The microbiome of bulk tank milk: Characterization and associations with somatic cell count and bacterial count

被引:42
作者
Rodrigues, M. X. [1 ]
Lima, S. F. [2 ]
Canniatti-Brazaca, S. G. [1 ]
Bicalho, R. C. [2 ]
机构
[1] Univ Sao Paulo, Luiz de Queiroz Coll Agr, Dept Agroind Food & Nutr, BR-13418900 Piracicaba, SP, Brazil
[2] Cornell Univ, Coll Vet Med, Dept Populat Med & Diagnost Sci, Ithaca, NY 14853 USA
基金
美国食品与农业研究所;
关键词
milk; microbiome; quality; next-generation sequencing; Streptococcus; REAL-TIME PCR; RAW-MILK; STREPTOCOCCUS-AGALACTIAE; STAPHYLOCOCCUS-AUREUS; MANAGEMENT-PRACTICES; MASTITIS PATHOGENS; DAIRY HERDS; QUALITY; IDENTIFICATION; PREVALENCE;
D O I
10.3168/jds.2016-11540
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Numerous studies have evaluated associations between bacterial groups and milk quality parameters. However, to our knowledge, no research has been published that has analyzed associations between the microbiome and quality parameters of bulk tank milk (BTM). Thus, the aims of this study were to identify the core microbiome of BTM and to examine associations between the microbiome and milk quality parameters. Four hundred seventy-two BTM samples from 19 different dairy farms located in New York State were analyzed by next generation sequencing and quantitative PCR of the 16S rRNA gene to assess the milk microbiome and measure total bacterial load, respectively. Flow cytometry was used to determine bacterial and somatic cell counts. Heatmaps were constructed and simple linear regressions and response screening analysis were performed. To facilitate data analysis and interpretation of the results, we dichotomized the BTM samples into high (HSCC, >200,000) and low somatic cell count (LSCC, <= 200,000) and into high (HSPC, >3.6) and low log(10) SPC (LSPC, <= 3.6). Spoilage-causing, spore-forming, and pathogenic bacteria of importance to the dairy industry were identified in the core microbiome. In addition, the taxa Thermoanaerobacterium and 5-7N15 were identified in the core microbiome; to our knowledge, these genera have not been previously identified in milk samples. Several bacterial genera were encountered in significantly higher relative abundances in the HSCC group when compared with the LSCC group, including Corynebacterium, Streptococcus, Lactobacillus, Coxiella, Arthrobacter, and Lactococcus. Additionally, several bacterial taxa were found in significantly higher relative abundances in the HSPC groups versus the LSPC groups: Acinetobacter, Enterobacteriaceae, Corynebac-terium, and Streptococcus. In addition, Streptococcus was highly correlated with HSPC, and this genus was the second most abundant bacterial taxon detected in samples classified as HSCC. Bacterial diversity (Shannon index) was negatively correlated with bacterial load, suggesting that the microbiomes of high-bacterial load BTM samples are dominated by smaller groups of bacterial taxa. In conclusion, the associations described corroborated current knowledge about pathogens and spoilage bacteria in relationship to milk quality, and also indicated that other bacterial taxa should be a focus of further investigations.
引用
收藏
页码:2536 / 2552
页数:17
相关论文
共 49 条
  • [1] Anand S.K., 2011, Encyclopedia of Dairy Sciences, V2nd, P67, DOI DOI 10.1016/B978-0-12-374407-4.00270-3
  • [2] Complete Genome Sequence of Macrococcus caseolyticus Strain JS']JSCS5402, Reflecting the Ancestral Genome of the Human-Pathogenic Staphylococci
    Baba, Tadashi
    Kuwahara-Arai, Kyoko
    Uchiyama, Ikuo
    Takeuchi, Fumihiko
    Ito, Teruyo
    Hiramatsu, Keiichi
    [J]. JOURNAL OF BACTERIOLOGY, 2009, 191 (04) : 1180 - 1190
  • [3] Influence of raw milk quality on fluid milk shelf life
    Barbano, DM
    Ma, Y
    Santos, MV
    [J]. JOURNAL OF DAIRY SCIENCE, 2006, 89 : E15 - E19
  • [4] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [5] Foodborne Disease Outbreaks Caused by Bacillus cereus, Clostridium perfringens, and Staphylococcus aureus-United States, 1998-2008
    Bennett, Sarah D.
    Walsh, Kelly A.
    Gould, L. Hannah
    [J]. CLINICAL INFECTIOUS DISEASES, 2013, 57 (03) : 425 - 433
  • [6] Bokulich NA, 2013, NAT METHODS, V10, P57, DOI [10.1038/NMETH.2276, 10.1038/nmeth.2276]
  • [7] Lactic Acid Bacteria Isolated from Bovine Mammary Microbiota: Potential Allies against Bovine Mastitis
    Bouchard, Damien S.
    Seridan, Bianca
    Saraoui, Taous
    Rault, Lucie
    Germon, Pierre
    Gonzalez-Moreno, Candelaria
    Nader-Macias, Fatima M. E.
    Baud, Damien
    Francois, Patrice
    Chuat, Victoria
    Chain, Florian
    Langella, Philippe
    Nicoli, Jacques
    Le Loir, Yves
    Even, Sergine
    [J]. PLOS ONE, 2015, 10 (12):
  • [8] Ultra-high-throughput microbial community analysis on the Illumina HiSeq and MiSeq platforms
    Caporaso, J. Gregory
    Lauber, Christian L.
    Walters, William A.
    Berg-Lyons, Donna
    Huntley, James
    Fierer, Noah
    Owens, Sarah M.
    Betley, Jason
    Fraser, Louise
    Bauer, Markus
    Gormley, Niall
    Gilbert, Jack A.
    Smith, Geoff
    Knight, Rob
    [J]. ISME JOURNAL, 2012, 6 (08) : 1621 - 1624
  • [9] QIIME allows analysis of high-throughput community sequencing data
    Caporaso, J. Gregory
    Kuczynski, Justin
    Stombaugh, Jesse
    Bittinger, Kyle
    Bushman, Frederic D.
    Costello, Elizabeth K.
    Fierer, Noah
    Pena, Antonio Gonzalez
    Goodrich, Julia K.
    Gordon, Jeffrey I.
    Huttley, Gavin A.
    Kelley, Scott T.
    Knights, Dan
    Koenig, Jeremy E.
    Ley, Ruth E.
    Lozupone, Catherine A.
    McDonald, Daniel
    Muegge, Brian D.
    Pirrung, Meg
    Reeder, Jens
    Sevinsky, Joel R.
    Tumbaugh, Peter J.
    Walters, William A.
    Widmann, Jeremy
    Yatsunenko, Tanya
    Zaneveld, Jesse
    Knight, Rob
    [J]. NATURE METHODS, 2010, 7 (05) : 335 - 336
  • [10] Potential role of the intestinal microbiota of the mother in neonatal immune education
    Donnet-Hughes, Anne
    Perez, Pablo F.
    Dore, Joel
    Leclerc, Marion
    Levenez, Florence
    Benyacoub, Jalil
    Serrant, Patrick
    Segura-Roggero, Iris
    Schiffrin, Eduardo J.
    [J]. PROCEEDINGS OF THE NUTRITION SOCIETY, 2010, 69 (03) : 407 - 415