Statistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.

The regulation and maintenance of the cellular lipidome through biosynthetic, remodeling, and catabolic mechanisms are critical for biological homeostasis during development, health and disease. These complex mechanisms control the architectures of lipid molecular species, which have diverse yet hig...

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Autores principales: Kourosh Zarringhalam, Lu Zhang, Michael A Kiebish, Kui Yang, Xianlin Han, Richard W Gross, Jeffrey Chuang
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Publicado: Public Library of Science (PLoS) 2012
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Acceso en línea:https://doaj.org/article/8af86a3295b048efa785f2dce5f4f2cd
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spelling oai:doaj.org-article:8af86a3295b048efa785f2dce5f4f2cd2021-11-18T07:17:25ZStatistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.1932-620310.1371/journal.pone.0037293https://doaj.org/article/8af86a3295b048efa785f2dce5f4f2cd2012-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/22662143/pdf/?tool=EBIhttps://doaj.org/toc/1932-6203The regulation and maintenance of the cellular lipidome through biosynthetic, remodeling, and catabolic mechanisms are critical for biological homeostasis during development, health and disease. These complex mechanisms control the architectures of lipid molecular species, which have diverse yet highly regulated fatty acid chains at both the sn1 and sn2 positions. Phosphatidylcholine (PC) and phosphatidylethanolamine (PE) serve as the predominant biophysical scaffolds in membranes, acting as reservoirs for potent lipid signals and regulating numerous enzymatic processes. Here we report the first rigorous computational dissection of the mechanisms influencing PC and PE molecular architectures from high-throughput shotgun lipidomic data. Using novel statistical approaches, we have analyzed multidimensional mass spectrometry-based shotgun lipidomic data from developmental mouse heart and mature mouse heart, lung, brain, and liver tissues. We show that in PC and PE, sn1 and sn2 positions are largely independent, though for low abundance species regulatory processes may interact with both the sn1 and sn2 chain simultaneously, leading to cooperative effects. Chains with similar biochemical properties appear to be remodeled similarly. We also see that sn2 positions are more regulated than sn1, and that PC exhibits stronger cooperative effects than PE. A key aspect of our work is a novel statistically rigorous approach to determine cooperativity based on a modified Fisher's exact test using Markov Chain Monte Carlo sampling. This computational approach provides a novel tool for developing mechanistic insight into lipidomic regulation.Kourosh ZarringhalamLu ZhangMichael A KiebishKui YangXianlin HanRichard W GrossJeffrey ChuangPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 7, Iss 5, p e37293 (2012)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Kourosh Zarringhalam
Lu Zhang
Michael A Kiebish
Kui Yang
Xianlin Han
Richard W Gross
Jeffrey Chuang
Statistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.
description The regulation and maintenance of the cellular lipidome through biosynthetic, remodeling, and catabolic mechanisms are critical for biological homeostasis during development, health and disease. These complex mechanisms control the architectures of lipid molecular species, which have diverse yet highly regulated fatty acid chains at both the sn1 and sn2 positions. Phosphatidylcholine (PC) and phosphatidylethanolamine (PE) serve as the predominant biophysical scaffolds in membranes, acting as reservoirs for potent lipid signals and regulating numerous enzymatic processes. Here we report the first rigorous computational dissection of the mechanisms influencing PC and PE molecular architectures from high-throughput shotgun lipidomic data. Using novel statistical approaches, we have analyzed multidimensional mass spectrometry-based shotgun lipidomic data from developmental mouse heart and mature mouse heart, lung, brain, and liver tissues. We show that in PC and PE, sn1 and sn2 positions are largely independent, though for low abundance species regulatory processes may interact with both the sn1 and sn2 chain simultaneously, leading to cooperative effects. Chains with similar biochemical properties appear to be remodeled similarly. We also see that sn2 positions are more regulated than sn1, and that PC exhibits stronger cooperative effects than PE. A key aspect of our work is a novel statistically rigorous approach to determine cooperativity based on a modified Fisher's exact test using Markov Chain Monte Carlo sampling. This computational approach provides a novel tool for developing mechanistic insight into lipidomic regulation.
format article
author Kourosh Zarringhalam
Lu Zhang
Michael A Kiebish
Kui Yang
Xianlin Han
Richard W Gross
Jeffrey Chuang
author_facet Kourosh Zarringhalam
Lu Zhang
Michael A Kiebish
Kui Yang
Xianlin Han
Richard W Gross
Jeffrey Chuang
author_sort Kourosh Zarringhalam
title Statistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.
title_short Statistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.
title_full Statistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.
title_fullStr Statistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.
title_full_unstemmed Statistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.
title_sort statistical analysis of the processes controlling choline and ethanolamine glycerophospholipid molecular species composition.
publisher Public Library of Science (PLoS)
publishDate 2012
url https://doaj.org/article/8af86a3295b048efa785f2dce5f4f2cd
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