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1.
Explainable machine learning for assessing the metabolomic and elemental profiles of tomatoes irrigated with treated wastewater
Anja Vehar, Jan Drole, Tome Eftimov, Nina Kacjan-Maršić, Barbara Koroušić-Seljak, Ester Heath, Nives Ogrinc, 2026, original scientific article

Abstract: While reusing treated wastewater (TWW) for irrigation provides a sustainable solution to water scarcity, it can potentially introduce contaminants that may threaten crop safety and quality. Consequently, further research is needed to understand the effects of TWW on the metabolomic and elemental profiles of irrigated crops. This study investigated how using TWW affect metabolism and element uptake in tomatoes grown in soil (lysimeters) and soilless (hydroponics) systems. Soil-grown tomatoes were irrigated with potable water, treated wastewater, and treated wastewater spiked with 14 CECs (0.1 mg/L), which included bisphenols, non-steroidal anti-inflammatory drugs, estrogens, and caffeine. Hydroponically grown tomatoes were grown in a nutrient solution, with or without CECs. Tomatoes were assessed by analysing sugars, organic acids, polyphenols, carotenoids, amino acids, fatty acids, and elements. Classification machine learning models were applied, and the best-performing model, a decision tree classifier, achieved 88% accuracy in distinguishing treatments under stratified five-fold cross-validation. The SHAP method identified key metabolites (ascorbic, palmitic, margaric, oleic, linoleic, behenic acids) and elements (Cd, Co, Cs, Cu, P, Na) that drive treatment differentiation. This study demonstrates how explainable machine learning can decode complex metabolic interactions, providing insights into the effects of using treated wastewater in agriculture.
Keywords: contaminants of emerging concern, metabolites, explainable machine learning
Published in DiRROS: 04.09.2026; Views: 60; Downloads: 47
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2.
Disturbed antioxidant capacity in patients with systemic sclerosis associates with lung and gastrointestinal symptoms
Neža Brezovec, Katja Perdan-Pirkmajer, Blaž Burja, Žiga Rotar, Joško Osredkar, Snežna Sodin-Šemrl, Katja Lakota, Saša Čučnik, 2023, original scientific article

Abstract: The correct balance between reactive oxygen species and antioxidant defense in an organism is disturbed in oxidative stress. To assess oxidative balance in 36 SSc patients and 26 healthy controls (HCs), we measured reactive oxidative metabolites (ROMs), total antioxidant capacity (TAC), lipid peroxidation (measuring 4-HNE), and DNA oxidative damage (measuring 8-OHdG) in serum. Furthermore, DNA breaks in leukocytes of 35 SSc patients and 32 HCs were evaluated using COMET. While we report high ROMs for both SSc patients and age/sex matched HC samples, there was a significant increase in TAC in SSc patients as compared to HCs, and thus also a significantly higher oxidative stress index in SSc patients. TAC was significantly higher in SSc patients with ILD and gastrointestinal involvement, as well as in patients with anti-topoisomerase antibodies. We observe no difference in serum lipid peroxidation status or oxidative DNA damage. However, SSc patients had significantly more leukocyte DNA breaks than HCs; the most damage was observed in patients treated with immunosuppressives. Thus, our study confirms presence of oxidative stress and increased DNA damage in leukocytes of SSc patients; however, it points toward increased antioxidant capacity, which needs to be further studied.
Keywords: systemic sclerosis, oxidative stress, reactive oxidative metabolites, antioxidants, lipid peroxidation, DNA damage, DNA breaks
Published in DiRROS: 05.08.2026; Views: 262; Downloads: 133
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3.
Associations of PFAS and phthalate/DINCH metabolites with metabolic regulation in teenagers from the HBM4EU aligned studies
Andrea Rodríguez-Carillo, Bianca Cox, Hamid Y. Hassen, Eva Govarts, Tina Kosjek, Žiga Tkalec, Sylvie Remy, 2026, original scientific article

Abstract: Background. Exposure to per- and polyfluoroalkyl substances (PFAS) and phthalates is widespread during adolescence, a critical developmental period for metabolic regulation. Aim. To assess associations of serum PFAS and urinary phthalate/DINCH metabolites-individually and as mixtures-with a unified panel of metabolic biomarkers representing adipose-brain-liver cross-talk and oxidative stress in European teenagers. Methodology. Serum PFAS and urinary phthalate/DINCH metabolites were measured in 1033 European teenagers (12–17 years) from the Human Biomonitoring Initiative for Europe (HBM4EU) Aligned Studies. Metabolic biomarkers representing adipose (HDL, LDL, cholesterol, and triglycerides)-brain (leptin, adiponectin, and kisspeptin)–liver (glucose, insulin) cross-talk and oxidative stress (8-hydroxy-2′-deoxyguanosine, 8OHdG) were measured. The Body Mass Index z-score (zBMI) was calculated. Single pollutant models, multivariate MANOVA, quantile g-computation, and BKMR models were fit, including interaction terms with sex. Results. Single pollutant models showed positive associations of PFAS and phthalate/DINCH metabolites with 8OHdG. PFAS were associated with higher leptin, HDL, LDL, and cholesterol, while some phthalate/DINCH metabolites were associated with lower kisspeptin, HDL, triglycerides, cholesterol, zBMI, and higher adiponectin. We observed weak but statistically significant associations between PFAS and phthalate/DINCH metabolites with the entire set of metabolic biomarkers in the MANOVA. The PFAS mixture was associated with higher kisspeptin, LDL, HDL, cholesterol, and 8OHdG. The phthalate/DINCH mixture was associated with lower HDL. Conclusions. Exposure to these contaminants may be related to dyslipidemia in teenagers. PFAS and phthalate/DINCH metabolites may exert opposite associations on metabolism, with the exception of increasing oxidative stress. Given the cross‑sectional design and potential residual confounding, longitudinal studies are warranted.
Keywords: human biomonitoring, DINCH metabolites, HBM4EU, metabolic regulation, perfluoroalkyl substances, polyfluoroalkyl substances
Published in DiRROS: 16.06.2026; Views: 292; Downloads: 367
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4.
Effect of antioxidant-rich kindergarten meals on oxidative stress biomarkers in healthy 5-6-year-old children : a randomized controlled trial
Maja Berlic, Mojca Korošec, Žiga Iztok Remec, Vanja Čuk, Tadej Battelino, Barbka Repič-Lampret, 2024, original scientific article

Abstract: As children spend up to 9 h a day in kindergarten, the main purpose of our study was to evaluate the effect of antioxidant-rich kindergarten meals on oxidative stress biomarkers (OSBs) in healthy children. In the randomized control trial with a follow-up, healthy 5–6-year-old children from six kindergartens were randomly divided into a prototype group (PG, n=40) and a control group (CG, n=17). PG followed a 2-week antioxidant-rich kindergarten meal plan (breakfast, lunch, and two snacks), and CG followed their standard kindergarten meal plans. Outside the kindergartens, participants ate as usual. We used a consecutive 7-day dietary record inside and outside the kindergarten and the national dietary assessment tool OPEN to assess the total dietary antioxidant capacity (dTAC) of the consumed foods. Malondialdehyde (MDA), 8-hydroxy-2-deoxyguanosine (8-OHdG), and four F2-isoprostane were measured in fasting urine on days 1 and 15. We also measured total antioxidant power (PAT) and hydroperoxides (d-ROMs) in fasting serum on day 15 and obtained the value of the oxidative stress index (OSI). We used a Welch two-sample t-test and multiple regression analysis to compare the prototype and control groups and a nonparametric Wilcoxon signed rank exact test to compare pre- and post-intervention results in urine. Antioxidant-rich kindergarten meals contributed to a significantly (p<0.05) higher intake of dTAC in PG participants compared to standard meals in CG participants (8.6 vs. 2.8 mmol/day). We detected a negative correlation between dTAC intake and d-ROMs and between dTAC intake and OSI (r= −0.29, p=0.043 and r= −0.31, p=0.032, respectively). A significant decrease in urinary 8-iso-15-prostaglandin-F-2 alpha was detected in PG participants between days 1 and 15; however, no other intra-individual significant differences in urinary OSBs were found.
Keywords: antioxidant-rich diet, oxidative stress biomarkers, dietary antioxidant capacity, reactive oxygen metabolites, F2-isoprostanes, kindergarten diet
Published in DiRROS: 08.06.2026; Views: 264; Downloads: 181
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5.
Microbiome-derived short-chain fatty acids and tryptophan metabolites in children with autism spectrum disorder : a stool–urine multi-omics analysis
Joško Osredkar, Teja Fabjan, Uroš Godnov, Maja Jekovec-Vrhovšek, Damjan Osredkar, Petra Finderle, Kristina Kumer, Maša Zorec, Lijana Fanedl, Gorazd Avguštin, 2026, original scientific article

Abstract: Autism spectrum disorder (ASD) has been associated with alterations in the gut microbiota and its metabolites, particularly short-chain fatty acids (SCFAs) and microbiota-derived tryptophan catabolites, which may influence neurodevelopment through immune and epigenetic mechanisms. We investigated whether stool SCFAs and tryptophan-pathway metabolites differ between children with ASD and typically developing controls, and whether these metabolites associate with ASD severity and systemic biochemical signatures. In this cross-sectional study, we analyzed stool samples from 229 children (160 with ASD, 69 controls) with complete SCFA and tryptophan-metabolite data, while urine metabolomics data were available for a subset and were used for exploratory stool–urine integration analyses. Children with ASD and controls were similar in age, but the ASD group had a higher proportion of males. Absolute concentrations of individual SCFAs, total SCFAs, and derived indices were broadly comparable between groups; nominal differences in propionate/acetate ratio and caproate did not remain significant after false discovery rate correction. Similarly, stool tryptophan-pathway metabolites reported as ng/a.u. based on the NanoDrop-derived proxy (tryptophan, kynurenine, indole-3-acetic, indole-3-lactic, indole-3-propionic, indole-3-aldehyde, N-acetyl-tryptophan, serotonin, melatonin, tryptamine) and functional ratios (kynurenine/tryptophan, indole-derived/tryptophan, serotonin/tryptophan) showed no robust ASD–control differences; N-acetyl-tryptophan was nominally higher in ASD but did not survive multiple-testing correction. In the ASD subgroup with available Childhood Autism Rating Scale (CARS) data (n = 34), SCFA and tryptophan indices showed only weak, non-significant correlations with global ASD severity. In contrast, correlation analyses revealed two coherent metabolic modules, i.e., an SCFA block with very strong internal correlations among individual SCFAs and total SCFAs and a tryptophan block with strong correlations between metabolites and their normalized ratios, while cross-module correlations were modest. These results indicate that stool SCFA and microbiota-derived tryptophan profiles do not robustly distinguish ASD from controls in this cohort, but they form stable metabolic modules compatible with microbiome–epigenome frameworks.
Keywords: autism spectrum disorder, gut microbiota, short-chain fatty acids, tryptophan metabolism, indole metabolites, kynurenine pathway, epigenetics, microbiome–epigenome interaction, metabolomics, pediatrics
Published in DiRROS: 05.05.2026; Views: 373; Downloads: 281
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6.
Quantification of phthalate and DINCH metabolites in human urine and maternal breast milk : assessing maternal body burden and infant exposure
Agneta Annika Runkel, Žan Rekar, Neja Kosirnik, Darja Mazej, Milena Horvat, Janja Snoj Tratnik, Tina Kosjek, 2026, original scientific article

Abstract: Based on toxicological evidence, human exposure to phthalates (PHs) and diisononylcyclohexane-1,2-dicarboxylate (DINCH) may contribute to adverse health effects, especially during vulnerable developmental stages. To support the exposure assessment for this group of endocrine disruptors, we developed and validated a method for the analysis of 14 PH and 3 DINCH metabolites in human urine and maternal milk, applied the method in a pilot study, and identified crucial obstacles in the path of establishing maternal milk as a routine matrix in human biomonitoring. Urine and milk samples were extracted with solid-phase extraction (SPE) and QuEChERS salts, respectively, and analysed by liquid chromatography coupled to tandem mass spectrometry (LC-MS/MS). The method accuracy was confirmed for urine samples via a certified standard reference material and the G-EQUAS intercomparison programme. We identified a need for sampling protocols, reference materials, and external method verification schemes in order to establish maternal milk as a routine matrix. Finally, the method was tested for its applicability in a pilot biomonitoring study on 30 paired urine and milk samples from lactating mothers, with medians ranging from Keywords: phthalate metabolites, DINCH, human biomonitoring
Published in DiRROS: 14.01.2026; Views: 560; Downloads: 377
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8.
Spaceflight exposome/microgravity effects on the psychoimmunoneuroendocrine system
Miriam Capri, Nicola Montano, Sara Piccirillo, Marco Vincenzo Narici, Francesca Ferranti, Mauro Maccarone, 2025, review article

Abstract: Spaceflight missions represent a new exposome, unpredicted by evolution. Life-threatening agents activate non-specific stress responses involving the psycho-immune-neuroendocrine network. Themainmolecularpathwaysregulatingthis network and those affectedbyspaceflight exposome/microgravityarereportedinvariousexperimentalsetups.Theyincludegutmicrobiotaderived metabolites, potentially valuable for countermeasure development. Meaningfully, the application of neuromodulation techniques, like the non-invasive transcutaneous vagal stimulation, for the prevention of pathophysiological alterations related to stress responses, is discussed.
Keywords: psycho-immune-neuro-endocrine network, spacelift exposome, gut macrobiota-derived metabolites, immune dysregulation
Published in DiRROS: 13.01.2026; Views: 481; Downloads: 303
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9.
Dynamic changes in oxidative stress biomarkers in a child with idiopathic nephrotic syndrome : a longitudinal case study
Joško Osredkar, Matjaž Kopač, 2026, original scientific article

Abstract: Idiopathic nephrotic syndrome (INS) is the most prevalent glomerular illness in children. Even while immunologic processes are well-established, oxidative stress is becoming more widely acknowledged as a significant factor in the etiopathogenesis of illness. Assessing its activity and treatment response may be made easier with the use of trustworthy, non-invasive indicators to track redox balance. We report on the oxidative stress levels of a 10.7-year-old boy with INS with five clinical time points in one year. The FRAS5 analyzer was used to calculate the oxidative stress index (OSI), plasma antioxidant capacity (PAT) and derivatives of reactive oxygen metabolites (d-ROMs) as biomarkers. A 4-tier oxidative state classification scheme based on d-ROM and PAT thresholds was used to interpret the values. The patient had low antioxidant defense, moderate oxidative and increased OSI at relapses, a positive transition to reduced oxidative burden and enhanced defense during remission. The order of events showed a dynamic redox response associated with glucocorticoid (GC) medication and disease activity. The potential value of d-ROM, PAT, and OSI as dynamic biomarkers for tracking disease activity, response to treatment and residual oxidative burden in pediatric INS is supported by this case. To confirm their function in more comprehensive clinical decision-making, more research is required.
Keywords: idiopathic nephrotic syndrome, children, derivatives of reactive oxygen metabolites, plasma antioxidant capacity, oxidative stress index
Published in DiRROS: 06.01.2026; Views: 673; Downloads: 533
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10.
Phytochemistry, bioactivities of metabolites, and traditional uses of Fagopyrum tataricum
Ivan Kreft, Mateja Germ, Aleksandra Golob, Blanka Vombergar, Alena Vollmannová, Samo Kreft, Zlata Luthar, 2022, review article

Abstract: In Tartary buckwheat (Fagopyrum tataricum), the edible parts are mainly grain and sprouts. Tartary buckwheat contains protecting substances, which make it possible for plants to survive on high altitudes and under strong natural ultraviolet radiation. The diversity and high content of phenolic substances are important for Tartary buckwheat to grow and reproduce under unfriendly environmental effects, diseases, and grazing. These substances are mainly flavonoids (rutin, quercetin, quercitrin, vitexin, catechin, epicatechin and epicatechin gallate), phenolic acids, fagopyrins, and emodin. Synthesis of protecting substances depends on genetic layout and on the environmental conditions, mainly UV radiation and temperature. Flavonoids and their glycosides are among Tartary buckwheat plants bioactive metabolites. Flavonoids are compounds of special interest due to their antioxidant properties and potential in preventing tiredness, diabetes mellitus, oxidative stress, and neurodegenerative disorders such as Parkinson’s disease. During the processing and production of food items, Tartary buckwheat metabolites are subjected to molecular transformations. The main Tartary buckwheat traditional food products are bread, groats, and sprouts.
Keywords: tartary buckwheat, rutin, quercetin, flavonoid, secondary metabolites, nutrition
Published in DiRROS: 19.11.2025; Views: 619; Downloads: 413
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