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http://dx.doi.org/10.5851/kosfa.2021.e10

High-Throughput Sequencing Reveals Bacterial Diversity in Raw Milk Production Environment and Production Chain in Tangshan City of China  

Cao, Huihui (Tangshan Food and Drug Comprehensive Testing Center)
Yan, Yanhua (Tangshan Food and Drug Comprehensive Testing Center)
Wang, Lei (Tangshan Food and Drug Comprehensive Testing Center)
Dong, Lixue (Tangshan Food and Drug Comprehensive Testing Center)
Pang, Xueliang (Tangshan Food and Drug Comprehensive Testing Center)
Tang, Sining (Hebei Agricultural Products Quality and Safety Testing Innovation Center)
Li, Aijun (Tangshan Food and Drug Comprehensive Testing Center)
Xiang, Aili (Hebei Agricultural Products Quality and Safety Testing Innovation Center)
Zhang, Litian (Tangshan Food and Drug Comprehensive Testing Center)
Zheng, Baiqin (Tangshan Food and Drug Comprehensive Testing Center)
Publication Information
Food Science of Animal Resources / v.41, no.3, 2021 , pp. 452-467 More about this Journal
Abstract
Raw milk is a nature media of microbiota that access milk from various sources, which constitutes a challenge in dairy production. This study characterizes the relationship between the raw milk quality and the bacteria diversity at different sampling sites in dairy farms, aiming to provide a strong scientific basis for good hygienic practices and optimized procedure in milk production. High-throughput sequencing of 16S rRNA V3-V4 region was used to analyze the components, abundance and diversity of 48 bacterial population sampled from 8 different sites in dairy farm: pre-sterilized cow's teats (C1), post-sterilized cow's teats (C2), milking cluster (E), milk in storage tank (M1), transport vehicle (M2), storage equipment (E2), cow's dung samples (F) and drinking water (W). Firmicutes account for predominantly 32.36% (C1), 44.62% (C2), 44.71% (E), 41.10% (M1), 45.08% (M2), 53.38% (F) of all annotated phyla. Proteobacteria accounts for 81.79% in W group and Actinobacteria 56.43% in E2 group. At the genus level, Acinetobacter was the most abundant genus that causes bovine mastitis, Acinetobacter and Arthrobacter were dominant in C1, C2, and E groups, Kocuria in E2 group and Arcobacter in W group. E, C1, and C2 group have very similar bacterial composition, and M1 and M2 demonstrated similar composition, indicating that the milking cluster was polluted by the environment or contact with cow udders. Bacterial population composition in different sampling sites identified by NGS reveals a correlation between the bacteria communities of raw milk production chain and the quality of raw milk.
Keywords
high-throughput nucleotide sequencing; microbial community composition; environmental microbiology;
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1 Rasolofo EA, St-Gelais D, LaPointe G, Roy D. 2010. Molecular analysis of bacterial population structure and dynamics during cold storage of untreated and treated milk. Int J Food Microbiol 138:108-118.   DOI
2 Salovuo H, Ronkainen P, Heino A. 2005. Introduction of automatic milking system in Finland effect on milk quality. Agric Food Sci 14:346-353.   DOI
3 Smith DP, Peay KG. 2014. Sequence depth, not PCR replication, improves ecological inference from next generation DNA sequencing. PLOS ONE 9:e90234.   DOI
4 Sorensen LP, Bjerring M, Lovendahl P. 2016. Monitoring individual cow udder health in automated milking systems using online somatic cell counts. J Dairy Sci 99:608-620.   DOI
5 Thorning TK, Raben A, Thorning T, Soedamah-Muthu SS, Givens I, Astrup A. 2016. Milk and dairy products: Good or bad for human health? An assessment of the totality of scientific evidence. Food Nutr Res 60:32527.   DOI
6 Vacheyrou M, Normand AC, Guyot P, Cassagne C, Piarroux R, Bouton Y. 2011. Cultivable microbial communities in raw cow milk and potential transfers from stables of sixteen French farms. Int J Food Microbiol 146:253-262.   DOI
7 Wang Q, Garrity GM, Tiedje JM, Cole JR. 2007. Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Appl Environ Microbiol 73:5261-5267.   DOI
8 Wouters JTM, Ayad EHE, Hugenholtz J, Smit G. 2002. Microbes from raw milk for fermented dairy products. Int Dairy J 12:91-109.   DOI
9 Delbes C, Ali-Mandjee L, Montel MC. 2007. Monitoring bacterial communities in raw milk and cheese by culture-dependent and -independent 16S rRNA gene-based analyses. Appl Environ Microbiol 73:1882-1891.   DOI
10 De Silva SASD, Kanugala KANP, Weerakkody NS. 2016. Microbiological quality of raw milk and effect on quality by implementing good management practices. Procedia Food Sci 6:92-96.   DOI
11 Edgar RC. 2013. UPARSE: Highly accurate OTU sequences from microbial amplicon reads. Nat Methods 10:996-998.   DOI
12 Edgar RC, Haas BJ, Clemente JC, Quince C, Knight R. 2011. UCHIME improves sensitivity and speed of chimera detection. Bioinformatics 27:2194-2200.   DOI
13 Johnson B, Joseph M, Jose S, Jose S, Kinne J, Wernery U. 2015. The microflora of teat canals and udder cisterns in nonlactating dromedaries. J Camel Pract Res 22:55-59.   DOI
14 Ercolini D, De Filippis F, La Storia A, Iacono M. 2012. "Remake" by high-throughput sequencing of the microbiota involved in the production of water buffalo mozzarella cheese. Appl Environ Microbiol 78:8142-8145.   DOI
15 Abriouel H, Martin-Platero A, Maqueda M, Valdivia E, Martinez-Bueno M. 2008. Biodiversity of the microbial community in a Spanish farmhouse cheese as revealed by culture-dependent and culture-independent methods. Int J Food Microbiol 127:200-208.   DOI
16 Avershina E, Trine F, Knut R. 2013. De novo semi-alignment of 16S rRNA gene sequences for deep phylogenetic characterization of next generation sequencing data. Microbes Environ 28:211-216.   DOI
17 Cicconi-Hogan KM, Gamroth M, Richert R, Ruegg PL, Stiglbauer KE, Schukken YH. 2013. Associations of risk factors with somatic cell count in bulk tank milk on organic and conventional dairy farms in the United States. J Dairy Sci 96:3689-3702.   DOI
18 Coorevits A, De Jonghe V, Vandroemme J, Reekmans R, Heyrman J, Messens W, De Vos P, Heyndrickx M. 2008. Comparative analysis of the diversity of aerobic spore-forming bacteria in raw milk from organic and conventional dairy farms. Syst Appl Microbiol 31:126-140.   DOI
19 Hagi T, Kobayashi M, Nomura M. 2010. Molecular-based analysis of changes in indigenous milk microflora during the grazing period. Biosci Biotechnol Biochem 74:484-487.   DOI
20 Hagi T, Sasaki K, Aso H, Nomura M. 2013. Adhesive properties of predominant bacteria in raw cow's milk to bovine mammary gland epithelial cells. Folia Microbiol 58:515-522.   DOI
21 Jones T, Newburn T. 2002. The transformation of policing? understanding current trends in policing systems. Br J Criminol 42:129-146.   DOI
22 Liu W, Zheng Y, Kwok LY, Sun Z, Zhang J, Guo Z, Hou Q, Menhe B, Zhang H. 2015. High-throughput sequencing for the detection of the bacterial and fungal diversity in Mongolian naturally fermented cow's milk in Russia. BMC Microbiol 15:45.   DOI
23 Garedew L, Berhanu A, Mengesha D, Tsegay G. 2012. Identification of gram-negative bacteria from critical control points of raw and pasteurized cow milk consumed at gondar town and its suburbs, Ethiopia. BMC Public Health 12:950.   DOI
24 Fadrosh DW, Ma B, Gajer P, Sengamalay N, Ott S, Brotman RM, Ravel J. 2014. An improved dual-indexing approach for multiplexed 16S rRNA gene sequencing on the illumina MiSeq platform. Microbiome 2:6.   DOI
25 Fouts DE, Szpakowski S, Purushe J, Torralba M, Waterman RC, MacNeil MD, Alexander LJ, Nelson KE. 2012. Next generation sequencing to define prokaryotic and fungal diversity in the bovine rumen. PLOS ONE 7:e48289.   DOI
26 Gabriels G, Lambert M, Smith P, Wiesner L, Hiss D. 2015. Melamine contamination in nutritional supplements-is it an alarm bell for the general consumer, athletes, and 'weekend warriors?' Nutr J 14:69.   DOI
27 Gleeson D, O'Brien B, Flynn J, O'Callaghan E, Galli F. 2009. Effect of pre-milking teat preparation procedures on the microbial count on teats prior to cluster application. Ir Vet J 62:461.   DOI
28 Quigley L, O'Sullivan O, Beresford TP, Ross RP, Fitzgerald GF, Cotter PD. 2012. High-throughput sequencing for detection of subpopulations of bacteria not previously associated with artisanal cheeses. Appl Environ Microbiol 78:5717-5723.   DOI
29 Magoc T, Salzberg SL. 2011. FLASH: Fast length adjustment of short reads to improve genome assemblies. Bioinformatics 27:2957-2963.   DOI
30 Marjan S, Das KK, Munshi SK, Noor R. 2014. Drug-resistant bacterial pathogens in milk and some milk products. Nutr Food Sci 44:241-248.   DOI
31 Raats D, Offek M, Minz D, Halpern M. 2011. Molecular analysis of bacterial communities in raw cow milk and the impact of refrigeration on its structure and dynamics. Food Microbiol 28:465-471.   DOI