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1.
Metabolomics ; 19(6): 55, 2023 06 07.
Article in English | MEDLINE | ID: mdl-37284915

ABSTRACT

INTRODUCTION: Various studies have identified TB-induced metabolome variations. However, in most of these studies, a large degree of variation exists between individual patients. OBJECTIVES: To identify differential metabolites for TB, independent of patients' sex or HIV status. METHODS: Untargeted GCxGC/TOF-MS analyses were applied to the sputum of 31 TB + and 197 TB- individuals. Univariate statistics were used to identify metabolites which are significantly different between TB + and TB- individuals (a) irrespective of HIV status, and (b) with a HIV + status. Comparisons a and b were repeated for (i) all participants, (ii) males only and (iii) females only. RESULTS: Twenty-one compounds were significantly different between the TB + and TB- individuals within the female subgroup (11% lipids; 10% carbohydrates; 1% amino acids, 5% other and 73% unannotated), and 6 within the male subgroup (20% lipids; 40% carbohydrates; 6% amino acids, 7% other and 27% unannotated). For the HIV + patients (TB + vs. TB-), a total of 125 compounds were significant within the female subgroup (16% lipids; 8% carbohydrates; 12% amino acids, 6% organic acids, 8% other and 50% unannotated), and 44 within the male subgroup (17% lipids; 2% carbohydrates; 14% amino acids related, 8% organic acids, 9% other and 50% unannotated). Only one annotated compound, 1-oleoyl lysophosphaditic acid, was consistently identified as a differential metabolite for TB, irrespective of sex or HIV status. The potential clinical application of this compound should be evaluated further. CONCLUSIONS: Our findings highlight the importance of considering confounders in metabolomics studies in order to identify unambiguous disease biomarkers.


Subject(s)
HIV Infections , Tuberculosis, Pulmonary , Tuberculosis , Humans , Male , Female , Tuberculosis, Pulmonary/diagnosis , Tuberculosis, Pulmonary/complications , Tuberculosis, Pulmonary/metabolism , Sputum/metabolism , Metabolomics , Tuberculosis/metabolism , Metabolome , Amines/metabolism , HIV Infections/complications , Amino Acids/metabolism , Carbohydrates , Lipids
2.
Metabolomics ; 19(4): 31, 2023 03 30.
Article in English | MEDLINE | ID: mdl-36995481

ABSTRACT

INTRODUCTION: Technological advancements enabled the analyses of limited sample volumes on 1H NMR. Manual spectral profiling of the data is, however, complex, and timely. OBJECTIVE: To evaluate the performance of BAYESIL for automated identification and quantification of 1H NMR spectra of limited volume samples. METHOD: Aliquots of a pooled African elephant serum sample were analyzed using standard and reduced volumes. Performance was evaluated on confidence scores, non-detects and laboratory CV. RESULTS: Of the 47 compounds detected, 28 had favorable performances. The approach could differentiate samples based on biological variation. CONCLUSIONS: BAYESIL is valuable for limited sample 1H NMR data analyses.


Subject(s)
Elephants , Animals , Proton Magnetic Resonance Spectroscopy , Metabolomics , Magnetic Resonance Spectroscopy , Magnetic Resonance Imaging
3.
Clin Microbiol Rev ; 33(4)2020 09 16.
Article in English | MEDLINE | ID: mdl-32611585

ABSTRACT

Clinical symptoms of active tuberculosis (TB) can range from a simple cough to more severe reactions, such as irreversible lung damage and, eventually, death, depending on disease progression. In addition to its clinical presentation, TB has been associated with several other disease-induced systemic complications, such as hyponatremia and glucose intolerance. Here, we provide an overview of the known, although ill-described, underlying biochemical mechanisms responsible for the clinical and systemic presentations associated with this disease and discuss novel hypotheses recently generated by various omics technologies. This summative update can assist clinicians to improve the tentative diagnosis of TB based on a patient's clinical presentation and aid in the development of improved treatment protocols specifically aimed at restoring the disease-induced imbalance for overall homeostasis while simultaneously eradicating the pathogen. Furthermore, future applications of this knowledge could be applied to personalized diagnostic and therapeutic options, bettering the treatment outcome and quality of life of TB patients.


Subject(s)
Glucose Intolerance/etiology , Hyponatremia/etiology , Tuberculosis, Pulmonary/complications , Tuberculosis, Pulmonary/physiopathology , Diagnosis, Differential , Glucose Intolerance/physiopathology , Humans , Hyponatremia/physiopathology , Precision Medicine , Tuberculosis, Pulmonary/diagnosis
4.
Metabolomics ; 17(9): 75, 2021 08 19.
Article in English | MEDLINE | ID: mdl-34409503

ABSTRACT

INTRODUCTION: Metabolome variations have long been associated with normal hormonal fluctuations, and similar effects, related to the use of early generation synthetic hormones as a means of contraception, have also been identified. OBJECTIVE: We investigated the serum amino acid and acylcarnitine profiles induced by the use of combined oral contraceptives (COCs) consisting of Ethinylestradiol (EE) and a 4th generation progestin, Drospirenone (DRSP). METHOD: Gas chromatography mass spectrometry and liquid chromatography with tandem mass spectrometry was used to identify and quantify the serum amino acids and acyl carnitine levels in 24 controls, 25 DRSP/20EE users and 26 DRSP/30EE users. RESULTS: Of the 26 amino acid compounds measured, 13 showed significant variations in abundance between the control and COC user groups. Although none of the 21 acylcarnitine compounds detected were statistically significant with regards to group variations, a trend, related the EE concentration, was observed. The detected metabolome disparities corresponded to that identified for earlier generation COCs, all pointing toward increased oxidative stress levels in the user groups. CONCLUSION: These findings suggest that the clinical complications associated with these COCs could, to some extent, be alleviated by the simultaneous use of antioxidants. The study also highlights the role that targeted metabolomics could play in the elucidation of the underlying mechanisms of drug-induced severe effects.


Subject(s)
Contraceptives, Oral, Combined , Ethinyl Estradiol , Amino Acids , Androstenes , Carnitine/analogs & derivatives , Female , Humans
5.
Drug Metab Rev ; 50(4): 466-481, 2018 11.
Article in English | MEDLINE | ID: mdl-30558443

ABSTRACT

The World Health Organization recommends the directly observed therapy short-course (DOTS) regimen, a combination of four first-line antibiotics (isoniazid, rifampicin, pyrazinamide and ethambutol), for the treatment of active pulmonary tuberculosis (TB). However, despite the fact that this treatment regimen is commonly used worldwide, the metabolism and anti-bacterial mechanisms of these drugs are not yet fully understood. This lack of information ultimately contributes to the poor patient compliance and the subsequent treatment failure and post treatment relapse seen in some TB patients. Pharmacometabonomics, the latest addition to the omics research domain, focuses on the identification of drug-induced metabolome variations. The observed metabolite changes can be used to better understand drug metabolism, drug action and drug-resistance mechanisms. In this review, we summarize the generally known biological mechanisms of the first-line TB drugs included in the DOTS program, and we additionally elaborate on the contribution that pharmacometabonomics has made to the expansion of this knowledge.


Subject(s)
Antitubercular Agents/pharmacokinetics , Antitubercular Agents/therapeutic use , Drug Resistance, Multiple, Bacterial/drug effects , Metabolomics , Tuberculosis, Pulmonary/drug therapy , Tuberculosis, Pulmonary/metabolism , Antitubercular Agents/administration & dosage , Drug Therapy, Combination , Humans , Molecular Targeted Therapy
6.
J Pharm Biomed Anal ; 248: 116297, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38906071

ABSTRACT

The underlying cause of tuberculosis (TB) treatment failure is still largely unknown. A 1H NMR approach was applied to identify and quantify a subset of TB drugs and drug metabolites: ethambutol (EMB), acetyl isoniazid (AcINH), isonicotinic acid, pyrazinamide (PZA), pyrazinoic acid and 5-hydroxy-pyrazinoic acid, from the urine of TB patients. Samples were collected before, during (weeks one, two and four) and after standardised TB treatment. The median concentrations of the EMB and PZA metabolites were comparable between the samples from patients with eventually cured and failed treatment outcomes. The INH metabolites showed comparatively elevated concentrations in the treatment failure patients during and after treatment. Variation in INH metabolite concentrations couldn't be associated with the varying acetylator genotypes, and it is therefore suggested that treatment failure is influenced more so by other conditions, such as environmental factors, or individual variation in other INH metabolic pathways.

7.
PLoS One ; 19(4): e0301340, 2024.
Article in English | MEDLINE | ID: mdl-38625924

ABSTRACT

A safe, highly immunogenic multivalent vaccine to protect against all nine serotypes of African horse sickness virus (AHSV), will revolutionise the AHS vaccine industry in endemic countries and beyond. Plant-produced AHS virus-like particles (VLPs) and soluble viral protein 2 (VP2) vaccine candidates were developed that have the potential to protect against all nine serotypes but can equally well be formulated as mono- and bi-valent formulations for localised outbreaks of specific serotypes. In the first interferon α/ß receptor knock-out (IFNAR-/-) mice trial conducted, a nine-serotype (nonavalent) vaccine administered as two pentavalent (5 µg per serotype) vaccines (VLP/VP2 combination or exclusively VP2), were directly compared to the commercially available AHS live attenuated vaccine. In a follow up trial, mice were vaccinated with an adjuvanted nine-serotype multivalent VP2 vaccine in a prime boost strategy and resulted in the desired neutralising antibody titres of 1:320, previously demonstrated to confer protective immunity in IFNAR-/- mice. In addition, the plant-produced VP2 vaccine performed favourably when compared to the commercial vaccine. Here we provide compelling data for a nonavalent VP2-based vaccine candidate, with the VP2 from each serotype being antigenically distinguishable based on LC-MS/MS and ELISA data. This is the first preclinical trial demonstrating the ability of an adjuvanted nonavalent cocktail of soluble, plant-expressed AHS VP2 proteins administered in a prime-boost strategy eliciting high antibody titres against all 9 AHSV serotypes. Furthermore, elevated T helper cells 2 (Th2) and Th1, indicative of humoral and cell-mediated memory T cell immune responses, respectively, were detected in mouse serum collected 14 days after the multivalent prime-boost vaccination. Both Th2 and Th1 may play a role to confer protective immunity. These preclinical immunogenicity studies paved the way to test the safety and protective efficacy of the plant-produced nonavalent VP2 vaccine candidate in the target animals, horses.


Subject(s)
African Horse Sickness Virus , African Horse Sickness , Viral Vaccines , Animals , Mice , Horses , African Horse Sickness Virus/genetics , African Horse Sickness/prevention & control , Vaccines, Combined , Chromatography, Liquid , Capsid Proteins , Tandem Mass Spectrometry , Antibodies, Viral
8.
Vaccine ; 42(4): 738-744, 2024 Feb 06.
Article in English | MEDLINE | ID: mdl-38238112

ABSTRACT

In the quest for heightened protection against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants, we engineered a prototype vaccine utilizing the plant expression system of Nicotiana benthamiana, to produce a recombinant SARS-CoV-2 virus-like particle (VLP) vaccine presenting the S-protein from the Beta (B.1.351) variant of concern (VOC). This innovative vaccine, formulated with either a squalene oil-in-water emulsion or a synthetic CpG oligodeoxynucleotide adjuvant, demonstrated efficacy in a golden Syrian Hamster challenge model. The Beta VLP vaccine induced a robust humoral immune response, with serum exhibiting neutralization not only against SARS-CoV-2 Beta but also cross-neutralizing Delta and Omicron pseudoviruses. Protective efficacy was demonstrated, evidenced by reduced viral RNA copies and mitigated weight loss and lung damage compared to controls. This compelling data instills confidence in the creation of a versatile platform for the local manufacturing of potential pan-sarbecovirus vaccines, against evolving viral threats.


Subject(s)
COVID-19 , Animals , Cricetinae , Humans , COVID-19/prevention & control , Mesocricetus , SARS-CoV-2 , COVID-19 Vaccines/genetics , Spike Glycoprotein, Coronavirus , Antibodies, Viral , Antibodies, Neutralizing
9.
Metabolites ; 13(10)2023 Oct 18.
Article in English | MEDLINE | ID: mdl-37887417

ABSTRACT

Oral hormonal contraceptive users carry the risk of venous thrombosis and increased mortality. This study aimed to comprehensively profile the serum metabolome of participants using a combination of drospirenone (DRSP) and ethinyl estradiol (EE) containing oral contraceptives (COCs). The MxP Quant 500 kit for liquid chromatography mass tandem spectrometry (LC-MS/MS) was used to analyse the 22 controls and 44 COC users (22 on a low EE dose (DRSP/20EE) and 22 on a higher EE dose (DRSP/30EE)). The kit's results were compared to our internally developed untargeted and targeted metabolomics methods previously applied to this cohort. Of the 630 metabolites included in the method, 277 provided desirable results (consistently detected above their detection limits), and of these, 5 had p-values < 0.05, including betaine, glutamine, cortisol, glycine, and choline. Notably, these variations were observed between the control and COC groups, rather than among the two COC groups. Partial least squares-discriminant analysis revealed 49 compounds with VIP values ≥ 1, including amino acids and their derivatives, ceramides, phosphatidylcholines, and triglycerides, among others. Ten differential compounds were consistent with our previous studies, reinforcing the notion of COCs inducing a prothrombotic state and increased oxidative stress. Although only a limited number of compounds were deemed usable, these were quantified with high reliability and facilitated the identification of meaningful biological differences among the sample groups. In addition to substantiating known drug-induced variations, new hypotheses were also generated.

10.
Foods ; 12(21)2023 Oct 31.
Article in English | MEDLINE | ID: mdl-37959107

ABSTRACT

Shiga-toxin-producing Escherichia coli (STEC) is typically detected on food products mainly due to cross-contamination with faecal matter. The serotype O157:H7 has been of major public health concern due to the severity of illness caused, prevalence, and management. In the food chain, the main methods of controlling contamination by foodborne pathogens often involve the application of antimicrobial agents, which are now becoming less efficient. There is a growing need for the development of new approaches to combat these pathogens, especially those that harbour antimicrobial resistant and virulent determinants. Strategies to also limit their presence on food contact surfaces and food matrices are needed to prevent their transmission. Recent studies have revealed that bacteriophages are useful non-antibiotic options for biocontrol of E. coli O157:H7 in both animals and humans. Phage biocontrol can significantly reduce E. coli O157:H7, thereby improving food safety. However, before being certified as potential biocontrol agents, the safety of the phage candidates must be resolved to satisfy regulatory standards, particularly regarding phage resistance, antigenic properties, and toxigenic properties. In this review, we provide a general description of the main virulence elements of E. coli O157:H7 and present detailed reports that support the proposals that phages infecting E. coli O157:H7 are potential biocontrol agents. This paper also outlines the mechanism of E. coli O157:H7 resistance to phages and the safety concerns associated with the use of phages as a biocontrol.

11.
Vaccine ; 41(13): 2261-2269, 2023 03 24.
Article in English | MEDLINE | ID: mdl-36868876

ABSTRACT

The outbreak of the SARS-CoV-2 global pandemic heightened the pace of vaccine development with various vaccines being approved for human use in a span of 24 months. The SARS-CoV-2 trimeric spike (S) surface glycoprotein, which mediates viral entry by binding to ACE2, is a key target for vaccines and therapeutic antibodies. Plant biopharming is recognized for its scalability, speed, versatility, and low production costs and is an increasingly promising molecular pharming vaccine platform for human health. We developed Nicotiana benthamiana-produced SARS-CoV-2 virus-like particle (VLP) vaccine candidates displaying the S-protein of the Beta (B.1.351) variant of concern (VOC), which triggered cross-reactive neutralising antibodies against Delta (B.1.617.2) and Omicron (B.1.1.529) VOCs. In this study, immunogenicity of the VLPs (5 µg per dose) adjuvanted with three independent adjuvants i.e. oil-in-water based adjuvants SEPIVAC SWETM (Seppic, France) and "AS IS" (Afrigen, South Africa) as well as a slow-release synthetic oligodeoxynucleotide (ODN) adjuvant designated NADA (Disease Control Africa, South Africa) were evaluated in New Zealand white rabbits and resulted in robust neutralising antibody responses after booster vaccination, ranging from 1:5341 to as high as 1:18204. Serum neutralising antibodies elicited by the Beta variant VLP vaccine also showed cross-neutralisation against the Delta and Omicron variants with neutralising titres ranging from 1:1702 and 1:971, respectively. Collectively, these data provide support for the development of a plant-produced VLP based candidate vaccine against SARS-CoV-2 based on circulating variants of concern.


Subject(s)
COVID-19 Vaccines , COVID-19 , Rabbits , Animals , Humans , SARS-CoV-2 , Molecular Farming , COVID-19/prevention & control , Adjuvants, Immunologic , Antibodies, Neutralizing , South Africa , Antibodies, Viral , Spike Glycoprotein, Coronavirus/genetics , Immunogenicity, Vaccine
12.
Vaccine ; 40(35): 5160-5169, 2022 08 19.
Article in English | MEDLINE | ID: mdl-35902279

ABSTRACT

Next generation vaccines have the capability to contribute to and revolutionise the veterinary vaccine industry. African horse sickness (AHS) is caused by an arbovirus infection and is characterised by respiratory distress and/or cardiovascular failure and is lethal to horses. Mandatory annual vaccination in endemic areas curtails disease occurrence and severity. However, development of a next generation AHSV vaccine, which is both safe and efficacious, has been an objective globally for years. In this study, both AHSV serotype 5 chimaeric virus-like particles (VLPs) and soluble viral protein 2 (VP2) were successfully produced in Nicotiana benthamiana ΔXT/FT plants, partially purified and validated by gel electrophoresis, transmission electron microscopy and liquid chromatography-mass spectrometry (LC-MS/MS) based peptide sequencing before vaccine formulation. IFNAR-/- mice vaccinated with the adjuvanted VLPs or VP2 antigens in a 10 µg prime-boost regime resulted in high titres of antibodies confirmed by both serum neutralising tests (SNTs) and enzyme-linked immunosorbent assays (ELISA). Although previous studies reported high titres of antibodies in horses when vaccinated with plant-produced AHS homogenous VLPs, this is the first study demonstrating the protective efficacy of both AHSV serotype 5 chimaeric VLPs and soluble AHSV-5 VP2 as vaccine candidates. Complementary to this, coating ELISA plates with the soluble VP2 has the potential to underpin serotype-specific serological assays.


Subject(s)
African Horse Sickness Virus , African Horse Sickness , Viral Vaccines , Animals , Antibodies, Neutralizing , Antibodies, Viral , Capsid Proteins , Chromatography, Liquid , Horses , Mice , Serogroup , Tandem Mass Spectrometry , Viral Proteins
13.
ACS Infect Dis ; 7(6): 1859-1869, 2021 06 11.
Article in English | MEDLINE | ID: mdl-34043334

ABSTRACT

Despite the arguable success of the standardized tuberculosis (TB) treatment regime, a significant number of patients still present with treatment failure. To improve on current TB treatment strategies, we sought to gain a better understanding of the hosts' response to TB therapy. A targeted metabolomics approach was used to compare the urinary acylcarnitine and amino acid profiles of eventually cured TB patients with those of patients presenting with a failed treatment outcome, comparing these patient groups at the time of diagnosis and at weeks 1, 2, and 4 of treatment. Among the significant metabolites identified were histidine, isoleucine, leucine, methionine, valine, proline, tyrosine, alanine, serine, and γ-aminobutyric acid. In general, metabolite fluctuations in time followed a similar pattern for both groups for most compounds but with a delayed onset or shift of the pattern in the successfully treated patient group. These time-trends detected in both groups could potentially be ascribed to a vitamin B6 deficiency and fluctuations in the oxidative stress levels and urea cycle intermediates, linked to the drug-induced inhibition and stimulation of various enzymes. The earlier onset of observed trends in the failed patients is proposed to relate to genotypic and phenotypic variations in drug metabolizing enzymes, subsequently leading to a poor treatment efficiency either due to the rise of adverse drug reactions or to insufficient concentrations of the active drug metabolites. This study emphasizes the need for a more personalized TB treatment approach, by including enzyme phenotyping and the monitoring of oxidative stress and vitamin B6 levels, for example.


Subject(s)
Amino Acids , Isoleucine , Alanine , Humans , Proline , Treatment Outcome
14.
Toxicol Lett ; 322: 104-110, 2020 Apr 01.
Article in English | MEDLINE | ID: mdl-31981687

ABSTRACT

Isoniazid and rifampicin are well-known anti-mycobacterial agents and are widely used to treat pulmonary tuberculosis (TB) as part of the combined therapy approach, recommended by the World Health Organization. The ingestion of these first-line TB drugs are, however, not free of side effects, and are toxic to the liver, kidney, and central nervous system. These side effects are associated with poor treatment compliance, resulting in TB treatment failure, relapse and drug resistant TB. This occurrence has subsequently led to the recent application of novel research technologies, towards a better understanding of the underlying toxicity mechanisms of TB drugs in humans, mostly focussing on the 2 most important TB drugs: isoniazid and rifampicin. In this review, we discuss the contribution that one such an approach, termed metabolomics has made toward this field, and also highlight the impact that this might have towards the development of improved TB treatment regimens.


Subject(s)
Antitubercular Agents/toxicity , Drug-Related Side Effects and Adverse Reactions/etiology , Isoniazid/toxicity , Metabolomics/methods , Rifampin/toxicity , Toxicity Tests/methods , Animals , Antitubercular Agents/metabolism , Biomarkers/metabolism , Biotransformation , Drug-Related Side Effects and Adverse Reactions/diagnosis , Drug-Related Side Effects and Adverse Reactions/metabolism , Humans , Isoniazid/metabolism , Rifampin/metabolism , Risk Assessment
15.
OMICS ; 24(7): 404-414, 2020 07.
Article in English | MEDLINE | ID: mdl-32471328

ABSTRACT

The association between hypercoagulability and use of drospirenone (DRSP) and ethinylestradiol (EE) containing combined oral contraceptives (COCs) is an important clinical concern. We have previously reported that the two formulations of DRSP combined with EE (namely, DRSP/20EE and DRSP/30EE) bring about a prothrombotic state in hemostatic traits of female users. We report here the serum metabolomic changes in the same study cohort in relation to the attendant prothrombotic state induced by COC use, thus offering new insights on the underlying biochemical mechanisms contributing to the altered coagulatory profile with COC use. A total of 78 healthy women participated in this study and were grouped as follows: control group not using oral contraceptives (n = 25), DRSP/20EE group (n = 27), and DRSP/30EE group (n = 26). Untargeted metabolomics revealed changes in amino acid concentrations, particularly a decrease in glycine and an increase in both cysteine and lanthionine in the serum, accompanied by variations in oxidative stress markers in the COC users compared with the controls. Of importance, this study is the first to link specific amino acid variations, serum metabolites, and the oxidative metabolic profile with DRSP/EE use. These molecular changes could be linked to specific biophysical coagulatory alterations observed in the same individuals. These new findings lend evidence on the metabolomic substrates of the prothrombotic state associated with COC use in women and informs future personalized/precision medicine research. Moreover, we underscore the importance of an interdisciplinary approach to evaluate venous thrombotic risk associated with COC use.


Subject(s)
Androstenes/adverse effects , Biomarkers/blood , Blood Coagulation/drug effects , Contraceptives, Oral, Combined/adverse effects , Ethinyl Estradiol/adverse effects , Metabolome , Adolescent , Adult , Androstenes/administration & dosage , Blood Platelets/drug effects , Blood Platelets/metabolism , Blood Platelets/ultrastructure , Contraceptives, Oral, Combined/administration & dosage , Erythrocytes/drug effects , Erythrocytes/metabolism , Erythrocytes/ultrastructure , Ethinyl Estradiol/administration & dosage , Female , Gas Chromatography-Mass Spectrometry , Humans , Metabolomics/methods , Platelet Activation/drug effects , Platelet Aggregation/drug effects , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Thrombosis/blood , Thrombosis/diagnosis , Thrombosis/etiology , Young Adult
16.
J Microbiol Methods ; 170: 105795, 2020 03.
Article in English | MEDLINE | ID: mdl-31785333

ABSTRACT

As a means to increase the growth rate and reduce aggregation, Tween 80 is routinely added to growth media during mycobacterial culturing. This detergent has, however, been associated with causing alterations to the morphology, pathogenicity and virulence of these bacteria. In an attempt to better understand the underlying mechanism of these alterations, we investigated the effect of Tween 80 on the metabolomes of a M. tuberculosis lab strain (H37Rv) and multidrug-resistant clinical strain (R179), using GC-GCxTOF-MS metabolomics. The metabolite markers identified indicated Tween 80-induced disparities in the central carbon metabolism of both strains, with an upregulation in the glyoxylate cycle, glucogenogenesis and the pentose phosphate pathway. The results also signified an increased production of mycobacterial biosynthetic precursors such as triacylglycerols, proteinogenic amino acids and nucleotide precursors, in the presence of the detergent. Collectively, these metabolome variations mimic the phenotypic changes observed when M. tuberculosis is grown in vivo, in a lipid rich environment. However, in addition to the increased availability of oleic acid as a carbon source from Tween 80, the observed variations, and the morphological changes associated with the detergent, could also be a result of an overall stress response in these bacteria. This study is the first to identify specific metabolome variations related to the addition of Tween 80 to the growth media during M. tuberculosis culturing. The consideration of these results during the method development and data interpretation phases of future metabolomics investigations will improve the quality of the analyses as well as the credibility of potential research outcomes. These results will also assist in the interpretation of research questions specifically aimed at aspects of mycobacterial metabolism, even when using other methodologies such as transcriptomics or fluxomics.


Subject(s)
Metabolome/drug effects , Mycobacterium tuberculosis/drug effects , Mycobacterium tuberculosis/metabolism , Polysorbates/pharmacology , Surface-Active Agents/pharmacology , Amino Acids/metabolism , Carbon Cycle/drug effects , Culture Media/chemistry , Drug Resistance, Multiple, Bacterial/physiology , Oleic Acid/metabolism , Stress, Physiological/drug effects , Triglycerides/metabolism
17.
Tuberculosis (Edinb) ; 115: 126-139, 2019 03.
Article in English | MEDLINE | ID: mdl-30948167

ABSTRACT

In the quest to identify novel biomarkers for pulmonary tuberculosis (TB), high-throughput systems biology approaches such as metabolomics has become increasingly widespread. Such biomarkers have not only successfully been used for better disease characterization, but have also provided new insights toward the future development of improved diagnostic and therapeutic approaches. In this review, we give a summary of the metabolomics studies done to date, with a specific focus on those investigating various aspects of pulmonary TB, and the infectious agent responsible, Mycobacterium tuberculosis. These studies, done on a variety of sample matrices, including bacteriological culture, sputum, blood, urine, tissue, and breath, are discussed in terms of their intended research outcomes or future clinical applications. Additionally, a summary of the research model, sample cohort, analytical apparatus and statistical methods used for biomarker identification in each of these studies, is provided.


Subject(s)
Biomedical Research/methods , Metabolomics/methods , Tuberculosis, Pulmonary/metabolism , Animals , Bacteriological Techniques , Biomarkers/metabolism , Breath Tests/methods , Culture Media , Disease Models, Animal , Humans , Lung/microbiology , Mice , Mycobacterium tuberculosis , Rats , Specimen Handling , Sputum/microbiology , Tuberculosis, Pulmonary/diagnosis
18.
Methods Mol Biol ; 1859: 111-120, 2019.
Article in English | MEDLINE | ID: mdl-30421225

ABSTRACT

Metabolomics is becoming an increasingly popular research tool for identifying new biomarkers, which can, among other applications, be applied to elucidate various microbial growth and virulence mechanisms. Since the lipid composition of numerous microorganisms are unique and characteristic of the particular species, and in many instances also associated with several of their growth and virulence features, we developed a method for extracting the total free fatty acid metabolome from mycobacterial cells, in order to better characterize these using a gas chromatography-mass spectrometry (GC-MS) metabolomics approach. The described method can be considered an optimized Bligh-Dyer approach, since it uses the traditional solvents; chloroform, methanol and water, in a ratio of 1:2:1. However, due to the robust cell walls associated with mycobacteria, and many other microorganisms, the method was adapted to include a step which allows for the physical disruption of the cells using a vibration mill, which dramatically increases the efficiency of this approach. Hereafter, the organic phase is collected, dried, and methylated (as a derivatization step), prior to GC-MS analyses.


Subject(s)
Fatty Acids/isolation & purification , Gas Chromatography-Mass Spectrometry/methods , Metabolomics/methods , Mycobacterium/metabolism , Cell Wall/chemistry , Fatty Acids/chemistry , Fatty Acids/metabolism , Gas Chromatography-Mass Spectrometry/instrumentation , Metabolomics/instrumentation , Solvents/chemistry
19.
Methods Mol Biol ; 1859: 121-131, 2019.
Article in English | MEDLINE | ID: mdl-30421226

ABSTRACT

Over the past 10 years, the number of metabolomics based publications in the available scientific literature has exponentially grown, a large portion of which describing new biomarkers better elucidating microbial disease mechanisms and improved diagnostics and treatment thereof. Here, we describe a metabolomics method for extracting the total metabolome (all compounds present in the microbial cell irrespective of the compound class), for analysis in a single analytical run using only one analytical instrument. This method includes disruption of robust microbial cell walls, and the precipitation of proteins and cell debris using a combination of mechanical methods and solvents. These extracts are subsequently derivatized, in order to improve the volatility of polar compounds for efficient gas chromatography-mass spectrometry (GC-MS) analysis. This methodology can be applied to all microbes, including those with robust cell walls, such as M. tuberculosis. To date, the biomarkers identified using this approach have led to improved tuberculosis (TB) diagnostics, improved TB treatment approaches, and better understanding of host-microbe interactions and associated mycobacterial genomics.


Subject(s)
Gas Chromatography-Mass Spectrometry/methods , Metabolome , Metabolomics/methods , Mycobacterium tuberculosis/metabolism , Bacterial Proteins/isolation & purification , Bacterial Proteins/metabolism , Biomarkers/analysis , Cell Wall/chemistry , Gas Chromatography-Mass Spectrometry/instrumentation , Humans , Metabolomics/instrumentation , Mycobacterium tuberculosis/isolation & purification , Solvents , Tuberculosis/diagnosis , Tuberculosis/drug therapy
20.
OMICS ; 23(11): 560-572, 2019 11.
Article in English | MEDLINE | ID: mdl-31613685

ABSTRACT

Pharmacometabolomics is a rapidly emerging omics science signaling the convergence of clinical pharmacology, metabolomics, precision medicine, and biomarker research. Tuberculosis (TB) treatment outcomes have complex biological, environmental, and social determinants and thus, represent a promising application of pharmacometabolomics. In samples of 23 patients undergoing intensive phase TB therapy for 4 weeks, we identified drug-induced host-metabolome variations before and at repeated time intervals post-treatment: (1) an overall reduction in the oxidative stress levels over the course of TB treatment; (2) a time-dependent induction and inhibition of several enzymes in response to the drugs (CYP2E1, CYP3A4, alcohol dehydrogenase, and aminocarboxymuconate-semialdehyde decarboxylase), and altered oxidative stress levels (aconitase, formylglycine-generating enzyme, α-ketoglutarate dehydrogenase, and succinate-semialdehyde dehydrogenase); (3) an upregulated urea cycle; and (4) altered insulin production. This is the first study of its kind to indicate changes to the host metabolome in response to intensive TB treatment, at different time intervals during the course of treatment. These results provide new insights into the mechanisms of TB drug metabolism, drug action, and drug-related side effects, thereby paving the way for the development of improved therapeutic approaches for the disease, and perhaps more importantly, also for monitoring treatment progression.


Subject(s)
Antitubercular Agents/pharmacology , Biomarkers , Metabolome , Metabolomics , Tuberculosis/drug therapy , Tuberculosis/urine , Antitubercular Agents/therapeutic use , Gas Chromatography-Mass Spectrometry , Humans , Metabolomics/methods , Metabolomics/standards , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Tuberculosis/microbiology , Urinalysis/methods
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