1
|
Yin W, Hu K, Yu B, Zhang T, Mei H, Zhang B, Zou Z, Xia L, Gui Y, Yin J, Jin W, Mu Y. Fast and sensitive detection of viable Escherichia coli O157:H7 using a microwell-confined and propidium monoazide-assisted digital CRISPR microfluidic platform. LAB ON A CHIP 2024; 24:4659-4668. [PMID: 39228336 DOI: 10.1039/d4lc00672k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Escherichia coli O157:H7 is a major foodborne pathogen that poses a significant threat to food safety and human health. Rapid and sensitive detection of viable Escherichia coli O157:H7 can effectively prevent food poisoning. Here, we developed a microwell-confined and propidium monoazide-assisted digital CRISPR microfluidic platform for rapid and sensitive detection of viable Escherichia coli O157:H7 in food samples. The reaction time is significantly reduced by minimizing the microwell volume, yielding qualitative results in 5 min and absolute quantitative results in 15 min. With the assistance of propidium monoazide, this platform can eliminate the interference from 99% of dead Escherichia coli O157:H7. The direct lysis method obviates the need for a complex nucleic acid extraction process, offering a limit of detection of 3.6 × 101 CFU mL-1 within 30 min. Our results demonstrated that the platform provides a powerful tool for rapid detection of Escherichia coli O157:H7 and provides reliable guidance for food safety testing.
Collapse
Affiliation(s)
- Weihong Yin
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
| | - Kai Hu
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
| | - Bingwen Yu
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
- Huzhou Institute of Zhejiang University, Huzhou 313002, P. R. China
| | - Tao Zhang
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
| | - Haohua Mei
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
- College of Life Sciences, Zhejiang University, Hangzhou, 310058, P. R. China
| | - Bowen Zhang
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
| | - Zheyu Zou
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
| | - Liping Xia
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
| | - Yehong Gui
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
- College of Life Sciences, Zhejiang University, Hangzhou, 310058, P. R. China
| | - Juxing Yin
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
| | - Wei Jin
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
- Huzhou Institute of Zhejiang University, Huzhou 313002, P. R. China
| | - Ying Mu
- Research Centre for Analytical Instrumentation, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310027, P. R. China.
- College of Life Sciences, Zhejiang University, Hangzhou, 310058, P. R. China
| |
Collapse
|
2
|
Bo T, Zhang J, Zong E, Lv N, Bai B, Yang Y, Zhang J, Fan S. Selective Elucidation of Living Microbial Communities in Fermented Grains of Chinese Baijiu: Development of a Technique Integrating Propidium Monoazide Probe Pretreatment and Amplicon Sequencing. Foods 2024; 13:1782. [PMID: 38891011 PMCID: PMC11171695 DOI: 10.3390/foods13111782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2024] [Revised: 05/29/2024] [Accepted: 06/03/2024] [Indexed: 06/20/2024] Open
Abstract
The fermentation process of Chinese Baijiu's fermented grains involves the intricate succession and metabolism of microbial communities, collectively shaping the Baijiu's quality. Understanding the composition and succession of these living microbial communities within fermented grains is crucial for comprehending fermentation and flavor formation mechanisms. However, conducting high-throughput analysis of living microbial communities within the complex microbial system of fermented grains poses significant challenges. Thus, this study addressed this challenge by devising a high-throughput analysis framework using light-flavor Baijiu as a model. This framework combined propidium monoazide (PMA) pretreatment technology with amplicon sequencing techniques. Optimal PMA treatment parameters, including a concentration of 50 μM and incubation in darkness for 5 min followed by an exposure incubation period of 5 min, were identified. Utilizing this protocol, viable microorganism biomass ranging from 8.71 × 106 to 1.47 × 108 copies/μL was successfully detected in fermented grain samples. Subsequent amplicon sequencing analysis revealed distinct microbial community structures between untreated and PMA-treated groups, with notable differences in relative abundance compositions, particularly in dominant species such as Lactobacillus, Bacillus, Pediococcus, Saccharomycopsis, Issatchenkia and Pichia, as identified by LEfSe analysis. The results of this study confirmed the efficacy of PMA-amplicon sequencing technology for analyzing living microbial communities in fermented grains and furnished a methodological framework for investigating living microbial communities in diverse traditional fermented foods. This technical framework holds considerable significance for advancing our understanding of the fermentation mechanisms intrinsic to traditional fermented foods.
Collapse
Affiliation(s)
- Tao Bo
- Key Laboratory of Chemical Biology and Molecular Engineering of Ministry of Education, Institute of Biotechnology, Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (T.B.); (N.L.)
- Xinghuacun Fenjiu Distillery Co., Ltd., Fenyang 032200, China
- Shanxi Key Laboratory of Biotechnology, Taiyuan 030006, China
- Xinghuacun College (Shanxi Institute of Brewing Technology and Industry), Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (J.Z.); (E.Z.); (B.B.); (Y.Y.); (J.Z.)
| | - Jiaojiao Zhang
- Xinghuacun College (Shanxi Institute of Brewing Technology and Industry), Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (J.Z.); (E.Z.); (B.B.); (Y.Y.); (J.Z.)
- School of Life Science, Shanxi University, Taiyuan 030006, China
- Shanxi Key Laboratory for Research and Development of Regional Plants, No. 63 Nanzhonghuan East Road, Taiyuan 030031, China
| | - Enxiang Zong
- Xinghuacun College (Shanxi Institute of Brewing Technology and Industry), Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (J.Z.); (E.Z.); (B.B.); (Y.Y.); (J.Z.)
- School of Life Science, Shanxi University, Taiyuan 030006, China
- Shanxi Key Laboratory for Research and Development of Regional Plants, No. 63 Nanzhonghuan East Road, Taiyuan 030031, China
| | - Na Lv
- Key Laboratory of Chemical Biology and Molecular Engineering of Ministry of Education, Institute of Biotechnology, Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (T.B.); (N.L.)
- Shanxi Key Laboratory of Biotechnology, Taiyuan 030006, China
- Xinghuacun College (Shanxi Institute of Brewing Technology and Industry), Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (J.Z.); (E.Z.); (B.B.); (Y.Y.); (J.Z.)
| | - Baoqing Bai
- Xinghuacun College (Shanxi Institute of Brewing Technology and Industry), Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (J.Z.); (E.Z.); (B.B.); (Y.Y.); (J.Z.)
- School of Life Science, Shanxi University, Taiyuan 030006, China
- Shanxi Key Laboratory for Research and Development of Regional Plants, No. 63 Nanzhonghuan East Road, Taiyuan 030031, China
| | - Yukun Yang
- Xinghuacun College (Shanxi Institute of Brewing Technology and Industry), Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (J.Z.); (E.Z.); (B.B.); (Y.Y.); (J.Z.)
- School of Life Science, Shanxi University, Taiyuan 030006, China
- Shanxi Key Laboratory for Research and Development of Regional Plants, No. 63 Nanzhonghuan East Road, Taiyuan 030031, China
| | - Jinhua Zhang
- Xinghuacun College (Shanxi Institute of Brewing Technology and Industry), Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (J.Z.); (E.Z.); (B.B.); (Y.Y.); (J.Z.)
- School of Life Science, Shanxi University, Taiyuan 030006, China
- Shanxi Key Laboratory for Research and Development of Regional Plants, No. 63 Nanzhonghuan East Road, Taiyuan 030031, China
| | - Sanhong Fan
- Xinghuacun College (Shanxi Institute of Brewing Technology and Industry), Shanxi University, No. 63 Nanzhonghuan East Road, Taiyuan 030006, China; (J.Z.); (E.Z.); (B.B.); (Y.Y.); (J.Z.)
- School of Life Science, Shanxi University, Taiyuan 030006, China
- Shanxi Key Laboratory for Research and Development of Regional Plants, No. 63 Nanzhonghuan East Road, Taiyuan 030031, China
| |
Collapse
|
3
|
Huang X, Yan X, Gao L, Luo Y, Liao H, Long M, Duan L, Xia X. In-situ substitution and community dynamics modeling for enhanced safety in Chinese rice wine brewing. Food Res Int 2024; 176:113824. [PMID: 38163724 DOI: 10.1016/j.foodres.2023.113824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 11/28/2023] [Accepted: 12/02/2023] [Indexed: 01/03/2024]
Abstract
This research paper focuses on the application of the "Design-Build-Test-Learn" framework to design and evaluate a synthetic microbial community aimed at studying the impact of Lactic Acid Bacteria (LAB) interactions and fitness on the formation of biogenic amines (BAs) in Chinese rice wine (CRW). The study reveals a close correlation between the assembly model of LAB and the accumulation of BAs in CRW, and multiple interactions were observed between amine-producing and non-amine-producing LAB, including commensalism, amensalism, and competition. The commensalism among amine-producing LAB was found to promote BAs accumulation through metabolic cross-feeding of amino acids. Moreover, the higher-order interaction community was designed to regulate the BAs formation effectively. For instance, the interference of Lactiplantibacillus plantarum (ACBC271) resulted in the elimination of amine-producing LAB viability, resulting in a 22% decrease (not exceeding 43.54 mg/L) in the total amount of BAs. Simulation of community dynamics models further suggests that LAB with quantitative social interactions can effectively control LAB accumulation in CRW by forecasting fluctuation in BAs generation through fitness competition and metabolic interference. Overall, this study provides valuable insights into the complex interaction networks within microbial communities in traditional fermentation ecosystems. It also proposes a novel approach for quality control of nitrogen food safety factors in fermented foods.
Collapse
Affiliation(s)
- Xinlei Huang
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, PR China
| | - Xinyuan Yan
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, PR China
| | - Ling Gao
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, PR China
| | - Yi Luo
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, PR China
| | - Hui Liao
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, PR China
| | - Mengfei Long
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, PR China
| | - Liangjie Duan
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, PR China
| | - Xiaole Xia
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, PR China.
| |
Collapse
|
4
|
Yang Z, Li W, Yuan Y, Liang Z, Yan Y, Chen Y, Ni L, Lv X. Metagenomic Insights into the Regulatory Effects of Microbial Community on the Formation of Biogenic Amines and Volatile Flavor Components during the Brewing of Hongqu Rice Wine. Foods 2023; 12:3075. [PMID: 37628073 PMCID: PMC10453061 DOI: 10.3390/foods12163075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 07/31/2023] [Accepted: 08/07/2023] [Indexed: 08/27/2023] Open
Abstract
As one of the typical representatives of Chinese rice wine (Huangjiu), Hongqu rice wine is produced with glutinous rice as the main raw material and Hongqu as the fermentation starter. The complex microbial flora in the brewing process may have a great influence on the formation of the flavor quality and drinking safety of Hongqu rice wine. Previous studies have shown that high biogenic amine (BA) content in rice wine has potential physiological toxicity and has become a bottleneck problem restricting the development of the rice wine industry. This study aimed to evaluate the regulatory effects of the microbial community on the formation of BAs and volatile flavor components during the brewing of Hongqu rice wine. The results demonstrated that histamine, putrescine, cadaverine, tyramine, tryptamine, spermine, and spermidine were the main BAs in Hongqu rice wine. The contents of putrescine, cadaverine, histamine, tyramine, and spermidine in Hongqu rice wine of HBAs (with higher BAs content) were significantly higher than those in LBAs (with lower BAs content). GC-MS testing results showed that there were significant differences in the composition of volatile organic compounds (VOCs) between HBAs and LBAs. Among them, VOCs such as 2-methoxy-4-vinylphenol, ethyl caprate, phenethyl acetate, ethyl lactate, ethyl myristate, ethyl palmitate, ethyl n-octadecanoate, ethyl oleate, and ethyl linoleate were identified as the characteristic volatile components with significant differences between HBAs and LBAs. Microbiome analysis based on metagenomic sequencing revealed that unclassified_g_Pantoea, Klebsiella pneumoniae, Panobacter disperse, unclassified_f_Enterobacteriaceae, Leuconostoc mesenteroides, and Saccharomyces cerevisiae were the dominant microbial species in the HBA brewing process, while Weissella confuse, Pediococcus acidilactici, Saccharomyces cerevisiae, and Aspergillus niger were the dominant microbial species in the LBA brewing process. Furthermore, correlation heatmap analysis demonstrated that BAs were positively related to Lactobacillus curvatus, Lactococcus lactis, and Leuconostoc mesenteroides. Bioinformatical analysis based on the KEGG database revealed that the microbial genes encoding enzymes involved in BAs' synthesis were more abundant in HBAs, and the abundances of microbial genes encoding enzymes related to BAs' degradation and the metabolism of characteristic volatile components were higher in LBAs. Overall, this work provides important scientific data for enhancing the flavor quality of Hongqu rice wine and lays a solid foundation for the healthy development of the Hongqu rice wine industry.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | - Xucong Lv
- Food Nutrition and Health Research Center, School of Advanced Manufacturing, Fuzhou University, Jinjiang 362200, China; (Z.Y.); (W.L.); (Y.Y.); (Z.L.); (Y.Y.); (Y.C.); (L.N.)
| |
Collapse
|
5
|
Ye X, Yu Y, Liu J, Zhu Y, Yu Z, Liu P, Wang Y, Wang K. Inoculation strategies affect the physicochemical properties and flavor of Zhenjiang aromatic vinegar. Front Microbiol 2023; 14:1126238. [PMID: 36970705 PMCID: PMC10033837 DOI: 10.3389/fmicb.2023.1126238] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Accepted: 02/15/2023] [Indexed: 03/11/2023] Open
Abstract
Inoculation strategy is a significant determinant of the flavor quality of Zhenjiang aromatic vinegar. Herein, the comparative analyses of the effects of various inoculation strategies on the physicochemical properties, microbial community structure, and flavoring characteristics of Zhenjiang aromatic vinegar were performed. The results showed that the contents of total acid (6.91 g/100 g), organic acid (2099.63 ± 4.13 mg/100 g) and amino acid (3666.18 ± 14.40 mg/100 g) in the direct inoculation strategy were higher than those in the traditional inoculation strategy (6.21 ± 0.02 g/100 g, 1939.66 ± 4.16 mg/100 g and 3301.46 ± 13.41 mg/100 g). At the same time, it can effectively promote the production of acetoin. The diversity of strains under the traditional inoculation strategy was higher than that under the direct inoculation strategy, and the relative abundance of major microbial genera in the fermentation process was lower than that under the direct inoculation strategy. In addition, for two different inoculation strategies, pH was proved to be an important environmental factor affecting the microbial community structure during acetic acid fermentation. The correlation between main microbial species, organic acids, non-volatile acids, and volatile flavor compounds is more consistent. Therefore, this study may help to develop direct injection composite microbial inoculants to replace traditional starter cultures in future research.
Collapse
|
6
|
Trinh KTL, Lee NY. Recent Methods for the Viability Assessment of Bacterial Pathogens: Advances, Challenges, and Future Perspectives. Pathogens 2022; 11:1057. [PMID: 36145489 PMCID: PMC9500772 DOI: 10.3390/pathogens11091057] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 09/14/2022] [Accepted: 09/15/2022] [Indexed: 11/28/2022] Open
Abstract
Viability assessment is a critical step in evaluating bacterial pathogens to determine infectious risks to public health. Based on three accepted viable criteria (culturability, metabolic activity, and membrane integrity), current viability assessments are categorized into three main strategies. The first strategy relies on the culturability of bacteria. The major limitation of this strategy is that it cannot detect viable but nonculturable (VBNC) bacteria. As the second strategy, based on the metabolic activity of bacteria, VBNC bacteria can be detected. However, VBNC bacteria sometimes can enter a dormant state that allows them to silence reproduction and metabolism; therefore, they cannot be detected based on culturability and metabolic activity. In order to overcome this drawback, viability assessments based on membrane integrity (third strategy) have been developed. However, these techniques generally require multiple steps, bulky machines, and laboratory technicians to conduct the tests, making them less attractive and popular applications. With significant advances in microfluidic technology, these limitations of current technologies for viability assessment can be improved. This review summarized and discussed the advances, challenges, and future perspectives of current methods for the viability assessment of bacterial pathogens.
Collapse
Affiliation(s)
- Kieu The Loan Trinh
- Department of Industrial Environmental Engineering, Gachon University, 1342 Seongnam-daero, Sujeong-gu, Seongnam-si 13120, Korea
| | - Nae Yoon Lee
- Department of BioNano Technology, Gachon University, 1342 Seongnam-daero, Sujeong-gu, Seongnam-si 13120, Korea
| |
Collapse
|
7
|
Zheng X, Wang Y, Gong W, Cai Q, Li J, Wu J. Detection of Escherichia coli, Pseudomonas aeruginosa, Salmonella paratyphoid B, and Shigella dysentery in live Bacillus licheniformis products using propidium monoazide-real-time-quantitative polymerase chain reaction. Front Microbiol 2022; 13:996794. [PMID: 36160211 PMCID: PMC9493680 DOI: 10.3389/fmicb.2022.996794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Accepted: 08/22/2022] [Indexed: 11/30/2022] Open
Abstract
To eliminate the influences of excipients and interference of dead bacterial DNA on the detection of Escherichia coli, Pseudomonas aeruginosa, Salmonella paratyphoid B, and Shigella dysentery in live Bacillus licheniformis capsules, a polymerase chain reaction (PCR) method with high sensitivity and specificity was established. By combining bromide with propidium monoazide (PMA) -real-time quantitative PCR (qPCR) with microporous membrane filtration, excipients were removed, the filtrate was collected, and the bacteria were enriched using the centrifugal method. The optimal PMA working concentration, dark incubation time, and exposure time were determined. Specific E. coli, P. aeruginosa, S. paratyphoid B, and S. dysentery primers were selected to design different probes and a multiplex qPCR reaction system was established. The PMA-qPCR method was verified using different concentrations of dead and live bacteria. This method is efficient and accurate and can be widely applied to the detection of aforementioned pathogenic bacterial strains in live Bacillus licheniformis products.
Collapse
Affiliation(s)
- Xiaoling Zheng
- National Medical Products Administration (NMPA) Key Laboratory for Testing and Risk Warning of Pharmaceutical Microbiology, Key Laboratory of Drug Contacting Materials Quality Control of Zhejiang Provincial, Zhejiang Institute for Food and Drug Control, Hangzhou, China
| | - Yinhuan Wang
- National Medical Products Administration (NMPA) Key Laboratory for Testing and Risk Warning of Pharmaceutical Microbiology, Key Laboratory of Drug Contacting Materials Quality Control of Zhejiang Provincial, Zhejiang Institute for Food and Drug Control, Hangzhou, China
| | - WanZi Gong
- National Medical Products Administration (NMPA) Key Laboratory for Testing and Risk Warning of Pharmaceutical Microbiology, Key Laboratory of Drug Contacting Materials Quality Control of Zhejiang Provincial, Zhejiang Institute for Food and Drug Control, Hangzhou, China
- School of Pharmacy, China Pharmaceutical University, Nanjing, China
| | - Qianru Cai
- Collaborative Innovation Center of Yangtze River Delta Region Green Pharmaceutical, Zhejiang University of Technology, Hangzhou, China
| | - Jue Li
- National Medical Products Administration (NMPA) Key Laboratory for Testing and Risk Warning of Pharmaceutical Microbiology, Key Laboratory of Drug Contacting Materials Quality Control of Zhejiang Provincial, Zhejiang Institute for Food and Drug Control, Hangzhou, China
| | - Jiequn Wu
- Collaborative Innovation Center of Yangtze River Delta Region Green Pharmaceutical, Zhejiang University of Technology, Hangzhou, China
- *Correspondence: Jiequn Wu,
| |
Collapse
|
8
|
Hu L, Zhang S, Xue Y, Zhang Y, Zhang W, Wang S. Quantitative Detection of Viable but Nonculturable Cronobacter sakazakii Using Photosensitive Nucleic Acid Dye PMA Combined with Isothermal Amplification LAMP in Raw Milk. Foods 2022; 11:foods11172653. [PMID: 36076838 PMCID: PMC9455467 DOI: 10.3390/foods11172653] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Revised: 08/27/2022] [Accepted: 08/28/2022] [Indexed: 11/24/2022] Open
Abstract
An accurate method that rapidly detects the number of viable but nonculturable (VBNC) Cronobacter sakazakii was developed by combining propidium bromide with quantitative LAMP (PMA-QLAMP). The gyrB gene was the target for primers design. The optimal PMA treatment conditions were determined to eliminate the DNA amplification of 108 CFU/mL of dead C. sakazakii without affecting any viable C. sakazakii DNA amplification. Compared with the DNA of 24 strains of common non-C. sakazakii strains found in raw milk and dairy products, the DNA of only six C. sakazakii strains from different sources was amplified using PMA-QLAMP. The ability of PMA-QLAMP to quantitatively detect non-dead C. sakazakii in a 10% powdered infant formula (PIF) solution was limited to 4.3 × 102 CFU/mL and above concentrations. Pasteurizing 106 CFU/mL viable C. sakazakii yielded the maximum ratio of the VBNC C. sakazakii. PMA-QLAMP-based detection indicated that, although approximately 13% of 60 samples were positive for viable C. sakazakii, the C. sakazakii titers in these positive samples were low, and none entered the VBNC state under pasteurization. PMA-QLAMP showed potential as a specific and reliable method for detecting VBNC-C. sakazakii in pasteurized raw milk, thereby providing an early warning system that indicates potential contamination of PIF.
Collapse
Affiliation(s)
- Lianxia Hu
- College of Chemical Engineering, Shijiazhuang University, Shijiazhuang 050035, China
| | - Shufei Zhang
- College of Food Science and Biology, Hebei University of Science and Technology, Shijiazhuang 050018, China
| | - Yuling Xue
- Junlebao Dairy Group Co., Ltd., Shijiazhuang 050221, China
| | - Yaoguang Zhang
- Junlebao Dairy Group Co., Ltd., Shijiazhuang 050221, China
| | - Wei Zhang
- College of Life Sciences, Agricultural University of Hebei, Baoding 071001, China
| | - Shijie Wang
- College of Food Science and Biology, Hebei University of Science and Technology, Shijiazhuang 050018, China
- Junlebao Dairy Group Co., Ltd., Shijiazhuang 050221, China
- Correspondence: ; Tel.: +86-311-67362689
| |
Collapse
|
9
|
Guo J, Wang W, Zhao H, Luo Y, Wan M, Li Y. A new PMA-qPCR method for rapid and accurate detection of viable bacteria and spores of marine-derived Bacillus velezensis B-9987. J Microbiol Methods 2022; 199:106537. [DOI: 10.1016/j.mimet.2022.106537] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 06/29/2022] [Accepted: 06/30/2022] [Indexed: 12/27/2022]
|
10
|
Rapid and visual detection of viable Staphylococcus aureus in pork and pork products by PMA and saltatory rolling circle amplification. Eur Food Res Technol 2022. [DOI: 10.1007/s00217-022-03990-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
11
|
Huang T, Lu ZM, Peng MY, Liu ZF, Chai LJ, Zhang XJ, Shi JS, Li Q, Xu ZH. Combined effects of fermentation starters and environmental factors on the microbial community assembly and flavor formation of Zhenjiang aromatic vinegar. Food Res Int 2022; 152:110900. [DOI: 10.1016/j.foodres.2021.110900] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2021] [Revised: 12/08/2021] [Accepted: 12/10/2021] [Indexed: 01/06/2023]
|
12
|
Hu L, Xue Y, Cui L, Zhang D, Feng L, Zhang W, Wang S. Detection of viable Lacticaseibacillus paracasei in fermented milk using propidium monoazide combined with quantitative loop-mediated isothermal amplification. FEMS Microbiol Lett 2021; 368:6442182. [PMID: 34849766 DOI: 10.1093/femsle/fnab148] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Accepted: 11/23/2021] [Indexed: 01/23/2023] Open
Abstract
To quantify viable probiotic Lacticaseibacillus paracasei (L. paracasei) in fermented milk accurately and quickly, propidium monoazide combined with quantitative loop-mediated isothermal amplification (PMA-qLAMP) was applied. The optimal PMA treatment conditions for treating a L. paracasei suspension were determined using an orthogonal test to eliminate the DNA amplification of 108 CFU/mL of dead L. paracasei. Primers were designed based on the species-specific gyrB gene of L. paracasei. A phylogenetic tree based on the gyrB gene showed that L. paracasei clustered on the same branch with 91% support. Compared with the 16 strains commonly found in fermented milk, three strains of L. paracasei showed positive PMA-qLAMP results, and the melting temperature was approximately 82.4°C. There was a linear relationship (R2 = 0.9983) between the Ct values and the logarithm of the concentration of viable bacteria. The PMA-qLAMP detection limit for the L. paracasei artificially added to fermented milk was 7.3 × 102 CFU/mL. There was no significant difference between the logarithm values of the concentration of viable L. paracasei of 50 fermented milk samples within shelf life using the PMA-qLAMP and plate count methods (P > 0.01). PMA-qLAMP is specific and accurate for obtaining reliable results faster than when using plate counts.
Collapse
Affiliation(s)
- Lianxia Hu
- College of Chemical Engineering, Shijiazhuang University, Shijiazhuang, Hebei 050035, China
| | - Yuling Xue
- Shijiazhuang Junlebao Dairy Co., Ltd., Shijiazhuang, Hebei 050221, China
| | - Liru Cui
- College of Food Science and Biology, Hebei University of Science and Technology, 26 Yuxiang Street, Shijiazhuang, Hebei 050018, China
| | - Dong Zhang
- Shijiazhuang Junlebao Dairy Co., Ltd., Shijiazhuang, Hebei 050221, China
| | - Lili Feng
- Shijiazhuang Junlebao Dairy Co., Ltd., Shijiazhuang, Hebei 050221, China
| | - Wei Zhang
- College of Life Sciences, Agricultural University of Hebei, Baoding, Hebei 071001, China
| | - Shijie Wang
- Shijiazhuang Junlebao Dairy Co., Ltd., Shijiazhuang, Hebei 050221, China.,College of Food Science and Biology, Hebei University of Science and Technology, 26 Yuxiang Street, Shijiazhuang, Hebei 050018, China
| |
Collapse
|
13
|
Detection of viable and total fungal community in zaopei of Chinese strong-flavor baijiu using PMA combined with qPCR and HTS based on ITS2 region. BMC Microbiol 2021; 21:274. [PMID: 34625023 PMCID: PMC8499482 DOI: 10.1186/s12866-021-02334-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 10/01/2021] [Indexed: 11/29/2022] Open
Abstract
Background Chinese strong-flavor baijiu (CSFB), one of the three major baijiu types, is the most popular baijiu type among consumers in China. A variety of microbes are involved in metabolizing raw materials to produce ethanol and flavor substances during fermentation, which fundamentally determined the quality of baijiu. It is of great importance to study microbial community of fermented grains (zaopei) during baijiu brewing process for improving its quality. In this study, we firstly used propidium monoazide (PMA) to treat zaopei samples from 5-year pit and 20-year pit for removing the interference of non-viable fungi, and analyzed the diversity of total fungi and viable fungi by quantitative PCR (qPCR) and high-throughput sequencing (HTS) based on ITS2 gene. Results The results showed that total fungi and viable fungi displayed no significant differences at OTU, phylum, or genus levels during fermentation within two kinds of pits. A total of 6 phyla, 19 classes, and 118 genera in fungi were found based on OTUs annotation in zaopei samples from 5-year pit and 20-year pit. Besides, non-viable fungi had little effect on the fungal community diversity during the fermentation cycle. It was found that the most dominant viable fungi belonged to Saccharomyces, Kazachstania, Naumovozyma, and Trichosporon, and Naumovozyma was firstly detected in zaopei samples of CSFB. Moreover, based on the variation of flavor substances in zaopei samples, the quality of CSFB produced from older pit was better than that produced from younger pit. Conclusion The non-viable fungi had little effect on the fungal diversity, structure, and relative abundance in zaopei samples of CSFB, and Naumovozyma was firstly detected in zaopei samples of CSFB. Our findings can be applied as guidance for improving the quality and stability of CSFB. Supplementary Information The online version contains supplementary material available at 10.1186/s12866-021-02334-8.
Collapse
|
14
|
Chen S, Gong P, Zhang J, Shan Y, Han X, Zhang L. Use of qPCR for the analysis of population heterogeneity and dynamics during Lactobacillus delbrueckii spp. bulgaricus batch fculture. ARTIFICIAL CELLS NANOMEDICINE AND BIOTECHNOLOGY 2021; 49:1-10. [PMID: 33356615 DOI: 10.1080/21691401.2020.1860074] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Direct molecular methods such as real-time polymerase chain reaction (qPCR) and propidium monoazide (PMA)-qPCR have been successfully used for quantifying viable microorganisms in the food industry. This study attempted to use qPCR and PMA-qPCR for quantifying Lactobacillus delbrueckii spp. bulgaricus sp1.1 physiological states. The qPCR standards of the 16S rRNA gene were employed to calibrate the qPCR assay, which contributed to an amplification efficiency of 98.42%. The number of copies of the 16S rRNA gene was linearly related to cell density, and this linear relationship was used to construct a quantitative curve (R2 =0.9981) with a detection limit of 15.1 colony-forming units mL-1·reaction-1. qPCR in combination with an optimal PMA concentration (60 μM) helped in discriminating and quantifying the viable cells, without any interference by heat-killed cells. Compared with the conventional methods, the population heterogeneity of viable, culturable, dormant-like and membrane-permeabilized cells were well identified and quantified using qPCR during L. delbrueckii spp. bulgaricus sp1.1 batch culture. Despite the restriction in the enumeration of lysed cells, qPCR-based methods facilitated reliable identification and quantification of bacterial physiological states and provided additional knowledge on the dynamics of L. delbrueckii spp. bulgaricus sp1.1 physiological states.
Collapse
Affiliation(s)
- Shiwei Chen
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China
| | - Pimin Gong
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China
| | - Jianming Zhang
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China
| | - Yujuan Shan
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China
| | - Xue Han
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China
| | - Lanwei Zhang
- School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China.,College of Food Science and Engineering, Ocean University of China, Qingdao, China
| |
Collapse
|
15
|
Li TT, Huang ZR, Jia RB, Lv XC, Zhao C, Liu B. Spirulina platensis polysaccharides attenuate lipid and carbohydrate metabolism disorder in high-sucrose and high-fat diet-fed rats in association with intestinal microbiota. Food Res Int 2021; 147:110530. [PMID: 34399508 DOI: 10.1016/j.foodres.2021.110530] [Citation(s) in RCA: 69] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 06/07/2021] [Accepted: 06/15/2021] [Indexed: 02/08/2023]
Abstract
This study aimed to evaluate the possibility that Spirulina platensis crude polysaccharides may ameliorate the lipid and carbohydrate metabolism disorder, including obesity, hyperlipidemia, hyperglycemia, hepatic steatosis, and gut dysbiosis. The results showed Spirulina platensis crude polysaccharides could improve body weight, serum/liver lipid and carbohydrate indexes, and liver antioxidant parameters in high-sucrose and high-fat diet (HFD)-fed rats, which were accompanied by regulated liver mRNA expressions involved in lipid and carbohydrate metabolism disorder. In addition, SPLP intervention significantly decreased cecal level of propionic acid in HFD-fed rats. Notably, the SPLP could alter the relative abundance of Firmicutes, Bacteroides, Proteobacteria, and Actinobacteria at phylum levels. Based on Spearman's rank correlation coefficient, serum/liver lipid and carbohydrate profiles were found significantly positively correlated with genera Romboutsia, Allobaculum, Blautia, Phascolarctobacterium, Bifidobacterium, Coprococcus, Turicibacter, Erysipelotrichaceae_unclassified, Olsenella, Escherichia/Shigella, Coprobacillus, Lachnospiracea incertae, and Lactobacillus, but strongly negatively correlated with genera Atopostipes, Flavonifractor, Porphyromonadaceae_unclassified, Barnesiella, Oscillibacter, Paraprevotella, Jeotgalicoccus, Corynebacterium, Alloprevotella and Bacteroides. It was concluded that oral administration of SPLP could remarkably ameliorate the lipid and carbohydrate metabolism disorder and significantly modulate the intestinal microbiota in HFD-fed rats.
Collapse
Affiliation(s)
- Tian-Tian Li
- Engineering Research Centre of Fujian Taiwan Special Marine Food Processing and Nutrition, Ministry of Education, Fuzhou 350002, China; College of Food Science, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Zi-Rui Huang
- Engineering Research Centre of Fujian Taiwan Special Marine Food Processing and Nutrition, Ministry of Education, Fuzhou 350002, China; College of Food Science, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Rui-Bo Jia
- Engineering Research Centre of Fujian Taiwan Special Marine Food Processing and Nutrition, Ministry of Education, Fuzhou 350002, China; College of Food Science, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Xu-Cong Lv
- Engineering Research Centre of Fujian Taiwan Special Marine Food Processing and Nutrition, Ministry of Education, Fuzhou 350002, China; College of Food Science, Fujian Agriculture and Forestry University, Fuzhou 350002, China; National Engineering Research Center of JUNCAO Technology, Fujian Agriculture and Forestry University, Fuzhou 350002, China; Institute of Food Science and Technology, College of Biological Science and Technology, Fuzhou University, Fuzhou, Fujian 350108, China.
| | - Chao Zhao
- Engineering Research Centre of Fujian Taiwan Special Marine Food Processing and Nutrition, Ministry of Education, Fuzhou 350002, China; College of Food Science, Fujian Agriculture and Forestry University, Fuzhou 350002, China.
| | - Bin Liu
- Engineering Research Centre of Fujian Taiwan Special Marine Food Processing and Nutrition, Ministry of Education, Fuzhou 350002, China; College of Food Science, Fujian Agriculture and Forestry University, Fuzhou 350002, China; National Engineering Research Center of JUNCAO Technology, Fujian Agriculture and Forestry University, Fuzhou 350002, China.
| |
Collapse
|
16
|
Huang YY, Liang ZC, Lin XZ, He ZG, Ren XY, Li WX, Molnár I. Fungal community diversity and fermentation characteristics in regional varieties of traditional fermentation starters for Hong Qu glutinous rice wine. Food Res Int 2021; 141:110146. [PMID: 33642012 DOI: 10.1016/j.foodres.2021.110146] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Revised: 01/07/2021] [Accepted: 01/11/2021] [Indexed: 01/16/2023]
Abstract
Hong Qu glutinous rice wine (HQ wine) is a traditional alcoholic beverage produced in China by fermenting cooked rice using a fermentation starter prepared with the fungus Monascus purpureus. This starter (Hong Qu, HQ) is made empirically by open spontaneous fermentation that is hard to control and standardize, resulting in inconsistent wine quality. This study investigates representative HQ samples from a large geographic region. It explores fungal microbiome compositions, identifies characteristic differences important for the production of various HQ wine styles, and reveals the key fungi responsible for HQ wine fermentation characteristics. The source of the HQ inoculum was found to be the main factor influencing fungal community composition and diversity, followed by processing technology and geographical distribution. Linear discriminant analysis effect size (LEfSe) uncovered 14 genera as potential biomarkers to distinguish regional varieties of HQ. Significant differences were also found in fermentation characteristics such as liquefying power (LP), saccharifying power (SP), fermenting power (FP), total acid content (TA) and liquor-producing power (LPP). The key fungi responsible for LP (5 genera), SP (3 genera), FP (1 genera), LPP (4 genera), and TA (4 genera) were determined using redundancy correlation analysis. Finally, Spearman's correlation analysis indicated that LPP shows a strong positive correlation with FP and LP, while TA displays a strong negative correlation with FP. The results of this study may be utilized to prepare consistently high quality, next-generation HQ by better controlling fungal community structures, and to design fermentation processes for HQ wines with desirable oenological characteristics.
Collapse
Affiliation(s)
- Ying-Ying Huang
- Institute of Agricultural Engineering Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian Province 350003, PR China; Fujian Key Laboratory of Agricultural Products (Food) Processing, 350003 Fuzhou, Fujian Province, PR China; Southwest Center for Natural Products Research, University of Arizona, 250 E. Valencia Rd., Tucson, AZ 85706, USA
| | - Zhang-Cheng Liang
- Institute of Agricultural Engineering Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian Province 350003, PR China; Fujian Key Laboratory of Agricultural Products (Food) Processing, 350003 Fuzhou, Fujian Province, PR China
| | - Xiao-Zi Lin
- Institute of Agricultural Engineering Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian Province 350003, PR China; Fujian Key Laboratory of Agricultural Products (Food) Processing, 350003 Fuzhou, Fujian Province, PR China.
| | - Zhi-Gang He
- Institute of Agricultural Engineering Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian Province 350003, PR China; Fujian Key Laboratory of Agricultural Products (Food) Processing, 350003 Fuzhou, Fujian Province, PR China.
| | - Xiang-Yun Ren
- Institute of Agricultural Engineering Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian Province 350003, PR China; Fujian Key Laboratory of Agricultural Products (Food) Processing, 350003 Fuzhou, Fujian Province, PR China
| | - Wei-Xin Li
- Institute of Agricultural Engineering Technology, Fujian Academy of Agricultural Sciences, Fuzhou, Fujian Province 350003, PR China; Fujian Key Laboratory of Agricultural Products (Food) Processing, 350003 Fuzhou, Fujian Province, PR China
| | - István Molnár
- Southwest Center for Natural Products Research, University of Arizona, 250 E. Valencia Rd., Tucson, AZ 85706, USA.
| |
Collapse
|
17
|
Copin S, Mougin J, Raguenet V, Robert-Pillot A, Midelet G, Grard T, Bonnin-Jusserand M. Ethidium and propidium monoazide: comparison of potential toxicity on Vibrio sp. viability. Lett Appl Microbiol 2020; 72:245-250. [PMID: 33058219 DOI: 10.1111/lam.13412] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Revised: 10/07/2020] [Accepted: 10/07/2020] [Indexed: 11/29/2022]
Abstract
Vibrio sp., ubiquitous in the aquatic ecosystem, are bacteria of interest because of their involvement in human health, causing gastroenteritis after ingestion of seafood, as well as their role in vibriosis leading to severe losses in aquaculture production. Their ability to enter a viable but non-culturable (VBNC) state under stressful environmental conditions may lead to underestimation of the Vibrio population by traditional microbiological enumeration methods. As a result, using molecular methods in combination with EMA or PMA allows the detection of viable (VBNC and culturable viable) cells. In this study, the impact of the EMA and PMA was tested at different concentrations on the viability of several Vibrio species. We compared the toxicity of these two DNA-binding dyes to determine the best pretreatment to use with qPCR to discriminate between viable and dead Vibrio cells. Our results showed that EMA displayed lethal effects for each strain of V. cholerae and V. vulnificus tested. In contrast, the concentrations of PMA tested had no toxic effect on the viability of Vibrio cells studied. These results may help to achieve optimal PMA-qPCR methods to detect viable Vibrio sp. cells in food and environmental samples.
Collapse
Affiliation(s)
- S Copin
- Agence Nationale de sécurité sanitaire de l'alimentation, de l'environnement et du travail (ANSES), Laboratoire de sécurité des aliments, Boulogne-sur-Mer, France
| | - J Mougin
- Institut Charles Viollette, Univ. Littoral Côte d'Opale, UMR 1158 BioEcoAgro, USC ANSES, INRAE, Univ. Lille, Univ. Artois, Univ. Picardie Jules Verne, Univ. Liège, Yncréa, Boulogne-sur-Mer, France
| | - V Raguenet
- Agence Nationale de sécurité sanitaire de l'alimentation, de l'environnement et du travail (ANSES), Laboratoire de sécurité des aliments, Boulogne-sur-Mer, France
| | - A Robert-Pillot
- Institut Pasteur, Unité des Bactéries Pathogènes Entériques, Centre National de Référence des Vibrions et du Choléra, Paris, France
| | - G Midelet
- Agence Nationale de sécurité sanitaire de l'alimentation, de l'environnement et du travail (ANSES), Laboratoire de sécurité des aliments, Boulogne-sur-Mer, France
| | - T Grard
- Institut Charles Viollette, Univ. Littoral Côte d'Opale, UMR 1158 BioEcoAgro, USC ANSES, INRAE, Univ. Lille, Univ. Artois, Univ. Picardie Jules Verne, Univ. Liège, Yncréa, Boulogne-sur-Mer, France
| | - M Bonnin-Jusserand
- Institut Charles Viollette, Univ. Littoral Côte d'Opale, UMR 1158 BioEcoAgro, USC ANSES, INRAE, Univ. Lille, Univ. Artois, Univ. Picardie Jules Verne, Univ. Liège, Yncréa, Boulogne-sur-Mer, France
| |
Collapse
|
18
|
Abd El-Aziz NK, Gharib AA, Mohamed EAA, Hussein AH. Real-time PCR versus MALDI-TOF MS and culture-based techniques for diagnosis of bloodstream and pyogenic infections in humans and animals. J Appl Microbiol 2020; 130:1630-1644. [PMID: 33073430 DOI: 10.1111/jam.14862] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Revised: 09/10/2020] [Accepted: 09/16/2020] [Indexed: 12/18/2022]
Abstract
AIMS This study was applied to evaluate the usefulness of a high-throughput sample preparation protocol prior to the application of quantitative real-time PCR (qPCR) for the early diagnosis of bloodstream and pyogenic infections in humans and animals compared to matrix-assisted laser desorption ionization-time of flight mass spectrometry (MALDI-TOF MS) and classical culture. METHODS AND RESULTS Saponin-mediated selective host cell lysis combined with DNase-1 was applied for processing of whole blood and pus clinical samples collected from suspected cases of septicaemia and pyogenic infections in humans and animals. The pre-PCR processing strategy enabled the recovery of microbial cells with no changes in their colony forming units immediately after the addition of saponin. DNase-1 was efficient for removing the DNAs from the host cells as well as dead cells with damaged cell membranes. The metagenomic qPCR and MALDI-TOF MS could identify the bacterial community of sepsis at species level with a concordance of 97·37% unlike the conventional culture. According to qPCR results, Staphylococcus aureus (24·24%) was predominated in animal pyogenic infections, whereas Klebsiella pneumonia (31·81%) was commonly detected in neonatal sepsis. CONCLUSIONS Saponin combined with DNase-1 allowed the efficient recovery of microbial DNA from blood and pus samples in sepsis using qPCR assay. SIGNIFICANCE AND IMPACT OF THE STUDY Metagenomic qPCR could identify a broad range of bacteria directly from blood and pus with more sensitivity, higher discriminatory power and shorter turnaround time than those using MALDI-TOF MS and conventional culture. This might allow a timely administration of a prompt treatment.
Collapse
Affiliation(s)
- N K Abd El-Aziz
- Microbiology Department, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Egypt
| | - A A Gharib
- Microbiology Department, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Egypt
| | - E A A Mohamed
- Microbiology Department, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Egypt
| | - A H Hussein
- Avian and Rabbit Medicine Department, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Egypt
| |
Collapse
|
19
|
Monascus purpureus-fermented common buckwheat protects against dyslipidemia and non-alcoholic fatty liver disease through the regulation of liver metabolome and intestinal microbiome. Food Res Int 2020; 136:109511. [DOI: 10.1016/j.foodres.2020.109511] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 06/05/2020] [Accepted: 06/29/2020] [Indexed: 02/07/2023]
|
20
|
Quantitative detection of viable but nonculturable state Escherichia coli O157:H7 by ddPCR combined with propidium monoazide. Food Control 2020. [DOI: 10.1016/j.foodcont.2020.107140] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
|
21
|
Tan G, Zhou R, Zhang W, Hu Y, Ruan Z, Li J, Zhang C, Shen D, Peng N, Liang Y, Zhao S. Detection of Viable and Total Bacterial Community in the Pit Mud of Chinese Strong-Flavor Liquor Using Propidium Monoazide Combined With Quantitative PCR and 16S rRNA Gene Sequencing. Front Microbiol 2020; 11:896. [PMID: 32528426 PMCID: PMC7264162 DOI: 10.3389/fmicb.2020.00896] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Accepted: 04/16/2020] [Indexed: 12/23/2022] Open
Abstract
Microbiota in the pit mud (PM) plays a crucial role in the production of Chinese strong-flavor liquor (CSFL), the most popular distilled liquor in China. However, previous studies used total microbes, instead of viable ones, for the characterization of the microbial community in this environment. In this study, we used propidium monoazide (PMA) combined with quantitative polymerase chain reaction (qPCR) and 16S rRNA gene sequencing to verify the effect of non-viablee bacteria on the characterization of PM bacteria. After PMA concentration optimization, 50 μM PMA was chosen to pretreat 5 and 20 years PMs. The qPCR results showed that there were 50.78 and 71.84% of non-viable bacteria in the 5-year PM and 20-year PM, respectively. Both copy numbers of total bacteria and viable bacteria were significantly higher in 20-year PM than those in 5-year PM. Nevertheless, in terms of bacterial diversity and composition analyses at the operational taxonomic unit (OTU), phylum, class, and genus levels, 16S rRNA gene sequencing results displayed no significant differences between total bacteria and viable bacteria in both PM types. In conclusion, it is necessary for non-viable bacteria to be considered in determining absolute biomass of bacteria in PM, but not necessary in the analysis of diversity and composition of PM bacteria. To the best of our knowledge, our study is the first attempt to analyze viable bacteria in the PM of CSFL and provides useful information on how to accurately characterize a microbial community in a PM environment.
Collapse
Affiliation(s)
- Guangxun Tan
- State Key Laboratory of Agricultural Microbiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China.,Zhijiang Liquor Industry Co., Ltd., Zhijiang, China
| | - Rui Zhou
- State Key Laboratory of Agricultural Microbiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Wenqian Zhang
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Yuanliang Hu
- State Key Laboratory of Agricultural Microbiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China.,Hubei Key Laboratory of Edible Wild Plants Conservation and Utilization, College of Life Sciences, Hubei Normal University, Huangshi, China
| | - Zhiyong Ruan
- State Key Laboratory of Agricultural Microbiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China.,Key Laboratory of Microbial Resources (Ministry of Agriculture, China), Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Jing Li
- Zhijiang Liquor Industry Co., Ltd., Zhijiang, China
| | - Changyi Zhang
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Champaign, IL, United States
| | - Dengjin Shen
- State Key Laboratory of Agricultural Microbiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Nan Peng
- State Key Laboratory of Agricultural Microbiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Yunxiang Liang
- State Key Laboratory of Agricultural Microbiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| | - Shumiao Zhao
- State Key Laboratory of Agricultural Microbiology, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, China
| |
Collapse
|
22
|
Real-Time PCR and Quantitative Culture for Mycoplasma pneumoniae Load in Pharyngeal Swabs from Children at Preliminary Diagnosis and Discharge. BIOMED RESEARCH INTERNATIONAL 2020; 2020:9814916. [PMID: 31998803 PMCID: PMC6970502 DOI: 10.1155/2020/9814916] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Revised: 09/27/2019] [Accepted: 10/05/2019] [Indexed: 11/18/2022]
Abstract
Background Extensive studies have focused on the diagnosis and treatment of Mycoplasma pneumoniae infection; however, rare studies investigated the posttreatment conditions. We analyzed the carrying status of M. pneumoniae in the respiratory tract of children before and after treatment. Methods Ninety-two children with M. pneumoniae pneumonia were included in this study. Clinical data were obtained from each patient, and pharyngeal swab sampling was performed at preliminary diagnosis and discharge. Real-time PCR and dilution quantitative culture were utilized to determine the DNA quantification and number of viable M. pneumoniae from samples collected upon preliminary diagnosis and discharge. Results All the 92 cases showed DNA positivity upon preliminary diagnosis, serum IgM antibody was detected in 80 patients, and positivity of M. pneumoniae culture was observed in 82 cases. Upon discharge, the M. pneumoniae nucleotide and culture positivity were detected in 87 and 49 cases, respectively. The content of viable M. pneumoniae was 10–104 CCU/mL and 10–102 CCU/mL in the preliminary diagnosis samples and discharge samples, respectively. Conclusions Real-time PCR was rapid and effective for the qualitative diagnosis of M. pneumoniae at the early stage, but it cannot be used to evaluate the prognosis of patients with M. pneumoniae infection. Quantitative analysis for M. pneumoniae DNA could not directly reflex the viable strain content.
Collapse
|
23
|
Liang Z, Lin X, He Z, Li W, Ren X, Lin X. Dynamic changes of total acid and bacterial communities during the traditional fermentation of Hong Qu glutinous rice wine. ELECTRON J BIOTECHN 2020. [DOI: 10.1016/j.ejbt.2019.12.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
|
24
|
Dong K, Pan H, Yang D, Rao L, Zhao L, Wang Y, Liao X. Induction, detection, formation, and resuscitation of viable but non‐culturable state microorganisms. Compr Rev Food Sci Food Saf 2019; 19:149-183. [DOI: 10.1111/1541-4337.12513] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Revised: 10/21/2019] [Accepted: 11/14/2019] [Indexed: 01/05/2023]
Affiliation(s)
- Kai Dong
- Beijing Advanced Innovation Center for Food Nutrition and Human HealthCollege of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- College of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- Key Lab of Fruit and Vegetable ProcessingMinistry of Agriculture and Rural Affairs Beijing China
| | - Hanxu Pan
- Beijing Advanced Innovation Center for Food Nutrition and Human HealthCollege of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- College of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- Key Lab of Fruit and Vegetable ProcessingMinistry of Agriculture and Rural Affairs Beijing China
| | - Dong Yang
- Beijing Advanced Innovation Center for Food Nutrition and Human HealthCollege of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- College of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- Key Lab of Fruit and Vegetable ProcessingMinistry of Agriculture and Rural Affairs Beijing China
| | - Lei Rao
- Beijing Advanced Innovation Center for Food Nutrition and Human HealthCollege of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- College of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- Key Lab of Fruit and Vegetable ProcessingMinistry of Agriculture and Rural Affairs Beijing China
| | - Liang Zhao
- College of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- Key Lab of Fruit and Vegetable ProcessingMinistry of Agriculture and Rural Affairs Beijing China
| | - Yongtao Wang
- College of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- Key Lab of Fruit and Vegetable ProcessingMinistry of Agriculture and Rural Affairs Beijing China
| | - Xiaojun Liao
- Beijing Advanced Innovation Center for Food Nutrition and Human HealthCollege of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- College of Food Science and Nutritional EngineeringChina Agricultural University Beijing China
- Key Lab of Fruit and Vegetable ProcessingMinistry of Agriculture and Rural Affairs Beijing China
| |
Collapse
|
25
|
Lina F, Ting W, Lanfang W, Jun Y, Qi L, Yating W, Xing W, Guanghai J. Specific detection of Lysobacter antibioticus strains in agricultural soil using PCR and real-time PCR. FEMS Microbiol Lett 2019; 365:5094558. [PMID: 30202922 DOI: 10.1093/femsle/fny219] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Accepted: 09/07/2018] [Indexed: 11/13/2022] Open
Abstract
Lysobacter antibioticus is an important biocontrol bacteria against phytopathogens in soil, and with the ability to produce nonvolatile antimicrobial metabolites has been extensively characterised. It is important to establish applicable techniques to detect and monitor L. antibioticus directly and accurately in soil samples. We developed and tested 13 primer sets according to phenazine gene (phzA, phzB, phzD, phzF, phzS) and the cyclohexanone monooxygenase gene (phzNO1); a pair of primer phzNO1 F1/phzNO1 R1 based on the cyclohexanone monooxygenase (phzNO1) gene of L. antibioticus strain OH13 was selected and optimized polymerase chain reaction (PCR) amplification conditions for rapid and accurate detection. After screening eight strains of L. antibioticus, two strains of Lysobacter enzymogenes, one strain of Lysobacter capsici, Arthrobacterium, Bacillus, Microbacterium, Burkholderia, Pseudomonas and other bacterial strains isolated from different agricultural soils, the phzNO1 F1/phzNO1 R1 primers amplified a single PCR band of about 229 bp from L. antibioticus. The detection sensitivity with primers phzNO1 F1/phzNO1 R1 was 5.14 × 104 fg/25μL of genomic DNA and 2.254 × 1010 to 2.254 × 1011 colony-forming units/mL for the soil samples. Quantitative PCR assays were to develope as a specific method to monitor the L. antibioticus population in soil as well as guide soil micro-ecological management.
Collapse
Affiliation(s)
- Fu Lina
- Key Laboratory of Agriculture Biodiversity for Plant Disease Management under the Ministry of Education, Yunnan Agricultural University, Kunming 650201, P. R. China
| | - Wang Ting
- Key Laboratory of Agriculture Biodiversity for Plant Disease Management under the Ministry of Education, Yunnan Agricultural University, Kunming 650201, P. R. China
| | - Wei Lanfang
- Key Laboratory of Agriculture Biodiversity for Plant Disease Management under the Ministry of Education, Yunnan Agricultural University, Kunming 650201, P. R. China
| | - Yang Jun
- Key Laboratory of Agriculture Biodiversity for Plant Disease Management under the Ministry of Education, Yunnan Agricultural University, Kunming 650201, P. R. China
| | - Liu Qi
- Key Laboratory of Agriculture Biodiversity for Plant Disease Management under the Ministry of Education, Yunnan Agricultural University, Kunming 650201, P. R. China
| | - Wang Yating
- Key Laboratory of Agriculture Biodiversity for Plant Disease Management under the Ministry of Education, Yunnan Agricultural University, Kunming 650201, P. R. China
| | - Wang Xing
- Key Laboratory of Agriculture Biodiversity for Plant Disease Management under the Ministry of Education, Yunnan Agricultural University, Kunming 650201, P. R. China
| | - Ji Guanghai
- Key Laboratory of Agriculture Biodiversity for Plant Disease Management under the Ministry of Education, Yunnan Agricultural University, Kunming 650201, P. R. China
| |
Collapse
|
26
|
Zhou P, Xie G, Liang T, Yu B, Aguilar Z, Xu H. Rapid and quantitative detection of viable emetic Bacillus cereus by PMA-qPCR assay in milk. Mol Cell Probes 2019; 47:101437. [DOI: 10.1016/j.mcp.2019.101437] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Revised: 08/14/2019] [Accepted: 08/14/2019] [Indexed: 02/07/2023]
|
27
|
Detection of viable but nonculturable Vibrio parahaemolyticus in shrimp samples using improved real-time PCR and real-time LAMP methods. Food Control 2019. [DOI: 10.1016/j.foodcont.2019.04.003] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
|
28
|
Coton M, Hymery N, Piqueras J, Poirier E, Mounier J, Coton E, Picot A. Monascus spp. used in wheat kernel solid-state fermentations: growth, extrolite production and citrinin cytotoxicity. WORLD MYCOTOXIN J 2019. [DOI: 10.3920/wmj2018.2425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Monascus fermentation products can be consumed as food or feed supplements or used as food colouring or flavouring agents. In this study, qPCR and Q-TOF LC/MS methods were developed to monitor Monascus ruber and Monascus purpureus growth and extrolite (lovastatin, mevastatin, as well as the regulated mycotoxin, citrinin (CIT)) production, respectively. Wheat kernels were inoculated with one strain of each species during a solid-state fermentation followed over 63 days. Different growth and extrolite production patterns were clearly observed for the 2 tested strains. After 63 days, high lovastatin levels (up to 0.5 mg/g) were reached for M. ruber wheat fermented kernels while M. purpureus only yielded 0.1 mg/g of lovastatin at best, suggesting that M. ruber may be a better candidate for lovastatin production in a wheat-based model. Mevastatin levels were low and stable for both species. However, M. ruber fermented wheat kernels also contained the highest CIT content, up to 4.2 μg/g, i.e. at levels above the regulation threshold set by the European Union. CIT toxicity was then determined in vitro on bovine kidney cells, showing an IC10 of 6.10-4 M. At maximum concentrations encountered during solid-state fermentation, CIT toxicity was very low under chronic exposure.
Collapse
Affiliation(s)
- M. Coton
- Université Brest, Laboratoire Universitaire de Biodiversité et Ecologie Microbienne, 29280 Plouzané, France
| | - N. Hymery
- Université Brest, Laboratoire Universitaire de Biodiversité et Ecologie Microbienne, 29280 Plouzané, France
| | - J. Piqueras
- Université Brest, Laboratoire Universitaire de Biodiversité et Ecologie Microbienne, 29280 Plouzané, France
| | - E. Poirier
- Université Brest, Laboratoire Universitaire de Biodiversité et Ecologie Microbienne, 29280 Plouzané, France
| | - J. Mounier
- Université Brest, Laboratoire Universitaire de Biodiversité et Ecologie Microbienne, 29280 Plouzané, France
| | - E. Coton
- Université Brest, Laboratoire Universitaire de Biodiversité et Ecologie Microbienne, 29280 Plouzané, France
| | - A. Picot
- Université Brest, Laboratoire Universitaire de Biodiversité et Ecologie Microbienne, 29280 Plouzané, France
| |
Collapse
|
29
|
Development of propidium monoazide–recombinase polymerase amplification (PMA-RPA) assay for rapid detection of Streptococcus pyogenes and Streptococcus agalactiae. Mol Cell Probes 2018; 41:32-38. [DOI: 10.1016/j.mcp.2018.08.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Revised: 08/11/2018] [Accepted: 08/28/2018] [Indexed: 02/05/2023]
|
30
|
El-Aziz NKA, Tartor YH, El-Aziz Gharib AA, Ammar AM. Propidium Monoazide Quantitative Real-Time Polymerase Chain Reaction for Enumeration of Some Viable but Nonculturable Foodborne Bacteria in Meat and Meat Products. Foodborne Pathog Dis 2018; 15:226-234. [PMID: 29298099 DOI: 10.1089/fpd.2017.2356] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Foodborne infections due to bacterial pathogens are increasing worldwide. Given the surreptitious nature of viable but nonculturable (VBNC) bacteria, they largely remain a threat to public health and food safety due to their non-detectability through conventional plate count techniques. Hence, species-specific quantitative real-time polymerase chain reaction (PCR) (qPCR) alone and combined with the use of propidium monoazide (PMA) was used along with the plate count method to quantify VBNC Staphylococcus aureus, Bacillus cereus, Clostridium perfringens, and Enterobacteriaceae in fresh and processed meat samples. The major bacterial pathogen isolated was S. aureus (93%) followed by Enterobacteriaceae (80.33%), C. perfringens (26.33%), and B. cereus (21.33%); their total viable counts were mostly recorded in raw meat than examined meat products. PMA quantitative real-time PCR (PMA qRT-PCR) could detect and quantify VBNC bacteria in 90.48% of culture-negative samples. It affirmed the presence of VBNC S. aureus (n = 10), B. cereus (n = 8), C. perfringens (n = 6), and Enterobacteriaceae (n = 12) in either single or mixed bacterial contamination. The log10 mean values of VBNC bacterial counts were highly reported for C. perfringens and S. aureus (9.60 ± 0.449 and 8.27 ± 0.453 CFU/g, respectively) followed by Enterobacteriaceae (6.95 ± 0.564 CFU/g) and B. cereus (6.69 ± 0.749 CFU/g). Sequencing of rpoB gene of Enterobacteriaceae enabled the identification of Klebsiella pneumoniae complex, Enterobacter cloacae complex, and Salmonella Typhi, which have been reported to be capable of entry into the VBNC state. To our knowledge, this is the first report at least in Egypt that records the presence of VBNC cells in meat samples representing a strong threat to public health and food safety. Moreover, PMA qRT-PCR allowed a quick and unequivocal way of enumeration of VBNC foodborne bacteria.
Collapse
Affiliation(s)
- Norhan Khairy Abd El-Aziz
- Department of Microbiology, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Sharkia, Egypt
| | - Yasmine Hasanine Tartor
- Department of Microbiology, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Sharkia, Egypt
| | - Ahlam Abd El-Aziz Gharib
- Department of Microbiology, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Sharkia, Egypt
| | - Ahmed Mohamed Ammar
- Department of Microbiology, Faculty of Veterinary Medicine, Zagazig University, Zagazig, Sharkia, Egypt
| |
Collapse
|
31
|
Scariot MC, Venturelli GL, Prudêncio ES, Arisi ACM. Quantification of Lactobacillus paracasei viable cells in probiotic yoghurt by propidium monoazide combined with quantitative PCR. Int J Food Microbiol 2018; 264:1-7. [DOI: 10.1016/j.ijfoodmicro.2017.10.021] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Revised: 10/16/2017] [Accepted: 10/17/2017] [Indexed: 12/21/2022]
|
32
|
A pilot study on PCR-based detection of four foodborne pathogenic microorganisms. JOURNAL OF FOOD MEASUREMENT AND CHARACTERIZATION 2017. [DOI: 10.1007/s11694-017-9680-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
|