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discovery of candidate biomarkers, the urinary fingerprints of the control group were compared with those of the TU treated group (excl. washout). To this end, urine samples from both treatment groups were extracted and analyzed in a random order, keeping the batches of the cows and calves separately. During the discovery phase, data was interpreted in a truly untargeted fashion. Following this, the classification performance of the selected candidate markers was further evaluated by considering the samples from the rapeseed-enriched diet and washout group. These samples were analyzed in a random order, whereby a targeted processing (XCalibur 3.0 software) of the acquired full-scan data was performed. During mass spectrometric analysis of urine extracts, quality control measures were taken by considering external and internal quality control (QC) samples. QC samples were prepared starting from pooled urine (equal volume contributions from at least 60 samples), which was extracted according to the standard protocol. External QC samples were used for instrument stabilization, whereas internal QC samples were included to monitor and correct for instrumental drift. &lt;/p> Acquired full-scan MS data of study samples were imported into the SieveTM 2.2 software package (Thermo Fisher Scientific, San Jose, USA) to compose metabolic fingerprints. Metabolite features from total ion current chromatograms were extracted, applying peak alignment and integration. As primary parameters, a frame m/z width of 6 ppm, a frame time width of 0.75 min, and an intensity threshold of 1,000,000 were set. Each of the detected features was characterized through its retention time (tR) and m/z-value. &lt;/p> For the discovery phase, the normalized multivariate data matrices from the TU treated and control group were analyzed by SIMCA 14.1 (Umetrics, Malmö, Sweden), whereby it was aimed to discover metabolome discrepancies for the two study groups. Data were log-transformed and pareto-scaled to induce normality and standardize the peak intensity ranges, respectively. In first instance, unsupervised segregation was checked by principal component analysis (PCA), allowing to evaluate clustering of QC samples and identify potential outliers. Subsequently, orthogonal partial least squares discriminant analysis (OPLS-DA) was performed to model variation and establish separation between investigated treatment groups.</metabolite_identification_protocol><repository>MetaboLights</repository><study_status>Public</study_status><ptm_modification></ptm_modification><instrument_platform>UPLC-LTQ-MS</instrument_platform><chromatography_protocol>The UPLC system consisted of a Dionex Ultimate 3000 XRS pump, coupled to a Dionex Ultimate 3000 RS column compartment and autosampler (Dionex, Amsterdam, The Netherlands). Chromatographic separation was achieved on an Acquity HSS T3 column (1.8 µm, 2.1 x 100 mm) (Waters, Zellik, Belgium), whereby a gradient program using 0.1% formic acid in water (solvent A) and 0.1% formic acid in methanol (solvent B) was applied. Following proportions of solvent A were used: 0-1 min at 90%, 1-3 min from 90 to 79%, 3-5 min from 79 to 20%, 5-9 min from 20 to 0%, 9-12 min at 0%, 12-12.1 from 0 to 90%, followed by 3 min of re-equilibration. A constant flow rate of 300 µl/min and a column oven temperature of 25 °C were set.</chromatography_protocol><publication>Discovery of urinary biomarkers to discriminate between exogenous and semi-endogenous thiouracil in cattle. PMID:29649241</publication><submitter_name>Beata Pomian</submitter_name><submitter_affiliation>UGhent</submitter_affiliation><organism_part>urine</organism_part><technology_type>mass spectrometry</technology_type><disease></disease><extraction_protocol>For extraction, a previously published methodology was adopted with some minor modifications[1]. In brief, 3 ml of urine was enriched with 50 ng PTU-d5 internal standard and supplemented with 1 mL phosphate buffer, containing 1% of the reducing agent DDT. Hereby, denaturing conditions (65 °C, 30 min) were imposed to impede protein-thyreostat interactions and avoid protein-based interference. Next, a 2-fold liquid-liquid extraction with 5 ml ethyl acetate was performed, after which the pooled supernatants were evaporated to dryness at 60 °C under a gentle stream of nitrogen. The remaining residue was dissolved in 200 µl ultrapure water (0.1% formic acid) and methanol (0.1% formic acid) (90/10, v/v). The injection volume was 10 µl. &lt;/p> Ref:&lt;/br> [1] Vanden Bussche J, Vanhaecke L, Deceuninck Y, Verheyden K, Wille K, Bekaert K, Le Bizec B, De Brabander HF. Development and validation of an ultra-high performance liquid chromatography tandem mass spectrometry method for quantifying thyreostats in urine without derivatisation. J Chromatogr A. 2010 Jun 25;1217(26):4285-93. doi: 10.1016/j.chroma.2010.04.030. PMID:20471019&lt;/br></extraction_protocol><organism>Bos taurus</organism><full_dataset_link>https://www.ebi.ac.uk/metabolights/MTBLS554</full_dataset_link><author>Beata Pomian. Faculty of Veterinary Medicine, Laboratory of Chemical Analysis. Salisburylaan 133, 9820 Merelbeke, Belgium. beata.pomian@ugent.be.</author><author>Lieven Van Meulebroek. Faculty of Veterinary Medicine, Laboratory of Chemical Analysis. Salisburylaan 133, 9820 Merelbeke, Belgium. lieven.vanmeulenbroek@ugent.be.</author><data_transformation_protocol>Targeted data was processed with Xcalibur Software 2.1 (Thermo Fisher Scientific). In particular, this involved the quantification of thiouracil.</data_transformation_protocol><study_factor>Treatment</study_factor><submitter_email>beata.pomian@ugent.be</submitter_email><sample_collection_protocol>The in vivo trial concerned a parallel-like design with various treatment groups. Within a first treatment group, test animals received a diet that was enriched with rapeseed cake, which intended to promote the semi-endogenous formation of TU. A second group of animals were fed a commercial diet during the entire course of the trial and thus served as control group. Finally, a group of animals was treated with TU on a daily basis (in the morning) for one week, which was followed by a washout period. Acclimation periods were incorporated for adaptation to the imposed dietary regimen. &lt;/p> Each of the treatments was preceded by a 2-week acclimation phase during which all test animals were fed a commercial diet of concentrate (27% crude protein content) with ad libitum access to water and hay. Whereas this dietary regimen was maintained for the control and TU treated group, one fraction of the test animals received a diet in which 30% of the concentrate was replaced by rapeseed cake (37% crude protein content). With respect to the TU treated group, animals were orally administered a daily dose of 0.2 g TU per 100 kg body weight (TU analytical powder, Sigma Aldrich, St. Louis, MO, USA) by means of a filled capsule. Following this TU treatment, a short washout period was appended to assess the excretion profiles of potential markers in urine. &lt;/p> Test animals were housed under controlled experimental conditions at the animal facilities of Centre d’Economie Rurale (CER, Marloie, Belgium), whereby animals were kept in separate half-covered pens. It was hereby opted to include both cows and calves since an age-dependent metabolic response towards TU treatment could be expected. All calves (female, 101.6 ± 14.7 kg, 3.3 ± 0.3 months) were of a mixed breed, whereas cows (female, 587.1 ± 98.9 kg, 4.0 ± 1.5 years) were either of a milk or meat breed. This in vivo study was approved by CER’s Ethical Committee (CE/Santé/ET004). &lt;/p> Urine was collected in 5-ml aliquots, whereby samples were treated with EDTA (final concentration of 0.1 M) and 0.1 M hydrogen chloride (final pH 1) to inhibit thyreostat degradation during urine storage. Urine samples were stored at -20 °C and thawed prior to extraction.</sample_collection_protocol><omics_type>Metabolomics</omics_type><study_design>ultra-performance liquid chromatography-mass spectrometry</study_design><study_design>thiouracil</study_design><study_design>Cattle</study_design><study_design>biomarker</study_design><study_design>targeted metabolites</study_design><curator_keywords>ultra-performance liquid chromatography-mass spectrometry</curator_keywords><curator_keywords>thiouracil</curator_keywords><curator_keywords>Cattle</curator_keywords><curator_keywords>biomarker</curator_keywords><curator_keywords>targeted metabolites</curator_keywords><mass_spectrometry_protocol>Mass spectrometric analysis was carried out using a high-resolution hybrid quadrupole Q-Exactive Orbitrap mass spectrometer (Thermo Fisher Scientific, San Jose, USA), which was equipped with a heated electrospray ionization source (HESI-II), operating in polarity switching mode. Instrumental settings for full-scan MS events involved a sheath gas flow rate of 2 arbitrary units (au), an auxiliary gas flow rate of 10 au, a sweep gas flow rate of 2 au, a capillary temperature of 250 °C, a heater temperature of 275 °C, a spray voltage of (-)3 kV, an S-lens RF level of 50 au, a mass resolution of 70,000 full width at half maximum (FWHM), an automatic gain control (AGC) target of 3 x e^6 ions, and a m/z scan range from 100 to 800 Da. In addition to these full-scan MS events, separate MS/MS fragmentation experiments were performed for identification of revealed markers.</mass_spectrometry_protocol><metabolite_name>thiouracil</metabolite_name><metabolite_name>2-methylthiouracil</metabolite_name><metabolite_name>3-thioureidopropionic acid</metabolite_name><pubmed_abstract>In the European Union, the use of thyreostats for animal fattening purposes has been banned and monitoring plans have been established to detect potential abuse. However, this is not always straightforward as thyreostats such as thiouracil may also have a semi-endogenous origin. Therefore, this study aimed at defining urinary metabolites, which may aid in defining the origin of detected thiouracil. Hereto, a parallel-like randomized in vivo study was conducted in which calves (n = 8) and cows (n = 8) were subjected to either a control treatment, rapeseed-enriched diet to induce semi-endogenous formation, or thiouracil treatment. Urine samples (n = 330) were assessed through metabolic fingerprinting, employing liquid-chromatography and Q-ExactiveTM Orbitrap mass spectrometry. Urinary fingerprints comprised up to 40,000 features whereby multivariate discriminant analysis was able to point out significant metabolome differences between treatments (Q2(Y) ≥ 0.873). Using the validated models, a total of twelve metabolites (including thiouracil) were assigned marker potential. Combining these markers into age-dependent biomarker panels rendered a tool by which sample classification could be improved in comparison with thiouracil-based thresholds, and this during on-going thiouracil treatment (specificities ≥ 95.2% and sensitivities ≥ 85.7%), post-treatment (sensitivities ≥ 80% for ≥ 24 h after last administration), and simulated low-dose thiouracil treatment (exogenous thiouracil below 30 ng μL-1). Moreover, the metabolic relevance of revealed markers was supported by the suggested identities, for which a structural link with thiouracil could be determined in most cases. The proposed biomarker panels may contribute to a more justified decision-making in monitoring thiouracil abuse.</pubmed_abstract><pubmed_title>Discovery of urinary biomarkers to discriminate between exogenous and semi-endogenous thiouracil in cattle: A parallel-like randomized design.</pubmed_title><pubmed_authors>Van Meulebroek Lieven L, Wauters Jella J, Pomian Beata B, Vanden Bussche Julie J, Delahaut Philippe P, Fichant Eric E, Vanhaecke Lynn L</pubmed_authors><pubmed_title_synonyms>Taurine, dairy cow, Biological Markers, Viral Marker, Beef Cows, Viral, Surrogate Endpoints, Surrogate Endpoint, cow, Clinical Markers, Laboratory, Taurus Cattles, Bos indicus Cattles, Clinical Marker, Holstein Cow, Serum Markers, Taurus Cattle, Biochemical, End Point, Endpoint, Cattle, Taurine Cattles, Biochemical Markers, 3-dihydro-2-thioxo-, Serum, Indicine, Bos indicus, Dairy Cows, Biologic Marker, Immune Marker, Domestic Cows., Surrogate End Points, Surrogate Markers, 4(1H)-Pyrimidinone, Laboratory Markers, Bos grunniens, cattle, Marker, Biological, Surrogate End Point, Bos taurus, Bos primigenius taurus, 2, domestic cattle, Indicine Cattles, Yaks, Holstein, Cattles, Biologic Markers, Biomarker, Yak, Serum Marker, Clinical, Cows, End Points, Surrogate, Domestic Cow, Biological Marker, Endpoints, Dairy Cow, Bos bovis, Immunologic, Domestic, Dairy, Laboratory Marker, Taurine Cattle, Beef, Surrogate Marker, Bos Tauurus, Immunologic Markers, Immune, Beef Cow, oxen, Markers, ox, Biochemical Marker, Cow, Viral Markers, Taurus, Indicine Cattle, Zebu, domestic cow, Zebus, Bos indicus Cattle, bovine, Immunologic Marker, Biologic, Immune Markers</pubmed_title_synonyms><description_synonyms>European Economic Community, Common Markets, DUbc9, Taurine, Plantar Prints, dairy cow, Food Patterns, Plantar Print, determination, Taurus Cattle, Print, atado, Dairy Cows, prevention, Relative, Tier, primary metabolites, Lwr, European Coal and Steel Community, 2, Analysis, prevention and control, multicellular organismal biosynthetic process, European Common Market, European Economic, Animalia, Mass Spectrum Analysis, average, treatment, Yak, single-organism biosynthetic process, Man (Taxonomy), Cows, reference sample, Analyses, Union, Domestic Cow, Economic Community, Dairy Cow, Bos bovis, Domestic, CG12352, Beef, Food, DmelCG4063, preventive measures, Bos Tauurus, oxen, urinary aspects, scientific observation, disease management, Therapies, Plantar, domestic cow, Tbl1, TBL1, Zebus, DmAAF34715, Therapy, Communities, preventive therapy, Beef Cows, Taurus Cattles, animalia, Modern, Cattle, Normalcy, Indicine, Bos indicus, Spectrum Analysis, Spectroscopy, Bos taurus, European, span., Market, Relative Risks, Common, hbl, Individual, Yaks, END, Holstein, l(2)02858, l(2)05487, l(2)05486, European Economic Communities, whole organism, CG4063, Risk, i56, European Atomic Energy Community, Spectrometry, Treatments, E-2f, human, i105, E-2g, Health, Dietary Patterns, label, Taurus, metabolites, Koerper, Zebu, Bos indicus Cattle, bovine, Community, Policies, human being, Tb11, Common Market, secondary metabolites, 3-dihydro-2-thioxo-, Spectrum Analyses, Normalcies, Patterns, Human, FBXW4, 4(1H)-Pyrimidinone, dip4, Homo sapiens, cattle, Diets, Mass, Ubc 9, Animal, Indicine Cattles, Man, Mass Spectroscopy, Domestic Cows, Normalities, study, Fingerprints, urinary levels, Food Pattern, DmelCG3018, Ebi, EBI, metazoa, Dairy, Ubc-9, Taurine Cattle, semi, European Communities, l(2)01519, Pattern, Beef Cow, Cow, DmelCG12352, liquid, Dietary Pattern, Chromatographies, Economic Communities, HHT1, Prints, Controlled, span, Individual Health, measuring, UBC9, Controlling, adequate, Edg, European Common Markets, cow, Ubc9, body, Bos indicus Cattles, Holstein Cow, whole body, Taurine Cattles, SMAP55, EEC, Fingerprint, Bos grunniens, MS, FBgn0010602, Bos primigenius taurus, Metazoa, chemical analysis, dUbc9, dUBC9, domestic cattle, ubc9, Foods, Mass Spectrum Analyses, Cattles, Relative Risk, Mass Spectrum, Normality, prophylaxis, Dietary, Risks, metabolite, Euratom, l(2)k16213, European Common, European Community, Therapeutic, ox, concentration, control, Dmubc9, Modern Man, Indicine Cattle, Treatment, assay, ORW1, CG3018, DmUbc9</description_synonyms><pubmed_abstract_synonyms>European Economic Community, Common Markets, Plantar Prints, Food Patterns, Plantar Print, Biological Markers, Viral Marker, Surrogate Endpoints, Laboratory, PNT-P1, DmelCG17077, Print, Biochemical, Endpoint, EY3-1, Pnt, Profiles, Serum, prevention, Classifications, Donor Artificial Insemination, Laboratory Markers, Tier, hierarchies, hierarchy, png, Biological, systematics, CDA2, European Coal and Steel Community, 2, Analysis, D-ets-2, 3520, prevention and control, Donor Artificial, multicellular organismal biosynthetic process, European Common Market, Pnt-P1, Metabolic Profiles, European Economic, Animalia, Mass Spectrum Analysis, treatment, single-organism biosynthetic process, me75, reference sample, Analyses, Union, Economic Community, D17Mit170, T1, Food, preventive measures, Immune, Markers, urinary aspects, Viral Markers, sample, disease management, Therapies, Plantar, 3-dihydro-2-thioxo-., Therapy, Communities, preventive therapy, Viral, Surrogate Endpoint, animalia, Systematics, D-Ets-2, ets94F, Biochemical Markers, 0123/09, Tl3, Biologic Marker, Tl2, Spectrum Analysis, Spectroscopy, Taxonomies, Marker, European, Market, RENBP, Common, Heterologous Insemination, European Economic Communities, pntP2, whole organism, Pointed-P1, End Points, European Atomic Energy Community, Ets94F, Spectrometry, Immunologic, Laboratory Marker, Treatments, AGE, ptd, Artificial Insemination, PntP2, Dietary Patterns, Biochemical Marker, PntP1, E(E2F)3D, Koerper, PNTP2, PNTP1, Community, 0998/12, Clinical Markers, taxonomy, Common Market, Clinical Marker, ETS2, Ets2, 3-dihydro-2-thioxo-, Spectrum Analyses, AID, Aid, Patterns, Discriminant, Surrogate End Points, 4(1H)-Pyrimidinone, Surrogate Markers, DMPOINT1A, pntegfr, 0608/07, Diets, Mass, Low, Animal, Metabolic Profile, aid, Mass Spectroscopy, Insemination, study, Biomarker, Fingerprints, urinary levels, Taxonomy, Clinical, Food Pattern, pointed-RC, Metabolomes, Profile, Biological Marker, metazoa, European Communities, EK3-2, Pattern, l(3)07825, Immunologic Markers, HEL-S-284, HIGM2, CG17077, liquid, Dietary Pattern, Chromatographies, Economic Communities, Immunologic Marker, l(3)j1B7, Heterologous, Prints, Biologic, Controlled, Controlling, Ets, cou, European Common Markets, body, RnBP, Serum Markers, GlcNAc 2-epimerase, End Point, whole body, Immune Marker, Human Donor, EEC, Fingerprint, N-acetyl-D-glucosamine 2-epimerase, MS, Lr, Surrogate End Point, Metazoa, Donor, pnt-P1, pnt-P2, Mass Spectrum Analyses, l(3)s118306, Biologic Markers, Artificial, Mass Spectrum, Serum Marker, Metabolic, Arp2, Surrogate, ARP2, prophylaxis, Dietary, Endpoints, Euratom, Surrogate Marker, sample population, European Common, Ets58AB, European Community, Therapeutic, control, Discriminant Analyses, Bra, renin-binding protein, Treatment, POINT, CG8705, Immune Markers</pubmed_abstract_synonyms><name_synonyms>Taurine, dairy cow, hindlimb zeugopodium, Biological Markers, Viral Marker, Surrogate Endpoints, hindlimb zeudopodium, Clinical Markers, Laboratory, Clinical Marker, leg, Taurus Cattle, Biochemical, posterior region of leg, Endpoint, 3-dihydro-2-thioxo-, Serum, Dairy Cows, hind limb middle limb segment, Surrogate End Points, regio surae, Surrogate Markers, 4(1H)-Pyrimidinone, Laboratory Markers, sura, cattle, Biological, zeugopod of hind limb, zeugopod of hindlimb, 2, Indicine Cattles, hindlimb epipodium, sural region, hind limb zeudopodium, Domestic Cows, lower extremity zeugopod, Biomarker, Yak, Clinical, Cows, crus of hindlimb, Domestic Cow, Biological Marker, Dairy Cow, Bos bovis, Domestic, Dairy, lower leg, Taurine Cattle, Beef, Bos Tauurus, crus, Immunologic Markers, lower extremity middle limb segment, Immune, Beef Cow, oxen, Markers, Cow, Viral Markers, domestic cow, Zebus, calf, Immunologic Marker, Biologic, middle limb segment of hind limb, hind limb zeugopod, posterior curral region, Posterior part of leg, Beef Cows, Viral, Surrogate Endpoint, cow, Taurus Cattles, Bos indicus Cattles, Holstein Cow, Serum Markers, End Point, intermediate segment of free lower limb, Cattle, Taurine Cattles, Biochemical Markers, Sural region, Indicine, Bos indicus, Biologic Marker, hind epipodium, Immune Marker, Bos grunniens, middle limb segment of hindlimb, Marker, Surrogate End Point, Bos taurus, Bos primigenius taurus, regio cruris posterior, domestic cattle, calf of leg, Yaks, Holstein, Cattles, Biologic Markers, posterior part of leg, Posterior curral region, Serum Marker, End Points, Calf of leg, Surrogate, Endpoints, Posterior leg region, Immunologic, Laboratory Marker, Surrogate Marker, ox, posterior leg region, Biochemical Marker, Taurus, shank, Posterior region of leg., hindlimb zeugopod, Indicine Cattle, Zebu, hindlimb middle limb segment, Bos indicus Cattle, bovine, Immune Markers</name_synonyms></additional><is_claimable>false</is_claimable><name>Discovery of urinary biomarkers to discriminate between exogenous and semi-endogenous thiouracil in cattle (Calf samples)</name><description>In the European Union, the use of thyreostats for animal fattening purposes has been banned because of their carcinogenic and teratogenic effects, whereby any residues in derived food products may hold a risk for human health. In this regard, potential abuse is monitored by targeted analysis of thyreostats with the application of a zero-tolerance policy. However, such a strategy is no longer adequate because of the semi-endogenous origin of some thyreostats, including thiouracil (TU). Additionally, the use of recommended TU concentration levels (10 or 30 µg/l) is also not fully conclusive. Therefore, this study aimed at defining urinary metabolite markers by which the true origin of detected TU could be ascertained. To this end, an in vivo study was carried out in which 11 calves were subjected to either a control treatment, a rapeseed-enriched diet (known to induce semi-endogenous formation) or a TU treatment. Urine samples (n = 165) were assessed through metabolic fingerprinting, employing ultra-high performance liquid-chromatography and Q-Exactive Orbitrap mass spectrometry. Urinary fingerprints were interpreted by multivariate data-analysis. &lt;/br>&lt;/br> The targeted Cow samples assay for this study can be found in the MetaboLights study MTBLS561.&lt;/br> &lt;br/>Linked Studies: &lt;a href='https://www.ebi.ac.uk/metabolights/MTBLS561' target='_blank'>&lt;span class='label label-success'>MTBLS561&lt;/span>&lt;/a></description><dates><publication>2018-02-22</publication><submission>2017-10-10</submission></dates><accession>MTBLS554</accession><cross_references><MetaboLights>MTBLC140197</MetaboLights><MetaboLights>MTBLC140071</MetaboLights><MetaboLights>MTBLC348530</MetaboLights><pubmed>29649241</pubmed><ChEBI>CHEBI:140197</ChEBI><ChEBI>CHEBI:140071</ChEBI><ChEBI>CHEBI:348530</ChEBI></cross_references></HashMap>