FTIR spectra of poultry meat specific bacteria viz. Salmonella enteritidis, Pseudomonas ludensis, Listeria monocytogenes and Escherichia coli were collected and investigated for identification of spectral windows capable of bacterial classification and quantification. Two separate datasets obtained at different times were used in the study to check reproducibility of results. Multivariate data analysis techniques viz. principal component analysis (PCA), partial least-squares discriminant analysis (PLSDA) and soft independent modelling of class analogy (SIMCA) were used in the analysis. Using full cross-validation and separate calibration and prediction datasets, the highest correct classification results for SIMCA and PLSDA were achieved in spectral window (1800-1200 cm-1) for both datasets. The window was also tested then for quantification of different bacteria and it had been observed that PLS models had better R values for classification (R=0.984) than predicting various concentration levels (R=0.939) of all four poultry specific bacteria inoculated in distilled water. The identified spectral window 18001200 cm-1 also demonstrated potential for 100% correct classification of chicken salami samples contaminated with S. enteritidis and P. ludensis from control using SIMCA. However, this wavenumber range yielded few misclassifications using PLS-DA approach. Thus FTIR spectroscopy in combination with chemometrics is a powerful technique that can be developed further to differentiate bacteria directly on poultry meat surface.
机构:
Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Saji, Rakendhu
Gandhi, Kamal
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Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Gandhi, Kamal
Sharma, Rajan
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Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Sharma, Rajan
Bajaj, Rajesh
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Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Bajaj, Rajesh
Mann, Bimlesh
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Indian Council Agr Res ICAR, New Delhi, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
Mann, Bimlesh
Ramani, Akshay
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Indian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, IndiaIndian Council Agr Res ICAR, Natl Dairy Res Inst NDRI, Dairy Chem Div, Karnal, Haryana, India
机构:
Univ Tras Os Montes & Alto Douro UTAD, Dept Vet Sci, Vila Real, PortugalUniv Tras Os Montes & Alto Douro UTAD, Dept Vet Sci, Vila Real, Portugal
Pinho Moreira, Maria Joao
Silva, Ana
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Univ Tras Os Montes & Alto Douro UTAD, Dept Vet Sci, Vila Real, PortugalUniv Tras Os Montes & Alto Douro UTAD, Dept Vet Sci, Vila Real, Portugal
Silva, Ana
Saraiva, Cristina
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Univ Tras Os Montes & Alto Douro UTAD, Dept Vet Sci, Vila Real, PortugalUniv Tras Os Montes & Alto Douro UTAD, Dept Vet Sci, Vila Real, Portugal
Saraiva, Cristina
Marques Martins de Almeida, Jose Manuel
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Univ Tras Os Montes & Alto Douro UTAD, Dept Phys, Vila Real, Portugal
Inst Engn Sistemas & Comp Tecnol & Ciencia, Porto, PortugalUniv Tras Os Montes & Alto Douro UTAD, Dept Vet Sci, Vila Real, Portugal
机构:
Chinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Shanxi Univ Tradit Chinese Med, Inst Pharmaceut & Food Engn, Jinzhong, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Guo, Lili
Wu, Yajun
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Chinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Wu, Yajun
Liu, Mingchang
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Chinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Liu, Mingchang
Ge, Yiqiang
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ChinaAgr Univ, Coll Food Sci & Nutr Engn, Beijing, Peoples R China
China Rural Technol Dev Ctr, Beijing, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
Ge, Yiqiang
Chen, Ying
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Chinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R ChinaChinese Acad Inspect & Quarantine, Agro Prod Safety Res Ctr, Beijing 100176, Peoples R China
机构:
Univ Ahmad Dahlan, Fac Pharm, Ahmad Dahlan Halal Ctr, Yogyakarta, Indonesia
Int Islamic Univ Malaysia, Dept Pharmaceut Chem, Kuantan, MalaysiaUniv Ahmad Dahlan, Fac Pharm, Ahmad Dahlan Halal Ctr, Yogyakarta, Indonesia
Ahda, Mustofa
Guntarti, Any
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Univ Ahmad Dahlan, Fac Pharm, Ahmad Dahlan Halal Ctr, Yogyakarta, IndonesiaUniv Ahmad Dahlan, Fac Pharm, Ahmad Dahlan Halal Ctr, Yogyakarta, Indonesia