Use of principal factor analysis to generate a corn silage fermentative quality index to rank well- or poorly preserved forages

Antonio Gallo*, Gianluca Giuberti, Sara Bruschi, Paola Fortunati, Francesco Masoero

*Autore corrispondente per questo lavoro

Risultato della ricerca: Contributo in rivistaArticolo in rivistapeer review

15 Citazioni (Scopus)

Abstract

BACKGROUND: To investigate corn silage fermentative quality, a principal factor analysis was carried out on a database\r\nconsisting of 196 corn silages sampled from the core, lateral and apical parts of silo feed-out face and characterised by 36\r\nvariables. Eleven principal factor components (PCs) were retained and interpreted. Two PCs were related to chemical and\r\ndigestibility variables; four PCs were characterised by end-products associated with clostridia, heterolactic, homolactic or\r\naerobic fermentations; two PCs were associated withmycotoxins produced by Penicillium roqueforti or by Aspergillus fumigatus\r\nand Fusariumspp., while three PCs explained ensiling procedures adopted to store corn silages.\r\nRESULTS: Lower (P<0.05) yeast ormould counts and greater (P<0.05) aerobic stabilityweremeasured in core than in peripheral\r\nsamples. Excluding PCs related to ensiling procedures, other PCswere able to predictmicrobiological counts, aerobic stability or\r\nbiogenic amine content as verifiedby multiple linear regression analysis. Based onthese results, several corn silage quality index\r\ncalculations were computed by using a summative equation approach in which different PCs as well as diverse relative weights\r\nmultiplying each PCs were combined. To compute definitive index calculation, only PCs explaining clostridia, heterolactic and\r\nhomolactic fermentations were used with relative weights of 30%, 50% and 20%.\r\nCONCLUSIONS: The new proposed fermentative quality index was highly correlated to parameters related to corn silage\r\nfermentative quality, such as microbiological counts, aerobic stability or biogenic amines and it properly discriminated welland\r\npoorly preserved forages.
Lingua originaleEnglish
pagine (da-a)1686-1696
Numero di pagine11
RivistaJournal of the Science of Food and Agriculture
Volume96
Numero di pubblicazione5
DOI
Stato di pubblicazionePubblicato - 2016

All Science Journal Classification (ASJC) codes

  • ???subjectarea.asjc.1300.1305???
  • ???subjectarea.asjc.1100.1106???
  • ???subjectarea.asjc.1100.1102???
  • ???subjectarea.asjc.2900.2916???

Keywords

  • aerobic stability
  • corn silage
  • fermentative quality index
  • microbial counts
  • principal factor analysis

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