Multivariate Analysis for Molecular Species of Cholesteryl Ester in the Human Serum

Anal Sci. 2020 Mar 10;36(3):373-378. doi: 10.2116/analsci.19P321. Epub 2019 Nov 15.

Abstract

Cholesteryl ester (CE) is an ester of cholesterol and fatty acid (FA). Plasma CE reflects complicated metabolisms of cholesterol, phospholipids, lipoproteins, and dietary FAs. An informatics approach could be useful for analysis of the CE species. In this study, two basic dimension reduction methods, principal component analysis (PCA) and factor analysis, were applied to serum CE species determined by LC-MS/MS in a Japanese population (n = 545). PCA and factor analysis both reflected the size (concentration), food source, fat solubility, and biological aspect of the CE species. In a comparison between PCA (PC4) and factor analysis (factor 4), the latter was found to be more suggestive from a biological aspect of n-6 FAs. Cholesteryl docosahexaenoate (DHA) was found to be unique by a factor analysis, possibly relevant to the unique accumulation of DHA in the brain. An informatics approach, especially factor analysis, might be useful for the analysis of complicated metabolism of CE species in the serum.

Keywords: Factor analysis; LC-MS/MS; cholesterol; epidemiology; fatty acid; principal component analysis.

MeSH terms

  • Cholesterol
  • Cholesterol Esters / blood*
  • Chromatography, Liquid
  • Docosahexaenoic Acids
  • Fatty Acids
  • Humans
  • Multivariate Analysis
  • Phospholipids
  • Tandem Mass Spectrometry

Substances

  • Cholesterol Esters
  • Fatty Acids
  • Phospholipids
  • Docosahexaenoic Acids
  • Cholesterol