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1.
PLoS One ; 11(9): e0161425, 2016.
Article in English | MEDLINE | ID: mdl-27584017

ABSTRACT

Bariatric surgery is currently one of the most effective treatments for obesity and leads to significant weight reduction, improved cardiovascular risk factors and overall survival in treated patients. To date, most studies focused on short-term effects of bariatric surgery on the metabolic profile and found high variation in the individual responses to surgery. The aim of this study was to identify relevant metabolic changes not only shortly after bariatric surgery (Roux-en-Y gastric bypass) but also up to one year after the intervention by using untargeted metabolomics. 132 serum samples taken from 44 patients before surgery, after hospital discharge (1-3 weeks after surgery) and at a 1-year follow-up during a prospective study (NCT01271062) performed at two study centers (Austria and Switzerland). The samples included 24 patients with type 2 diabetes at baseline, thereof 9 with diabetes remission after one year. The samples were analyzed by using liquid chromatography coupled to high resolution mass spectrometry (LC-HRMS, HILIC-QExactive). Raw data was processed with XCMS and drift-corrected through quantile regression based on quality controls. 177 relevant metabolic features were selected through Random Forests and univariate testing and 36 metabolites were identified. Identified metabolites included trimethylamine-N-oxide, alanine, phenylalanine and indoxyl-sulfate which are known markers for cardiovascular risk. In addition we found a significant decrease in alanine after one year in the group of patients with diabetes remission relative to non-remission. Our analysis highlights the importance of assessing multiple points in time in subjects undergoing bariatric surgery to enable the identification of biomarkers for treatment response, cardiovascular benefit and diabetes remission. Key-findings include different trend pattern over time for various metabolites and demonstrated that short term changes should not necessarily be used to identify important long term effects of bariatric surgery.


Subject(s)
Gastric Bypass/methods , Metabolomics , Adult , Austria , Bariatric Surgery , Chromatography, High Pressure Liquid , Female , Humans , Male , Mass Spectrometry , Middle Aged , Switzerland
2.
BMC Bioinformatics ; 16: 118, 2015 Apr 16.
Article in English | MEDLINE | ID: mdl-25888443

ABSTRACT

BACKGROUND: Untargeted metabolomics generates a huge amount of data. Software packages for automated data processing are crucial to successfully process these data. A variety of such software packages exist, but the outcome of data processing strongly depends on algorithm parameter settings. If they are not carefully chosen, suboptimal parameter settings can easily lead to biased results. Therefore, parameter settings also require optimization. Several parameter optimization approaches have already been proposed, but a software package for parameter optimization which is free of intricate experimental labeling steps, fast and widely applicable is still missing. RESULTS: We implemented the software package IPO ('Isotopologue Parameter Optimization') which is fast and free of labeling steps, and applicable to data from different kinds of samples and data from different methods of liquid chromatography - high resolution mass spectrometry and data from different instruments. IPO optimizes XCMS peak picking parameters by using natural, stable (13)C isotopic peaks to calculate a peak picking score. Retention time correction is optimized by minimizing relative retention time differences within peak groups. Grouping parameters are optimized by maximizing the number of peak groups that show one peak from each injection of a pooled sample. The different parameter settings are achieved by design of experiments, and the resulting scores are evaluated using response surface models. IPO was tested on three different data sets, each consisting of a training set and test set. IPO resulted in an increase of reliable groups (146% - 361%), a decrease of non-reliable groups (3% - 8%) and a decrease of the retention time deviation to one third. CONCLUSIONS: IPO was successfully applied to data derived from liquid chromatography coupled to high resolution mass spectrometry from three studies with different sample types and different chromatographic methods and devices. We were also able to show the potential of IPO to increase the reliability of metabolomics data. The source code is implemented in R, tested on Linux and Windows and it is freely available for download at https://github.com/glibiseller/IPO . The training sets and test sets can be downloaded from https://health.joanneum.at/IPO .


Subject(s)
Algorithms , Chromatography, Liquid/methods , Electronic Data Processing/methods , Electronic Data Processing/standards , Mass Spectrometry/methods , Metabolomics/methods , Software , Animals , Carbon Radioisotopes/analysis , Heart/physiology , Humans , Lipids/analysis , Lung/metabolism , Mice , Muscles/metabolism , Programming Languages , Reproducibility of Results , Saccharomyces cerevisiae/metabolism
3.
J Pharm Sci ; 103(7): 1945-1948, 2014 Jul.
Article in English | MEDLINE | ID: mdl-24801480

ABSTRACT

The neuroprotective blood-brain barrier (BBB) keeps many drug candidates below therapeutic levels in the central nervous system. Glutathione PEGylated liposomal doxorubicin (2B3-101) has been developed to safely enhance the delivery of doxorubicin to brain tumors. However, doxorubicin concentration in extracellular brain fluid cannot yet be reliably measured using conventional techniques. Cerebral open flow microperfusion (cOFM), a recently developed sampling technique, allows monitoring of drug concentrations in the brain independent of molecular weight and lipophilicity. In combination with cOFM sampling, sodium fluorescein (NaF) is used as a marker for BBB integrity. Rats received one intravenous dose of 7 mg/kg of either 2B3-101 or PEGylated liposomal doxorubicin (generic Caelyx(®)). Blood and cOFM sampling was performed for 5 h after dose injection. NaF concentration in the brain was monitored and remained low indicating an intact BBB. The brain-to-blood ratio of doxorubicin was 4.8-fold higher after administration of 2B3-101 as compared with generic Caelyx(®) (p = 0.0016). In conclusion, by using cOFM it was possible to show that 2B3-101 leads to enhanced doxorubicin concentration in the brain without affecting the BBB integrity.


Subject(s)
Blood-Brain Barrier/metabolism , Cerebral Cortex/metabolism , Doxorubicin/analogs & derivatives , Drug Delivery Systems , Glutathione/analogs & derivatives , Microdialysis/methods , Animals , Biological Transport , Dose-Response Relationship, Drug , Doxorubicin/administration & dosage , Doxorubicin/blood , Doxorubicin/chemistry , Doxorubicin/pharmacokinetics , Drug Monitoring/methods , Fluorescein/pharmacokinetics , Glutathione/administration & dosage , Glutathione/blood , Glutathione/pharmacokinetics , Injections, Intravenous , Male , Perfusion , Permeability , Pilot Projects , Polyethylene Glycols/administration & dosage , Polyethylene Glycols/chemistry , Polyethylene Glycols/pharmacokinetics , Rats, Sprague-Dawley , Tissue Distribution
4.
J Chromatogr A ; 1331: 44-51, 2014 Feb 28.
Article in English | MEDLINE | ID: mdl-24485539

ABSTRACT

Polyamines are ubiquitous active biogenic amines which contribute to basic cellular functions. Hence, their quantification in samples of diverse biological origins is essential for understanding how they function, especially in disease-relevant conditions. We present here a robust, high-throughput solid-phase extraction online coupled to a liquid chromatography-tandem mass spectrometry (SPE-LC/MS/MS) approach for the simultaneous quantification of eight polyamines in various biological samples. The polyamines include 1,3-diaminopropane, putrescine, cadaverin, N-acetyl-putrescine, spermidine, spermine, N(1)-acetyl-spermine, and l-ornithine. The novelty of the work is the use of two SPE columns online coupled to LC/MS/MS, which minimizes the sample pretreatment to a single derivatization step. The analysis is complete within 4min, making the method highly suitable for routine clinical analysis and high throughput screenings. The method was fully validated with serum samples. Dynamic ranges were 0.03 to 15µg/ml for ornithine and 1 to 500ng/ml for other polyamines, which cover physiological concentrations in serum samples. Lower limits of quantification (LLoQ) were found to be between 0.1 and 5ng/ml. As a proof of concept, we investigated gender differences in polyamine levels by analyzing the serum levels of 102 subjects.


Subject(s)
Polyamines/analysis , Adult , Chromatography, Liquid/methods , Female , Humans , Male , Mass Spectrometry , Middle Aged , Polyamines/blood , Sex Factors , Solid Phase Extraction/methods , Tandem Mass Spectrometry/methods
5.
J Membr Biol ; 231(2-3): 125-32, 2009 Oct.
Article in English | MEDLINE | ID: mdl-19882097

ABSTRACT

The currently accepted model of biological membranes involves a heterogeneous, highly dynamic organization, where certain lipids and proteins associate to form cooperative platforms ("rafts") for cellular signaling or transport processes. Ceramides, a lipid species occurring under conditions of cellular stress and apoptosis, are considered to stabilize these platforms, thus modulating cellular function. The present study focuses on a previously unrecognized effect of ceramide generation. In agreement with previous studies, we find that ceramide leads to a depletion of sphingomyelin from mixtures with palmitoyl oleoyl phosphatidylcholine bilayers, forming a ceramide-sphingomyelin-rich gel phase that coexists with a fluid phase rich in palmitoyl oleoyl phosphatidylcholine. Interestingly, however, this latter phase has an almost fourfold smaller bending rigidity compared to a sphingomyelin-palmitoyl oleoyl phosphatidylcholine mixture lacking ceramide. The significant change of membrane bulk properties can have severe consequences for conformational equilibria of membrane proteins. We discuss these effects in terms of the lateral pressure profile concept for a simple geometric model of an ion channel and find a significant inhibition of its activity.


Subject(s)
Ceramides/chemistry , Lipid Bilayers/chemistry , Membrane Proteins/chemistry , Ceramides/metabolism , Lipid Bilayers/metabolism , Liposomes/chemistry , Membrane Proteins/metabolism , Microscopy, Fluorescence , Models, Biological , Phosphatidylcholines/chemistry , Phosphatidylcholines/metabolism , Sphingomyelins/chemistry , Sphingomyelins/metabolism , X-Ray Diffraction
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