KniMet: a pipeline for the processing of chromatography–mass spectrometry metabolomics data

Introduction

Data processing is one of the biggest problems in metabolomics, given the high number of samples analyzed and the need of multiple software packages for each step of the processing workflow.

Objectives

Merge in the same platform the steps required for metabolomics data processing.

Methods

KniMet is a workflow for the processing of mass spectrometry-metabolomics data based on the KNIME Analytics platform.

Results

The approach includes key steps to follow in metabolomics data processing: feature filtering, missing value imputation, normalization, batch correction and annotation.

Conclusion

KniMet provides the user with a local, modular and customizable workflow for the processing of both GC–MS and LC–MS open profiling data.

     

Liquid chromatography–tandem mass spectrometry for the determination of low-molecular mass aldehydes in human urine

A simple and sensitive method is proposed for the determination of seven low-molecular mass aldehydes in human urine samples using liquid chromatography with tandem mass spectrometric detection. Urine samples diluted twofold with 0.3 M hydrochloric acid are aspirated into a LiChrolut EN solid-phase extraction column impregnated with 2,4-dinitrophenylhydrazine for cleanup, derivatization and preconcentration of the aldehydes. After elution of the hydrazones with acetonitrile, an aliquot is injected directly into the chromatograph. Identification and quantification of aldehydes was performed with electrospray in negative ion mode by selected reaction monitoring. By using synthetic urine samples, linearity is established over the concentration range 0.1–30 μg/l and limits of detection from 15 to 65 ng/l. The intra- and inter-day precision (RSD, %) of the aldehydes ranged from 2.9% to 6.4% and 3.6% to 9.3%, respectively, and specific uncertainties were ca. 5.0 ± 0.3 ng for all aldehydes. Average recoveries performed on two levels by enriching synthetic urine samples ranged between 92% and 100%. The method was also validated in terms of study sample stability including long-term and short-term analyte stability, freeze–thaw and extract stability. In summary, the method proposed surpasses other recent chromatographic alternatives in terms of the limit of detection and sample requirements for analysis.     

Liquid chromatography–diode array detection–mass spectrometry for compositional analysis of low molecular weight heparins

Low molecular weight heparins (LMWHs) are important artificial preparations from heparin polysaccharide and are widely used as anticoagulant drugs. To analyze the structure and composition of LMWHs, identification and quantitation of their natural and modified building blocks are indispensable. We have established a novel reversed-phase high-performance liquid chromatography–diode array detection–electrospray ionization–mass spectrometry approach for compositional analysis of LMWHs. After being exhaustively digested and labeled with 2-aminoacridone, the structural motifs constructing LMWHs, including 17 components from dalteparin and 15 components from enoxaparin, were well separated, identified, and quantified. Besides the eight natural heparin disaccharides, many characteristic structures from dalteparin and enoxaparin, such as modified structures from the reducing end and nonreducing end, 3-O-sulfated tetrasaccharides, and trisaccharides, have been unambiguously identified based on their retention time and mass spectra. Compared with the traditional heparin compositional analysis methods, the approach described here is not only robust but also comprehensive because it is capable of identifying and quantifying nearly all components from lyase digests of LMWHs.     

Liquid chromatography–mass spectrometry in forensic and clinical toxicology

This paper reviews liquid chromatographic–mass spectrometric (LC–MS) procedures for the identification and/or quantification of drugs of abuse, therapeutic drugs, poisons and/or their metabolites in biosamples (whole blood, plasma, serum, urine, cerebrospinal fluid, vitreous humor, liver or hair) of humans or animals (cattle, dog, horse, mouse, pig or rat). Papers published from 1995 to early 1997, which are relevant to clinical toxicology, forensic toxicology, doping control or drug metabolism and pharmacokinetics, were taken into consideration. They cover the following analytes: amphetamines, cocaine, lysergide (LSD), opiates, anabolics, antihypertensives, benzodiazepines, cardiac glycosides, corticosteroids, immunosuppressants, neuroleptics, non-steroidal anti-inflammatory drugs (NSAID), opioids, quaternary amines, xanthins, biogenic poisons such as aconitines, aflatoxins, amanitins and nicotine, and pesticides. LC–MS interface types, mass spectral detection modes, sample preparation procedures and chromatographic systems applied in the reviewed papers are discussed. Basic information about the biosample assayed, work-up, LC column, mobile phase, interface type, mass spectral detection mode, and validation data of each procedure is summarized in tables. Examples of typical LC–MS applications are presented.     

Liquid chromatography–fluorescence and liquid chromatography–mass spectrometry detection of tryptophan degradation products of a recombinant monoclonal antibody

Light exposure is one of several conditions used to study the degradation pathways of recombinant monoclonal antibodies. Tryptophan is of particular interest among the 20 amino acids because it is the most photosensitive. Tryptophan degradation forms several products, including an even stronger photosensitizer and several reactive oxygen species. The current study reports a specific peptide mapping procedure to monitor tryptophan degradation. Instead of monitoring peptides using UV 214 nm, fluorescence detection with an excitation wavelength of 295 nm and an emission wavelength of 350 nm was used to enable specific detection of tryptophan-containing peptides. Peaks that decreased in area over time are likely to contain susceptible tryptophan residues. This observation can allow further liquid chromatography–mass spectrometry (LC–MS) analysis to focus only on those peaks to confirm tryptophan degradation products. After confirmation of tryptophan degradation, susceptibility of tryptophan residues can be compared based on the peak area decrease.     

Liquid chromatography–fast atom bombardment mass spectrometry for detection and determination of pentazocine in human tissues

A reliable and sensitive method was developed for the detection and determination of pentazocine in human solid tissues using liquid chromatography–dynamic fast atom bombardment (FAB) mass spectrometry, combined with a three-step liquid–liquid extraction procedure. Levallorphan tartrate served as an internal standard. The extract was evaporated to dryness and dissolved in the mobile phase, acetonitrile–10 mM ammonium acetate solution (20:80, pH 4.0) containing 0.5% glycerol as FAB matrix. The eluent was pumped at a flow rate of 25 μl/min and split before introduction to FAB mass spectrometer. Quantitative analysis was carried out by means of monitoring quasi-molecular ions with m/z 286 for pentazocine and m/z 284 for levallorphan. The lower limit of detection of pentazocine in each tissue tested was 1 ng/g with scan mode and 0.1 ng/g with SIM mode. Using this method, the concentrations of pentazocine were determined in the tissues of an autopsied individual to perform toxicological evaluation.     

Comparative metabolomics of Japanese Black cattle beef and other meats using gas chromatography–mass spectrometry

Progress in metabolomic analysis now allows the evaluation of food quality. This study aims to identify the metabolites in meat from livestock using a metabolomic approach. Using gas chromatography–mass spectrometry (GC/MS), many metabolites were reproducibly detected in meats, and distinct differences between livestock species (cattle, pigs, and chickens) were indicated. A comparison of metabolites between tissues types (muscle, intramuscular fat, and intermuscular fat) in marbled beef of Japanese Black cattle revealed that most metabolites are abundant in the muscle tissue. Several metabolites (medium-chain fatty acids, etc.) involved in triacylglycerol synthesis were uniquely detected in fat tissue. Additionally, the results of multivariate analysis suggest that GC/MS analysis of metabolites can distinguish between cattle breeds. These results provide useful information for the analysis of meat quality using GC/MS-based metabolomic analysis.

ABBREVIATIONS: GC/MS: gas chromatography-mass spectrometry; NMR: nuclear magnetic resonance; MS: mass spectrometry; IS: 2-isopropylmalic acid; MSTFA: N-Methyl-N-trimethylsilyltrifluoroacetamide; CV: coefficient of variation; TBS: Tris-buffered saline; MHC: myosin fast type; PCA: principal component analysis; OPLS-DA: orthogonal partial least-squares discriminant analysis; O2PLS: two-way orthogonal partial least-squares     

Screening for inborn errors of metabolism using gas chromatography–mass spectrometry

Screening of newborns for inborn errors of metabolism (IEM) in China is both a challenging and undeveloped area for gynecologists and pediatricians. Since 1999, the Capital Institute of Pediatrics has been studied as regards screening for IEM using advanced gas chromatography–mass spectrometry (GC–MS) method in collaboration with the Matsumoto Institute of Life Science (MILS), Japan, and has successfully diagnosed 51 cases of IEM in a total of 393 patients. Galactosemia, phenylketonuria and methylmalonic acidemia were the most frequent disorders among 51 cases of IEM. Treatment by suitable drugs and/or diet therapy was very effective in the most cases.     

Comparison of gas chromatography–mass spectrometry and gas chromatography–combustion–isotope ratio mass spectrometry analysis for in vivo estimates of metabolic fluxes

Gas chromatography–mass spectrometry (GC–MS) was compared with gas chromatography–combustion–isotope ratio mass spectrometry (GC–C–IRMS) for measurements of cholesterol ¹³C enrichment after infusion of labeled precursor ([¹³C_1,2]acetate). Paired results were significantly correlated, although GC–MS was less accurate than GC–C–IRMS for higher enrichments. Nevertheless, only GC–MS was able to provide information on isotopologue distribution, bringing new insights to lipid metabolism. Therefore, we assessed the isotopologue distribution of cholesterol in humans and dogs known to present contrasted cholesterol metabolic pathways. The labeled tracer incorporation was different in both species, highlighting the subsidiarity of GC–MS and GC–C–IRMS to analyze in vivo stable isotope studies.     

Liquid chromatography–tandem mass spectrometry analysis of metabolites in rats after administration of prenylflavonoids from Epimediums

The metabolites in rats after administration of icariside II, icariin, epimedin C and extracts of four Epimedium species were investigated. Feces, bile, plasma and urine samples were detected comprehensively using HPLC-ESI-MSⁿ method. The structures of metabolites were identified on the basis of their characteristic fragmentations in MSⁿ experiments. Totally, 54 metabolites were identified in these biosamples. Specific hydrolysis of 7-O glucosides in gut lumen and glucuronic acid conjugation in liver were considered as the main physiologic processes of prenylflavonoids. Icariside II and anhydroicaritin were the major intermediate products in forming of mono- and di-glucuronic acid conjugations in vivo. In general, this study revealed the possible metabolite profiles of prenylflavonoids in rats, and might aid the clinical use of different Epimedium species.     

Liquid chromatography–tandem mass spectrometry assay for the quantification of free and total sialic acid in human cerebrospinal fluid

BackgroundAnalysis of sialic acid (SA) metabolites in cerebrospinal fluid (CSF) is important for clinical diagnosis. In the present study, a high-performance liquid chromatography–tandem mass spectrometry (HPLC/MS/MS) method for free sialic acid (FSA) and total sialic acid (TSA) in human CSF was validated.MethodsThe method utilized a simple sample-preparation procedure of protein precipitation for FSA and acid hydrolysis for TSA. Negative electrospray ionisation was used to monitor the transitions m/z 308.2 → 87.0 (SA) and m/z 311.2 → 90.0 (¹³C₃-SA). Conjugated sialic acid (CSA) was calculated by subtracting FSA from TSA. We established reference intervals for FSA, TSA and CSA in CSF in 217 control subjects. The method has been applied to patients’ samples with known differences in SA metabolites like meningitis (n = 6), brain tumour (n = 2), leukaemia (n = 5), and Salla disease (n = 1).ResultsLimit of detection (LOD) was 0.54 μM for FSA and 0.45 μM for TSA. Intra- and inter-assay variation for FSA (21.8 μM) were 4.8% (n = 10) and 10.4% (n = 40) respectively. Intra- and inter-assay variation for TSA (35.6 μM) were 9.7% (n = 10) and 12.8% (n = 40) respectively. Tested patients showed values of TSA above established reference value.ConclusionThe validated method allows sensitive and specific measurement of SA metabolites in CSF and can be applied for clinical diagnoses.     

Profiling degradants of paclitaxel using liquid chromatography–mass spectrometry and liquid chromatography–tandem mass spectrometry substructural techniques

A rapid and systematic strategy based on liquid chromatography–mass spectrometry (LC–MS) profiling and liquid chromatography–tandem mass spectrometry (LC–MS–MS) substructural techniques was utilized to elucidate the degradation products of paclitaxel, the active ingredient in Taxol. This strategy integrates, in a single instrumental approach, analytical HPLC, UV detection, full-scan electrospray MS, and MS–MS to rapidly and accurately elucidate structures of impurities and degradants. In these studies, degradants induced by acid, base, peroxide, and light were profiled using LC–MS and LC–MS–MS methodologies resulting in an LC–MS degradant database which includes information on molecular structures, chromatographic behavior, molecular mass, and MS–MS substructural information. The stressing conditions which may cause drug degradation are utilized to validate the analytical monitoring methods and serve as predictive tools for future formulation and packaging studies. Degradation products formed upon exposure to basic conditions included baccatin III, paclitaxel sidechain methyl ester, 10-deacetylpaclitaxel, and 7-epipaclitaxel. Degradation products formed upon exposure to acidic conditions included 10-deacetylpaclitaxel and the oxetane ring opened product. Treatment with hydrogen peroxide produced only 10-deacetylpaclitaxel. Exposure to high intensity light produced a number of degradants. The most abundant photodegradant of paclitaxel corresponded to an isomer which contains a C3–C11 bridge. These methodologies are applicable at any stage of the drug product cycle from discovery through development. This library of paclitaxel degradants provides a foundation for future development work regarding product monitoring, as well as use as a diagnostic tool for new degradation products.     

Liquid chromatography–tandem mass spectrometric assay for clobetasol propionate in human serum from patients with atopic dermatitis

A bioanalytical assay for the topical corticosteroid clobetasol propionate was developed and validated. For the quantitative assay 0.5 ml human serum samples, supplemented with clobetasone butyrate as internal standard, were extracted with hexane–ether. Evaporated and reconstituted extracts were injected on a polar embedded octadecyl silica column with isocratic elution using formic acid in water–methanol as mobile phase. The eluate was led into the electrospray interface with positive ionization and the analyte was detected and quantified using the selective reaction monitoring mode of a triple quadrupole mass spectrometer. The assay was validated in the range 0.04–10 ng/ml, the lowest level of this range being the lower limit of quantification. Precisions were 5–10% and accuracies were between 102 and 109%. The drug was stable under all relevant conditions. Finally, the assay was successfully applied on patients suffering from severe atopic dermatitis treated topically with clobetasol propionate.     

Inter-laboratory reproducibility of fast gas chromatography–electron impact–time of flight mass spectrometry (GC–EI–TOF/MS) based plant metabolomics

The application of gas chromatography–mass spectrometry (GC–MS) to the ‘global’ analysis of metabolites in complex samples (i.e. metabolomics) has now become routine. The generation of these data-rich profiles demands new strategies in data mining and standardisation of experimental and reporting aspects across laboratories. As part of the META-PHOR project’s (METAbolomics for Plants Health and OutReach: ) priorities towards robust technology development, a GC–MS ring experiment based upon three complex matrices (melon, broccoli and rice) was launched. All sample preparation, data processing, multivariate analyses and comparisons of major metabolite features followed standardised protocols, identical models of GC (Agilent 6890N) and TOF/MS (Leco Pegasus III) were also employed. In addition comprehensive GC×GC–TOF/MS was compared with 1 dimensional GC–TOF/MS. Comparisons of the paired data from the various laboratories were made with a single data processing and analysis method providing an unbiased assessment of analytical method variants and inter-laboratory reproducibility. A range of processing and statistical methods were also assessed with a single exemplary dataset revealing near equal performance between them. Further investigations of long-term reproducibility are required, though the future generation of global and valid metabolomics databases offers much promise.     

A mass spectrometry-based method to screen for α-amidated peptides

Amidation is a post-translational modification found at the C-terminus of ~50% of all neuropeptide hormones. Cleavage of the C(α)-N bond of a C-terminal glycine yields the α-amidated peptide in a reaction catalyzed by peptidylglycine α-amidating monooxygenase (PAM). The mass of an α-amidated peptide decreases by 58 Da relative to its precursor. The amino acid sequences of an α-amidated peptide and its precursor differ only by the C-terminal glycine meaning that the peptides exhibit similar RP-HPLC properties and tandem mass spectral (MS/MS) fragmentation patterns. Growth of cultured cells in the presence of a PAM inhibitor ensured the coexistence of α-amidated peptides and their precursors. A strategy was developed for precursor and α-amidated peptide pairing (PAPP): LC-MS/MS data of peptide extracts were scanned for peptide pairs that differed by 58 Da in mass, but had similar RP-HPLC retention times. The resulting peptide pairs were validated by checking for similar fragmentation patterns in their MS/MS data prior to identification by database searching or manual interpretation. This approach significantly reduced the number of spectra requiring interpretation, decreasing the computing time required for database searching and enabling manual interpretation of unidentified spectra. Reported here are the α-amidated peptides identified from AtT-20 cells using the PAPP method.     

Next-generation capillary electrophoresis–mass spectrometry approaches in metabolomics

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Liquid chromatography–tandem mass spectrometry quantification of levosulpiride in human plasma and its application to bioequivalence study

An improved method for determining levels of levosulpiride in human plasma using ultra-performance liquid chromatography–tandem mass spectrometry (UPLC–MS/MS) was developed and validated. The protein precipitation method was used for plasma sample preparation. Levosulpiride and an internal standard (IS) were isocratically separated on a UPLC BEH C₁₈ column with a mobile phase of ammonium formate buffer (1 mM, adjusted to pH 3 with formic acid) and acetonitrile (60:40, v/v). MS/MS detection was performed by monitoring the parent → daughter pair of levosulpiride and the IS at m/z 342 → 112 and 329 → 256, respectively. The method was linear from 2.5 to 200 ng/mL and exhibited acceptable precision and percent recovery. The method was successfully demonstrated in pharmacokinetic and bioequivalence studies of two levosulpiride oral formulations administered to healthy volunteers. When compared to the previous LC–MS methods, the proposed method is faster, well-validated, and uses lesser plasma volume and a similar sensitivity. The use of UPLC allowed rapid and sensitive quantification of levosulpiride, making this method suitable for high-throughput clinical applications.     

Ion-pairing liquid chromatography–tandem mass spectrometry-based quantification of uridine diphosphate-linked intermediates in the Staphylococcus aureus cell wall biosynthesis pathway

Bacterial cell wall biosynthesis is the target of several antibiotics and is of interest as a target for new inhibitor development. The cytoplasmic steps of this pathway involve a series of uridine diphosphate (UDP)-linked peptidoglycan intermediates. Quantification of these intermediates is essential for studies of current agents targeting this pathway and for the development of new agents targeting this pathway. In this study, a liquid chromatography–tandem mass spectrometry (LC–MS/MS) method was developed for quantification of these intermediates in Staphylococcus aureus. To address the problem of poor retention of UDP-linked intermediates on reverse phase media, an ion-pairing (IP) approach using N,N-dimethylhexylamine was developed. MS/MS detection in negative mode was optimized for UDP-GlcNAc, UDP-MurNAc, UDP-MurNAc-l-Ala, UDP-MurNAc-l-Ala-d-Glu, UDP-MurNAc-l-Ala-d-Glu-l-Lys, and UDP-MurNAc-l-Ala-d-Glu-l-Lys-d-Ala-d-Ala. The lower limits of quantification (LLOQs) for these analytes were 1.8, 1.0, 0.8, 2.2, 0.6, and 0.5 pmol, respectively, which correspond to LLOQs of 6, 3, 3, 7, 2, and 2 nmol/g bacteria, respectively. This method was demonstrated for quantification of in vivo levels of these intermediates from S. aureus (0.3 mg dry weight analyzed) treated with fosfomycin, d-boroAla, d-cycloserine, and vancomycin. Metabolite accumulation is consistent with the known targets of these antibiotics and indicates potential regulatory loops within this pathway.     

Revised method for routine determination of urinary dialkyl phosphates using gas chromatography–mass spectrometry

Among urinary organophosphorus pesticide (OP) metabolites, dialkyl phosphates (DAPs) have been most often measured as a sensitive biomarker in non-occupational and occupational OP exposure risk assessment. In our conventional method, we have employed a procedure including simple liquid–liquid extraction (diethyl ether/acetonitrile), derivatization (pentafluorobenzylbromide, PFBBr) and clean-up (multi-layer column) for gas chromatography–mass spectrometry (GC–MS) analysis starting from 5-mL urine samples. In this study, we introduce a revised analytical method for urinary DAPs; its main modification was aimed at improving the pre-derivatization dehydration procedure. The limits of detection were approximately 0.15 μg/L for dimethylphosphate (DMP), 0.07 μg/L for diethylphosphate (DEP), and 0.05 μg/L for both dimethylthiophosphate (DMTP) and diethylthiophosphate (DETP) in 2.5-mL human urine samples. Within-run precision (percent of relative standard deviation, %RSD) at the DAP levels varying in the range of 0.5–50 μg/L was 6.0–19.1% for DMP, 3.6–18.3% for DEP, 8.0–25.6% for DMTP and 9.6–27.8% for DETP. Between-run precision at 5 μg/L was below 15.7% for all DAPs. The revised method proved to be feasible to routine biological monitoring not only for occupational OP exposure but also for environmental background levels in the general population. Compared to our previous method, the revised method underscores the importance of adding pre-derivatization anhydration for higher sensitivity and precision.