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1.
Mol Cell ; 79(5): 758-767.e6, 2020 09 03.
Artigo em Inglês | MEDLINE | ID: mdl-32755596

RESUMO

During proteotoxic stress, bacteria maintain critical processes like DNA replication while removing misfolded proteins, which are degraded by the Lon protease. Here, we show that in Caulobacter crescentus Lon controls deoxyribonucleoside triphosphate (dNTP) pools during stress through degradation of the transcription factor CcrM. Elevated dNTP/nucleotide triphosphate (NTP) ratios in Δlon cells protects them from deletion of otherwise essential deoxythymidine triphosphate (dTTP)-producing pathways and shields them from hydroxyurea-induced loss of dNTPs. Increased dNTP production in Δlon results from higher expression of ribonucleotide reductase driven by increased CcrM. We show that misfolded proteins can stabilize CcrM by competing for limited protease and that Lon-dependent control of dNTPs improves fitness during protein misfolding conditions. We propose that linking dNTP production with availability of Lon allows Caulobacter to maintain replication capacity when misfolded protein burden increases, such as during rapid growth. Because Lon recognizes misfolded proteins regardless of the stress, this mechanism allows for response to a variety of unanticipated conditions.


Assuntos
Caulobacter crescentus/metabolismo , Nucleotídeos/metabolismo , Protease La/metabolismo , Dobramento de Proteína , Proteínas de Bactérias/metabolismo , Caulobacter crescentus/enzimologia , Elementos de DNA Transponíveis , Didesoxinucleosídeos/metabolismo , Regulação Bacteriana da Expressão Gênica , Nucleotídeo Desaminases/genética , Nucleotídeo Desaminases/metabolismo , Ribonucleotídeo Redutases/metabolismo , Estresse Fisiológico , Fatores de Transcrição/metabolismo , Regulação para Cima
2.
Proc Natl Acad Sci U S A ; 120(9): e2214165120, 2023 02 28.
Artigo em Inglês | MEDLINE | ID: mdl-36802435

RESUMO

Viruses produce more viruses by manipulating the metabolic and replication systems of their host cells. Many have acquired metabolic genes from ancestral hosts and use the encoded enzymes to subvert host metabolism. The polyamine spermidine is required for bacteriophage and eukaryotic virus replication, and herein, we have identified and functionally characterized diverse phage- and virus-encoded polyamine metabolic enzymes and pathways. These include pyridoxal 5'-phosphate (PLP)-dependent ornithine decarboxylase (ODC), pyruvoyl-dependent ODC and arginine decarboxylase (ADC), arginase, S-adenosylmethionine decarboxylase (AdoMetDC/speD), spermidine synthase, homospermidine synthase, spermidine N-acetyltransferase, and N-acetylspermidine amidohydrolase. We identified homologs of the spermidine-modified translation factor eIF5a encoded by giant viruses of the Imitervirales. Although AdoMetDC/speD is prevalent among marine phages, some homologs have lost AdoMetDC activity and have evolved into pyruvoyl-dependent ADC or ODC. The pelagiphages that encode the pyruvoyl-dependent ADCs infect the abundant ocean bacterium Candidatus Pelagibacter ubique, which we have found encodes a PLP-dependent ODC homolog that has evolved into an ADC, indicating that infected cells would contain both PLP- and pyruvoyl-dependent ADCs. Complete or partial spermidine or homospermidine biosynthetic pathways are found encoded in the giant viruses of the Algavirales and Imitervirales, and in addition, some viruses of the Imitervirales can release spermidine from the inactive N-acetylspermidine. In contrast, diverse phages encode spermidine N-acetyltransferase that can sequester spermidine into its inactive N-acetyl form. Together, the virome-encoded enzymes and pathways for biosynthesis and release or biochemical sequestration of spermidine or its structural analog homospermidine consolidate and expand evidence supporting an important and global role of spermidine in virus biology.


Assuntos
Poliaminas , Espermidina , Poliaminas/metabolismo , Espermidina/metabolismo , Ornitina Descarboxilase/genética , Acetiltransferases
3.
J Biol Chem ; 300(5): 107281, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38588807

RESUMO

Spermine synthase is an aminopropyltransferase that adds an aminopropyl group to the essential polyamine spermidine to form tetraamine spermine, needed for normal human neural development, plant salt and drought resistance, and yeast CoA biosynthesis. We functionally identify for the first time bacterial spermine synthases, derived from phyla Bacillota, Rhodothermota, Thermodesulfobacteriota, Nitrospirota, Deinococcota, and Pseudomonadota. We also identify bacterial aminopropyltransferases that synthesize the spermine same mass isomer thermospermine, from phyla Cyanobacteriota, Thermodesulfobacteriota, Nitrospirota, Dictyoglomota, Armatimonadota, and Pseudomonadota, including the human opportunistic pathogen Pseudomonas aeruginosa. Most of these bacterial synthases were capable of synthesizing spermine or thermospermine from the diamine putrescine and so possess also spermidine synthase activity. We found that most thermospermine synthases could synthesize tetraamine norspermine from triamine norspermidine, that is, they are potential norspermine synthases. This finding could explain the enigmatic source of norspermine in bacteria. Some of the thermospermine synthases could synthesize norspermidine from diamine 1,3-diaminopropane, demonstrating that they are potential norspermidine synthases. Of 18 bacterial spermidine synthases identified, 17 were able to aminopropylate agmatine to form N1-aminopropylagmatine, including the spermidine synthase of Bacillus subtilis, a species known to be devoid of putrescine. This suggests that the N1-aminopropylagmatine pathway for spermidine biosynthesis, which bypasses putrescine, may be far more widespread than realized and may be the default pathway for spermidine biosynthesis in species encoding L-arginine decarboxylase for agmatine production. Some thermospermine synthases were able to aminopropylate N1-aminopropylagmatine to form N12-guanidinothermospermine. Our study reveals an unsuspected diversification of bacterial polyamine biosynthesis and suggests a more prominent role for agmatine.


Assuntos
Bactérias , Proteínas de Bactérias , Espermidina Sintase , Espermina Sintase , Bactérias/enzimologia , Bactérias/genética , Proteínas de Bactérias/metabolismo , Proteínas de Bactérias/genética , Espermidina/metabolismo , Espermidina/análogos & derivados , Espermidina/biossíntese , Espermidina Sintase/metabolismo , Espermidina Sintase/genética , Espermina/metabolismo , Espermina/análogos & derivados , Espermina/biossíntese , Espermina Sintase/metabolismo , Espermina Sintase/genética , Poliaminas/metabolismo , Alquil e Aril Transferases/biossíntese , Alquil e Aril Transferases/genética , Agmatina/química , Agmatina/metabolismo
4.
bioRxiv ; 2024 Jul 13.
Artigo em Inglês | MEDLINE | ID: mdl-39026691

RESUMO

Pseudomonas aeruginosa (PA), an opportunistic gram-negative pathogen, is the most common pathogen identified in all culture positive cases of infectious keratitis. Extracellular vesicles (EVs) are released by most cells in the body and function in intercellular communication. We have previously reported a change in the proteome of host-derived EVs from corneal epithelial cells during PA infection. In the present study, we investigated changes in the metabolome of host-derived EVs from PA infected (PA-C EVs) and non-infected cells (C EVs). We found that one metabolite, palmitoyl carnitine (PAMC), was significantly upregulated in PA-C EVs. To determine the significance of PAMC release, we investigated the effect of PAMC treatment on corneal epithelial cells and neutrophils. EVs were isolated from culture media using size exclusion chromatography. EVs were then characterized using nanoparticle tracking analysis, transmission electron microscopy, and western blot. Metabolomics was performed using an untargeted approach. We found that palmitoyl carnitine (PAMC) was the most abundant metabolite present in PA-C EVs and was increased more than 3 fold compared to C EVs. Treatment of corneal epithelial cells with increasing levels of PAMC increased nuclear translocation of the NF-κB subunit p65. This was associated with an increase in IL-8 production and neutrophil migration. PAMC also increased levels of mitochondrial calcium. Upon inoculation of corneal epithelial cells with PA, 50 µM PAMC completely eradicated intracellular PA, but stimulated growth of extracellular PA. Taken together, these findings suggest that PA exploits EV release by host cells to deplete PAMC from the intracellular environment.

5.
bioRxiv ; 2024 Jun 25.
Artigo em Inglês | MEDLINE | ID: mdl-38979356

RESUMO

Pseudomonas aeruginosa (PA) is a gram-negative opportunistic pathogen that can infect the cornea as a result of trauma or contact lens wear. In addition to their known energy producing role, mitochondria are important mediators of immune signaling and host defense. While certain pathogens have developed strategies to evade host defenses by modulating host mitochondrial dynamics and metabolism, the ability of PA to harness host cell mitochondria during corneal infection is unknown. Using a combination of biochemical and imaging techniques, we show that PA infection of corneal epithelial cells induced mitochondrial fission in a DRP1-dependent manner that preceded PINK1/Parkin and FUNDC1-mediated mitophagy. PA also impaired NADH-linked respiration through a reduction in complex 1. This corresponded to a decrease in metabolic pathways related to glycolysis and the TCA cycle. Metabolomics analysis further demonstrated an upregulation of the pentose phosphate pathway, arginine, purine, and pyrimidine metabolism in PA infected cells. These pathways may provide a key source of nucleotides, amino acids, and nitrogen for both the host cell and PA, in addition to antioxidant functions. Following treatment with gentamicin to kill all extracellular bacteria, metabolic flux analysis showed that corneal epithelial cells were able to restore mitochondrial function despite the continued presence of intracellular PA. Taken together, these data demonstrate that mitochondrial dysfunction and metabolic rewiring in host cells is triggered by extracellular PA, but once inside, PA requires healthy mitochondria to ensure host cell survival.

6.
ACS Chem Biol ; 19(6): 1339-1350, 2024 Jun 21.
Artigo em Inglês | MEDLINE | ID: mdl-38829020

RESUMO

N-Pyridinylthiophene carboxamide (compound 21) displays activity against peripheral nerve sheath cancer cells and mouse xenografts by an unknown mechanism. Through medicinal chemistry, we identified a more active derivative, compound 9, and found that only analogues with structures similar to nicotinamide retained activity. Genetic screens using compound 9 found that both NAMPT and NMNAT1, enzymes in the NAD salvage pathway, are necessary for activity. Compound 9 is metabolized by NAMPT and NMNAT1 into an adenine dinucleotide (AD) derivative in a cell-free system, cultured cells, and mice, and inhibition of this metabolism blocked compound activity. AD analogues derived from compound 9 inhibit IMPDH in vitro and cause cell death by inhibiting IMPDH in cells. These findings nominate these compounds as preclinical candidates for the development of tumor-activated IMPDH inhibitors to treat neuronal cancers.


Assuntos
NAD , Niacinamida , Tiofenos , Animais , NAD/metabolismo , Humanos , Camundongos , Niacinamida/análogos & derivados , Niacinamida/metabolismo , Niacinamida/farmacologia , Niacinamida/química , Tiofenos/farmacologia , Tiofenos/química , Tiofenos/metabolismo , Linhagem Celular Tumoral , IMP Desidrogenase/antagonistas & inibidores , IMP Desidrogenase/metabolismo , Antineoplásicos/farmacologia , Antineoplásicos/química , Nicotinamida Fosforribosiltransferase/metabolismo , Nicotinamida Fosforribosiltransferase/antagonistas & inibidores , Neoplasias de Bainha Neural/tratamento farmacológico , Neoplasias de Bainha Neural/metabolismo , Neoplasias de Bainha Neural/patologia , Inibidores Enzimáticos/farmacologia , Inibidores Enzimáticos/química , Nicotinamida-Nucleotídeo Adenililtransferase/metabolismo , Nicotinamida-Nucleotídeo Adenililtransferase/antagonistas & inibidores
7.
Nat Metab ; 6(6): 1076-1091, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38777856

RESUMO

Nutrient handling is an essential function of the gastrointestinal tract. Hormonal responses of small intestinal enteroendocrine cells (EECs) have been extensively studied but much less is known about the role of colonic EECs in metabolic regulation. To address this core question, we investigated a mouse model deficient in colonic EECs. Here we show that colonic EEC deficiency leads to hyperphagia and obesity. Furthermore, colonic EEC deficiency results in altered microbiota composition and metabolism, which we found through antibiotic treatment, germ-free rederivation and transfer to germ-free recipients, to be both necessary and sufficient for the development of obesity. Moreover, studying stool and blood metabolomes, we show that differential glutamate production by intestinal microbiota corresponds to increased appetite and that colonic glutamate administration can directly increase food intake. These observations shed light on an unanticipated host-microbiota axis in the colon, part of a larger gut-brain axis, that regulates host metabolism and body weight.


Assuntos
Colo , Células Enteroendócrinas , Microbioma Gastrointestinal , Obesidade , Animais , Células Enteroendócrinas/metabolismo , Camundongos , Colo/microbiologia , Colo/metabolismo , Obesidade/metabolismo , Obesidade/microbiologia , Camundongos Endogâmicos C57BL , Ácido Glutâmico/metabolismo , Eixo Encéfalo-Intestino , Hiperfagia/metabolismo
8.
Electrophoresis ; 34(19): 2910-7, 2013 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-23856972

RESUMO

Hepatitis C virus (HCV) infection of the liver is a global health problem and a major risk factor for the development of hepatocellular carcinoma (HCC). Sensitive methods are needed for the improved and earlier detection of HCC, which would provide better therapy options. Metabolic profiling of the high-risk population (HCV patients) and those with HCC provides insights into the process of liver carcinogenesis and possible biomarkers for earlier cancer detection. Seventy-three blood metabolites were quantitatively profiled in HCC (n = 30) and cirrhotic HCV (n = 22) patients using a targeted approach based on LC-MS/MS. Sixteen of 73 targeted metabolites differed significantly (p < 0.05) and their levels varied up to a factor of 3.3 between HCC and HCV. Four of these 16 metabolites (methionine, 5-hydroxymethyl-2'-deoxyuridine, N2,N2-dimethylguanosine, and uric acid) that showed the lowest p values were used to develop and internally validate a classification model using partial least squares discriminant analysis. The model exhibited high classification accuracy for distinguishing the two groups with sensitivity, specificity, and area under the receiver operating characteristic curve of 97%, 95%, and 0.98, respectively. A number of perturbed metabolic pathways, including amino acid, purine, and nucleotide metabolism, were identified based on the 16 biomarker candidates. These results provide a promising methodology to distinguish cirrhotic HCV patients, who are at high risk to develop HCC, from those who have already progressed to HCC. The results also provide insights into the altered metabolism between HCC and HCV.


Assuntos
Carcinoma Hepatocelular/sangue , Carcinoma Hepatocelular/metabolismo , Hepatite C/sangue , Hepatite C/metabolismo , Neoplasias Hepáticas/sangue , Neoplasias Hepáticas/metabolismo , Metaboloma , Idoso , Carcinoma Hepatocelular/etiologia , Carcinoma Hepatocelular/virologia , Cromatografia Líquida , Feminino , Hepatite C/complicações , Humanos , Fígado/metabolismo , Fígado/virologia , Neoplasias Hepáticas/etiologia , Neoplasias Hepáticas/virologia , Masculino , Metabolômica , Pessoa de Meia-Idade , Espectrometria de Massas em Tandem
9.
Metabolites ; 12(9)2022 Sep 15.
Artigo em Inglês | MEDLINE | ID: mdl-36144274

RESUMO

Disturbances in the circadian rhythm alter the normal sleep-wake cycle, which increases vulnerability to drug abuse. Drug abuse can disrupt several homeostatic processes regulated by the circadian rhythm and influence addiction paradigms, including cravings for cocaine. The relationship between circadian rhythm and cocaine abuse is complex and bidirectional, and disruption impacts both brain function and metabolic profiles. Therefore, elucidating the impact of circadian rhythm changes and cocaine abuse on the human metabolome may provide new insights into identifying potential biomarkers. We examine the effect of cocaine administration with and without circadian rhythm sleep disruption (CRSD) on metabolite levels and compare these to healthy controls in an in vivo study. A metabolomics analysis is performed on the control, CRSD, cocaine, and CRSD with cocaine groups. Plasma metabolite concentrations are analyzed using a liquid chromatography electrochemical array platform. We identify 242 known metabolites compared to the control; 26 in the CRSD with cocaine group, 4 in the CRSD group, and 22 in the cocaine group are significantly differentially expressed. Intriguingly, in the CRSD with cocaine treatment group, the expression levels of uridine monophosphate (p < 0.008), adenosine 5'-diphosphate (p < 0.044), and inosine (p < 0.019) are significantly altered compared with those in the cocaine group. In summary, alterations in purine and pyrimidine metabolism provide clues regarding changes in the energy profile and metabolic pathways associated with chronic exposure to cocaine and CRSD.

10.
mBio ; 13(3): e0132122, 2022 06 28.
Artigo em Inglês | MEDLINE | ID: mdl-35638758

RESUMO

The interactions between the gut microbiota and pathogens are complex and can determine the outcome of an infection. Enterohemorrhagic Escherichia coli (EHEC) is a major human enteric pathogen that colonizes the colon through attaching and effacing (AE) lesions and uses microbiota-derived molecules as cues to control its virulence. Different gut commensals can modulate EHEC virulence. However, the lack of an animal model that recapitulates the human pathophysiology of EHEC infection makes it challenging to investigate how variations in microbiota composition could affect host susceptibility to this pathogen. Here, we addressed these interactions building from simple to more complex in vitro systems, culminating with the use of the physiological relevant human colonoids as a model to study the interactions between EHEC and different gut commensals. We demonstrated that Bacteroides thetaiotaomicron and Enterococcus faecalis enhance virulence expression and AE lesion formation in cultured epithelial cells, as well as on the colonic epithelium, while commensal E. coli did not affect these phenotypes. Importantly, in the presence of these three commensals together, virulence and AE lesion are enhanced. Moreover, we identified specific changes in the metabolic landscape promoted by different members of the gut microbiota and showed that soluble factors released by E. faecalis can increase EHEC virulence gene expression. Our study highlights the importance of interspecies bacterial interactions and chemical exchange in the modulation of EHEC virulence. IMPORTANCE Enterohemorrhagic E. coli (EHEC) is a natural human pathogen that poorly colonizes mice. Hence, the use of murine models to understand features of EHEC infection is a challenge. In this study, we use human colonoids as a physiologically relevant model to study interactions between EHEC and gut commensals. We demonstrate that the ability of EHEC to form AE lesions on the intestinal epithelium is enhanced by the presence of certain gut commensals, such as B. thetaiotaomicron and E. faecalis, while it is not affected by commensal E. coli. Furthermore, we show that commensal bacteria differently impact the metabolic landscape. These data suggest that microbiota compositions can differentially modulate EHEC-mediated disease.


Assuntos
Escherichia coli Êntero-Hemorrágica , Infecções por Escherichia coli , Proteínas de Escherichia coli , Microbioma Gastrointestinal , Animais , Bactérias/metabolismo , Proteínas de Escherichia coli/genética , Proteínas de Escherichia coli/metabolismo , Humanos , Camundongos , Microbiota , Simbiose , Virulência/genética , Fatores de Virulência/metabolismo
11.
Elife ; 102021 08 10.
Artigo em Inglês | MEDLINE | ID: mdl-34374645

RESUMO

TMEM120A, also named as TACAN, is a novel membrane protein highly conserved in vertebrates and was recently proposed to be a mechanosensitive channel involved in sensing mechanical pain. Here we present the single-particle cryogenic electron microscopy (cryo-EM) structure of human TMEM120A, which forms a tightly packed dimer with extensive interactions mediated by the N-terminal coiled coil domain (CCD), the C-terminal transmembrane domain (TMD), and the re-entrant loop between the two domains. The TMD of each TMEM120A subunit contains six transmembrane helices (TMs) and has no clear structural feature of a channel protein. Instead, the six TMs form an α-barrel with a deep pocket where a coenzyme A (CoA) molecule is bound. Intriguingly, some structural features of TMEM120A resemble those of elongase for very long-chain fatty acids (ELOVL) despite the low sequence homology between them, pointing to the possibility that TMEM120A may function as an enzyme for fatty acid metabolism, rather than a mechanosensitive channel.


Assuntos
Coenzima A/metabolismo , Elongases de Ácidos Graxos/química , Ácidos Graxos/química , Canais Iônicos/química , Canais Iônicos/metabolismo , Proteínas de Transporte , Fenômenos Eletrofisiológicos , Ácidos Graxos/classificação , Ácidos Graxos/metabolismo , Células HEK293 , Humanos , Canais Iônicos/genética , Metabolismo dos Lipídeos , Proteínas de Membrana , Membranas , Ligação Proteica
12.
Eur J Pharm Biopharm ; 158: 273-283, 2021 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-33242579

RESUMO

Hepatic-arterial infusion (HAI) of low-density lipoprotein (LDL) nanoparticles reconstituted with docosahexaenoic acid (DHA) (LDL-DHA) has been shown in a rat hepatoma model to be a promising treatment for hepatocellular carcinoma. To date, little is known regarding the safety of HAI of LDL-DHA to the liver. Therefore, we aimed to investigate the deposition, metabolism and safety of HAI of LDL-DHA (2, 4 or 8 mg/kg) in the rat. Following HAI, fluorescent labeled LDL nanoparticles displayed a biexponential plasma concentration time curve as the particles were rapidly extracted by the liver. Overall, increasing doses of HAI of LDL-DHA was well tolerated in the rat. Body weight, plasma biochemistry and histology were all unremarkable and molecular markers of inflammation did not increase with treatment. Lipidomics analyses showed that LDL-DHA was preferentially oxidized to the anti-inflammatory mediator, protectin DX. We conclude that HAI of LDL-DHA nanoparticles is not only safe, but provides potential hepatoprotective benefits.


Assuntos
Carcinoma Hepatocelular/tratamento farmacológico , Ácidos Docosa-Hexaenoicos/administração & dosagem , Portadores de Fármacos/química , Neoplasias Hepáticas Experimentais/tratamento farmacológico , Neoplasias Hepáticas/tratamento farmacológico , Animais , Carcinoma Hepatocelular/patologia , Linhagem Celular Tumoral , Ácidos Docosa-Hexaenoicos/efeitos adversos , Ácidos Docosa-Hexaenoicos/farmacocinética , Relação Dose-Resposta a Droga , Portadores de Fármacos/efeitos adversos , Humanos , Infusões Intra-Arteriais , Lipoproteínas LDL/efeitos adversos , Lipoproteínas LDL/química , Fígado/irrigação sanguínea , Fígado/patologia , Neoplasias Hepáticas/patologia , Neoplasias Hepáticas Experimentais/patologia , Masculino , Nanopartículas/química , Ratos , Distribuição Tecidual
13.
Rapid Commun Mass Spectrom ; 24(20): 3057-62, 2010 Oct 30.
Artigo em Inglês | MEDLINE | ID: mdl-20872639

RESUMO

Nucleosides are indicators of the whole-body turnover of transfer RNA. Based on the activity of cancer cells these molecules could potentially be used as cancer biomarkers, and several studies have determined that the metabolic levels of nucleosides are significantly altered in cancer patients compared to control groups. Here we report a targeted metabolite investigation of serum nucleosides in esophageal adenocarcinoma specimens. We quantified eight nucleosides using high-performance liquid chromatography/triple quadrupole mass spectrometry (HPLC/TQMS) and determined that the metabolic levels of 1-methyladenosine (p <2.14 × 10(-7)), N(2),N(2)-dimethylguanosine (p <2.78 × 10(-7)), N(2)-methylguanosine (p <2.48 × 10(-6)) and cytidine (p <6.98 × 10(-4)) were significantly elevated while the concentration of uridine (p <3.74 × 10(-3)) was significantly lowered in serum samples from cancer patients compared to those of control group. Our results suggest that nucleosides could potentially serve as useful biomarkers to identify esophageal adenocarcinoma.


Assuntos
Adenocarcinoma/sangue , Neoplasias Esofágicas/sangue , Nucleosídeos/sangue , Adenocarcinoma/metabolismo , Idoso , Biomarcadores Tumorais/sangue , Estudos de Casos e Controles , Cromatografia Líquida de Alta Pressão , Neoplasias Esofágicas/metabolismo , Feminino , Humanos , Masculino , Espectrometria de Massas , Pessoa de Meia-Idade , Reprodutibilidade dos Testes
14.
Methods Mol Biol ; 1198: 333-53, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25270940

RESUMO

Multivariate statistical techniques are used extensively in metabolomics studies, ranging from biomarker selection to model building and validation. Two model independent variable selection techniques, principal component analysis and two sample t-tests are discussed in this chapter, as well as classification and regression models and model related variable selection techniques, including partial least squares, logistic regression, support vector machine, and random forest. Model evaluation and validation methods, such as leave-one-out cross-validation, Monte Carlo cross-validation, and receiver operating characteristic analysis, are introduced with an emphasis to avoid over-fitting the data. The advantages and the limitations of the statistical techniques are also discussed in this chapter.


Assuntos
Espectrometria de Massas/métodos , Metabolômica/métodos , Modelos Estatísticos , Bases de Dados Factuais , Análise Discriminante , Humanos , Análise dos Mínimos Quadrados , Modelos Logísticos , Método de Monte Carlo , Análise Multivariada , Análise de Componente Principal , Máquina de Vetores de Suporte
15.
J Agric Food Chem ; 62(6): 1412-22, 2014 Feb 12.
Artigo em Inglês | MEDLINE | ID: mdl-24479624

RESUMO

We recently applied gas chromatography coupled to time-of-flight mass spectrometry (GC/TOF-MS) and multivariate statistical analysis to measure biological variation of many metabolites due to environment and genotype in forage and grain samples collected from 50 genetically diverse nongenetically modified (non-GM) DuPont Pioneer commercial maize hybrids grown at six North American locations. In the present study, the metabolome coverage was extended using a core subset of these grain and forage samples employing ultra high pressure liquid chromatography (uHPLC) mass spectrometry (LC/MS). A total of 286 and 857 metabolites were detected in grain and forage samples, respectively, using LC/MS. Multivariate statistical analysis was utilized to compare and correlate the metabolite profiles. Environment had a greater effect on the metabolome than genetic background. The results of this study support and extend previously published insights into the environmental and genetic associated perturbations to the metabolome that are not associated with transgenic modification.


Assuntos
Meio Ambiente , Genótipo , Hibridização Genética , Metabolômica/métodos , Zea mays/química , Zea mays/genética , Cromatografia Líquida , Interação Gene-Ambiente , Espectrometria de Massas , Análise Multivariada , Sementes/química , Sementes/genética , Estados Unidos
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