Development of a multiplex real‐time PCR for simultaneous detection of <scp><i>Bacillus cereus</i></scp>, <scp><i>Listeria monocytogenes</i></scp>, and <scp><i>Staphylococcus aureus</i></scp> in food samples
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Bacillus cereus , Listeria monocytogenes , and Staphylococcus aureus caused problems in public health and food safety. A multiplex real‐time PCR (qPCR) for simultaneous detection of these three pathogens in different kinds of food was developed. A high specificity (100%) was obtained using 21 target strains and 19 nontarget strains. Standard curves for pure cultures covered seven orders of magnitude (from 10 8 to 10 2 cfu/ml) with high amplification efficiencies ranging from 94.2 to 105.4% with R ‐squares over 0.999. When multiplex qPCR was applied for artificially contaminated cherry tomato, milk, and spam samples, a detection limit of 10 3 cfu/g or ml was obtained for these three bacteria. When low levels (0.4–5.5 cfu/25 g or ml) of bacteria were inoculated in three kinds of food samples and cultured in tryptic soy broth for 24 hr, results obtained from multiplex real‐time and conventional culture methods were not significantly different for all three food matrices based on Mantel–Haenszel chi‐square test. Only for B. cereus in milk, positive portions detected by qPCR were significantly higher than those detected by culture method. Hence, the multiplex qPCR developed in this study is highly specific and effective for simultaneous detection B. cereus , L. monocytogenes , and S. aureus in food samples. Practical applications Bacillus cereus , Listeria monocytogenes , and Staphylococcus aureus are three major foodborne pathogens and have been found in a wide range of foods. We developed a multiplex qPCR specific targeting groEL , iap , and nuc genes with a high amplification efficiency. Different food samples (cherry tomato, milk, and spam) were tested for evaluating the performance of the multiplex qPCR. The detection results by qPCR were compared with the conventional culture methods and no significant differences were found using Mantel–Haenszel chi‐square test. This study provides the information of the developed multiplex qPCR for detecting three specific foodborne pathogens and applications in food samples, which will be helpful for further studies about simultaneous detection of several targets in food samples using multiplex PCR.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it