Danielle L Peters1, Karlene H Lynch2, Paul Stothard3, Jonathan J Dennis4. 1. Department of Biological Sciences, 6-065 Centennial Centre for Interdisciplinary Science, University of Alberta, Edmonton, AB, T6G 2E9, Canada. dlpeters@ualberta.ca. 2. Department of Biological Sciences, 6-065 Centennial Centre for Interdisciplinary Science, University of Alberta, Edmonton, AB, T6G 2E9, Canada. khlynch@ualberta.ca. 3. Department of Agricultural, Food and Nutritional Science, University of Alberta, 1400 College Plaza, Edmonton, AB, T6G 2C8, Canada. stothard@ualberta.ca. 4. Department of Biological Sciences, 6-065 Centennial Centre for Interdisciplinary Science, University of Alberta, Edmonton, AB, T6G 2E9, Canada. jon.dennis@ualberta.ca.
Abstract
BACKGROUND: A rapid worldwide increase in the number of human infections caused by the extremely antibiotic resistant bacterium Stenotrophomonas maltophilia is prompting alarm. One potential treatment solution to the current antibiotic resistance dilemma is "phage therapy", the clinical application of bacteriophages to selectively kill bacteria. RESULTS: Towards that end, phages DLP1 and DLP2 (vB_SmaS-DLP_1 and vB_SmaS-DLP_2, respectively) were isolated against S. maltophilia strain D1585. Host range analysis for each phage was conducted using 27 clinical S. maltophilia isolates and 11 Pseudomonas aeruginosa strains. Both phages exhibit unusually broad host ranges capable of infecting bacteria across taxonomic orders. Transmission electron microscopy of the phage DLP1 and DLP2 morphology reveals that they belong to the Siphoviridae family of bacteriophages. Restriction fragment length polymorphism analysis and complete genome sequencing and analysis indicates that phages DLP1 and DLP2 are closely related but different phages, sharing 96.7 % identity over 97.2 % of their genomes. These two phages are also related to P. aeruginosa phages vB_Pae-Kakheti_25 (PA25), PA73, and vB_PaeS_SCH_Ab26 (Ab26) and more distantly related to Burkholderia cepacia complex phage KL1, which together make up a taxonomic sub-family. Phages DLP1 and DLP2 exhibited significant differences in host ranges and growth kinetics. CONCLUSIONS: The isolation and characterization of phages able to infect two completely different species of bacteria is an exciting discovery, as phages typically can only infect related bacterial species, and rarely infect bacteria across taxonomic families, let alone across taxonomic orders.
BACKGROUND: A rapid worldwide increase in the number of human infections caused by the extremely antibiotic resistant bacterium Stenotrophomonas maltophilia is prompting alarm. One potential treatment solution to the current antibiotic resistance dilemma is "phage therapy", the clinical application of bacteriophages to selectively kill bacteria. RESULTS: Towards that end, phages DLP1 and DLP2 (vB_SmaS-DLP_1 and vB_SmaS-DLP_2, respectively) were isolated against S. maltophilia strain D1585. Host range analysis for each phage was conducted using 27 clinical S. maltophilia isolates and 11 Pseudomonas aeruginosa strains. Both phages exhibit unusually broad host ranges capable of infecting bacteria across taxonomic orders. Transmission electron microscopy of the phage DLP1 and DLP2 morphology reveals that they belong to the Siphoviridae family of bacteriophages. Restriction fragment length polymorphism analysis and complete genome sequencing and analysis indicates that phages DLP1 and DLP2 are closely related but different phages, sharing 96.7 % identity over 97.2 % of their genomes. These two phages are also related to P. aeruginosa phages vB_Pae-Kakheti_25 (PA25), PA73, and vB_PaeS_SCH_Ab26 (Ab26) and more distantly related to Burkholderia cepacia complex phage KL1, which together make up a taxonomic sub-family. Phages DLP1 and DLP2 exhibited significant differences in host ranges and growth kinetics. CONCLUSIONS: The isolation and characterization of phages able to infect two completely different species of bacteria is an exciting discovery, as phages typically can only infect related bacterial species, and rarely infect bacteria across taxonomic families, let alone across taxonomic orders.
The rise in antibiotic resistance amongst bacterial pathogens around the world is causing alarm, with the possibility of a “post-antibiotic era” in the 21st century [1]. One broadly antibiotic-resistant bacterium that is increasing in prevalence in nosocomial and community-acquired infections is Stenotrophomonas maltophilia. Some of the infections associated with S. maltophilia include pneumonia, bacteremia, meningitis, endocarditis, catheter-related bacteremia/septicemia and acute exacerbations in patients with cystic fibrosis and chronic obstructive pulmonary disease [2, 3]. Preventing infections caused by this bacterium is difficult, as S. maltophilia is ubiquitous in the environment and can be easily spread in nosocomial settings by health care providers and cough-generated aerosols [2, 4]. Treatment of S. maltophilia infections is problematic due to its innate resistance to a broad array of antibiotics such as trimethoprim/sulfamethoxazole, β-lactams, macrolides, cephalosporins, fluoroquinolones, aminoglycosides, carbapenems, chloramphenicol, tetracyclines and polymyxin. New treatment strategies are thus required in order to successfully combat this extremely drug-resistant bacterium.One promising treatment strategy is the clinical application of bacteriophages, also known as phage therapy, to selectively kill infecting bacteria [5-10]. Phage therapy has been used for nearly a century in some Eastern European countries, but was largely abandoned in the West during the 1940s due to the advent of broad-spectrum antibiotics. However, with the rise in antibiotic resistance threatening the traditionally effective treatment of bacterial infections, rigorous research into the efficacious use of phage therapy has been renewed. Recent studies utilizing phage therapy in animal models [11-17] and human clinical trials [18-20] have shown that phages can be a successful treatment option. In order to obtain FDA approval for the clinical use of phages, proof is required to show that phage genomes do not encode toxins or other undesirable genes that could potentially enhance bacterial virulence [21]. Therefore, all S. maltophilia-specific phages that are to be considered for use in a phage therapy strategy must be fully characterized through complete genome sequencing and analysis to ensure they are safe for use in human clinical trials.Recent research has led to the isolation and characterization of several different S. maltophilia phages, including a jumbo phage phiSMA5 (with a genome of approximately 250 kb in length, [22]), a filamentous phage phiSMA9 with a genome size of 6.9 kb encoding only seven genes, but one of these being a zot toxin [23], a virulent phage Smp14 that exhibits homology to phage T4 [24], a lytic phage IME13 with an unusually large burst size [25], a T7-like phage IME15 specific to S. maltophilia [26], a P2-like phage Smp131 whose genome exhibits sequence homology to prophages in Xanthomonas species [27], and three other novel, small filamentous phages phiSMA 6, phiSMA7 and phiSHP1 [28, 29]. Twenty-two phages specific for different Stenotrophomonas species, including the well-characterized temperate phage S1, have also recently been isolated [30]. Additional pertinent research has shown that non-interactive Lactococcus phages can easily penetrate the biofilms produced by S. maltophilia [31, 32]. Here we describe the isolation and characterization of two novel S. maltophilia phages DLP1 and DLP2. These phages are related to three previously characterized Pseudomonas aeruginosa phages and have the unusual characteristic of cross-taxonomic order infectivity, the ability to use strains of both S. maltophilia and P. aeruginosa as hosts for phage propagation.
Results and discussion
Isolation, host range and morphology
Using S. maltophilia strain D1585, phages DLP1 and DLP2 were isolated from Red Deer River sediment and soil planted with blue flax (Linum lewisii), respectively. In contrast to the characterized S. maltophilia phages isolated from clinical settings, sewage samples and lysogenic bacteria [22-30], DLP1 and DLP2 are the first phages to be isolated from sediment and soil.Phage DLP1 exhibits a unique plaque development that was previously identified in phages KL1 and AH2 that target bacteria of the Burkholderia cepacia complex [33]. As with KL1 and AH2, stocks of DLP1 can be concentrated (up to 1010 plaque forming units [PFU]/ml), but use of such high titre stocks results in plates with no plaques. Instead, when lower titres (107 PFU/ml or less) are used, and the plates are incubated at 30 °C for at least 24 h, DLP1 plaque development occurs (Fig. 1). Individual plaques for DLP1 are turbid with no distinct boarders and a diameter of 0.4-1 mm, averaging 0.7 mm. This contrasts the plaque development of phage DLP2, which produces clearing at high titres and clearly defined plaques at lower titres following 16 h incubation at 30 °C (Fig. 1). Plaque sizes for DLP2 are clear with distinct boarders and a diameter 0.2-0.8 mm, averaging 0.4 mm.
Fig. 1
Development and morphology of DLP1 and DLP2 plaques. Phages were plated in half-strength Luria-Bertani (½ LB) agar overlays with 16 h liquid culture of Stenotrophomonas maltophilia D1585. Plates were incubated at 30 °C and photographed at 16, 24 and 48 h. Turbid DLP1 plaques were difficult to visualize until after 24 h of growth, whereas clear, well-defined DLP2 plaques were observed after 16 h
Development and morphology of DLP1 and DLP2 plaques. Phages were plated in half-strength Luria-Bertani (½ LB) agar overlays with 16 h liquid culture of Stenotrophomonas maltophilia D1585. Plates were incubated at 30 °C and photographed at 16, 24 and 48 h. Turbid DLP1 plaques were difficult to visualize until after 24 h of growth, whereas clear, well-defined DLP2 plaques were observed after 16 hDLP1 and DLP2 are classified in the order Caudovirales and the family Siphoviridae due to their morphological characteristics observed using electron microscopy. The DLP1 phage has a long, non-contractile tail of approximately 175 nm in length and a capsid size of approximately 70 nm in diameter (Fig. 2a). Phage DLP2 is larger, with a non-contractile tail of approximately 205 nm and a capsid size of approximately 70 nm in diameter (Fig. 2b).
Fig. 2
DLP1 (a) and DLP2 (b) phage morphology. Phages were stained with 4 % uranyl acetate and visualized at 180,000-fold magnification by transmission electron microscopy. Scale bars represent 50 nm. Both Siphoviridae family phages were of similar size, although the tail of DLP1 (175 nm) was shorter than that of DLP2 (205 nm)
DLP1 (a) and DLP2 (b) phage morphology. Phages were stained with 4 % uranyl acetate and visualized at 180,000-fold magnification by transmission electron microscopy. Scale bars represent 50 nm. Both Siphoviridae family phages were of similar size, although the tail of DLP1 (175 nm) was shorter than that of DLP2 (205 nm)Both DLP1 and DLP2 have a moderate host range within the S. maltophilia strains tested, with the ability to infect eight and nine out of 27 strains, respectively (Table 1). Both phages also have a unique ability to infect across bacterial taxonomic orders, with each phage capable of infecting two separate P. aeruginosa strains each (Table 2, Additional file: 1Table S1). This is an interesting finding, as bacteriophages are typically thought to be relatively species specific. However, there are examples of bacteriophages that have been shown to lyse bacteria of different genera. For example, some phages originally discovered to infect one genus of Cyanobacteria, have also been shown to be able to lyse other Cyanobacteria genera [34-36]. Confirmation of successful DLP1 and DLP2 infection and lysis of P. aeruginosa strains was confirmed with the use of PCR (Fig. 3).
Table 1
Host range analysis of DLP1 and DLP2 against Stenotrophomonas maltophilia clinical isolates
S. maltophilia strain
Phage
DLP1
DLP2
101
+
+
102
–
+
103
+
+
152
–
–
155
–
–
174
–
–
176
–
–
213
+
+
214
–
–
217
–
–
218
+
–
219
–
–
230
–
–
236
+
+
242
+
+
249
+
+
278
–
–
280
–
++++
282
–
–
287
–
–
446
–
–
667
–
–
D1585a
++++
++++
D1571a
–
–
D1614a
–
–
D1576a
–
–
D1568a
–
–
–, No sensitivity to phage; +, plaques at 10−2; ++, clearing at 10−2; +++, plaques at 10−4; ++++, plaques at 10−6
aIsolates from the Canadian Burkholderia cepacia complex Research Referral Repository
Table 2
Host range analysis of DLP1 and DLP2 against Pseudomonas aeruginosa strains
P. aeruginosa strain
Phage
DLP1
DLP2
PA01
++
–
HER1004
–
+++
HER1012
–
–
14,715
–
++
Utah3
–
–
Utah4
–
–
14,655
_
–
6106
_
–
pSHU-OTE
–
–
D1606Da
–
–
D1615Ca
–
–
D1619Ma
–
–
D1620Ea
–
–
D1623Ca
–
–
ENV003a
–
–
ENV009a
+++
–
FC0507a
–
–
R285
–
–
14,672
–
–
–, No sensitivity to phage; +, plaques at 10−2; ++, clearing at 10−2; +++, plaques at 10−4; ++++, plaques at 10−6
aIsolates from the Canadian Burkholderia cepacia complex Research Referral Repository
Fig. 3
PCR confirmation of P. aeruginosa infections by DLP1 and DLP2. Lanes 1 and 9: 1 Kb Plus DNA ladder (Invitrogen), lane 2: DLP1 phage DNA, lane 3: DLP1 negative control, lane 4: DLP1 phage lysate, lane 5: DLP2 phage DNA, lane 6: DLP1 phage lysate from PA01 infection, lane 7: DLP1 phage lysate from ENV009 infection, lane 8: blank, lane 10: DLP2 phage DNA, lane 11: DLP2 negative control, lane 12: DLP2 phage lysate, lane 13: DLP1 phage lysate, lane 14: DLP2 phage lysate from HER004 infection, lane 15: DLP2 phage lysate from 14,715 infection. The size of the markers (in Kbp) is shown on the left
Host range analysis of DLP1 and DLP2 against Stenotrophomonas maltophilia clinical isolates–, No sensitivity to phage; +, plaques at 10−2; ++, clearing at 10−2; +++, plaques at 10−4; ++++, plaques at 10−6aIsolates from the Canadian Burkholderia cepacia complex Research Referral RepositoryHost range analysis of DLP1 and DLP2 against Pseudomonas aeruginosa strains–, No sensitivity to phage; +, plaques at 10−2; ++, clearing at 10−2; +++, plaques at 10−4; ++++, plaques at 10−6aIsolates from the Canadian Burkholderia cepacia complex Research Referral RepositoryPCR confirmation of P. aeruginosa infections by DLP1 and DLP2. Lanes 1 and 9: 1 Kb Plus DNA ladder (Invitrogen), lane 2: DLP1 phage DNA, lane 3: DLP1 negative control, lane 4: DLP1 phage lysate, lane 5: DLP2 phage DNA, lane 6: DLP1 phage lysate from PA01 infection, lane 7: DLP1 phage lysate from ENV009 infection, lane 8: blank, lane 10: DLP2 phage DNA, lane 11: DLP2 negative control, lane 12: DLP2 phage lysate, lane 13: DLP1 phage lysate, lane 14: DLP2 phage lysate from HER004 infection, lane 15: DLP2 phage lysate from 14,715 infection. The size of the markers (in Kbp) is shown on the left
Genome characterization
Genomic analysis of phages DLP1 and DLP2 reveals they are closely related phages. Initially, a comparison of restriction fragment length polymorphisms (RFLPs) of DLP1 and DLP2 EcoRI-digested genomic DNA shows similar banding patterns with slight band differences between 0.85-1, 2-3 and 5 kbp (Fig. 4). DLP1 and DLP2 similarity was confirmed by the results of the whole genome sequencing using the Illumina platform (discussed below). A genome map for DLP1 and DLP2 (Fig. 5) shows the modular similarity of the two phages, as well as their genetic similarity with respect to their genes and genome sizes. However, complete genome sequencing also demonstrates the crudeness of RFLP analysis. The DLP1 genome contains 31 EcoRI sites, whereas the DLP2 genome possesses 32 EcoRI sites. Phage DLP1 possesses five DNA insertions of 29 bp in EcoRI fragment 6869-9910, 40 bp in fragment 9910-10,628, 50 bp in fragment 12,987-13,729, 129 bp in fragment 24,500-27,657 and 118 bp in fragment 34,709-39,879. Phage DLP2 possesses three DNA insertions of 40 bp in EcoRI fragment 10,559-11,971, 87 bp in fragment 14,003-14,999, and 5 bp in fragment 29,984-31,617. In addition, phage DLP2 has an extra EcoRI site at base pair 3345 due to a point mutation. Phages DLP1 and DLP2 were found to be 96.7 % identical over 97.2 % of their genomes. However, this comparison still denotes considerable variation between the two phage genomic sequences. A BLASTN comparison indicates that the two genomes share 40,317 identical base pairs out of 41,687 aligned base pairs (1200 base pairs unaligned), with 166 gaps. The similarity of DLP1 and DLP2 to each other, and to their closest relative Pseudomonas phage vB_Pae-Kakheti25 (informally PA25), is illustrated in Fig. 6, a Circos plot of a NUCmer comparison of the three phages.
Fig. 4
Restriction fragment length polymorphism of DLP1 and DLP2 genomic DNA. 1 μg of phage genomic DNA was digested 5 min with EcoRI and separated on a 1 % agarose gel. L: 1 Kb Plus DNA Ladder (Invitrogen). Several differences in banding pattern between the genomic DNAs isolated from the two phages is apparent
Fig. 5
Genome maps of DLP1 and DLP2. The scale (in kbp) is shown above the DLP1 and DLP2 genomic maps. The assigned function of the predicted proteins encoded by each open reading frame is as follows: grey - unknown function; purple - lysis; green - virion morphogenesis; blue - DNA replication/repair. Numbers within the larger ORFs relate to gene product number
Fig. 6
Circos plot of genomes from phages DLP1, DLP2 and vB_Pae-Kakheti25 (PA25) NUCmer comparisons. Green ribbon indicates regions of similarity between the three genomes at the nucleotide level. The scale (in kbp) is shown on the periphery of the plot for each phage. NUCmer parameters: breaklen = 200, maxgap = 90, mincluster = 65, minmatch = 20
Restriction fragment length polymorphism of DLP1 and DLP2 genomic DNA. 1 μg of phage genomic DNA was digested 5 min with EcoRI and separated on a 1 % agarose gel. L: 1 Kb Plus DNA Ladder (Invitrogen). Several differences in banding pattern between the genomic DNAs isolated from the two phages is apparentGenome maps of DLP1 and DLP2. The scale (in kbp) is shown above the DLP1 and DLP2 genomic maps. The assigned function of the predicted proteins encoded by each open reading frame is as follows: grey - unknown function; purple - lysis; green - virion morphogenesis; blue - DNA replication/repair. Numbers within the larger ORFs relate to gene product numberCircos plot of genomes from phages DLP1, DLP2 and vB_Pae-Kakheti25 (PA25) NUCmer comparisons. Green ribbon indicates regions of similarity between the three genomes at the nucleotide level. The scale (in kbp) is shown on the periphery of the plot for each phage. NUCmer parameters: breaklen = 200, maxgap = 90, mincluster = 65, minmatch = 20The DLP1 genome is 42,887 base pairs (bp) in length, with a GC content of 53.7 %. DLP1 is predicted to encode 57 proteins with the most common start codon being ATG, although a TTG start codon is used for gp19, gp37 and gp41 (Table 3, Fig. 5). Besides phage DLP2, phage DLP1 is most closely related to the siphovirus Pseudomonas phage vB_Pae-Kakheti25 (PA25) (Fig. 6) [37]. DLP1 and PA25 phages are similar with respect to genome length (42,844 bp for PA25 and 42,887 bp for DLP1), GC content (53.7 % for PA25 and DLP1) and predicted number of proteins (58 for PA25 and 57 for DLP1) [37]. BLASTN comparison of DLP1 and PA25 shows a 98 % identity over 94 % of the genome. The genome of DLP1 also shows high similarity to phages PA73 (98 % identity over 92 % of the genome) [38] and vB_PaeS_SCH_Ab26 (Ab26) (96 % identity over 92 % of the genome) [37]. Again, this represents a significant amount of genetic variation, with 145 gaps required to complete the genomic alignment with PA25, 144 gaps required to align PA73, and 220 gaps required to align Ab26, suggesting that although these phages belong to the same family, they are not merely variants of one another. The predicted proteins of DLP1 are similar to those found in phages PA25, PA73 and Ab26; though DLP1 proteins gp32, gp45 and gp48 are unique in that they are not similar to any proteins found in PA25, PA73 and Ab26 (Table 3). The DLP1 protein gp32 is related to gp055 of the Erwinia phage vB_EamP-S6. The gp45 protein is related to the hypothetical protein X805_23910 of Sphaerotilus natans subsp. natans DSM 6575, which is a filamentous bacterium known to contribute to the stability of Pseudomonas sp. colonies at low concentrations [39]. The Vsr endonuclease encoded by gp48 is most homologous to a gene found in the Burkholderia phage KL1 [33].
Table 3
Bacteriophage DLP1 genome annotation
Gene
Start
End
Putative function
Strand
Length (AA)
Closest relative
Percent identity
Source
GenBank accession number
1
1
255
Hypothetical protein
+
84
ORF001
100
PA73
YP_001293408.1
2
252
518
Holin
+
88
Holin
99
PA25
YP_006299866.1
3
511
1,056
Endolysin
+
181
Endolysin
98
PA25
YP_006299867.1
4
1068
1373
Rz
+
101
Rz
99
Ab26
YP_009044338.1
5
1288
1569
Rz1
+
93
Rz1
100
PA25
YP_006299869.1
6
1627
2115
Small terminase
+
162
Small terminase
99
PA25
YP_006299870.1
7
2096
3691
Large terminase
+
531
Large terminase
100
Ab26
YP_001293413.1
8
3705
5210
Portal protein
+
501
Portal protein
98
Ab26
YP_009044342.1
9
5222
6316
F-like head morphogenesis protein
+
364
ORF008
100
PA73
YP_001293415.1
10
6353
7072
Scaffold protein
+
239
Scaffold protein
100
PA25
YP_006299874.1
11
7075
8052
Major capsid protein
+
325
ORF010
99
PA73
YP_001293417.1
12
8122
8526
Hypothetical protein
+
134
ORF011
100
PA73
YP_001293418.1
13
8592
8993
Hypothetical protein
+
133
ORF12
71
Ab26
YP_009044347.1
14
9005
9523
Hypothetical protein
+
172
Hypothetical protein
92
Ab26
YP_009044348.1
15
9527
9907
Head-tail joining protein
+
126
Hypothetical protein
98
PA25
YP_006299879.1
16
9904
10,359
Minor tail protein
+
151
ORF015
97
PA73
YP_001293422.1
17
10,372
11,907
Major tail tube protein
+
511
Major tail tube protein
99
PA25
YP_006299881.1
18
11,971
12,399
Tail chaperonin
+
142
ORF017
100
PA73
YP_001293424.1
19
12,408
12,764
Tail chaperonin
+
118
Tail chaperonin
100
PA25
YP_006299882.1
20
12,733
13,167
Hypothetical protein
+
144
ORF019
100
PA73
YP_001293426.1
21
13,173
16,708
Tape measure protein
+
1175
Tape measure protein
96
PA25
YP_006299885.1
22
16,701
17,663
Hypothetical protein
+
320
Hypothetical protein
87
PA25
YP_006299886.1
23
17,663
18,628
Hypothetical protein
+
321
Hypothetical protein
64
PA25
YP_006299887.1
24
18,634
20,346
Hypothetical protein
+
570
Hypothetical protein
96
PA25
YP_006299888.1
25
20,346
21,170
Hypothetical protein
+
274
Hypothetical protein
99
PA25
YP_006299889.1
26
21,174
23,615
Central tail hub
+
813
Central Tail Hub
99
PA25
YP_006299890.1
27
23,616
25,667
DNA polymerase
-
683
DNA polymerase
99
PA25
YP_006299891.1
28
25,679
26,821
Replicative clamp
-
380
Replicative clamp
99
PA25
YP_006299892.1
29
26,805
27,161
Hypothetical protein
-
118
ORF028
97
PA73
YP_001293435.1
30
27,166
28,821
DEAD box helicase
-
551
ORF029
100
PA73
YP_001293436.1
31
28,814
29,911
RecB exonuclease
-
365
ORF030
100
PA73
YP_001293437.1
32
29,817
30,344
Hypothetical protein
-
175
gp055
41
EamP-S6a
YP_007005791.1
33
30,423
31,169
Hypothetical protein
-
248
Member of the DUF669 phage protein family
99
PA25
YP_006299897.1
34
31,228
31,944
RecA
-
238
RecA
99
Ab26
YP_009044366.1
35
31,999
32,439
Hypothetical protein
-
146
ORF033
99
PA73
YP_001293440.1
36
32,516
33,073
MazG
-
185
MazG
89
PA25
YP_006299900.1
37
33,193
33,399
Transcriptional regulator
+
68
ORF035
100
PA73
YP_001293442.1
38
33,389
35,710
Replicative primase/helicase
+
773
Replicative primase/helicase
99
PA25
YP_006299902.1
39
35,862
36,062
Hypothetical protein
+
66
Hypothetical protein
99
Ab26
YP_009044372.1
40
36,107
36,256
Hypothetical protein
+
49
KAK25_00040
96
PA25
YP_006299904.1
41
37,055
37,234
Hypothetical protein
+
59
Hypothetical protein ORF0038
92
PA73
YP_001293445.1
42
37,231
37,527
Hypothetical protein
+
98
ORF0039
98
PA73
YP_001293446.1
43
37,524
37,703
Hypothetical protein
+
59
Hypothetical protein
90
Ab26
YP_009044375.1
44
37,678
37,920
Hypothetical protein
+
80
Hypothetical protein
96
Ab26
YP_009044376.1
45
38,003
38,224
Hypothetical protein
+
73
X805_23910
56
DSM 6575b
KDB52021.1
46
38,271
38,645
Hypothetical protein
+
124
KAK25_00046
99
PA25
YP_006299910.1
47
38,706
38,927
Hypothetical protein
+
73
KAK25_00047
97
PA25
YP_006299911.1
48
38,924
39,415
Vsr endonuclease
+
163
Vsr endonuclease
78
KL1c
YP_006560795.1
49
39,403
39,618
Hypothetical protein
+
71
Hypothetical protein
99
Ab26
YP_009044380.1
50
39,615
39,794
Hypothetical protein
+
59
KAK25_00050
95
PA25
YP_006299914.1
51
39,855
40,154
Hypothetical protein
+
99
ORF0045
81
PA73
YP_001293452.1
52
40,171
40,461
Hypothetical protein
+
96
ORF0046
99
PA73
YP_001293453.1
53
40,454
40,687
Hypothetical protein
+
77
KAK25_00053
100
PA25
YP_006299917.1
54
40,983
41,450
dCMP deaminase
+
155
dCMP deaminase
98
PA25
YP_006299919.1
55
41,456
41,839
Hypothetical protein
+
127
ORF0050
100
PA73
YP_001293457.1
56
41,874
42,083
Hypothetical protein
+
69
ORF0051
96
PA73
YP_001293458.1
57
42,167
42,739
Hypothetical protein
+
190
ORF0052
99
PA73
YP_001293459.1
a
Erwinia phage vB_EamP-S6
b
Sphaerotilus natans subsp. natans DSM 6575
cKL1 is Burkholderia phage KL1
Bacteriophage DLP1 genome annotationa
Erwinia phage vB_EamP-S6b
Sphaerotilus natans subsp. natans DSM 6575cKL1 is Burkholderia phage KL1The DLP2 genome is 42,593 bp in length, with a GC content of 53.7 %. DLP2 is predicted to encode 58 proteins with the most common start codon being ATG, although a TTG start codon is used for gp19 and gp37, and a GTG start codon is used for gp43 and gp55 (Table 4, Fig. 5). Phage DLP2 is also related to Pseudomonas phage PA25 (Fig. 6). These two phages are similar with respect to genome length (42,844 bp for PA25 and 42,593 for DLP2), GC content (53.7 % for PA25 and DLP2) and predicted number of proteins (58 for PA25 and DLP2) [40]. BLASTN comparison of the DLP2 and PA25 genomes shows a 97 % identity over 95 % of the genome. The BLASTN results also reveals DLP2 to be similar to Pseudomonas phages PA73 (98 % identity over 93 % of genome) [38] and Ab26 (97 % identity over 90 % of the genome) [37]. Phage DLP2 gene content differs from phages PA25, PA73 and Ab26 in predicted proteins gp39 and gp45 (Table 4). DLP2 protein gp39 is most closely related to the uncharacterized protein MAM_066 of the Serratia phage ΦMAM1. Similar to DLP1, the DLP2 gp45 protein is related to the hypothetical protein X805_23910 of Sphaerotilus natans subsp. natans DSM 6575.
The proteins identified in DLP1 and DLP2 can be classified into three general categories: lysis, virion morphogenesis (including DNA packing and capsid/tail morphogenesis) and DNA replication/repair. The ORFs of DLP1 and DLP2 are syntenic, and the predicted proteins are similar with only a few variations from each other (Tables 3 and 4), yet these two phages exhibit two completely different plaque development characteristics (Fig. 1). It is also of interest to note that no genes encoding known or putative virulence factors were discovered in the genomes of phages DLP1 and DLP2, or any other related phages in this family.
Lysis
Genes putatively encoding the lysis proteins holin, lysin, Rz, Rz1 and a hypothetical protein have been identified in DLP1. A BLASTP search of predicted protein gp1 shows that it is similar to a phage protein family found in lysis cassettes that was identified in phage PA25. A BLASTP search also showed gp2 to be a putative holin protein similar to those identified in PA25 and PA73. Analysis of this gp2 protein with TMHMM revealed it has two transmembrane domains; thus, gp2 is a predicted to be a class II holin [40]. Gene gp3 is nearly identical to the endolysin of PA25. Gp4 and gp5 proteins are similar to the Rz protein of Ab26 and Rz1 of PA25 respectively. The Rz protein is a class II inner membrane protein with an N-terminal domain and Rz1 is a proline-rich outer membrane lipoprotein [41]. The Rz/Rz1 proteins contribute to lysis by fusing to the inner and outer membranes following holin and endolysin activity to facilitate phage release [42]. The gp4 protein is predicted to contain a single N-terminal transmembrane domain, a characteristic of Rz proteins [40, 43]. LipoP analysis of gp5 shows a signal peptidase II cleavage site between amino acids 20 and 21, resulting in a 73 amino acid protein with 7 proline residues (9.6 % proline) [44].The lysis predicted proteins identified in DLP2 are similar to those also identified in phage DLP1. However, there are also some differences. The gp3 of DLP2 is most closely related to ORF003 of PA73 and also the endolysin protein in PA25. Like DLP1, gp4 of DLP2 is similar to the Rz protein of phage Ab26. Although DLP2 gp5 required manual annotation, BLASTP analysis showed it is most closely related to Rz1 of Ab26, rather than phage PA25. However, LipoP analysis revealed the identical signal peptidase II cleavage site as for phage DLP1 gp5. Analysis of the lysis module for DLP1 and DLP2 did not reveal why phage DLP1 exhibits delayed plaque development when compared to phage DLP2. One hypothesis is that gp32 of DLP1, encoding a hypothetical protein not found in DLP2 (most closely related to gp055 of Erwinia phage vB_EamP-S6), contributes to the delayed plaque development of DLP1. However, until a definitive function for the DLP1 gp32-encoded protein can be established, this hypothesis remains unproven.
Virion morphogenesis
As discussed above, DLP1 is closely related to phage DLP2, and phages PA25, Ab26 and PA73, whose proteins are generally uncharacterized. BLASTP analysis of the 20 genes involved in virion morphogenesis in DLP1 identified 13 genes with putative functions: two involved in DNA packaging, four involved in capsid morphogenesis and seven involved in tail morphogenesis. The DNA packaging proteins gp6 (small terminase subunit) and gp7 (large terminase subunit) are similar to the small terminase subunit of PA25 and large terminase subunit of Ab26 respectively. Protein gp8 shares a 98 % identity to the portal protein of Ab26. Although gp9 shares 100 % identity to uncharacterized ORF008 of PA73, it has been assigned a putative function due to its high similarity to the F-like head morphogenesis protein of Ab26 (Table 3). Gp10 shares 100 % identity to the scaffold protein of PA25. The gp11 is most similar to ORF010 of PA73, but its high similarity to the major capsid protein of Ab26 has allowed a putative function to be assigned to this protein (Table 3). The seven proteins involved in tail morphogenesis are gp15 (head-tail joining protein), gp16 (minor tail protein), gp17 (major tail protein), gp18 (tail chaperonin), gp19 (tail chaperonin), gp21 (tape measure protein) and gp26 (central tail hub). Both gp15, closely related to the virion protein of Ab26, and gp16, closely related to ORF015 of PA73, have been assigned putative functions due to their similarities to the head-tail joining protein and minor tail protein of Burkholderia phage KL1 respectively (Table 3) [33]. Protein gp17 shares a 99 % identity to the major tail protein of PA25. Gp17 is 100 % identical to ORF017 of PA73, but has been assigned the putative function of tail chaperonin due to its similarity to Ab26 tail chaperonin. Like gp17, gp18 is predicted to be a tail chaperonin protein, and has 100 % identity to the PA25 tail chaperonin protein. Both gp21 and gp26 are closely related to the tape measure protein and central tail hub of PA25, respectively. Analysis of DLP2 with BLASTP revealed the virion morphogenesis proteins are nearly identical to those of DLP1, with only minor differences (Table 4).
DNA replication and repair
DLP1 and DLP2 have seven and eight identified proteins, respectively, identified to be involved in DNA replication and repair at the same gene position: DNA polymerase (gp27), replicative clamp (gp28), RecB exonuclease (gp31 - DLP2 only), RecA (gp34), MazG (gp36), replicative primase/helicase (gp39), Vsr endonuclease (gp48) and dCMP deaminase (gp54 in DLP1, gp55 in DLP2) (Tables 3 and 4; Fig. 5). Three and two additional proteins were assigned putative functions following bioinformatics analysis, in DLP1 and DLP2, respectively, based on their high similarities to known proteins: DEAD box helicase (gp30), RecB exonuclease (gp31 - DLP1 only) and a transcriptional regulator (gp37) (Tables 3 and 4; Fig. 5).BLASTP analysis for DLP1 and DLP2 gp27 shows it is 99 % identical to a putative DNA polymerase in PA25. The replicative clamp of PA25 shares a 99 % identity to gp28 of DLP1 and 95 % identity to gp28 of DLP2. In DLP1, gp31 is 100 % identical to ORF030 in PA73, though its putative function was assigned due to its 95 % identity to the RecB exonuclease of Ab26. Gp31 in DLP2 has 99 % identity to the RecB exonuclease of Ab26. HHpred analysis of the gp31 protein for DLP1 and DLP2 revealed the proteins are similar to the exonuclease of the λ Red recombination complex (DLP1: 99 %, E-value of 3.8e−17; DLP2: 99 %, E-value 5.6e−17) [45]. The RecA protein of Ab26 shares 99 % and 100 % identity to the gp34 proteins of DLP1 and DLP2, respectively. The protein gp37 of DLP1 (100 % identity to ORF035 of PA73) and DLP2 (99 % identity to hypothetical protein in Ab26) have been assigned the putative function of transcriptional regulator due to their similarity to the transcriptional regulator of the Burkholderia phage KL1 [33]. The protein gp38 for both DLP1 and DLP2 shares 99 % identity to the replicative primase/helicase found in PA25. Both DLP1 and DLP2 contain a Vsr endonuclease (gp48), although gp48 of DLP1 is most similar to KL1 Vsr endonuclease, whereas gp48 of DLP2 is most similar to the Vsr endonuclease encoded by Ab26 (Tables 3 and 4). The dCMP deaminase (gp54 of DLP1 and gp55 in DLP2) of both phages is most closely related to the dCMP deaminase of PA25 (98 and 97 % identity, respectively). Protein gp30 of DLP1 and DLP2 is 100 % identical to ORF029 of PA73, but a putative function has been assigned in both phages, as gp30 is 99 % identical to the DEAD box helicase protein of Ab26 for both phages. DEAD box helicases are vital in RNA metabolism, as they function to fold RNA molecules into their correct secondary structures and realign RNA-protein interactions with the use of ATP [46].A predicted protein of interest in DLP1 and DLP2 is MazG, which is encoded by gp36 in DLP1 (89 % identity to MazG of PA25), and gp36 in DLP2 (98 % identity to MazG of Ab26). During times of stress in bacteria, the unusual nucleotides pppGpp and ppGpp begin to accumulate, synthesized by the proteins SpoT and RelA respectively [47]. Amino acid starvation activates RelA to synthesize ppGpp, whereas other bacterial stressors such as carbon or nitrogen starvation triggers SpoT to synthesize pppGpp [47, 48]. The pppGpp nucleotide can be converted into ppGpp through the enzyme GppA phosphatase [47]. Both of these unusual nucleotides are involved in the global response to stressful conditions within the bacteria, though ppGpp is a more potent regulatory nucleotide for growth inhibition [47, 49]. MazG fits into this regulatory pathway by depleting the accumulated ppGpp, thus reducing growth inhibition [50]. The action of phage-encoded MazG has been of interest to researchers, as many marine phages have been found to encode MazG homologs [51]. It has been speculated that phage-encoded MazG operates to reduce the ppGpp pool within stationary-phase infected cells [52], thus enhancing propagation of phage progeny in bacterial cells growing in nutrient limiting conditions. The host bacterium for DLP1 and DLP2, S. maltophilia, has been isolated from nutrient-limited environments, such as ultrapure and deionized water [2, 53]. The presence of MazG in DLP1 and DLP2 could potentially offer a competitive advantage over MazG-deficient phages replicating in stationary phase S. maltophilia.
Phage relatedness
The two S. maltophila phages DLP1 and DLP2 differ from each other based upon RFLP analysis, DNA comparison analysis, protein:protein comparison analysis, the presence of insertions/deletions (indels), genetic synteny, as well as the phenotypic differences presented, which include different host ranges and the timing of plaque formation. Based upon these analyses, which include changes to both structural and replication genes and their predicted gene products, we conclude that they are significantly different enough in genetic content and biology to be considered individual phages and not merely variants of one another. There is sufficient genomic, proteomic and biological differences that, although they are related phages, DLP1 and DLP2 are not (or are no longer) close variants of each other. These differences include 1369 base pair changes and 157 gaps required to align the DNA, and three genomic locations where DLP1 and DLP2 have acquired completely different genes, which originate from entirely different sources (Additional file 2: Table S2). In DLP1, ORF 32 encodes a protein of 175 amino acids with no known homolog, whereas in DLP2, ORF 32 encodes a 53 amino acid protein that is homologous to a gene found in phage PA25. In DLP1, ORF 39 encodes a 66 amino acid protein without a homolog, whereas DLP2 encodes a protein 150 amino acids in length, also with without known homologs. In DLP2, ORF 55 encodes a 55 amino acid protein that has homologs in both PA25 and PA73, whereas DLP1 has no coding DNA in this region of its genome. Besides these obvious differences, and even though these phages exhibit high average identity across their entire genomes and share almost all proteins, it is still possible that the differences within protein sequences may be associated with the functional differences displayed during bacterial host infection. For example, there are proteins that differ significantly between DLP1 and DLP2 (i.e. a large number of gaps are required to complete alignment), such as ORFs 13, 21, 33, 48, 51 and 54 (encoding a hypothetical protein, a tail tape measure structural protein, a hypothetical protein, a VSR endonuclease replication protein, a hypothetical protein and a dCMP deaminase replication protein, respectively).Similar to bacterial relatedness, we suggest that phage relatedness is an arbitrary ideal, and that there are no set guidelines as to what constitutes a phage variant versus what is a different but related phage. In order of relatedness, it is clear that DLP1 is most related to DLP2, and then in order of decreasing relatedness, Pseudomonas phages PA25, PA73, Ab26 and finally Burkholderia phage KL1 (Additional file 2: Table S2). Together, they are similar enough to be considered as a Siphoviridae sub-family, but how would one delineate them as variants of the same phage versus related phages of a continuum? For example, DLP2 is more related to PA25 circa ORF 32, and more related to PA25 and PA73 circa ORF 55, than DLP1, even though DLP2 shares the most homology with DLP1. Therefore, how much genetic, proteomic and biological differences must be evident before phages are separated into different “species”? Based upon the biological differences (including host range and plaque formation differences), the significant genetic alterations (including the presence of “indels”), and the protein level differences (highly variable but related protein sequences) presented, we conclude that each of these phages are different but related phages. These analyses confirm the idea that, although the phage genome DNA sequences are syntenic, significant changes have occurred between every member of this sub-family of phages, which is also reflected in the biological differences exhibited by phages DLP1 and DLP2.
Conclusions
Although relatively rare, the incidence of phage broad host range specificity at the genera level is being increasingly studied in the food production industry, mainly with the Salmonella and Escherichia genera [54-57]. This study is the first to identify and characterize phages capable of infecting pathogenic bacteria across taxonomic orders. DLP1 and DLP2 are closely related phages that share a high similarity to P. aeruginosa phages vB_Pae-Kakheti25, vB_PaeS_SCH_Ab26, and PA73 and lesser similarity to Burkholderia phage KL1. Phage DLP1, possessing a 42,887 bp genome, is predicted to encode 57 proteins and exhibits a delayed plaque development phenotype. Unlike DLP1, phage DLP2 exhibits normal plaque development, but possesses a relatively similar genome 42,593 bp in length. The cause of the delayed plaque development in phage DLP1 is yet unknown, but genomic comparison suggests that gene variants encoded by or genes acquired by DLP1 may contribute to the observed lysis phenotype differences. The use of phage therapy may be one of the best treatment options for otherwise untreatable drug resistant bacterial infections [5, 11, 58]. The genomic characterization of broad-host range phages such as DLP1 and DLP2 is the first step towards developing an effective phage therapy strategy for S. maltophilia.
Methods
Bacterial strains and growth conditions
Five S. maltophilia and eight P. aeruginosa strains were acquired from the Canadian Burkholderia cepacia complex Research and Referral Repository (Vancouver, BC). The S. maltophilia strains used for isolation of phage from soil samples were D1585, D1571, D1614, D1576 and D1568. An additional 22 S. maltophilia strains were gifted from the The Provincial Laboratory for Public Health - North (Microbiology), Alberta Health Services, for host range analysis. All strains were grown aerobically overnight at 30 °C on half-strength Luria-Bertani (½ LB) solid medium or in ½ LB broth with shaking at 225 RPM.
Phage isolation, propagation and electron microscopy
DLP1 and DLP2 were isolated from Red Deer River sediment and Linum lewisii (blue flax) soil, respectively, using standard extraction protocols [59]. Environmental samples were incubated with shaking at 30 °C in ½ LB broth, modified suspension medium (SM) (50 mM Tris–HCl [pH 7.5], 100 mM NaCl, 10 mM MgSO4), and S. maltophlia D1585 liquid culture. Solids were pelleted by centrifugation and the supernatant was filter-sterilized using a Millex-HA 0.45 μm syringe driven filter unit (Millipore, Billerica, MA). These were plated in soft agar overlays with strain D1585, and incubated overnight at 30 °C followed by observation for >24 h at room temperature. For each environmental sample, a single plaque was isolated using a sterile Pasteur pipette, suspended in 500 μl of modified SM with 20 μl chloroform and incubated 1 h at room temperature to generate stocks for DLP1 and DLP2.Propagation of the phages was performed using soft agar overlays: 100 μl liquid culture and 100 μl phage stock were incubated 20 min at room temperature, mixed with 3 ml 0.7 % ½ LB top agar, overlaid on a plate of ½ LB solid medium, and incubated at 30 °C until plaque formation was complete. High titre stocks were made by overlaying plates with confluent lysis with 3 ml modified SM and incubated >1 h at room temperature on a platform rocker. The supernatant was recovered, pelleted by centrifugation for 5 min at 10,000 × g, filter-sterilized using a Millex-HA 0.45 μm syringe-driven filter unit (Millipore, Billerica, MA) and stored at 4 °C. Titre of stocks was obtained using serial dilutions of phage stock into SM, followed by soft agar overlay technique and incubation at 30 °C until plaque formation was complete.For electron microscopy, phage stocks were prepared as described above with the following modifications: ½ LB agarose plates and ½ LB soft agarose were used for overlays, MilliQ-filtered water for phage recovery and a 0.22 μm filter was used for syringe-driven filtration. A carbon-coated copper grid was incubated with lysate for 2 min and stained with 4 % uranyl acetate for 30 s. Transmission electron micrographs were captured using a Philips/FEI (Morgagni) transmission electron microscope with charge-coupled device camera at 80 kV (University of Alberta Department of Biological Sciences Advanced Microscopy Facility). The capsid diameter and tail length was calculated using Microsoft Excel based on measurements from nine individual virions.
Phage host range analysis, and PCR confirmation
Host range analysis was performed using a panel of 27 clinical S. maltophilia and 19 P. aeruginosa strains (Tables 1 and 2), and 25 other Pseudomonas and Gram-negative bacterial species (Additional file 1: Table S1). Soft-agar overlays containing 100 μl liquid bacterial culture were allowed to solidify for 10 min at room temperature. These plates were spotted with 10 μl drops of DLP1 or DLP2 at multiple dilutions and assayed for clearing (confluent phage lysis), and/or plaque formation after incubation for 36 h at 30 °C. If plaques were formed, a single plaque from a successful infection plate was picked to propagate as a working stock solution for further analysis. In order to confirm that the plaque contained DLP1 or DLP2 particles, PCR analysis was conducted on each purified phage solution using TopTaq DNA polymerase and buffers (Qiagen) and primers specific to each phage (DLP1F: ACACTGGCGAAGGATTACGG, DLP1R: GCCTTTCGAAATTCGCCGTT and DLP2F: CGGCTTTTTCGTGCCTGTAA, DLP2R:ACTCCTTTTCGATGCGTCCG) (Sigma-Genosys, Oakville, ON). These PCR products correspond to regions of DNA encoding part of ORF38, ORF39 and ORF40 in DLP1 and part of ORF38 and ORF39 in DLP2. PCR products were separated and visualized on a 1 % (wt/vol) agarose gel in 1x TAE (pH 8.0), and the product authenticity was confirmed by DNA sequencing. This test is a control experiment designed to ensure that the application of an exogenous phage does not induce a resident prophage into production. All samples that were positive for the production of phage clearing or plaques were subjected to confirmation of DLP1 or DLP2 phage production by PCR.
Phage DNA isolation, RFLP analysis and sequencing
DLP1 and DLP2 genomic DNA was isolated from bacteriophage lysate using the Wizard Lambda DNA purification system (Promega Corp., Madison, WI) with a modified protocol [60, 61]. A 10 ml aliquot of filter-sterilized phage lysate (propagated on D1585 with agarose medium) was treated with 10 μl DNase I (Thermo Scientific, Waltham, MA), 100 μl 100x DNase I buffer (1 M Tris–HCl, 0.25 M MgCl2, 10 mM CaCl2), and 6 μl RNase (Thermo Scientific) and incubated 1 h at 37 °C to degrade the bacterial nucleic acids. Following incubation, 400 μl of 0.5 M EDTA and 25 μl of 20 mg/ml proteinase K (Applied Biosystems, Carlsbad, CA) were added and incubated 1 h at 55 °C to inactivate DNase I. After cooling to room temperature, the lysate was added to 8.4 g of guanidine thiocyanate, along with 1 ml of 37 °C resuspended Wizard DNA Clean-Up Resin (Promega Corporation, Madison, WI). This mixture was rocked for 10 min, and then pelleted by centrifugation at room temperature for 10 min at 5000 x g. The supernatant was drawn off until ~5 ml remained. This mixture was resuspended by swirling, transferred into a syringe attached to a Wizard Minicolumn (Promega Corporation), and pushed through the column. The column was then washed with 2 ml 80 % isopropanol and dried by centrifugation for 2 min at 10,000 x g. Phage DNA was eluted from the column following a 1 min incubation of 100 μl of 80 °C nuclease-free water (Integrated DNA Technologies, Coralville, IA) and centrifugation for 1 min at 10,000 x g. A NanoDrop ND-1000 spectrophotometer (Thermo Scientific, Waltham, MA) was used to determine purity and concentration of eluted DNA.For each phage DNA sample, restriction fragment length polymorphism analysis was performed using three - 20 μl FastDigest EcoRI (Thermo Scientific) reactions containing l μg of phage DNA. Reactions were incubated at 37 °C for 5 min and separated on a 1 % (wt/vol) agarose gel in 1x TAE (pH 8.0). Preliminary sequencing of EcoRI phage DNA fragments cloned into pUC19 was performed as described previously [62, 63]. Phage DNA was submitted to The Applied Genomics Core at the University of Alberta for sequencing using MiSeq (Illumina, San Diego, CA) and assembled using the CLC Genomics Workbench (Qiagen, Toronto, ON). The genome sequences of DLP1 and DLP2 have been deposited in GenBank with the accession numbers KR537872 and KR537871, respectively.
Bioinformatics analysis
Open reading frames (ORFs) for each contig were identified using the GLIMMER plugin [64] for Geneious [65] using the Bacteria and Archaea setting, as well as GeneMarkS (http://exon.gatech.edu/GeneMark/genemarks.cgi) for phage [66]. Conserved domain searches were performed using CD-Search [67]. The contigs were annotated using BLASTN and BLASTP (for full genomes and individual proteins, respectively) [68]. BLASTX and PHAST were used to search for similar sequences in the GenBank database. Sequence comparisons were visualized using Circos (http://circos.ca) [69] and NUCmer (http://mummer.sourceforge.net) [70] with the following parameters: breaklen = 200, maxgap = 90, mincluster = 65, minmatch = 20. Lysis protein analysis was performed using TMHMM for transmembrane region identification (http://www.cbs.dtu.dk/services/TMHMM/) [40].
Availability of supporting data
Supporting data in the form of “Additional file 1: Table S1.” can be accessed through LabArchives, LLC at doi: 10.6070/H4CJ8BGT . Supporting data in the form of “Additional file 2: Table S2.” can be accessed through LabArchives, LLC at doi: 10.6070/H4H9936J .
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