the latter has 316
any impact in antiviral capabilities. The single protein in the Toga system has several hits 317
with protein domains associated (through FoldSeek) with the Gao_Ppl 30 and the SMC 318
defence systems31, albeit not being recognized by any of the current models for either 319
system. The Reve system is another single gene system, with ATPase and KAP family P -320
loop domains 32. Finally, the last system we tested has two proteins , one with 321
pentapeptide repeats and an IRK potassium channel domain, which could be involved in 322
membrane depolarization, while the other protein contains a Nucleotidyltransferase like 323
domain and a HEPN-like domain, suggesting it acts on host or phage RNA. A system with 324
similar components was described by others during the course of this study as Hailong33, 325
which is currently not detected by DefenseFinder or PADLOC. Hence, and despite being 326
part of the non -defence annotated genes in P4, we refer to it as Hailong to avoid 327
introducing redundant nomenclature. 328
329
The novel systems described above, together with the unannotated Hailong system, are 330
clear evidence that at least some genes of unknown function in P4 have antiviral 331
phenotypes, with most (e.g., Bandua, Aernus, Toga and Reve) providing strong protection 332
against Drexlerviridae and/or Siphoviridae phages). W e thus wondered whether other 333
genes in the defence-less elements could have similar properties. For this, we collected 334
all the genes of unknown function from P2 and P4 detected only in complete genomes, 335
to use the information on their larger chromosomal context, and analysed them using a 336
recent machine learning approach to detect antiviral domains (see Methods). We 337
observed a significant signal for the association of antiviral defences in 30% of the 338
proteins of unknown function in P4 (62%, with the method that considers the genomic 339
context), and in 15% of the unknown proteins in P2 (32%, with the method that considers 340
the genomic context) (Fig S11). We note that all the confirmed novel systems are part of 341
those predicted to have an antiviral function, due to their genetic context. The 342
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computational predictions, together with experimental validations, demonstrate that 343
P4-like satellites constitute major loci for both established and yet -to-be-discovered 344
functional defence systems. Moreover, many of the proteins of unknown function that 345
cluster in P4 - and P2 -associated defence hotspots are predicted to encode antiviral 346
activities. 347
348
349
350
351
Figure 4. Putative and unknown defence systems in P4 provide protection against phage infection. On 352
the left are the g enomes of P4 with putative defence systems (light orange genes , top 11 rows) and the 353
genomes of P4 with genes of unknown function in their defence loci (grey genes, bottom 8 rows) . For the 354
former, the names of the genes, as well as the complete systems with which they are associated, are shown 355
in front of each genome. The regions synthetized in plasmids are boxed (exact sequences in Datasets E1 356
and E2). Heatmap of the phage resistance phenotype shows the mean fold resistance of two independent 357
replicates of each putative and unknown system against a panel of 28 E. coli phages. The degree of 358
protection is indicated by the colour (log) scale, with darker red colours indicating higher levels of 359
protection, relative to the same bacterial background with an empty plasmid. Only the infections w here 360
both replicates show increased protection, and the mean of the two replicates is ≥ 10-fold di_erence, are 361
shown as coloured squares. Asterisks indicate smaller plaque morphologies, relative to the infection of the 362
strain with the empty plasmid. Plaque-forming units were measured for each phage on cells harbouring 363
either a control plasmid or a defence system (Fig S10). Fold-resistance was calculated as the ratio between 364
these two values. All systems were expressed from pTet promoter in the presence of anhydrotetracycline 365
(aTc, 0.5 µg/ml) and measured at 37°C, except for T7 -like phages, which were measured at room 366
temperature. The raw data for the ratios system/control are shown in File S4. 367
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368
P4 and P2 exchange defences with other MGEs but not with each other 369
370
If defence systems are constantly swapped in both P4 and P2, where do these genes 371
come from? To address this question, we searched for closely related homologs (>85% 372
identity, see Methods) of defence genes from either P4 or P2 in 32798 bacterial and in 373
27022 phage genomes. For 6% of defence genes in P4, and for 2% of the defence genes 374
in P2, we found at most one homolog , indicating that some of the se defence genes are 375
likely variants specific to the P4 and P2 in our dataset (Fig S12). Many of the remaining P4 376
and P2 defence genes have homologs in multiple genomic contexts ( Fig 5A ). Similar 377
Results
were found when including the putative novel defence systems from the first 378
section (File S5, Fig S13). To avoid comparing elements that might have similar systems 379
because of recent common ancestry, we excluded the pairs of very similar (wGRR>=0.95) 380
P4 or P2 elements. Nevertheless, the analysis reveals that most homologs of defence 381
genes of P4 (76%) and P2 (47%) are in bacterial regions predicted to be respectively P4-382
like satellites and P2 phages. These include P4 and P2 in bacterial hosts (e.g., 383
Citrobacter, Enterobacter or Pectobacterium, Fig S1 4) where these elements’ 384
delimitation in bacterial chromosomes was not possible for lack of information on their 385
att sites (called P2* and P4* , see Methods). These elements had hence not been included 386
in our focal dataset of phages and satellites. P2 and P4 often co -occur in genomes and 387
are induced and replicated at the same time . One could thus expect that they would 388
exchange defen ce systems. Surprisingly, we found only one case of closely related 389
defence genes between P4 and P2, even when including all putative defence systems (Fig 390
S15). Hence, hitchers and helpers have not recently exchanged defence systems. 391
392
The highly similar homologs of P4 and P2 defence genes found in bacterial regions that 393
are not identified as P4 or P2 -like could be the result of recent genetic exchanges with 394
other MGEs . We found no homologs in the other families of satellites known in 395
Enterobacteria (PICI and cfPICI9,17,File S5). Both P4 and P2 defence homologs were found 396
in (non-P2 like) pro phages, albeit this was much more frequent for P2, which also has 397
defence homologs in 31 temperate and 11 virulent phage genomes (all P2-like). 398
Chromosomal regions with integrative conjugative elements 34, which are known to 399
encode antiviral systems 35, account for very few of the homologs of P4 or P2 defence 400
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genes. P4 and especially P2 defence systems have relatively more homologs in plasmids. 401
Some of the latter could correspond to phage-plasmids (P-Ps), since they are plasmid 402
replicons identified as phages by geNomad36, although they are not part of the current 403
dataset of known P-Ps37. The MGEs and bacterial regions with homologs of defence genes 404
of P4 and P2 are sometimes within bacteria that are phylogenetically distant from the 405
hosts of P4 and P2, such as Pseudomonas or Vibrio (Fig S14). These results suggest that 406
exchange of defence systems tends to occur between similar types of elements, but can 407
also involve distinct MGEs. 408
409
Genetic exchanges with other MGEs may allow to introduce novel types of defences in P2 410
or P4, which can then be exchanged within each group of elements . For instance, the 411
phylogeny of a variant of the AVS_V system, detected in P2 from K. pneumoniae, includes 412
homologs in non-P2 prophages and uncharacteristic genomic regions from diYerent 413
bacterial hosts, that form a separate clade (Fig 5 B). Intermingled with the two main 414
clades are two terminal branches, corresponding to an uncharacteristic genomic region 415
in Proteus and a single plasmid in Du<yella. The phylogeny suggests the acquisition of 416
the system by P2 was recent. It was then followed by the dissemination of this variant of 417
AVS_V within K. pneumoniae in P2 phages. Another defence system detected in P2, Lit, 418
is mostly found in plasmids and uncharacteristic genomic regions. While being rare in 419
prophages, a homolog is found in a single P2 -like prophage (Fig S1 6A). Given its 420
singularity, and the scarcity of this type of systems in P2 (Fig 1A), this likely illustrates a 421
recent acquisition of the Lit system by this P2. 422
423
Exchange of defence system s between diYerent types of MGEs also broadens the 424
mechanisms of dissemination of the former within bacterial species. For instance, the 425
phylogeny of a variant of the PD -T7-2 A is consistent with a unique, recent exchange of 426
this system between P4 and plasmids (whose direction cannot be ascertained from this 427
data alone). The system in the plasmids has diversified in two separate genetic variants 428
that disseminated in K. pneumoniae (Fig 5C). The phylogeny of the other gene of the 429
system (PD-T7-2 B ) shows yet another variant in P4 that is disseminating the defence 430
system in Escherichia and Klebsiella hosts, with a transfer to plasmids in the latter (Fig 431
S16B). Hence, events of exchange between MGEs show the establishment and further 432
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diversification of defence homologs in diYerent MGEs, allowing the spread of defence 433
systems within and across species through diYerent mechanisms of horizontal gene 434
transfer. 435
436
Tree scale: 1bootstrap44587286100
Proteus
Enterobacter
KlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiella
EnterobacterCitrobacterCitrobacterDuffyelaEscherichiaEscherichiaKasokonia
KlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiellaKlebsiella
Tree scale: 1bootstrap6166717681
2.5kb
2.5kb
Identity (%)
0 100
A
B
C
AVS_V
PD-T7-2-A
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437
Figure 5. Highly similar h omologs of defence genes of P4 and P2 are found in completely diMerent 438
genomic contexts. A. Graph based representation of the number of instances where homologs of defence 439
genes (from complete defence systems) in P4 and P2 are found in di_erent genomic contexts . These 440
include other MGEs (plasmids, phage-plasmids, conjugative integrated elements, prophages and virulent 441
phages) or regions of the bacterial genomes that are uncharacteristic. Thickness of the arrows represents 442
the proportion of homologous matches detected between defence genes from P4 or P2 and the other 443
di_erent genomic contexts (thicker arrows correspond to a higher proportion of matches). The exact values 444
for each combination are shown in File S5. B. Phylogeny of the AVS_V gene, comprised of the gene found 445
as a defence system in a focal P2 in Klebsiella, and its homologs detected in either other P2s (red circles at 446
the tree leaves), plasmids (green circles), prophages (violet circles) or uncharacteristic genomic regions 447
(grey circles). The genes corresponding to each of the elements (or to the segments that include the 448
uncharacteristic genomic regions as grey circles ) are shown in front of the tree, with larger plasmids 449
truncated for visibility. C. Phylogeny of the PD -T7-2-A gene, comprised of the gene found in a PD -T7-2 450
defence system in a focal P4 in Klebsiella, and its homologs detected in either other P4s (blue circles at the 451
tree leaves), plasmids or uncharacteristic genomic regions. The genes corresponding to each of the 452
elements (or to the segments that include the uncharacteristic genomic regions) are shown in front of the 453
tree, with larger plasmids truncated for visibility. 454
455
Cryptic genomic islands have homologs of defence genes from P4 and P2 456
457
A large fraction of homologs of P4s or P2s identifiable defence systems are found in 458
bacterial uncharacteristic genomic regions (UGRs) that do not correspond to known 459
MGEs. Their genomic context (20 genes each side) often contained tRNAs genes, which 460
are well-known points of integration of MGEs38 (Fig S17A). Functional annotation with 461
EggNOG Mapper and PFAM revealed that some of these genes are typical from P4 or 462
prophages (Fig S17C and D, see blue and red dots). These regions also contained many 463
pseudogenes of proteins typical of MGEs (Fig S17A and B). Since these results suggested 464
that some UGRs could be defective satellites or phages , we systematically annotated 465
them using the core markers of P4 and P2 (see Methods) and PseudoFinder. In total, 745 466
URGs encode highly similar homologs of bacterial antiviral genes detected in P4s (Fig 6A, 467
File S5) and many of them ( 27%) have at least one P4 -specific marker(s). All 745 UGRs 468
have at least one pseudogene, and about half have pseudogenes (typically intergenic) 469
homologous to a P4 core gene. Conversely, in the 775 UGRs that encode highly similar 470
homologs of bacterial defence genes detected in P2s, P2 -like markers are found in ca. 471
20% of them. Although almost all (>98%) of these UGRs have at least one pseudogene, 472
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only 5% of them correspond to a P2 -like core gene. The above observations remain 473
qualitatively similar when including the putative defence systems (Fig S18). UGRs with P4 474
or P2 core markers are thus very likely defective versions of these elements. Within them, 475
we found numerous pseudogenes of mobility functions, but the neighbouring defence 476
genes remain ed almost identical to those of intact elements, and are thus likely 477
functional (Fig 6B -C). These results mean that defective P4 and P2 either engaged in 478
genetic exchanges of defence systems with their functional counterparts, or are non-479
mobile satellites and prophages with stabilized (and conserved) defence genes . 480
Moreover, and consistent with the absence of genetic exchanges between hitcher and 481
helper (Fig 5), homologs of defence genes in P4 and P2 are also not found in defective 482
elements of the opposite type. 483
484
Almost 50% of UGRs with homologs to P4 defences and 80% of the UGRs with homologs 485
to P2 defences lack any P4- and P2-specific markers, considering both the genes and 486
pseudogenes within these regions. They are thus cryptic genomic islands, completely 487
distinct from P4/P2, and of unknown mobility. The detection of defence homologs in such 488
dissimilar islands is consistent with the observed putative exchanges of P4 and P2 489
defences with MGEs of diYerent types, where we do not expect to find large regions of 490
homology (Fig 5). 491
492
493
494
Figure 6. Quantification of pseudogenes and P4 -like/P2-like markers in uncharacteristic genomic 495
regions with homologs to defence genes encoded by P4 and P2. A. Characterization of uncharacteristic 496
genomic regions (URGs) that encode homologs to defence genes found in P4 (left bars, blue) and URGs 497
that encode homologs to defence genes found in P2 (right bars, red). We quantified the proportion of these 498
URGs that encode P4/P2 markers predicted as pseudogenes by PseudoFinder (last two bars). B. Examples 499
of P4-like satellites, and the homology of their defence systems with URGs that contain incomplete (likely 500
A B
C
With at least one P4 marker
745 uncharacteristic genomic
regions with homologs
to defence genes in P4
775 uncharacteristic genomic
regions with homologs
to defence genes in P2
With at least one P2 marker
With at least one
pseudogene
With at least one
pseudogene P4 marker
With at least one
pseudogene P2 marker
Septu
PD-T7-2
Hachiman
2.5Kb
2.5Kb
ThsB
(Thoeris)
PD-Lambda-5
PDC-S06
PDC-S49
MTase
(RM Type II)
Identity (%)
0 100
050100
Percentage
0 50 100
Percentage
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defective) P4-like satellites. In each genomic comparison, the coloured arrows indicate P4-like core genes 501
that were detected as intergenic pseudogenes in the URGs. C. Examples of P2 -like prophages, and the 502
homology of their defence systems with URGs that contain incomplete (likely defective) P2-like prophages. 503
In each genomic comparison, the coloured arrows indicate P2 -like core genes that were detected as 504
intergenic pseudogenes in the genomic regions. 505
506
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Discussion
507
508
The systematic detection of defence genes in prophages and satellites is a strong 509
statement on the selective importance of antiviral functions for the ecology and evolution 510
of these MGEs . Given the prevalence of P4 and P2 in Enterobacteria17, and the large 511
proportion of their accessory genes that we show here to be dedicated to defence, these 512
MGEs constitute a significant fraction the bacterial repertoire of defences. Yet, the 513
elements’ pangenome dynamics show that the sampling of their natural diversity is not 514
yet exhausted, even when considering, for the first time, the vast diversity of P4 elements 515
in metagenomes using Logan18. Our experimental validation of anti-phage activity for 13 516
novel systems encoded by P4 confirms that the contribution of defence functions to the 517
pangenomes of P4 and P2, as well as to the antiviral repertoire of their bacterial hosts, 518
will keep surprising us. 519
520
The diversity of antiviral functions in P4 and P2 is driven by events of genetic swaps at 521
defence-specific hotspots, enlightening the underlying processes of natural selection in 522
MGE-defence associations . A novel system will fix in a population of MGEs if it has 523
adaptive value . Targeted phages may, over time, adapt to resist this novel system , 524
reducing the selective advantage of retaining it in the MGE genome . It has remained 525
unclear if this process typically runs until the defen ce systems become neutral (or even 526
deleterious, e.g., due to autoimmunity 39) or if defen ces are replaced before hand. Our 527
observation of rapid replacement of the systems and the lack of defen ce-associated 528
pseudogenes at these loci suggest that recombination quickly swaps functional systems 529
without the latter passing by a period of inactivation. Although many small intergenic 530
regions predicted as pseudogenes are in defence loci, they are likely remnants of an 531
intense process of recombination. What little may remain of antiviral genes in these 532
regions lost any recognisable homology with known defences , even if they could 533
potentially give rise to novel defence genes40. These findings have two implications. First, 534
defence systems may be lost when they are still adaptive: it suYices that the novel system 535
is more adaptive for the swap to be fixed in the population by natural selection. Second, 536
it suggests that systems spend little time, if any, as neutral components of the MGE 537
genome. 538
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539
P4 and P2 exchange their defen ce systems with elements of the same type and , less 540
frequently, with other MGEs. Yet, they do not exchange with each other. This is puzzling 541
because P4 and P2 frequently co -occur within bacterial hosts , and are co -induced, 542
replicate and package their DNA simultaneously41. This should provide plenty of 543
opportunities for genetic exchanges 9,42, particularly since phage induction, replication 544
and recombination are mechanistically concomitant43,44. Three factors may explain this 545
result. First, exchanges by homologous recombination require high sequence identity 546
that is lacking between P2 and P4 45. Yet, we do observe exchanges between these 547
elements and other unrelated MGEs, like plasmids. Second, because P4 and P2 often co-548
occur in genomes, there might be selection against the presence of redundant defences 549
in the two elements. DiYerent types of defences in P2 and P4 would maximize the range 550
of anti-phage defence of the consortium . Identical defences would be redundant , and 551
one set could be easily lost by genetic drift. Third, if P2 have defence systems to prevent 552
P4 infection , or to avoid the hijacking of P2 particles by P4 , these systems might be 553
counter-selected in P4 . Conversely, P4 might carry defence systems that increase the 554
fitness of P4 by decreasing the ability of P2 to use its own capsids. If they exist, such 555
genes are not expected to be acquired by P2 phages. 556
557
Despite the lack of exchanges between P2 and P4, we found very similar defence systems 558
in distinct MGEs or genomic islands , suggesting that genetic exchanges between very 559
diYerent elements is possible. It is diYicult to estimate the direction of these exchanges, 560
although in some cases the defence was very likely acquired by P4 or P2 from other 561
MGEs. When a phage or a satellite acquires a defence gene from a plasmid, the system 562
can now be exchanged more easily with other satellites or phages46. These exchanges 563
can also contribute to the flow of antiviral genes between phylogenetically distant 564
bacteria, if the MGEs involved in these exchanges have diYerent host range s. We also 565
found defence homologs in defective MGEs. It will be interesting to investigate if this 566
corresponds to their domestication, resulting in the stabilization of the defence genes in 567
bacterial genomes, or if defective elements still actively swap their defences with other 568
MGEs. 569
570
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Defence genes in P4 and P2 have evolutionary histories that are strikingly diYerent from 571
the rest of the elements’ genomes. Antiviral defences, in accordance with the idea that 572
they are “guns for hire”, change genomic contexts of MGEs as quasi-independent 573
entities47. Yet, they do so in ways that resemble the change of bacterial chromosome 574
contexts by MGEs : frequent recombination breaks genetic linkage between defence 575
genes and the core genes of the elements , like MGEs are unlinked from the bacterial 576
chromosome lineage48; defence genes integrate predictable (hotspot) locations, like 577
MGEs in bacterial chromosomes 49 (through a presumably diYerent mechanism) ; the 578
modularity of defence systems can promote the emergence of hybrids through 579
recombination, resembling the modularity of the evolution of prophages50,51; defence 580
genes are a large fraction of the satellite and the phage’s pangenomes , similar to the 581
contribution of MGEs to bacterial pangenomes 52; and defence genes provide accessory 582
functions to both phages and satellites, which in turn do the same to their bacterial 583
hosts2. The key diYerence is that defence systems are not known to encode mobilization 584
functions. Instead, our results suggest that P2 and P4 hotspots function as factories of 585
novel systems by recombination processes that still need to be elucidated. It also 586
remains to clarify how mutations and natural selection act on these chimeras to 587
eventually lead to their fixation as functional hybrid systems. In summary, our work 588
shows that P2 and P4 can be seen as genetic platforms that accumulate, diversify, and 589
then disseminate bacterial defence systems across microbial populations. 590
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Materials and methods
591
592
Genomic and metagenomic datasets 593
594
We retrieved all the complete genomes of the NCBI non -redundant RefSeq database 595
(ftp://ftp.ncbi.nlm.nih.gov/genomes/refseq/, last accessed in May 2023), which consists 596
of 32799 complete bacterial genomes. The metagenomes used for the detection of P4 -597
elements were retrieved by aligning a query set of 538 clustered P4 protein sequences to 598
Logan v1.1 contigs using DIAMOND253, as described in the Logan manuscript18. We also 599
retrieved from GenBank a dataset with 27022 complete bacteriophage genomes 600
(retrieved March 2024). The lifestyle of each of these bacteriophages was inferred using 601
Bacphlip54. 602
603
Identification and delimitation of genomic regions of P4-like satellites or P2-like 604
prophages in complete bacterial genomes 605
606
P4-like satellites were initially detected from the RefSeq bacterial genomes as described 607
previously17. This resulted in 3437 P4-like genomes of Type A or B. All prophages encoded 608
by bacterial genomes were detected using geNomad (version 1.5.2, default 609
parameters)36. In total, we detected 88288 prophages in the RefSeq bacterial genomes. 610
We then designed a MacSyFinder 55 model corresponding to a prototypical P2 -like 611
prophage. The components of the model include the GpQ-L operon, which is conserved 612
in P2 -like prophages56, as well as an integrase and a primase (GpA). This model was 613
directly applied to the prophages detected by geNomad, resulting in 8165 P2-like 614
prophages of Type A, B or C. The latter two types of P2 -like prophages are often missing 615
either the integrase, or the primase. We speculate that these two components are either 616
less conserved than the profiles used for the GpQ-L operon, or excluded by geNomad 617
during the predicted prophage region. The proteomes of these elements were retrieved 618
by extracting all the genes within the farthest core components. This general set of non-619
att delim ited 3437 P4-like satellites and 8165 P2-like prophages constitutes what we 620
name, respectively, the broad P4* and P2* categories. 621
622
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A stricter definition of the genomic regions corresponding to P4 and P2 was achieved by 623
identifying att sites (attL and attR) at the borders of the se elements in three bacterial 624
species, Escherichia coli (Ec), Klebsiella pneumoniae (Kp), and Salmonella enterica (Se), 625
which constitute the most abundant hosts of P4 and P2 elements17. To do so, we started 626
by identifying genomic spots containing P2 or P4 core genes across bacterial 627
chromosomes. The genomic positions of P4 and P2 elements described above were 628
mapped relative to persistent genes in the three host species (Ec: 2527 genomes, Kp: 629
1510 genomes, and Se:1256 genomes) to facilitate MGE delimitation and comparison 630
across genomes. The pangenome of each species (i.e., the full bacterial species gene 631
repertoire, not to be confused with the P2/P4 pangenome) was computed using the 632
pangenome module of PanACoTA v1.4.1 -dev57, applying a minimum sequence identity 633
and coverage threshold of 80%. Persistent gene families—those present in a single copy 634
in at least 90% of genomes —were extracted using the corepers module of PanACoTA. 635
Intervals were defined as the regions between two consecutive persistent genes within 636
genomes. P2 and P4 core genes are not persistent across species and are confined to 637
these intervals, providing an upper bound for their genomic positions. In total, 6,008 638
intervals containing P2 or P4 core genes (excluding integrases) were identified across the 639
three species (2258 in Ec, 2,66 in Kp, and 1384 in Se). Intervals from genomes of the same 640
species were grouped into genomic spots if flanked by the same pair of persistent gene 641
families, allowing comparison of equivalent regions across genomes. The number of 642
genomic spots occupied by P2 and P4 was generally low in each species (30 in Ec, 16 in 643
Kp, and 21 in Se). 644
645
P2 and P4 integrate the bacterial chromosome using a Tyrosine recombinase (integrase), 646
which mediates site-specific recombination between the host attB site and the MGE attP 647
site. Integration duplicates part of attB at the element edges, generating attL and attR58, 648
which can be identified by sequence similarity within genomic spots. For each spot 649
described above, the shortest interval observed in the species was extracted as the 650
ancestral MGE-free state containing attB; when this assumption does not hold, att sites 651
cannot be reliably identified. Each such interval was then compared using sequence 652
alignments with longer intervals containing P2 or P4 elements, expected to harbour short 653
repeats of attB at their edges. To ensure at least two significant sequence alignments per 654
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comparison and to account for possible integrations within persistent genes, intervals 655
were extracted including the flanking persistent genes and oriented so that these genes 656
point in the same direction, restricting the search to the positive strand for computational 657
eYiciency. Sequence similarity between the shortest interval (query, attB) and each 658
longer interval (subject, candidate attL/attR) within the same spot was screened using 659
BLASTn of BLAST 2.9.0+ 59 (-evalue 0.001 -strand plus). Alignments with ≥80% identity 660
were retained, and redundant hits fully contained within longer alignments were 661
discarded. Pairs of hits on the subject aligning to overlapping regions of the query were 662
interpreted as duplications associated with integration. The overlapping region on the 663
query defines the putative attB site, and the corresponding regions on the subject define 664
attL and attR. Pairs of att sites flanking all P4/P2 core genes were then selected to 665
precisely predict element boundaries, resulting in the delimitation of 2175 elements in 666
Ec, 2230 in Kp, and 1357 in Se, corresponding to 96 % of intervals containing P2/P4 core 667
genes. This approach does not rely on genomic context, such as the presence or position 668
of tyrosine recombinase genes (unlike methods such as TIGER 60). Although integrases 669
were not considered while detecting P4 and P2 spots , they are present in nearly all 670
delimited elements – with only 76 exceptions - and in most cases (5638), the integrase is 671
located within 2kb of an element boundary, demonstrating the robustness of our method. 672
Att site pairs (sequences), element size, and integrase presence are provided in File S6. 673
674
From the P4/P2 intervals with an att identification, we further filtered the elements 675
according to their size (<20kb for P4 and <50kb for P2) and discarded P4 that were lacking 676
more than two core genes (i.e, only considered P4 of Type A or B, according to 677
SatelliteFinder). Delimiting and filtering the elements in the 3 main bacterial species, 678
resulted in a total of 2168 P4-like satellites and 3574 P2-like prophages originating from 679
complete bacterial genomes. 680
681
Identification and delimitation of genomic regions of metagenomes that correspond to 682
P4-like satellites 683
684
To detect P4-like satellites in the metagenomic contigs, the latter were initially processed 685
as described previously in18. The 7 P4 core genes were detected in a set of 210895 “P4-686
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like contigs” . An initial step of dereplication of data was performed in these full contigs, 687
using MMSeqs2 61 with an identity cutoY of 0.999 and a (default) minimum of 80% 688
coverage. This resulted in 16205 unique “P4-like contigs” . The collection of att sites 689
detected for the P4-like satellites in the 3 main bacterial species (described above) were 690
then used to subsequently delimit the regions in each contig that correspond to a P4-like 691
satellite. Briefly, we used blastn with the blastn-short option to detect the att sites in each 692
contig, retaining matches with ≥ 70% identity. To consider possible variation in att sites, 693
we did not enforce the match with both a specific attL and attR sequence, but instead 694
searched for either one of these sequences (i.e., two attL or two attR sequences would 695
suYice). We then extracted the shortest regions that correspond to nucleic sequences 696
that are surrounded by two of these att sequences, requesting a minimum of 5kb and a 697
maximum of 20kb in length for the whole att-defined region, according to the expected 698
distribution of sizes of P4 -like elements. This resulted in 6039 unique P4-like replicons. 699
To confirm that these regions correspond to the expected P4 -like satellites with enough 700
components, we first used Prodigal to extract the proteins, and then used SatelliteFinder 701
to characterize the putative P4s. This resulted in a total of 6026 P4-like satellites, where 702
most sequences ( 6001) correspond to P4 -like satellites of Type A or B ( Fig S 1). This 703
suggests that our delimitation of P4 -like regions using the known att-sites, whilst likely 704
conservative and resulting in the discarding of some valid elements, is appropriate to 705
properly define the regions of P4-like satellites. 706
707
Dereplication of P4 and P2 genomes 708
709
To dereplicate the final dataset used for the analyses, we merged the nucleotide 710
sequences from the att-defined P4-like satellites in E. coli, K. pneumoniae and S. enterica 711
with all the att-defined P4-like contigs from the metagenomes. We then clustered these 712
replicons using MMSeqs2 with the same identity cutoY as before ( 0.999) but with a 713
stricter 99% coverage threshold, to avoid the merging of elements that have only one 714
gene that is distinct. A similar approach was done for the att-defined P2-like prophages 715
in the 3 main bacterial species. This resulted in a final dataset of 3085 dereplicated P4-716
like satellites and 1511 dereplicated P2-like prophages, which we use for all the analysis 717
described in the manuscript. 718
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719
Identification of defence genes and systems 720
721
The detection of defence genes and systems were done with DefenseFinder version 2.0.0 722
(defense-finder-models database v2.02) 19, using the default options. We included the 723
flag -a to detect the anti -defence systems as well , albeit none were detected in P4 -like 724
satellites, and very few in P2-like prophage (see main text for details). We used PADLOC 725
version 2.0.0 20 to complement the detection of complete defence systems by 726
DefenseFinder. To retrieve genes associated with putative defence systems, we extracted 727
the best hit for each gene from the * .hmmer.tsv output file of DefenseFinder. 728
729
To identify the gene repertoire of defence systems in the bacterial hosts of P4 (restricted 730
to P4 detected in complete bacterial genomes) and P2 elements, we identified the 731
defence systems in the bacterial genomes of the three main species ( E. coli, K. 732
pneumoniae and S. enterica) that encoded at least one P4 and/or one P2, using the same 733
approaches as above. The defence gene families in bacterial hosts were computed by 734
collecting, for each species, the genes of the defence systems (either in DefenseFinder 735
or PADLOC) and clustering all the corresponding protein sequences using MMSeqs2 736
(again, the clustering was performed per each of the three species, and for each dataset, 737
DefenseFinder or PADLOC individually). A defence gene family was considered to be 738
associated with P4 or with P2 if at least one of the genes of the family is within an att-739
defined P4 or P2 genome of the three main species. 740
741
Calculation of P4 and P2 pangenome accumulation curves 742
743
We first clustered at 40% identity all proteins of the dereplicated P4 satellites, and all 744
proteins of the dereplicated P2 prophages, using the MMSeq2 cluster function, with the 745
parameters cluster_mode 1 and the default coverage. Then, for each category of 746
elements (P4 or P2), we randomized the order of the elements and calculated the number 747
of new gene families added by each consecutive element, annotating whether their 748
representative sequences correspond to a defence-associated gene or a core gene of the 749
respective element. 750
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751
Calculation of genomic similarity between P4-like satellites and between P2-like 752
prophages 753
754
We searched for sequence similarity between all proteins of satellites using MMseqs2 755
with the sensitivity parameter set at 7.5 to align all versus all proteins. For specific 756
datasets (core or defen ce genes), the datasets were limited to the genes that were 757
annotated with the specific core markers or identified as defence -associated. We then 758
performed the combinations between diYerent datasets as well (e.g., defence vs core or 759
defence vs whole proteome). The outputs of MMSeqs2 were converted to the blast format 760
and we kept for analysis the hits respecting the following thresholds: e-value lower than 761
0.0001, at least 35% identity, and a coverage of at least 50% of the proteins (since 762
MMSeqs2 searches for local similarity). The hits were used to retrieve the bi -directional 763
best hits between pair of genomes, which were in turn used to compute a score of gene 764
repertoire relatedness weighted by sequence identity: 765
𝑤𝐺𝑅𝑅 =
∑ 𝑖𝑑(𝐴!, 𝐵!)"
!
min (𝐴, 𝐵) 766
767
where A i and B i is the pair I of homologous proteins present in A and B, id( Ai,Bi) is their 768
sequence identity in the local alignment, and min( A,B) is the number of proteins of the 769
genome encoding the fewest proteins (A or B). wGRR is the fraction of bi-directional best 770
hits between two genomes weighted by the sequence identity of the homologs. It varies 771
between zero (no bi-directional best hits) and one (all genes of the smallest genome have 772
an identical homolog in the largest genome). Hence, a wGRR=1 means that the two 773
elements are identical (or one is entirely contained within the other), whereas wGRR=0 774
means the elements have no homologous protein -coding genes. wGRR integrates 775
information on the frequency of homologs and sequence identity. For example, when the 776
smallest genome has 10 proteins, a wGRR of 0.2 can result from two identical homologs 777
or five homologs each with a lower sequence similarity (40%). All wGRR calculations in 778
the manuscript were obtained through GRIS version 2 779
(https://gitlab.pasteur.fr/jgugliel/gris). 780
781
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Calculation of the pairwise similarity of core genes of P4 or P2 782
783
To calculate the pairwise similarity between each core gene, we first collected and 784
concatenated in a fasta file all the individual core genes of P4-like satellites (7 core genes) 785
and P2-like prophages (7 core genes). Each of these files with concatenated proteins was 786
simultaneously used as both query and target database in Diamond BlastP , in order to 787
retrieve the best pairwise matches. The parameters used were the following: --query-788
cover 50, --ultra-sensitive and --max-target-seqs 0. We then retrieved the best matches 789
for each core gene between each pair of elements. 790
791
Identification of pseudogenes 792
793
Pseudogenes were detected using PseudoFinder version 1.1.0 25, using the default 794
parameters. We first generated the GenBank files from the sequences to be analysed (P4-795
like satellites, P2 -like prophages, or uncharacteristic genomic regions of bacterial 796
genomes). We used as a reference database the complete set of bacterial proteins from 797
the RefSeq bacterial collection used in this study (see Bacterial genomic and 798
metagenomic datasets ). We then analysed the p utative pseudogenes reported by 799
PseudoFinder either as an existing ORFs or as an intergenic region predicted to be a 800
pseudogene. To functionally annotate the latter, we used the ORF from the RefSeq 801
bacterial dataset that better matches each intergenic sequenced (as reported by 802
PseudoFinder, using BlastX). The putative pseudogenes (ORFs and intergenic) were then 803
functionally annotated with the HMM profiles corresponding to the P4 and P2 core genes 804
and analysed with DefenseFinder and PADLOC to detect defen ce-associated genes. 805
Additionally, we annotated the pseudogenes using EggNoggMapper version 2.1.1262, with 806
the -m diamond parameter and with all the other parameters left as default. 807
808
Cloning of candidate defence systems 809
810
Putative defence systems, as well as unknown P4 genes, were synthesized with their 811
native promoter and cloned into the low -copy plasmid pFR66, which carries a pSC101 812
origin of replication, a kanamycin resistance cassette, and a superfolder GFP gene under 813
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the control of a pTet promoter10. Thus, the GFP was replaced by the candidate defence 814
systems, placing them under the control of the anhydrotetracycline (aTc) inducible pTet 815
promoter. Fifty µl of E. coli K-12 MG1655 chemically competent cells prepared by 816
rubidium chloride method were transformed by heat shock at 42°C with one µl of plasmid 817
carrying the candidate defence system. After 1 h of recovery at 37°C in LB (Lysogeny 818
broth) medium, transformants were selected on LB plates supplemented with 819
kananamycin (Kan) at 50 µg/ml. All constructions were verified by Nanopore sequencing. 820
The fragments of candidate defence genes are shown in Dataset E1, whilst the complete 821
plasmid sequences are shown in Dataset E2. 822
823
Phage amplification 824
825
The panel of 28 phages tested, including both classical model phages and a 826
representative selection of phages from the BASEL collection63, as well as the T5 Mos 827
phage64, was amplified on E. coli K-12 MG1655. For amplification of phage stocks from -828
80°C, a frozen piece of phage stock mixed with 200 µl of an overnight culture of E. coli and 829
20 mL of warm (56°C) LB + CaCl2 5 mM + 0.5% agar was poured onto square plates (12 x 830
12 cm) containing LB + CaCl2 5 mM + 1% agar and incubated overnight at 37°C except for 831
the T7 -like phages that were incubated at room temperature. The top -agar layer was 832
recovered with 1 mL of PBS 1X from plates on which confluent lysis was observed and 833
transferred into a 50 mL conical tube. The top agar was then disrupted by vortexing until 834
broken into small pieces. Tubes were then left to incubate 10 min at room temperature 835
before centrifugation at 4,000 g for 5 min. Finally, the supernatant was recovered and 836
filtered with a 0.45 µM filter. The phage lysates were stored at 4°C. To determine the titer 837
of the phage lysates, the lysates were serially diluted and spotted onto lawns of E. coli 838
MG1655. 839
840
Phage plaque assays 841
842
E. coli K-12 MG1655 strains carrying each putative defence system or the control plasmid 843
pFR66 were grown overnight in LB supplemented with Kan 50 µg/ml. Bacterial lawns were 844
prepared by mixing 200 µL of a stationary culture with 100 µl of 1 mM CaCl2 and 20 mL of 845
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LB containing 0.5% agar, and the mixture was poured onto square plates (12 x 12 cm) of 846
LB supplemented with Kan 50 µg/ml with or without 0.5 µg/ml aTc. Serial dilutions of high-847
titre (>108 pfu/mL) phage stocks were spotted onto each plate and incubated overnight 848
at 37°C or at room temperature for T7 -like phages. The next day, plaques were counted, 849
and fold resistance was calculated as the number of plaques in the presence of each 850
system divided by the number of plaques on the control plate. When plaques were too 851
small to be counted individually, the highest -concentration dilution showing no visible 852
plaques was conservatively scored as containing a single plaque. 853
854
Machine learning detection of antiviral domains in P4-like satellites and annotation of 855
novel defence systems 856
857
To annotate the candidate defence systems and characterize potential antiviral domains, 858
sequence and structural homology analyses were performed. Sequence homology was 859
first assessed using Pfam -A annotation using PyHMMER 65 (v0.11), a Pyhton library 860
binding to HMMER 66 (v3.4). To annotate protein regions without Pfam annotations, 861
HHpred67 was used with 3 iterations on Pfam -A (online version) to identify conserved 862
domains via profile -to-profile Hidden Markov Model (HMM) comparisons. Structural 863
predictions were used for both homology detection and representation. For homology 864
detection, 3D protein models were generated using ESM-Fold, and the resulting PDB files 865
were processed through the Foldseek web server68 to identify structural homologs within 866
the PDB and AlphaFold databases. In the second approach, AlphaFold 3.0.1 was 867
employed to generate structural predictions, evaluating monomeric or dimeric 868
configurations (when the system has 2 genes). When possible, we annotated whether the 869
novel systems were predicted as potentially defensive 69 (GeneCLR hit in File S3). These 870
integrated structural data were used to infer the presence of specialized antiviral eYector 871
or sensor domains by comparing the predicted folds to known defence -related protein 872
architectures. 873
874
Genes of unknown functions were scored by both the ESM -650MDF and the 875
geneCLRDF scores as defined in 69. The methods were run on representative sequences 876
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when clustering the database at 95% of identity. Thus, we mapped the genes of unknown 877
function to their representative 95 and retrieved the corresponding scores. 878
879
Detection of homologs of P4/P2 defence genes in bacterial and bacteriophage genomes 880
881
We collected all defence-associated proteins in P4-like satellites and P2-like genomes, 882
and then used this set with Diamond BlastP to search for homologs in the complete 883
RefSeq bacterial genomes, including their plasmids. We used Diamond BlastP with the 884
parameters --query-cover 50, --ultra-sensitive and --max-target-seqs 0 . We then 885
retrieved all matches with at least 85% identity with the query sequence and consider 886
these as homologs of the matched defence genes. We did a similar analysis to search for 887
homologs of P4 or P2 defence-associated proteins in the dataset of 27022 bacteriophage 888
genomes described above. 889
890
The genomic context of the homologs detected in bacterial genomes is assigned as a 891
plasmid (if in a secondary replicon of the bacterial genome), a prophage (if in a region 892
detected as such by geNomad), a satellite (if in a region detected as such by 893
SatelliteFinder), a phage -plasmid (if the plasmid replicon correspond to known phage -894
plasmids37 or if geNomad detects a secondary replicon as a prophage) or an integrative 895
mobile element (i.e., Integrative Conjugative Elements – ICEs –, Integrative Mobilizable 896
Elements – IMEs – or iOriTs, if in a region detected as described in 34). If the defence 897
homolog was detected in a bacterial genomic region that does not correspond to any of 898
the categories above, we assigned it as an “uncharacteristic genomic region” . 899
900
To account for the possibility that homology of defen ce systems is caused by vertical 901
descent within the element, i.e., cases where an homolog of a P4/P2 defence gene was 902
found in a bacterial region that corresponds to that same P4/P2, we calculated the core 903
(minus the integrase) wGRR (see section above) between all P4 and P4* , and all P2 and 904
P2* , and discarded homologous matches with elements that had a wGRR of at least 0.95. 905
906
Phylogenetic analyses 907
908
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To compute the phylogenies of P4 and P2 elements, we extracted all their respective core 909
proteins (except for the integrase), and aligned each set of proteins individually, using 910
using maYt -linsi70 (v. 7.490, default parameters). The individual alignments of core 911
proteins were then concatenated in two alignments (one with the P4 core proteins, 912
another with the P2 core proteins). For elements where some core genes were missing, a 913
sequence of gaps (“-“) was added. The resulting alignment was trimmed with clipkit71 (v. 914
1.3.0, default parameters). We then used IQ -Tree72 (v. 1.6.12) to build the phylogenetic 915
trees, with the options –bb 1000 to run the ultrafast bootstrap option with 1000 replicates 916
and -m TEST option for automatic model choice . The resulting tree files were visualized 917
and edited using the v5 webserver of iTOL73 918
919
The phylogenies of individual defence genes were inferred by aggregating in single fasta 920
files all the protein sequences corresponding to homologous matches of specific 921
defence genes (PD-T7-2, Lit and Avs_V). Systems with more than one gene (i.e., PD-T7-2) 922
were aggregated in separate files, and each gene was processed separately . The 923
alignments and phylogenies were assembled and visualized as described above. 924
925
Functional annotation of uncharacteristic genomic regions 926
927
Homologous matches of defence genes of P4/P2 in bacterial chromosomic regions that 928
do not correspond to known MGEs were defined as “uncharacteristic genomic regions” . 929
To analyse the genomic context of these homolog genes, we extracted 20 genes upstream 930
and 20 genes downstream. These regions were then further annotated with 931
DefenseFinder19 and PADLOC20, P4 and P2-specific HMM markers, and EggNogMapper62, 932
all with the same parameters described above in each section. We also used 933
PseudoFinder25, as described above, to detect pseudogenes in these uncharacteristic 934
genomic regions, and the intergenic pseudogenes detected were further classified with 935
P4 and P2 specific HMM profiles. To maintain specificity, we excluded from the search for 936
core markers the integrase of P4/P2, as well as Delta and AlpA of P4 , since homologs to 937
these components can be found in other MGEs. 938
939
Visualization of genomic regions 940
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941
Genome visualization across the manuscript uses Clinker version 0.0.3 74 with the -i 942
parameter set at 0.3 at the other parameters were left as default. The JSON output files 943
were edited to better represent the colors of the gene clusters. 944
945
Acknowledgements
946
947
We thank all the Microbial Evolutionary Genomics Unit members for the regular 948
discussions throughout the project. The authors also wish to acknowledge the students 949
of the 2025 M2 Microbiology course at Institut Pasteur (Pierric Chup pa, Hugo Cibla, Léa 950
Dunand-Sauthier, Esteban Francois, Thibault Frisch, Theana Gardais, Chiara Gouviaux -951
Deletraz, Dorian JoYres, Ekaterina Korotaeva, Kevin Koule, Jeane Le Floch, Nicolas Le 952
Jalle, Laly Meyer, Laura Ochsenbein, Orane Pion, Maël Rochefort, Corentin Rohel, 953
Alexandre Roubaud, Inès Santos and Sofia Tagkalidou) , who collaborated in the 954
preliminary assays of infection the candidate defence systems. This work used the 955
computational and storage services (MAESTRO cluster) provided by the IT department at 956
Institut Pasteur, Paris. We acknowledge support from the Laboratoire d’Excellence IBEID 957
Integrative Biology of Emerging Infectious Diseases [ANR-10-LABX-62-IBEID], the Agence 958
Nationale de Recherc he [ANR 23 CE20 0046 01 TRIADE] and [ANR-20-CE12-0004 959
TransfoConflict] and the HORIZON programme [ HORIZON-MSCA-2024-PF-01 TriSH] . 960
This work used the computational and storage services (MAESTRO cluster) provided by 961
the IT department at Institut Pasteur, Paris. 962
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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
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