Preparation of recombinant plasmid standards
Specific amplification of cDNA from
S. aureus, E. coli, Salmonella spp. and P. aeruginosa yielded amplicons of 205 bp, 113 bp, 137 bp and 217 bp, respectively, consistent with expected sizes. Sequencing of recombinant plasmids confirmed 100% homology with corresponding GenBank sequences. The copy numbers of recombinant plasmids were calculated as 1.85×10
7 copies/μL for
S. aureus, 2.02×10
7 copies/μL for
E. coli, 1.93×10
7 copies/μL for
Salmonella spp. and 1.89×10
7 copies/μL for
P. aeruginosa, which were used as standard templates.
Standard curve construction
Fluorescent signals were detected for all four recombinant plasmid standards at concentrations ranging from 10
7 to 101 copies/μL. Standard curves exhibited good linearity, with amplification efficiencies > 90% and R
2 > 0.99 for all pathogens (Fig 1). The linear equations were:
S.aureus: y=-3.519+41.766, R
2=0.996, E=92.389%.
E.coli: y=-3.536+39.232, R
2=0.999, E=91.795%.
Salmonella spp: y=-3.03+38.33, R
2=0.999, E=113.829%.
P.aeruginosa: y=-3.547+40.238, R
2=0.99, E=91.401%.
Optimal reaction system and procedure for the 4-plex assay
The optimal conditions were determined as follows: primer and probe concentrations of 0.5 μmol/L and a 25 μL reaction system (Table 5).
Specificity analysis of the 4-plex assay
Positive amplification curves were observed for the four target pathogens, while no amplification was detected for
Bacillus cereus, Klebsiella spp., Listeria spp., or the negative control (Fig 2), confirming high specificity with no cross-reactivity.
Sensitivity analysis of the 4-plex assay
The minimum detection limits were 1.85×10
1 copies/μL for
S. aureus, 2.02×10
1 copies/μL for
E. coli, 1.93×10
1 copies/μL for
Salmonella spp. and 1.89×10
1 copies/ìL for
P. aeruginosa (Fig 3).
Repeatability analysis of the 4-plex assay
Intra-assay CV values were 0.31%-1.47% for
S. aureus, 0.42%-1.76% for
E. coli, 0.22%-2.31% for
Salmonella spp. and 0.27%-1.86% for
P. aeruginosa. Inter-assay CV values were 0.81%-2.68% for
S. aureus, 0.91%-1.78% for
E. coli, 0.89%-1.99% for
Salmonella spp. and 1.00%-2.65% for
P. aeruginosa (Table 6). All CV values were within the acceptable range (intra-assay CV < 10%, inter-assay CV < 20%), indicating that this 4-plex assay possessed excellent stability and reproducibility.
Clinical sample detection
Among 192 clinical milk samples, 18 samples (9.38%) were detected as quadruple mixed infection by the 4-plex assay, while 15 samples (7.81%) were positive by conventional multiplex PCR. The coincidence rate for mixed infection detection was 83.30% and the overall coincidence rate of the two methods was 95.70%. The Kappa value was calculated as 0.82, suggesting a substantial statistical consistency between the two methods (Table 7). The 4-plex real-time PCR assay detected 8 more mixed infection positive samples, which proved its higher sensitivity and good application prospect in clinical detection.
Molecular biological techniques represented by real-time PCR present prominent advantages in sensitivity, specificity and stability compared with conventional pathogen detection methods. It features simple operation, low contamination risk and acceptable cost and supports both qualitative and quantitative detection of pathogens. This technology has been widely applied in pathogen identification and disease diagnosis and serves as an effective tool for the simultaneous detection of multiple pathogens.
Multiplex real-time PCR can achieve accurate quantification of target nucleic acids and bypass agarose gel electrophoresis, which simplifies the experimental procedure and reduces laboratory pollution
(Zhou et al., 2017). Specifically, TaqMan real-time PCR improves detection specificity through specific hybridization between probes and target templates and realizes quantitative detection of nucleic acid copy numbers. Previous comparative studies demonstrated that the limit of detection of TaqMan real-time PCR is between 101 to 102 copies/μL, which is 100-fold and 1000-fold lower than that of SYBR green I-based real-time PCR and conventional PCR, respectively (
Noemí et al., 2022). Nevertheless, TaqMan probes and matched consumables are relatively expensive, leading to a higher cost for single detection. Combining multiple primer-probe sets in one reaction system for multiple detection can greatly shorten operation duration, reduce reagent consumption, simplify sample handling and lower contamination risks
(Letian et al., 2022), simplifying sample loading procedures, minimizing contamination and saving time.
In this study, we successfully established a 4-plex TaqMan real-time PCR assay targeting four prevalent pathogens of bovine mastitis, which cause similar clinical symptoms in infected cows. The optimized assay produced a single specific amplification peak with uniform Tm values, no primer dimers and no non-specific amplicons, making it suitable for the rapid detection, differential diagnosis and epidemiological investigation of
S. aureus,
E. coli,
Salmonella spp. and
P. aeruginosa in large batches of milk samples. The assay showed excellent specificity with no cross-reactivity to
Bacillus cereus,
Klebsiella spp., or
Listeria spp. It also had high sensitivity (limit of detection:101 copies/μL for all four pathogens) and good reproducibility, with intra-assay CV below 1.86% and inter-assay CV below 2.68%.
A total of 192 clinical milk samples were tested in this study. The 4-plex assay achieved an 83.30% coincidence rate with conventional multiplex PCR in detecting mixed infections and the overall coincidence rate reached 95.70%. Epidemiologically, mixed infections caused by the four pathogens are widespread in local dairy farms, which aggravates disease severity, increases treatment difficulty and raises economic losses for the dairy industry. Rapid multiplex detection is therefore critical for the prevention and control of bovine mastitis. Compared with traditional PCR, the multiplex real-time PCR assay enables both qualitative and quantitative detection of the four bacteria, with higher sensitivity, no need for electrophoresis, shorter operation time and simpler procedures. This 4-plex assay improves detection efficiency and provides a reliable technical support for early diagnosis and epidemiological research on mastitis caused by the four pathogens
(Wen et al., 2022).