2023
DOI: 10.1016/j.foodchem.2022.135294
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Untargeted and targeted metabolomics identify metabolite biomarkers for Salmonella enteritidis in chicken meat

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Cited by 25 publications
(10 citation statements)
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“…The R2Y and Q 2 values of the PLS‐DA models were 0.808 and 0.726, respectively. Figure 3d presents the validation results of 200 random permutation tests, which generated intercepts with Q 2 = ‐0.641, indicating the model's reliability without overfitting (Chen et al., 2023 ; Li et al., 2019 ). The loading scatter plots of PLS‐DA revealed that valine, glucose, isoleucine, leucine, 3‐methyl‐2‐oxovalerate, 2‐oxoisocaproate, tryptophan, 3‐hydroxybutyrate, and O‐acetylcarnitine were the main contributors to the separation between groups (Figure 3e ).…”
Section: Resultsmentioning
confidence: 99%
“…The R2Y and Q 2 values of the PLS‐DA models were 0.808 and 0.726, respectively. Figure 3d presents the validation results of 200 random permutation tests, which generated intercepts with Q 2 = ‐0.641, indicating the model's reliability without overfitting (Chen et al., 2023 ; Li et al., 2019 ). The loading scatter plots of PLS‐DA revealed that valine, glucose, isoleucine, leucine, 3‐methyl‐2‐oxovalerate, 2‐oxoisocaproate, tryptophan, 3‐hydroxybutyrate, and O‐acetylcarnitine were the main contributors to the separation between groups (Figure 3e ).…”
Section: Resultsmentioning
confidence: 99%
“…The cut-off range for candidate selection was as follows: variable importance in the projection (VIP) value >1, an absolute p -value >0.05 ( Chhonker et al ., 2021 ; Shi et al ., 2021 ), an absolute p (correlation) value ≥0.4, and an endogenous metabolite. To assess the risk of model overfitting, the 200-times permutation test was performed ( Zhu et al ., 2020 ; Chen et al ., 2023 ). For candidate metabolites selected through multivariate analysis, validation was conducted by confirming their consistency through compound identification.…”
Section: Methodsmentioning
confidence: 99%
“…Samples were sent to Shanghai Biotree Biomedical Technology Co., Ltd. for analysis. Targeted metabolomics analysis was performed by the ultra-performance liquid chromatography coupled with triple-quadrupole tandem mass spectrometry (UPLC-QqQ-MS/MS) and was provided by BIOTREE (Shanghai, China) [ 37 ].…”
Section: Methodsmentioning
confidence: 99%
“…The variable importance in the projection (VIP) value of each variable in the OPLS-DA model was calculated to indicate its contribution to the classification. The model validity was evaluated by 7-fold cross-validation, and a permutation test ( n = 200) VIP > 1 and P < 0.05 were used as screening thresholds for differentially abundant metabolites [ 37 ]. Statistical significance was defined as p < 0.05.…”
Section: Methodsmentioning
confidence: 99%