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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2012
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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) |
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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. |
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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 |
work_keys_str_mv |
AT kouroshzarringhalam statisticalanalysisoftheprocessescontrollingcholineandethanolamineglycerophospholipidmolecularspeciescomposition AT luzhang statisticalanalysisoftheprocessescontrollingcholineandethanolamineglycerophospholipidmolecularspeciescomposition AT michaelakiebish statisticalanalysisoftheprocessescontrollingcholineandethanolamineglycerophospholipidmolecularspeciescomposition AT kuiyang statisticalanalysisoftheprocessescontrollingcholineandethanolamineglycerophospholipidmolecularspeciescomposition AT xianlinhan statisticalanalysisoftheprocessescontrollingcholineandethanolamineglycerophospholipidmolecularspeciescomposition AT richardwgross statisticalanalysisoftheprocessescontrollingcholineandethanolamineglycerophospholipidmolecularspeciescomposition AT jeffreychuang statisticalanalysisoftheprocessescontrollingcholineandethanolamineglycerophospholipidmolecularspeciescomposition |
_version_ |
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