Cargando…

Spatial Systems Lipidomics Reveals Nonalcoholic Fatty Liver Disease Heterogeneity

[Image: see text] Hepatocellular lipid accumulation characterizes nonalcoholic fatty liver disease (NAFLD). However, the types of lipids associated with disease progression are debated, as is the impact of their localization. Traditional lipidomics analysis using liver homogenates or plasma dilutes...

Descripción completa

Detalles Bibliográficos
Autores principales: Ščupáková, Klára, Soons, Zita, Ertaylan, Gökhan, Pierzchalski, Keely A., Eijkel, Gert B., Ellis, Shane R., Greve, Jan W., Driessen, Ann, Verheij, Joanne, De Kok, Theo M., Olde Damink, Steven W. M., Rensen, Sander S., Heeren, Ron M. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2018
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5906754/
https://www.ncbi.nlm.nih.gov/pubmed/29570976
http://dx.doi.org/10.1021/acs.analchem.7b05215
_version_ 1783315439155150848
author Ščupáková, Klára
Soons, Zita
Ertaylan, Gökhan
Pierzchalski, Keely A.
Eijkel, Gert B.
Ellis, Shane R.
Greve, Jan W.
Driessen, Ann
Verheij, Joanne
De Kok, Theo M.
Olde Damink, Steven W. M.
Rensen, Sander S.
Heeren, Ron M. A.
author_facet Ščupáková, Klára
Soons, Zita
Ertaylan, Gökhan
Pierzchalski, Keely A.
Eijkel, Gert B.
Ellis, Shane R.
Greve, Jan W.
Driessen, Ann
Verheij, Joanne
De Kok, Theo M.
Olde Damink, Steven W. M.
Rensen, Sander S.
Heeren, Ron M. A.
author_sort Ščupáková, Klára
collection PubMed
description [Image: see text] Hepatocellular lipid accumulation characterizes nonalcoholic fatty liver disease (NAFLD). However, the types of lipids associated with disease progression are debated, as is the impact of their localization. Traditional lipidomics analysis using liver homogenates or plasma dilutes and averages lipid concentrations, and does not provide spatial information about lipid distribution. We aimed to characterize the distribution of specific lipid species related to NAFLD severity by performing label-free molecular analysis by mass spectrometry imaging (MSI). Fresh frozen liver biopsies from obese subjects undergoing bariatric surgery (n = 23) with various degrees of NAFLD were cryosectioned and analyzed by matrix-assisted laser desorption/ionization (MALDI)-MSI. Molecular identification was verified by tandem MS. Tissue sections were histopathologically stained, annotated according to the Kleiner classification, and coregistered with the MSI data set. Lipid pathway analysis was performed and linked to local proteome networks. Spatially resolved lipid profiles showed pronounced differences between nonsteatotic and steatotic tissues. Lipid identification and network analyses revealed phosphatidylinositols and arachidonic acid metabolism in nonsteatotic regions, whereas low–density lipoprotein (LDL) and very low–density lipoprotein (VLDL) metabolism was associated with steatotic tissue. Supervised and unsupervised discriminant analysis using lipid based classifiers outperformed simulated analysis of liver tissue homogenates in predicting steatosis severity. We conclude that lipid composition of steatotic and nonsteatotic tissue is highly distinct, implying that spatial context is important for understanding the mechanisms of lipid accumulation in NAFLD. MSI combined with principal component–linear discriminant analysis linking lipid and protein pathways represents a novel tool enabling detailed, comprehensive studies of the heterogeneity of NAFLD.
format Online
Article
Text
id pubmed-5906754
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher American Chemical Society
record_format MEDLINE/PubMed
spelling pubmed-59067542018-04-20 Spatial Systems Lipidomics Reveals Nonalcoholic Fatty Liver Disease Heterogeneity Ščupáková, Klára Soons, Zita Ertaylan, Gökhan Pierzchalski, Keely A. Eijkel, Gert B. Ellis, Shane R. Greve, Jan W. Driessen, Ann Verheij, Joanne De Kok, Theo M. Olde Damink, Steven W. M. Rensen, Sander S. Heeren, Ron M. A. Anal Chem [Image: see text] Hepatocellular lipid accumulation characterizes nonalcoholic fatty liver disease (NAFLD). However, the types of lipids associated with disease progression are debated, as is the impact of their localization. Traditional lipidomics analysis using liver homogenates or plasma dilutes and averages lipid concentrations, and does not provide spatial information about lipid distribution. We aimed to characterize the distribution of specific lipid species related to NAFLD severity by performing label-free molecular analysis by mass spectrometry imaging (MSI). Fresh frozen liver biopsies from obese subjects undergoing bariatric surgery (n = 23) with various degrees of NAFLD were cryosectioned and analyzed by matrix-assisted laser desorption/ionization (MALDI)-MSI. Molecular identification was verified by tandem MS. Tissue sections were histopathologically stained, annotated according to the Kleiner classification, and coregistered with the MSI data set. Lipid pathway analysis was performed and linked to local proteome networks. Spatially resolved lipid profiles showed pronounced differences between nonsteatotic and steatotic tissues. Lipid identification and network analyses revealed phosphatidylinositols and arachidonic acid metabolism in nonsteatotic regions, whereas low–density lipoprotein (LDL) and very low–density lipoprotein (VLDL) metabolism was associated with steatotic tissue. Supervised and unsupervised discriminant analysis using lipid based classifiers outperformed simulated analysis of liver tissue homogenates in predicting steatosis severity. We conclude that lipid composition of steatotic and nonsteatotic tissue is highly distinct, implying that spatial context is important for understanding the mechanisms of lipid accumulation in NAFLD. MSI combined with principal component–linear discriminant analysis linking lipid and protein pathways represents a novel tool enabling detailed, comprehensive studies of the heterogeneity of NAFLD. American Chemical Society 2018-03-23 2018-04-17 /pmc/articles/PMC5906754/ /pubmed/29570976 http://dx.doi.org/10.1021/acs.analchem.7b05215 Text en Copyright © 2018 American Chemical Society This is an open access article published under a Creative Commons Non-Commercial No Derivative Works (CC-BY-NC-ND) Attribution License (http://pubs.acs.org/page/policy/authorchoice_ccbyncnd_termsofuse.html) , which permits copying and redistribution of the article, and creation of adaptations, all for non-commercial purposes.
spellingShingle Ščupáková, Klára
Soons, Zita
Ertaylan, Gökhan
Pierzchalski, Keely A.
Eijkel, Gert B.
Ellis, Shane R.
Greve, Jan W.
Driessen, Ann
Verheij, Joanne
De Kok, Theo M.
Olde Damink, Steven W. M.
Rensen, Sander S.
Heeren, Ron M. A.
Spatial Systems Lipidomics Reveals Nonalcoholic Fatty Liver Disease Heterogeneity
title Spatial Systems Lipidomics Reveals Nonalcoholic Fatty Liver Disease Heterogeneity
title_full Spatial Systems Lipidomics Reveals Nonalcoholic Fatty Liver Disease Heterogeneity
title_fullStr Spatial Systems Lipidomics Reveals Nonalcoholic Fatty Liver Disease Heterogeneity
title_full_unstemmed Spatial Systems Lipidomics Reveals Nonalcoholic Fatty Liver Disease Heterogeneity
title_short Spatial Systems Lipidomics Reveals Nonalcoholic Fatty Liver Disease Heterogeneity
title_sort spatial systems lipidomics reveals nonalcoholic fatty liver disease heterogeneity
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5906754/
https://www.ncbi.nlm.nih.gov/pubmed/29570976
http://dx.doi.org/10.1021/acs.analchem.7b05215
work_keys_str_mv AT scupakovaklara spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT soonszita spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT ertaylangokhan spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT pierzchalskikeelya spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT eijkelgertb spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT ellisshaner spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT grevejanw spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT driessenann spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT verheijjoanne spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT dekoktheom spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT oldedaminkstevenwm spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT rensensanders spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity
AT heerenronma spatialsystemslipidomicsrevealsnonalcoholicfattyliverdiseaseheterogeneity