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1.
Anal Chem ; 90(8): 5130-5138, 2018 04 17.
Artigo em Inglês | MEDLINE | ID: mdl-29570976

RESUMO

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.


Assuntos
Lipídeos/análise , Hepatopatia Gordurosa não Alcoólica/patologia , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz/métodos , Área Sob a Curva , Análise Discriminante , Humanos , Lipoproteínas LDL/metabolismo , Lipoproteínas VLDL/metabolismo , Fígado/metabolismo , Fígado/patologia , Hepatopatia Gordurosa não Alcoólica/metabolismo , Análise de Componente Principal , Curva ROC , Índice de Gravidade de Doença
2.
Angew Chem Int Ed Engl ; 56(25): 7146-7150, 2017 06 12.
Artigo em Inglês | MEDLINE | ID: mdl-28493648

RESUMO

Mass spectrometry imaging (MSI) simultaneously detects and identifies the spatial distribution of numerous molecules throughout tissues. Currently, MSI is limited to providing a static and ex vivo snapshot of highly dynamic systems in which molecules are constantly synthesized and consumed. Herein, we demonstrate an innovative MSI methodology to study dynamic molecular changes of amino acids within biological tissues by measuring the dilution and conversion of stable isotopes in a mouse model. We evaluate the method specifically on hepatocellular metabolism of the essential amino acid l-phenylalanine, associated with liver diseases. Crucially, the method reveals the localized dynamics of l-phenylalanine metabolism, including its in vivo hydroxylation to l-tyrosine and co-localization with other liver metabolites in a time course of samples from different animals. This method thus enables the dynamics of localized biochemical synthesis to be studied directly from biological tissues.


Assuntos
Isótopos de Carbono/metabolismo , Carcinoma Hepatocelular/metabolismo , Neoplasias Hepáticas/metabolismo , Espectrometria de Massas/métodos , Fenilalanina/metabolismo , Tirosina/metabolismo , Animais , Modelos Animais de Doenças , Cromatografia Gasosa-Espectrometria de Massas/métodos , Xenoenxertos , Hidroxilação , Cinética , Camundongos , Camundongos Nus , Reprodutibilidade dos Testes , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz/métodos , Espectroscopia de Infravermelho com Transformada de Fourier , Espectrometria de Massas em Tandem/métodos
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