Yu-Hua Ma1,2, Gui-Sheng Ye1,2. 1. State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, China. 2. College of Agriculture and Animal Husbandry, Qinghai University, Xining, China.
Abstract
In this study, we screened differentially expressed genes in a multidrug-resistant isolate strain of Clostridium perfringens by RNA sequencing. We also separated and identified differentially expressed proteins (DEPs) in the isolate strain by two-dimensional electrophoresis (2-DE) and mass spectrometry (MS). The RNA sequencing results showed that, compared with the control strain, 1128 genes were differentially expressed in the isolate strain, and these included 227 up-regulated genes and 901 down-regulated genes. Bioinformatics analysis identified the following genes and gene categories that are potentially involved in multidrug resistance (MDR) in the isolate strain: drug transport, drug response, hydrolase activity, transmembrane transporter, transferase activity, amidase transmembrane transporter, efflux transmembrane transporter, bacterial chemotaxis, ABC transporter, and others. The results of the 2-DE showed that 70 proteins were differentially expressed in the isolate strain, 45 of which were up-regulated and 25 down-regulated. Twenty-seven DEPs were identified by MS and these included the following protein categories: ribosome, antimicrobial peptide resistance, and ABC transporter, all of which may be involved in MDR in the isolate strain of C. perfringens. The results provide reference data for further investigations on the drug resistant molecular mechanisms of C. perfringens.
In this study, we screened differentially expressed genes in a multidrug-resistant isolate strain of Clostridium perfringens by RNA sequencing. We also separated and identified differentially expressed proteins (DEPs) in the isolate strain by two-dimensional electrophoresis (2-DE) and mass spectrometry (MS). The RNA sequencing results showed that, compared with the control strain, 1128 genes were differentially expressed in the isolate strain, and these included 227 up-regulated genes and 901 down-regulated genes. Bioinformatics analysis identified the following genes and gene categories that are potentially involved in multidrug resistance (MDR) in the isolate strain: drug transport, drug response, hydrolase activity, transmembrane transporter, transferase activity, amidase transmembrane transporter, efflux transmembrane transporter, bacterial chemotaxis, ABC transporter, and others. The results of the 2-DE showed that 70 proteins were differentially expressed in the isolate strain, 45 of which were up-regulated and 25 down-regulated. Twenty-seven DEPs were identified by MS and these included the following protein categories: ribosome, antimicrobial peptide resistance, and ABC transporter, all of which may be involved in MDR in the isolate strain of C. perfringens. The results provide reference data for further investigations on the drug resistant molecular mechanisms of C. perfringens.
Clostridium perfringens, an important zoonotic pathogen, is capable
of causing necrotic enteritis and food poisoning in humans (1,2). Bacterial drug
resistance can occur through inherent gene mutations and foreign gene acquisition
(3). With inherent gene mutation
acquisition, the resistance gene exists in the bacterial genome, and the drug
resistance is typically species-specific, such as penicillin resistance in
Pneumococcus (4). When
bacteria develop drug resistance through the acquisition of foreign genes, the
resistance gene may be located in the bacterial genome, or in a plasmid, transposon,
or integron; hence, resistance genes can be spread via plasmids, transposons and
integrons among the various carriers, making bacterial drug-resistance patterns more
complex and diverse. The inactivating or modifying enzymes produced by bacteria
mainly cause a loss of biological activity in an antibiotic, and this loss involves
bacterial β-lactam-inactivating enzymes, aminoglycoside-modifying enzymes, and
chloramphenicol acetyltransferases (5).Under antibiotic pressure, an alteration of the target bacterial protein can occur in
the drug-binding site of the intracellular membrane and this reduces the affinity of
the drug for its target, thereby eliminating the efficacy of the antibiotic. This is
a common mechanism of drug resistance in bacteria (6). The efflux pump is another primary cause of bacteria resistance to
many drugs (7), such as ATP-binding cassette,
ABC transporter, and drug-resistant nodulation division family (8). Due to the efflux pump, Escherichia
coli, Staphylococcus aureus, etc. have multiple
resistance to tetracycline, fluoroquinolones, and β-lactam among others (9).The C. perfringensTetA(P) protein is an endometrial protein that
regulates tetracycline active efflux. It consists of 420 amino acids and 12
transmembrane domains (10). The resistance
mode by reducing membrane permeability is relatively rare in gram-positive bacteria,
but vancomycin-resistant Staphylococcus aureus can specifically
modify the cell wall to reduce permeability, thereby reducing the amount of drug
entering the cell (11). Streptococcus
pneumoniae can produce VncR-VncS and other cell wall
regulators to change the cell wall permeability and develop resistance (12).Bacterial biofilm is an important cause of bacterial resistance (13); it can reduce the penetration of
antibacterials due to the barrier function of extracellular polysaccharides (14). The growth of bacteria in biofilm is slow
and the sensitivity to antibiotics is reduced (15). The induced expression of rpoS gene in the biofilm
formation stage of Escherichia coli may be caused by the formation
of drug-resistant subgroups in the deep layer of the mature biofilm (16). C. perfringens can form
biofilms, and type IV pilus and CcpA protein are
necessary for biofilm formation. The biofilm from C. perfringens
resists oxygen and antibiotics effectively (17).In this study, we analyzed differentially expressed genes (DEGs) and differentially
expressed proteins (DEPs) in a multidrug resistance (MDR) isolate of type A
C. perfringens. The study used RNA sequencing (RNA-Seq),
two-dimensional electrophoresis (2-DE), and mass spectrometry (MS) to investigate
the transcriptome and proteome of the MDR isolate and a control strain of C.
perfringens.
Material and Methods
Strains
An MDR strain of C. perfringens type A was isolated, identified,
and preserved by the Laboratory of Animal Disease based at the Qinghai-Tibet
Plateau in the Department of Veterinary Medicine, College of Agriculture and
Animal Husbandry, Qinghai University, China (18). The standard C. perfringens type A strain,
CICC22949, purchased from the China Center of Industrial Culture Collection, was
used as the control strain. In the preliminary experiments on the isolate strain
of C. perfringens, we found that the minimum inhibitory
concentrations of kanamycin sulfate, minocycline hydrochloride, clindamycin
hydrochloride, doxycycline hydrochloride, and novobiocin were higher than those
of the control strain.
Total RNA extraction, cDNA library construction, and sequencing
C. perfringens were grown overnight at 37°C in liquid medium of
sulfate glycolate after sterilization. The cells were harvested by
centrifugation at 10,625 g for 3 min at room temperature when
C. perfringens were grown with an initial OD600 of 0.6.
Total RNA of the C. perfringens isolate strain and control
strain were extracted using the RNA Isolater total RNA extraction reagent
(Cat#401, Vazyme, China) according the manufacturer's instructions. An RNA
integrity number was determined using an Agilent 2100 bioanalyzer (Agilent
Technologies, USA). After quantification, 10 µg of the extracted RNA was
digested by DNase I at 37°C for 30 min. Ribosomal RNA was removed using a
Ribo-Zero™ magnetic kit (Epicentre, USA). The cDNA library was constructed using
the NEB Next¯ UltraTM directional RNA library prep kit from Illumina (NEB, USA).
Random primers and first strand synthesis reaction buffer (NEB) were added to
the mRNA solution to allow cDNA synthesis to occur. Following purification, end
repair and joint connection were conducted to give 300–500 bp ligated cDNA
molecules. After polymerase chain reaction (PCR) amplification and library
construction, sequencing was performed using Illumina Hiseq™ 2500.
Genome comparison and DEG analysis
The raw sequencing reads were filtered for quality control to obtain clean reads.
These reads were then mapped to the reference genome using SOAP2 (19). The distribution and coverage of the
reads on the reference sequence were analyzed. DEGs were screened by analysis of
the significance of digital gene expression profiles (20), followed by enrichment analysis of gene ontology (GO)
terms by GO TermFinder software (http://smd.stanford.edu/help/GO-TermFinder/GO_TermFinder_help.shtml)
and KEGG pathways (21).
Two-dimensional electrophoresis
Culture sample (1 g) was decanted and 1 mL of lysis buffer (9 mol/L UREA, 4%
CHAPS, 1% IPG buffer, 1% DTT was added. The sample was disrupted by
ultrasonication (80–100 W, 3 min) and centrifuged (10,625 g for
30 min at 4°C) to remove the precipitate. Next, 1 mL of pre-cooled acetone was
added and the sample was kept at −20°C overnight. The supernatant was removed
after centrifugation (10,625 g for 30 min at 4°C). The
precipitate was dried and 500 μL of protein hydration solution was added. The
extracted protein was quantified and used for 2-DE. Briefly, 150 µg of the
protein sample was removed, dry strips were prepared (pH 3–10 NL IPG), and run
for the first-dimension isoelectric focusing. The equilibrated strips were
placed in the gel slab for the second-dimensional sodium dodecyl
sulfate-polyacrylamide gel electrophoresis. After electrophoresis, the gel was
stained with Coomassie blue. Following decolorization, the gel was scanned by
ImageScanner (GE Healthcare, USA).
MS detection and DEP analysis
Selected granules were excised from the gel and transferred to 1.5-mL tubes for
decolorization. The sample was digested with trypsin and 100 µL of 60%
acetonitrile (ACN); 0.1% trifluoroacetic acid (TFA) was added. The mixture was
ultrasonicated for 15 min and then lyophilized. After lyophilization, 2 mL of
the digested sample was collected and 20% ACN was added. A 1-mL aliquot of the
sample was spotted onto the sample target and 0.5 μL of supersaturated CHA
solution was spotted onto the corresponding target. The sample was air dried and
the sample target was blown with nitrogen gas before being placed into the
target slot for the MS analysis. The laser source was Nd:YAG laser with 355 nm
wavelength, and the peptide mass fingerprinting mass scan range was 800–4000 Da.
Parent ions with signal-to-noise ratios greater than 50 were selected for tandem
MS (MS/MS) analysis. The MS/MS was performed with a laser excitation of 2500
times and 2 kV of collision energy, and with the collision-induced decomposition
shut down. The MS data were analyzed using Mascot (SCIEX, USA). GO and Kyoto
Encyclopedia of Genes and Genomes (KEGG) analyses (http://www.kegg.jp/) of the DEPs
were conducted.
Results
Transcriptome sequencing data and DEG analysis
A total of 28,563,164 reads were obtained from the MDR isolate strain of
C. perfringens by transcriptome sequencing. Specifically,
83.97% of the reads were mapped to the C. perfringens genome,
60.71% were mapped to C. perfringens genes, and the unique
matches reached 83.35%. Concurrently, 26,254,552 reads were obtained from the
C. perfringens control strain by transcriptome sequencing.
Specifically, 89.41% of the reads were mapped to the C.
perfringens genome, 72.6% mapped to C. perfringens
genes, and the unique matches reached 88.65%.For the MDR isolate strain of C. perfringens, the vast majority
of gene coverages were higher than 10%; this included 2000 gene coverages
between 90 and 100%. For the control strain, all gene coverages were higher than
10%; this included 2437 gene coverages between 90 and 100%.A total of 1128 DEGs (FDR≤0.05 and |log2Ratio|≥1), including 227 up-regulated
genes and 901 down-regulated genes, were screened in the MDR isolate strain
relative to the control strain (Figure
1).
Figure 1.
Differentially expressed genes (DEGs) in the multidrug resistance
(MDR) isolate strain of C. perfringens. The red color
represents up-regulated tags, the green color represents down-regulated
tags (fold change) and the blue color represents no significant DEGs.
FDR: false discovery rate.
We performed GO and KEGG enrichment analyses on 1128 DEGs in the MDR isolate
strain of C. perfringens. The results showed that these DEGs
participated in 648 biological processes (Figure S1A) wherein defense responses,
drug transport, drug responses, and lactamase transport may be related to
multidrug resistance in the MDR isolate strain of C.
perfringens. These DEGs are derived from 80 cellular components
(Figure S1B) wherein the ABC transporter, ATP-dependent transmembrane
transporter, transmembrane transporter, protein membrane complex, and ribosome
may be related to multidrug resistance in the MDR isolate strain of C.
perfringens. Moreover, these DEGs have 399 molecular functions
(Figure S1B) wherein hydrolase, transport protein, transmembrane transporter
activity, transferase activity, amidase transmembrane transporter, transcription
factor activity, and efflux transmembrane transporter activity may be related to
multidrug resistance in the MDR isolate strain of C.
perfringens.The 1128 DEGs are involved in 122 KEGG pathways (Figure 2) wherein bacterial chemotaxis, ABC transporter, and
β-lactam resistance may be associated with multidrug resistance in the MDR
isolate strain of C. perfringens.
Figure 2.
KEGG enrichment pathway of differentially expressed genes (DEGs) in
the multidrug resistance isolate strain of C.
perfringens. The top 20 enriched pathways are shown in the
graph, different color means different Q-value, and the size of the
bubble represents the number of DEGs.
2-DE, MS, and DEP analyses
The 2-DE results (Figure 3) showed clear
protein spots for the MDR isolate strain of C. perfringens and
the control strain. The trend of the proteins was consistent within each group,
with good reproducibility. Next, an image analysis was conducted using
ImageScanner and PDquest 8.0 (Bio-Rad, USA) software, and the DEPs were screened
using the following criteria: fold changes >2 or <0.5 for the analytical
values, and P-values <0.05 by the t-test. A total of 70
DEPs, 45 of which were up-regulated and 25 were down-regulated, were identified
in the isolate strain relative to the control strain.
Figure 3.
Comparative analysis of proteins of C. perfringens
by 2D- electrophoresis. The image shows the differential expression of
protein spots from the proteins extracted from (left)
multidrug resistance isolate strain of C. perfringens,
and (right) control strain. Proteins whose fold change
were higher than 2 or less than 0.5 were selected for further analysis.
The arrows refer to the differentially expressed protein spots.
Twenty-seven DEP spots with large fold-changes for up-regulated expression were
selected from the MDR isolate strain of C. perfringens for
enzymatic hydrolysis and desalination in the gel. The digested samples were
re-dissolved with ACN and spotted onto the sample target for Maldi-TOF/TOF
analysis. The MS data were used for protein identification using Mascot search
software. The results showed that the 27 protein spots were identified
successfully.GO and KEGG enrichment analyses were performed on the amino acid sequences of the
27 DEP spots successfully identified by MS. The results showed that the DEPs
found in the MDR isolate strain of C. perfringens participated
in 292 biological processes (Figure S2A), 111 of which were significantly
enriched. These DEPs were related to 44 cellular components (Figure S2B), 18 of
which were significantly enriched. Moreover, these DEPs were involved in 142
molecular functions (Figure S2C), 37 of which were significantly enriched.The 27 DEPs participating in 24 KEGG pathways (Figure 4) include ribosomes, antibiotic biosynthesis, antimicrobial
peptide resistance, and ABC transporters. The ribosomal pathway, antimicrobial
peptide resistance, and ABC transporters may be related to multidrug resistance
in the MDR isolate strain of C. perfringens.
Figure 4.
KEGG pathway enrichment analysis of differentially expressed proteins
in the multidrug resistance isolate strain of C.
perfringens. Differentially expressed proteins were
categorized according to their gene ontology terms and in each category
the number of proteins and their P-values are shown in the graph. The
X-axis shows the percentage of differentially enriched proteins.
Discussion
Bacteria will trigger a variety of mechanisms against drugs under the sustained
pressure of antibiotics. β-lactamase is a primary cause of resistance to β-lactam
antibiotics (22); its encoding gene can
spread among bacteria by transformation, transduction, conjugation, and other ways,
such as in ESBLs-producing bacteria (23).
Aminoglycoside modifying enzymes can help bacteria to develop resistance to
aminoglycoside antibiotics (24), as the
encoding gene can transfer among bacteria through plasmid conjugation, and cause
drug resistance (25). Bacteria can also
develop drug resistance by increasing the number of target proteins (26). Resistance to β-lactam antibiotics can be
caused by changing the number of penicillin binding proteins or deleting it. This
kind of drug resistance is common in bacteria, which is dependent on β-lactam
antibiotics rather than β-lactamases (27).
The resistance of the bacteria to rifampin is due to the change in the beta subunit
of the RNA polymerase in the bacteria, thus reducing the drug's binding capacity and
developing resistance (28).C. perfringens isolated from piglets in Thailand was reported to
have an MDR phenotype (29). This bacterium
has also been reported to be capable of inactivating antibiotics via production of
drug-inactivating or drug-modifying enzymes (30). In chloramphenicol-resistant C. perfringens, the
product encoded by the catP resistance gene, which is located on the Tn4453
transposon, can inactivate chloramphenicol and spread via plasmid conjugation (31). In lincomycin-resistant C.
perfringens, the transposon-located tlSCpe8 nucleotidyltransferase,
which is encoded by the tInuP resistance gene and spreads by
plasmid conjugation, can inactivate lincomycin (32). Additionally, because of gene transfer, tet(M) resistance gene
appeared in C. perfringens type C, carrying tetB resistance gene
(33). C. perfringens can
develop quinolone resistance by altering the sites of drug action in the genes
encoding DNA gyrase and topoisomerase IV. Mutated gryA DNA gyrasegenein C.
perfringens, and the mutant bacterium grown in an environment with
gatifloxacin and ciprofloxacin showed a certain degree of resistance to these
antibiotics (34). Additionally, C.
perfringens acquired linezolid resistance via a new mutation in the
highly conserved region of the 50S ribosomal protein L4 gene, rplD (35). When a drug reaches a certain
concentration in bacteria, the expression of proteins related to the active efflux
system increases, thereby pumping the drug out of the cells. By transferring a
putative coding gene of an ABC transporter from a ciprofloxacin-resistant C.
perfringens strain into a wild-type strain, a study found that not only
was the accumulation of ethidium bromide reduced in the recombinant strain, but also
the accumulation of norfloxacin and ciprofloxacin was reduced in the cells (36).In this study, we screened 1128 DEGs from a MDR isolate strain of C.
perfringens using RNA-Seq. Bioinformatics analysis showed that these
genes participated in biological pathways including drug transport, drug response,
amidase transport, hydrolase activity, transferase activity, along with an amidase
transmembrane transporter, efflux transmembrane transporter, bacterial chemotaxis,
ABC transporters, and a β-lactam resistance gene, all of which may be related to
multidrug resistance in the isolate strain of C. perfringens type
A. Furthermore, we obtained 70 DEP spots, including 45 that were up-regulated and 25
that were down-regulated in the MDR isolate strain of C.
perfringens by 2-DE. Of these, 27 protein spots with relatively large
fold-changes in up-regulated expression were identified by MS, and these proteins
participate in various biological pathways. The proteins in these spots, which are
potentially related to multidrug resistance in the MDR isolate strain of C.
perfringens, include ribosomes, antimicrobial peptide resistance
determinants, and ABC transporters.
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