Abstract
(250 W) 14
15
The opportunistic pathogen Pseudomonas aeruginosa is highly adaptable to different 16
environmental conditions due to its versatile sensing and metabolic capabilities . Both 17
external temperature and metal availability have a strong influence on the virulence and 18
pathogenicity of P. aeruginosa , but the coupling between these two factors is not well 19
understood. While iron is recognized as major player in nutritional immunity, the role of 20
cobalt and the cobalt -containing vitamin B₁₂ (cobalamin) during host infection remains 21
unclear. Here, we investigate the environmental isolate P. aeruginosa PA254 using high-22
resolution global proteomics and cellular cobalamin measurements over a temperature 23
gradient spanning environmental, host -associated, and heat-stress conditions (22–42 °C). 24
PA254 occupies a continuum between an ambient-temperature virulent state characterized 25
by versatile secreted factors, exopolysaccharide-rich biofilms, and planktonic swimmers 26
and surface swarmers; and a host-associated virulent state characterized by potent secretion 27
effectors, alginate -dominated biofilms, and a strong proportion of surface twitching 28
motility. Pathway analyses indicate a shift toward carbon sparing, energy conservation, 29
redox control, and metabolic maintenance during a host -adapted lifestyle, along with the 30
strong overexpression of alternative iron acquisition strategies relying on heme and 31
siderophores. Proteins of the cobalamin biosynthetic pathway declined significantly above 32
ambient temperatures, despite constant intracellular B12 concentrations across all 33
conditions. This decoupling of biosynthesis from cellular pools implies prioritization and 34
recycling within B12-dependent processes, while the lack of B12 production at human body 35
temperatures creates avenues for therapeutics interfering with B12 supply. Altogether, this 36
work highlights a gradual rather than stepwise reprogramming of the P. aeruginosa 37
proteome in response to environmental cues, and highlights proteomics as a tool to 38
investigate system level mechanisms of challenging pathogens. 39
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Introduction
(550 W) 40
41
Pseudomonas aeruginosa is a ubiquitous high-priority pathogen that poses a major global 42
health threat.(1) Its ability to persist in a wide range of settings, from medical facilities to 43
urban soils and the open ocean, creates a pervasive exposure risk for humans and a 44
widespread source of initial infections.(2) P. aeruginosa can cause acute or chronic sepsis, 45
pneumonia, enterocolitis, and dermatitis, as well as opportunistic cross -infections of 46
existing conditions.(3) Due to its resistance against multiple antibiotics and host defense 47
strategies, it is especially dangerous in nosocomial infections of immunocompromised 48
patients.(1, 4, 5) 49
50
The pathogenicity of P. aeruginosa is closely linked to its ability to form facultatively 51
anaerobic biofilms, as well as to external temperature and metal availability. P. aeruginosa 52
biofilms – sessile multicellular communities that attach to surfaces through a cohesive 53
matrix built from extracellular polymeric substances (EPS) – are responsible for the 54
majority of human infections due to enhanced multidrug resistance and defense 55
protection.(6) The transition from planktonic twitching, swimming, or swarming motility 56
to biofilms is governed by complex gene regulation mechanisms that dynamically respond 57
to environmental stimuli, e.g. through two -component sensing systems, (7, 8) and induce 58
quorum sensing circuits which further advance biofilm maturation.(9) 59
60
External temperature is one important cue for bacterial host colonialization. Indeed, the 61
switch from ambient (22 °C) to host-associated (37 °C) temperatures does not only shape 62
the structural integrity of biofilm architecture,(6) but also dictates other adaptations of P. 63
aeruginosa to the human body through, for instance, thermoregulated RNA folding. (10) 64
These include the upregulation of bacterial secretion systems , the direct expression of 65
virulence factors and quorum sensing molecules, the acquisition of essential nutrients, and 66
the speed of metabolism and multiplication.(10-14) 67
68
Metal ion supply and homeostasis are other crucial determinant s for pathogenicity. Iron 69
(Fe), for example, is essential for biofilm formation, increases antibiotic resistance, and 70
contributes to host tissue damage within the secreted compound pyocyanin .(15) In fact, 71
nutritional immunity is a defense strategy of the human host to withhold Fe from bacterial 72
foci,(16) making P. aeruginosa compete for Fe through siderophore expression and heme 73
degradation.(17-19) In addition, Zinc (Zn) is necessary in metalloenzymes that function as 74
virulence agents, such as tissue degrading proteases ,(20, 21) and new insights about Zn 75
and manganese (Mn) in host nutritional immunity against P. aeruginosa are starting to 76
emerge.(22, 23) 77
78
In contrast, the roles of Cobalt (Co) and the Co-containing vitamin B12 at the host-microbe 79
interface during P. aeruginosa infections remains poorly understood. Co is an essential 80
cofactor in methionine synthetases, ribonucleotide reductases (RNRs), and other metabolic 81
enzymes.(24) Although P. aeruginosa only encodes genes for aerobic B12 biosynthesis, 82
B12-dependent RNRs were shown to be required for anaerobic biofilm growth,(25) and the 83
mechanisms of B12 homeostasis in oxygen -devoid biofilms is still unclear .(26, 27 ) 84
Interestingly, Co can partially compensate for Zn in starved P. aeruginosa and restore some 85
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virulence traits,(28) further demonstrating the need to understand the function of Co in 86
human infections. 87
88
Global high-resolution proteomics is a powerful tool to investigate the functional status of 89
pathogens under physiologically relevant conditions. To date, most system analyses of P. 90
aeruginosa have relied on transcriptomics, often comparing two discrete growth 91
temperatures (low vs. high), or focused on metal biology without accounting for 92
temperature. Here, we apply in-depth proteomics to illuminate how metal homeostasis and 93
pathogenicity are reshaped in P. aeruginosa across a broad temperature gradient, and to 94
investigate various metal homeostasis mechanisms including cobalamin. 95
96
Methods
(2,050 W) 97
98
Strain Cultivation 99
Pseudomonas aeruginosa 2-54 (PA254) was isolated in the Central Pacific Ocean on the 100
research expedition METZYME (KM1128) aboard the R/V Kilo Moana, as described 101
previously.(27) PA254 was cultured in autoclaved marine broth containing 1 L 0.2 µm -102
filtered coastal seawater (Vineyard Sound), 5 g peptone (Fisher Scientific), and 1 g yeast 103
extract (BD Difco), with or without 1.5% agar (Fisher Scientific). 104
105
Growth Curves 106
To record growth curves at different temperatures (22, 25, 27, 30, 35, 37, 40, 42 °C), PA254 107
was grown in 12-well plates in a SpectraMax M3 plate reader (Molecular Devices). First, 108
an acclimated pre -culture of PA254 in 5 mL marine broth was prepared from a single 109
colony or glycerol stock, and shaken at 600 rpm at the desired temperature overnight. 110
Before inoculation of the 12 -well plate, 20 mL marine broth (supplemented with 1 µM 111
CoCl2) as well as the plate reader chamber were pre-adjusted to the desired temperature for 112
at least 15 minutes. After that, 1.5 mL marine broth and 15 µL PA254 pre -culture were 113
dispensed into each well. Optical density was then recorded at 600 nm every 10 minutes 114
for 16-42 hours until reaching stationary phase, with orbital shaking for 5 s before every 115
measurement. To prevent condensation, plate lids were pre -treated with 5% Triton -X in 116
ethanol, and dried in a laminar flow hood overnight. 117
118
Genome Annotation 119
Genomes of bacterial isolates from the METZYME expedition were sequenced at the Johns 120
Hopkins Deep Sequencing and Microarray Core Facility, as reported previously. (27) 121
Isolates 1-54 and 2-54 were identified to be the same strain of P. aeruginosa, and PA154 122
yielded a circular chromosome (6,455,702 base pairs). JSpeciesWS tetra correlation search 123
(TCS)(29) showed P154 closely related to P. aeruginosa P-14 and BWH047 (Z 0.99984); 124
however, whole-genome alignments with these hits suggested a distinct and novel strain. 125
Translation initiation sites were predicted with the gene finding software Prodigal 126
(PROkaryotic DynamIc programming Genefinding Algorithm).(30) Open reading frames 127
(6,523) were then translated into amino -acid code, and a diamond -search was performed 128
against the NCBI nr (non -redundant) protein database using blastp, resulting in 5,752 129
functionally annotated and 793 hypothetical proteins. Of the 793 hypothetical proteins, 269 130
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could be annotated using eggNOG (evolutionary genealogy of genes: Non -supervised 131
Orthologous Groups) mapper(31) and were integrated into the final annotated proteome. 132
133
Proteomics 134
Extraction. Protein extraction and digestion were performed using a modified version of 135
the Protifi S -trap mini spin column protocol recommended by the manufacturer 136
(https://protifi.com/protocols/). All solvents were LC -MS grade (Fisher Optima), unless 137
otherwise noted. Briefly, 9 mL of a PA254 culture were harvested in a 2 mL EtOH-washed 138
microtube through repeated centrifugation at 12,000 rpm for 5 minutes, and frozen at -80 139
°C prior to extraction. Upon thawing, the pellet was resuspended in 300 µL lysis buffer 140
(2% SDS, 50 mM tetraethylammonium bromide, pH 8.5) and incubated at 95 °C for 10 141
minutes. The samples were cooled on ice, treated with 2 µL benzonase nuclease (25.5 u/µL, 142
Novagen), shaken at 350 rpm for 30 minutes at 37 °C, and centrifuged at 12,000 rpm for 143
10 minutes. The supernatant was transferred to a fresh 2 mL EtOH-washed microtube and 144
total protein quantified via micro-BCA protein assay (Thermo Scientific). 145
146
Reduction and Alkylation. An aliquot of 100 µg extracted proteins in lysis buffer (2% SDS, 147
50 mM tetraethylammonium bromide, pH 8.5) was prepared for reduction and alkylation. 148
First, 4 µL 500 mM dithiothreitol (in 50 mM ammonium bicarbonate) were added, and 149
samples incubated at 45 °C for 30 minutes. Then, 12 µL 500 mM iodoacetamide (in 50 150
mM ammonium bicarbonate) were added, and samples incubated at room temperature for 151
30 minutes in the dark. Excess iodoacetamide was quenched by addition of 4 µL 500 mM 152
dithiothreitol (in 50 mM ammonium bicarbonate). Afterwards, samples were treated with 153
23 µL 12% phosphoric acid, incubated at room temperature for 5 minutes, and diluted with 154
1.7 mL binding buffer (100 mM tetraethylammonium bromide, pH 7.1, 90% MeOH). 155
Proteins were loaded onto pre-rinsed S-trap mini-spin columns in increments of 600 µL at 156
4,000 rpm for 30 s, with each flow-through being loaded a second time. The samples were 157
washed with 8 -10 times with 600 µL binding buffer (100 mM tetraethylammonium 158
bromide, pH 7.1, 90% MeOH) at 4,000 rpm for 30 s, and one time with 600 µL 90% MeOH 159
at 12,000 rpm for 2 minutes. 160
161
Digestion. Trypsin digestion was performed on-column with a protein:trypsin ratio of 25:1. 162
A solution of 4 µL trypsin (Trypsin Gold, Mass Spectrometry Grade, Promega) in 125 µL 163
50 mM ammonium bicarbonate was allowed to permeate the S-trap mini spin columns by 164
centrifuging at 1,000 rpm for 30 seconds, and reloading any flow -through. The digestion 165
was carried out at 37 °C for 14 hours. 166
167
Peptide preparation . Digested proteins were eluted into a fresh 2 mL EtOH -washed 168
microtube stepwise with 80 µL 50 mM Ammonium bicarbonate, 80 µL 0.2% formic acid, 169
and 80 µL 50% acetonitrile and 0.2% formic acid at 12,000 rpm for 1 -5 min each. 170
Combined eluents were then quantified via micro-BCA protein assay (Thermo Scientific) 171
before drying in a SpeedVac (ThermoSavant) at room temperature. The residue was 172
redissolved in LC-MS buffer (2% acetonitrile, 0.1% formic acid) to a final concentration 173
of 1 µg/µL peptides. To avoid particulates, peptides were centrifuged at 12,000 rpm for 20 174
minutes, and the supernatant diluted to 0.1 µg/µL for analysis. 175
176
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Peptide analysis . Tryptic peptides were analyzed using liquid chromatography coupled 177
with tandem mass spectrometry (LC/MS/MS) by injecting 1 µg on a Thermo Dionex NC-178
3500RS HPLC coupled to a Thermo Scientific Astral Orbitrap mass spectrometer with a 179
Thermo Flex source. Each sample was concentrated onto a trap column (0.2 x 10 mm ID, 180
5 μm particle size, 120 Å pore size, C18 Reprosil -Gold, Dr. Maisch GmbH) and rinsed 181
with 100 µL LC -MS buffer (2% acetonitrile, 0.1% formic acid) before elution through a 182
reverse phase C18 column (0.1 x 150 mm ID, 3 μm particle size, 120 Å pore size, C18 183
Reprosil-Gold, Dr. Maisch GmbH). Chromatography was performed at 0.5 mL/min flow 184
rate over a 70 minute nonlinear gradient from 5% to 95% acetonitrile and 0.1% formic acid 185
in water. Mass spectrometry was performed in DDA mode with MS1 scans spanning 380 186
to 1280 m/z in 240 K resolution. The top n ions underwent MS2 scans with a 1.6 m/z 187
isolation window and a 7 s dynamic exclusion time. 188
189
Proteomics Informatics 190
Raw mass spectra were searched against the PA254 annotated proteome fasta, generated 191
as described under ‘genome annotation’, using the program FragPipe (Version 23). The 192
parameters used were a precursor mass tolerance of 10 ppm, a fragment mass tolerance of 193
20 ppm, and up to 2 missed cleavages. Differential expression analysis was conducted 194
using FragPipe-Analyst(32) based on limma (Linear Models for Microarray and Omics 195
Data). MaxLFQ intensity values were processed using a Benjamini Hochberg adjusted p-196
value < 0.05, a log2 fold -change cutoff of 1, and no imputation, to yield overexpressed 197
(positive), underexpressed (negative), and differentially expressed (total) proteins 198
(Supplemental Dataset S1). Volcano plots of differently expressed proteins were prepared 199
by plotting -log10 unadjusted p-value against log2 fold -change using python. For 200
visualization purposes, a reduced log2 fold-change cutoff of 0.5 was used. Heatmap plots 201
of proteins versus temperature were prepared in the following manner: ANOVA was used 202
to test for the dependence of protein abundance on temperature using three biological 203
replicates each temperature point. Proteins where ANOVA p < 0.05 were visualized as 204
heatmaps using R studio using unique spectral counts max-normalized to a scale of 0-1. 205
206
Pathway Analysis 207
For metabolic pathway analysis, overrepresentation analysis (ORA), and gene set 208
enrichment analysis (GSEA), the proteome of PA254 was first mapped onto Kyoto 209
Encyclopedia of Genes and Genomes (KEGG) pathway maps. For this purpose, the KEGG 210
pathway maps of the P. aeruginosa PAO1 proteome were used, which are publicly 211
available ( https://www.kegg.jp/kegg-bin/get_htext?pae00001). A diamond search using 212
blastp was applied to assign known PAO1 pathways to the corresponding PA254 proteins, 213
leading to 6,036 proteins with pathways. For the remaining 487 proteins without pathways, 214
additional pathway information for 197 proteins was obtained using eggNOG mapper(31) 215
and integrated into the final pathway database (Supplemental Dataset S 2). Differentially 216
expressed proteins per pathway per temperature were then plotted as percent of total 217
detected proteins per pathway per temperature. 218
Overrepresentation analysis (ORA) was performed on the over - and underexpressed 219
proteins of different temperatures vs. 22 °C (foreground), obtained as described under 220
‘proteomics informatics’, against total detected proteins per pathway per temperature 221
comparison (background). Using python, the statistical significance of pathway 222
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overrepresentation was assessed using Fisher’s exact test with a one -sided alternative 223
hypothesis, and p-values were corrected for multiple testing using the Benjamini –224
Hochberg false discovery rate (FDR) method. Pathways with an FDR < 0.05 were 225
considered significantly overrepresented, and plotted against -log10 FDR. 226
Gene set enrichment analysis (GSEA) was performed on the total expressed proteins of 227
different temperatures, obtained as described under ‘proteomics informatics’, by ranking 228
all log2 fold-changes for each temperature comparison. Using python, pathways for PA254 229
proteins were then converted into a Gene Matrix Transposed (GMT) format. GSEA was 230
conducted using the package gseapy with 1,000 permutations per analysis. Pathways 231
containing 500 proteins were excluded. Pathways with an FDR < 0.05 were 232
considered significantly enriched, and plotted against the normalized enrichment score 233
(NES). 234
235
Cellular Cobalamin 236
To quantify the cellular cobalamin content, 9 mL of a PA254 culture were harvested in a 2 237
mL microtube through repeated centrifugation at 12,000 rpm for 5 minutes. Cell pellets 238
were washed twice with 1 mL 0.2 µm -filtered and autoclaved coastal seawater (Vineyard 239
Sound) to remove dissolved cobalamin in the medium, and frozen at -80 °C prior to 240
extraction. All solvents were LC-MS grade (Fisher Optima), unless otherwise noted. Upon 241
thawing, samples were treated with 1.5 mL MeOH and 10 µL 10% HCl (for roughly 10 242
mM or pH 2 final concentration), and shaken at 800 rpm for 30 minutes at room 243
temperature in the dark. The supernatant was collected through centrifuging at 12,000 rpm 244
for 2 minutes, and the pellet extracted a second time as above. The combined extraction 245
fractions were then dried in a SpeedVac (ThermoSavant) at room temperature in the dark 246
before resuspension in 50 µL LC-MS buffer (2% acetonitrile, 0.1% formic acid). To avoid 247
particulates, samples were centrifuged at 14,000 rpm for 20 minutes in the dark, transferred 248
to a 0.2 mL microtube, and centrifuged again. The supernatant was transferred to an amber 249
microvial and measured via LC/MS/MS on a Thermo Dionex NC-3500RS HPLC coupled 250
to a Thermo Scientific Fusion Orbitrap mass spectrometer with a Thermo Flex source. Each 251
sample was concentrated onto a trap column (0.2 x 10 mm ID, 5 μm particle size, 120 Å 252
pore size, C18 Reprosil-Gold, Dr. Maisch GmbH) and rinsed with 100 µL LC -MS buffer 253
(2% acetonitrile, 0.1% formic acid) before elution through a reverse phase C18 column 254
(0.1 x 150 mm ID, 3 μm particle size, 120 Å pore size, C18 Reprosil -Gold, Dr. Maisch 255
GmbH). Chromatography was performed at 0.5 mL/min flow rate over a 40 minute 256
nonlinear gradient from 5% to 95% acetonitrile and 0.1% formic acid in water. Mass 257
spectrometry targeted the observable masses of cyanocobalamin (m/z = 1354.57, 678.29), 258
methylcobalamin (m/z = 1343.59, 672.80), and hydroxocobalamin (m/z = 1345.57, 259
673.79). Total MS2 fragment areas for each form of cobalamin (CN, Me, OH) were 260
obtained using Skyline (Version 23.1) and used to calculate absolute concentrations. A 6-261
point calibration curve for each cobalamin (CN, Me, OH) was prepared in the range of 1 -262
100 µg/L in LC -MS buffer (2% acetonitrile, 0.1% formic acid). External standards 263
containing 5 µg/L of each cobalamin (CN, Me, OH) were included with each set of 264
unknown samples. A series of blanks was run after each standard or sample, and cobalamin 265
peak areas eluting in blanks (if any) were added to the standard or sample peak areas until 266
blanks washed out clean. 267
268
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Dissolved Cobalamin 269
Dissolved cobalamin in the spent media of PA254 cultures was measured according to a 270
previously published method (33). Due to representing only a small fraction of total 271
cobalamin, dissolved cobalamin was omitted from the discussion. 272
273
Data Availability 274
The sequenced P. aeruginosa genome for the isolate 1 -54 is available at Zenodo (doi: 275
10.5281/zenodo.15336754). The annotated proteome has been submitted to PRIDE and 276
Uniprot. The raw global proteomic spectra are available ProteomeXchange and PRIDE 277
(review access available upon request). The processed global proteomic data are available 278
as Supplemental Dataset 1. 279
280
Results
(1,650 W) 281
282
Growth at temperatures 283
In order to investigate the dependence of metal homeostasis and pathogenicity in P. 284
aeruginosa PA254 on external temperature, the organism was cultivated across a range 285
from 22-42 °C (Fig. 1). A pre-culture acclimated to the desired temperature over night was 286
used for inoculation. PA254 was capable of growing to a dense culture (OD 600 > 0.35) in 287
all conditions tested, albeit with a longer lag phase at lower and a lower maximum OD600 288
at higher temperatures (Fig. 1a). The growth rates continuously increased from 0.10 hr-1 at 289
22 °C to 0.45 hr-1 at 42 °C (Fig. 1b). 290
291
292
Figure 1. Temperature-dependent growth curves (a) and growth rates (b) of Pseudomonas 293
aeruginosa PA254 cultivated at environmental (22-30 °C), host-associated (35-37 °C), and 294
heat stress conditions (40-42 °C). 295
296
Global proteomics metrics 297
Cultures in stationary phase were evaluated through global proteomics analyses. We 298
identified 4,730 unique proteins in this study, representing a proteome coverage of 72.5 % 299
across all temperatures (Supplemental Dataset S1). Individual samples were annotated with 300
3,400-4,700 unique features ( Fig. S1 ). The Coefficient of Variation, Pairwise Pearson 301
correlation, and log2 centered intensity showed strong reproducibility among replicates 302
(Figs. S2-S4). Principal component analysis with 34.8% (PC1) and 21.1% (PC2) indicated 303
that experimental treatments accounted for the majority of observed variance (Fig. S5). Up 304
to 13.5 % of all detected proteins were differentially expressed (Fig. S6), with the largest 305
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amount between 22 °C vs. 42 °C (638 proteins; Fig. S7), and the smallest amounts between 306
25 °C vs. 30 °C, 30 °C vs. 35 °C, and 37 °C vs. 40 °C (< 3 proteins). 307
308
Differential protein expression 309
Major metabolic and physiological traits known to be temperature -responsive in P. 310
aeruginosa were mirrored by significant changes in the proteome ( Fig. 2). Classic heat 311
stress proteins were strongly upregulated at 42 °C, including the molecular chaperones 312
ClpB, GroEL, DnaJ, and DnaK ( Fig. 2a ), similar to the heat shock response of other 313
Pseudomonads.(14, 34) 314
PA254 expression of several established virulence factors was highly temperature 315
dependent and partitioned into two groups (Fig. 2b). One set of proteins was upregulated 316
at 25 °C and contained the sugar antigen producing rhamnosyltransferase WbpX, (35) 317
several members of the pyoverdine gene cluster Pvd,(36) as well as effectors released by 318
type 1-3 bacterial secretion systems (T1-3SS),(37) namely the surface structures AprE and 319
AprF (T1SS), the exotoxin LipA (T2SS), and the secreted product PemB (T3SS). The 320
second set of proteins was upregulated at 37 -42 °C and included the secreted tissue -321
degrading protease LasA and corresponding regulator LasR, and select effectors of T3SS, 322
such as exotoxin ExoU and the pore-forming proteins PopB/D, and the needle tip protein 323
PcrV.(37) 324
Proteins implicated in biofilm formation were present throughout the temperature curve. 325
The EPS biofilm matrix of P. aeruginosa largely consists of exopolysaccharides 326
synthesized via the Psl operon, which was upregulated between 25-35 °C (Fig. 2c), and is 327
associated with early cell aggregation and biofilm initiation. (38) Alginate, on the other 328
hand, is a major constituent of chronic mucoid biofilms; both AlgB/R upregulate the 329
AlgACD gene locus which directly controls the biosynthesis of alginate precursors. (38) 330
Both AlgB/R, and the negative regulators MucA/B protecting P. aeruginosa from alginate 331
overproduction,(38) were upregulated at 37-42 °C. 332
Bacterial swimming motility operates via rotating flagella , where the individual 333
components are constructed using the large gene clusters Fli (rotor, filament and cap) and 334
Flg (hooks, rings and rod). Several of these core genes were underexpressed above 30 °C, 335
including the flagellin building block ( Fig. 2d). Bacterial twitching motility, on the other 336
hand, is a flagella-independent movement along moist, solid surfaces with the help of hair-337
like pili. More than ten proteins of the associated Pil operon were strongly overexpressed 338
above 37 °C, in addition to the minor pili assembly subunit protein FimUT (Fig. 2e).(39) 339
In addition, the response regulator FleR implicated in swarming was significantly 340
overexpressed at 22 -25 °C ( Supporting Data S1 ),(40) a behavior connected to biofilm 341
development and antibiotic resistance.(41) 342
Under anaerobic conditions, P. aeruginosa operates via denitrification using nitrate as 343
terminal electron acceptor for energy production. Denitrification proteins occurred across 344
the temperature gradient and exhibited diverse trends ( Fig. 2d ). Several nitrate/nitrite 345
transporters, nitrate respiration regulators, and nitrate reductases were overexpressed at 22-346
25 °C. Nitrite reductases and oxide reductases peaked at 30 °C, and the nitrite/formate 347
transporter YfdC at 37 -42 °C. However, select proteins (NarG/H, NorB/C) were highly 348
expressed at two or more non-contiguous temperature regimes. 349
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350
Figure 2. Temperature-dependent expression of proteins related to virulence ( a), heat 351
shock ( b), biofilm formation ( c), twitching motility ( d), swimming motility ( e), and 352
denitrification ( f) in Pseudomonas aeruginosa PA254. Displayed are only entries that 353
showed a significant correlation of protein abundance to temperature gradient (ANOVA p 354
< 0.05), and that were differentially expressed between at least two temperature points 355
(Benjamini-Hochberg adjusted p < 0.05). For gene abbreviations, see Supplemental 356
Material
Table S1. 357
358
Pathway analyses 359
To identify functional programs of P. aeruginosa responding to temperature stimuli, 360
proteins were mapped to the corresponding cellular pathways of the Kyoto Encyclopedia 361
for Genes and Genomes (KEGG) Pathway Database ( Supplemental Dataset S2). A 362
comparison between the differentially expressed proteins at temperature minimum vs. 363
maximum (22 °C vs. 42 °C) showed that changes concentrated mostly within the pathways 364
of xenobiotics degradation (16.5 %), cell motility (15.7 %), lipid metabolism (14.8 %), and 365
bacterial infectivity (14.3 %; Fig. S8). 366
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Both overrepresentation analysis (ORA) and gene set enrichment analysis (GSEA) were 367
applied to identify statistically significant pathway trends (Fig. 3). ORA detects pathways 368
based on differentially expressed proteins, while GSEA captures broad trends across the 369
entire ranked proteome. ORA showed an enrichment in a subset of 23 and GSEA of 24 370
metabolic pathways, with partial overlap. 371
Several coordinated metabolic shifts were captured with both ORA and GSEA approaches. 372
The metabolism of certain amino acids was negatively enriched at temperatures above 37 373
°C, e.g. glycine, serine, threonine, histidine, and tyrosine . Biosynthesis of the virulent 374
pigment phenazine showed strong, coherent enrichment between 25 -40 °C compared to 375
both temperature extremes (22 or 42 °C). Quorum sensing proteins were similarly enriched 376
throughout intermediate temperatures but not at extremes. Starch and sucrose metabolism 377
were negatively enriched below 37 °C and positively enriched above 37 °C. Under 378
prolonged heat stress conditions (40 –42 °C), genetic information processing pathways 379
started to decline, including DNA replication, base excision repair, mismatch repair, and 380
homologous recombination. 381
382
383
384
Figure 3. Temperature-dependent pathway analysis of Pseudomonas aeruginosa PA254 385
via a) ORA (overrepresentation analysis) and b) GSEA (gene set enrichment analysis) . 386
Downregulated proteins at variable temperatures vs. 22 °C displayed in blue, and 387
upregulated proteins in orange. For ORA, proteins with a Benjamini-Hochberg adjusted p 388
< 0.05 are displayed as -log10 FDR (false discovery rate). For GSEA, proteins with an 389
FDR q-value < 0.05 are displayed as absolute NES (normalized enrichment score). 390
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391
ORA further highlighted an overrepresentation of carbon assimilation and energy 392
production pathways at host -associated temperatures (35 –37 °C), namely glyoxylate, 393
propanoate, methane, and lipoic acid metabolism. Heat stress (40–42 °C) resulted in a 394
decline in bacterial chemotaxis and motility pathways, while chaperone and folding 395
catalysts were overrepresented. 396
GSEA revealed a negative enrichment in the catabolism of complex carbohydrates (pentose 397
and glucuronate interconversion, ascorbate and aldarate metabolism) at high temperatures 398
(40–42 °C). In addition, catabolic pathways for xenobiotics (c hlorocyclohexane, 399
chlorobenzene, benzoate , and fluorobenzoate degradation ) also showed a concerted 400
negative enrichment and temperatures above 35 °C. Ribosomal proteins were continuously 401
enriched between 25–35 °C. 402
A small subset of pathways exhibited contrasting trends between ORA and GSEA. The 403
biosynthesis of polyketides and non -ribosomal peptides (NRPs) was negatively enriched 404
in ORA, but positively enriched at lower temperatures using GSEA (25 –30 °C) ; these 405
secondary metabolites include antibiotics and siderophores.(36) 406
407
Metal homeostasis 408
Iron uptake systems in P. aeruginosa are directly correlated with host infection, (15-19) 409
and 13 proteins associated with these mechanisms changed significantly with temperature 410
in this study (Fig. 4a). Among these, alternative iron uptake systems(42) were significantly 411
overexpressed above 37 °C when compared to 22 °C: the outer membrane heme receptor 412
PhuR, the hemopexin-binding importer HxuA, and the ferri-enterobactin transporter PirA. 413
FemA, responsible for f erri-mycobactin uptake, and FoxA and FiuA, both involved in 414
ferrichrome/ferrioxamine uptake, were significantly underexpressed at 22 -30 °C when 415
compared to 42 °C. In addition, FoxA was also significantly overexpressed at 37 -42 °C 416
when compared to 25 °C. The FpvAB system transports Fe-bound pyoverdine and was 417
significantly elevated at all temperatures above 22 °C. 418
Pseudomonads possess multiple redundant uptake strategies for other biologically relevant 419
metal ions and their complexes (Co, Zn, Mn, copper (Cu)). (21, 42 ) Only two Zn 420
transporters(21) and one Mn uptake protein(43) varied significantly with temperature, but 421
were not differentially expressed at host -adapted conditions ( Fig. 4b-c). No significant 422
responses to host temperatures were found for Cu uptake systems (Fig. 4d). While no Co 423
metal ion-specific transporter in P. aeruginosa is known, Co is often co-imported through 424
other channels (e.g., with Zn), and cobalamin imported through TonB -dependent BtuB 425
receptors.(44) Three BtuB transporters were identified in the PA254 proteome ; however, 426
no Co or B 12 import system was temperature -sensitive (Fig. 4e). Proteins related to the 427
Zn/Co siderophore pseudopaline(45) were not detected. 428
Besides extracellular cobalamin uptake, P. aeruginosa is capable of aerobic B 12 429
biosynthesis through the Cob cluster. Several members of the biosynthetic Cob pathway as 430
well as CysG varied strongly with temperature, and the abundance these proteins 431
diminished significantly after 22 °C (Fig. 4f). CobA/F/L/ST/V were not observed in this 432
dataset; CobC/G/K/M -O/Q/T/U did not change significantly. The corrinoid 433
adenosyltransferase PduO catalyzing the regeneration of active cobalamin cofactors was 434
highest at 37 °C, but not differentially expressed at that temperature (unadjusted p = 0.018). 435
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Cobalamin is employed as cofactor for the methionine synthase MetH and the 436
ribonucleotide reductase NrdJ. The cobalamin -free counterparts of these enzymes are 437
MetE, NrdA/B under oxic conditions, and NrdD under anoxic conditions, respectively.(26) 438
B12-dependent MetH was detected with no significant changes throughout the temperature 439
gradient, along with the methionine synthesis regulator MetR ( Fig. 4g ). Both B 12-440
dependent and independent NrdA/D/J changed significantly with temperature and were 441
overexpressed at low temperatures versus 35 °C. NrdJa was also overexpressed at 25 vs. 442
40-42 °C. The anoxic protein NrdD was not detected at 25 and 37-40 °C. 443
444
445
446
Figure 4. Temperature-dependent metal homeostasis in Pseudomonas aeruginosa PA254. 447
Heatmaps show expression of proteins related to Fe uptake (a), Zn uptake (b), Mn uptake 448
(c), Cu uptake (d), cobalamin uptake (e), cobalamin biosynthesis and regeneration (f), and 449
cobalamin usage ( g). Displayed are only entries that showed a significant correlation of 450
protein abundance to temperature gradient (ANOVA p < 0.05), and that were differentially 451
expressed between at least two temperature points (Benjamini -Hochberg adjusted p < 452
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0.05). For gene abbreviations, see Supplemental Material Table S1 . Bar graph shows the 453
intracellular cobalamin concentrations with dashed line denoting the average (h). 454
455
Cobalamin concentrations 456
The absolute concentrations of cobalamin within P. aeruginosa PA254 cells were 457
measured using LC/MS/MS. For that purpose, the amounts of the analogs cyanocobalamin 458
(CN-B12), methylcobalamin (Me -B12), and hydroxocobalamin (OH -B12; Fig. S 9) were 459
quantified individually and added as total B12. To ensure detectable B12 concentrations, the 460
growth medium was supplemented with 1 M CoCl 2 (Fig. S10). Intracellular cobalamin 461
through the temperature curve averaged at 0.384 ± 0.026 pM OD -1 when normalized to 462
optical density of the PA254 culture, and the values at individual temperature s were not 463
statistically different (Fig. 4h). The majority of observed cobalamin was OH -B12 at all 464
temperatures (Fig. S11). Extracellular cobalamin in the growth medium represented only 465
a small fraction (<10%) of the total B12 and was thus omitted from this study. It was found 466
that PA254 produced B 12 until late stationary phase, and that intracellular B 12 did not 467
decline within aged cultures (Fig. S12). 468
469
Discussion
(1,050 W) 470
471
Infectious strains of P. aeruginosa have been reported to operate under two distinct 472
temperature regimes: an environmental lifestyle (~20-25 °C), favoring biofilm growth plus 473
the degradation of complex natural sugars and xenobiotics, and at human body 474
temperatures (37 °C), favoring rapid proliferation plus adaptation to nutrients scavenged 475
in the host.(6, 10, 12 -14, 46, 47 ) Here, this study shows a continuous transition of these 476
two modes over a temperature gradient, and associated adaptations in pathogenic traits, 477
metal homeostasis, and metabolism throughout. 478
479
Continuous modes of temperature-dependent pathogenic physiology 480
481
Experiments with the virulent reference strain PAO1 establish that many quorum sensing 482
products, secretion systems , and virulence factors are strongly induced at 37 °C ,(12) 483
especially factors reliant on the transcriptional regulator rhlR such as pyocyanine .(10) 484
PAO1 also upregulates select virulence agents at ambient temperatures: protease IV, (46) 485
pyoverdine,(12) and T1SS and T2SS products (e.g. apr).(47) The multidrug resistant strain 486
PA14 also showed enhanced transcription of the highly virulent T3SS effectors (exo, pop, 487
pcr) and phenazine biosynthesis at 37 °C.(11) In contrast, while PA254 also overexpresses 488
these core T3SS products at 37 °C, other T3SS effectors (i.e. PemB) were significantly 489
higher at 25 °C, together with the rhlR-dependent WbpX. Overall, differentially expressed 490
virulence factors in PA254 were equally distributed between low and high temperatures 491
(see Fig. 2a), and the expression of RhlR, pyocyanine, and protease IV not regulated. These 492
Results
suggest that PA254 may exhibit stronger virulence at ambient conditions than 493
typical clinical strains, and that rhlR quorum sensing control and the type 3 secretion 494
system are gradually integrated over the temperature spread instead of localized to host 495
conditions. Supporting this, the pathways for quorum sensing and phenazine synthesis 496
were strongly enriched throughout 25-40 °C (see Fig. 3). 497
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PAO1, PA14, and several clinical isolates display the highest biofilm mass below 22 498
°C.(13) While biofilms are also formed above that , low temperature results in distinct 499
biofilm architecture and protein enrichment. (6) Biofilm formation was also strain 500
dependent: sessile biomass and EPS producing genes (pel, psl, alg) of most clinical strains 501
declined with rising temperature, but PAO1’s biofilm formation and alginate production 502
partially recovered at 37 °C. (13) While the biofilm mass of PA254 was not directly 503
quantified here, associated proteins were partitioned equally between initial biofilms at 504
moderate (25-35 °C) and chronic biofilms at high (37-42 °C) temperatures. Both swarming 505
and twitching, as well as pathway enrichment ( see Fig. 3b), confirmed biofilm processes 506
at various temperatures. 507
Together with trends in motility, PA254 occupies a continuum between a) an ambient -508
temperature virulent state characterized by a subset of type 1-3 secreted factors, pyoverdine 509
production, exopolysaccharide -rich biofilms, and a strong proportion of planktonic 510
swimmers and surface swarmers; and b) a host-associated virulent state characterized by a 511
subset of highly potent type 2-3 secreted factors, alginate-dominated biofilms, and a strong 512
proportion of surface twitching motility. 513
514
Thermal reprogramming of macro- and micronutrient metabolism 515
516
External temperature resulted in the restructuring of major metabolic pathways across 517
different temperature transitions, with pronounced changes surrounding a host -adapted 518
lifestyle. Above 37 °C, PA254 shifts from the degradation of complex environmental 519
xenobiotics and sugar acids to the metabolism of host -derived carbon sources such as 520
glycans, fatty acids, and reduced small molecules .(48) Especially glyoxylate shunt 521
upregulation is a signature of pathogen adaptation to host nutrients, oxidative stress, and 522
biofilm conditions. (49) This is accompanied by a shift from environmental nitrate 523
consumption to reduced nitrite and nitrous oxide typical for oxidative stress and biofilm 524
conditions (see Fig. 2f).(50) In conjunction with reduced amino acid metabolism , these 525
trends point toward a host-adapted state of carbon sparing, energy conservation, redox 526
balance control under partial denitrification, and metabolic maintenance under chronic 527
biofilm conditions. 528
In a transcriptomics study , the P. aeruginosa strain PAO1 exhibited slightly contrasting 529
trends. A comparison of 37 °C vs . 22 °C showed d ownregulated transcript s for the 530
metabolism of starch, sucrose, alcohol, and pyoverdine , and u pregulated transcripts for 531
pyochelin metabolism, TCA cycle and glucose assimilation.(12) These differences might 532
stem from the two individual strains used, from the 5-fold less yeast extract in our culturing 533
medium, or from the distinct pathways captured by DNA- versus protein-based ‘omics. 534
While biofilm and virulence traits of PA254 were present across the temperature gradient, 535
uptake of alternative Fe sources was strongly coupled to 37 °C. Treatments with human 536
calprotectin, which sequesters metals during host infection, have demonstrated the aerobic 537
metal starvation response of PAO1 and PA14 to differ from the anaerobic response. (51) 538
For example, Fe-acquiring phuR was only upregulated under anaerobic metal scarcity . 539
Here, significant changes in PhuR expression together with partial denitrification and 540
biofilm formation indicators suggest existing redox transitions in PA254 cultures, and 541
highlights the elaborate metabolic control within hypoxic gradients commonly encountered 542
in host-associated niches(52) rather than strict oxic or anoxic conditions. 543
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544
Decoupling of cobalamin biosynthesis from cellular reservoirs 545
546
During biofilm formation, P. aeruginosa experiences transitions between oxygenated and 547
anoxic conditions.(52) Earlier studies have shown that ribonucleotide reductases (RNRs) 548
are vital for anaerobic growth, and that the cobalamin -dependent class II RNR dominates 549
in biofilms. (53) Exogenous B 12 addition was shown to be required for full anaerobic 550
growth of RNR-II dependent P. aeruginosa due to absence of the genes for anoxic B 12 551
production.(25) This led to the hypothesis that aerobic or microaerophilic B12 synthesis via 552
the CobN enzyme provides enough cobalamin for subsequent anoxic biofilm layers.(26) 553
Contrary to that assumption, previous metalloproteomics analysis of PA254 revealed 554
CobN to be more abundant under oxygen -depleted conditions. (27) Here, CobN was 555
constant throughout the temperature gradient independent of changes in biofilm or redox 556
marker proteins, with a significant decline only under heat stress (Supplementary Dataset 557
S1). Yet the overall cobalamin biosynthetic pathway was impaired above 22 °C (see Fig. 558
4f), suggesting that CobN abundance alone might not be an accurate proxy for B 12 559
production. CobN also did not correlate with NrdJ, which was significantly underexpressed 560
at 35-42 °C. 561
Overall, this dataset shows partitioning into a subset of temperature -independent 562
cobalamin parameters (B12 transporters, B12-dependent methionine synthase, intracellular 563
B12) and a subset of temperature -regulated proteins (B 12 biosynthesis, B12 recycling, B12-564
dependent RNRs), the latter not always responding to the same temperature. We assume 565
that due to a decline of new cobalamin production, the organism prioritizes certain B 12 566
functions (MetH) at the expense of others (NrdJ), while utilizing recycling mechanisms to 567
keep the cellular cobalamin reservoir constant. Since the B 12 biosynthesis pathway is 568
strongly downregulated at human body temperatures, P. aeruginosa is possibly susceptible 569
to Co nutritional immunity strategies by the host, thus creating new avenues for potential 570
drug discovery. 571
572
Conclusion
(170 W) 573
574
By combining high-resolution global proteomics with direct measurements of intracellular 575
cobalamin, this study provides an integrated view of how temperature shapes the functional 576
landscape of Pseudomonas aeruginosa PA254. It was observed that virulence, motility, 577
metabolism, and metal homeostasis were responsive to a gradient between environmental 578
and host-relevant temperatures. In comparison to other strains, PA254 expresses various 579
proteins involved in biofilm formation and virulent secretion systems throughout the 580
temperature curve, rather than switching between two discrete states. Importantly, the 581
thermal sensitivity of iron acquisition and cobalamin synthesis decoupled from cellular 582
cobalamin pools serve as starting point for nutritional immunity research. In a previous 583
transcriptomic study, 6.4% of the Pseudomonas aeruginosa genome was found to be 584
differentially regulated between 22 and 37 °C. (12) Between the same treatments, the 585
proteomics approach applied here uncovers 8.9% of differentially expressed proteins 586
among the entire proteome, and thus represents an important complementary tool for 587
systems biology analysis. Further studies should integrate temperature gradients with the 588
direct manipulation of metal content and control of oxygen availability for this pathogen. 589
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590
Acknowledgements
591
592
The authors report no conflicts of interest. The research was supported by the NIH grant 593
R01GM135709 and the Simons Foundation Microbial Oceanography Project Award to 594
M.A.S. We thank Fadime Stemmer for her help with the code to generate volcano plots. 595
596
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