# NMR-based urinary biomarkers in pediatric primary mitochondrial disorders and chronic kidney disease: shared mitochondrial dysfunction, diverging biosignatures

**Authors:** Margarida Paiva Coelho, João E. Rodrigues, Teresa Costa, Aureliano Dias, Inês C. R. Graça, Hugo Rocha, Laura Vilarinho, Esmeralda Martins, Ana M. Gil

PMC · DOI: 10.1007/s11306-025-02363-8 · Metabolomics · 2026-01-19

## TL;DR

This study identifies unique urinary metabolic signatures in children with mitochondrial disorders and kidney disease, revealing shared and distinct biomarkers linked to mitochondrial dysfunction.

## Contribution

The study introduces a non-invasive urinary NMR metabolomic approach to distinguish pediatric mitochondrial disorders from CKD using specific metabolic biosignatures.

## Key findings

- PMD patients showed elevated Krebs cycle intermediates, tryptophan, and homovanillate, and reduced histidine compared to controls.
- CKD patients exhibited distinct biomarkers like 1-methylnicotinamide and 2-hydroxyisobutyrate, differentiating CKD stages.
- A five-metabolite panel achieved high diagnostic accuracy for PMD, suggesting potential for non-invasive diagnosis.

## Abstract

Renal involvement is a recognized feature of primary mitochondrial disorders (PMD), either at presentation or during the disease course. Simultaneously, the metabolomic fingerprint of chronic kidney disease (CKD) is often associated with underlying mitochondrial dysfunction. This study aimed to characterize urinary metabolic signatures in genetically confirmed paediatric PMD without chronic kidney disease, comparing them to healthy controls, suspected (unconfirmed) mitochondrial disease (SMD), and non-mitochondrial CKD.

We performed untargeted 1H NMR metabolomic profiling of 76 urine samples from 51 paediatric patients and 10 healthy controls. PMD patients in acute decompensation or known CKD and statistical outlier samples were excluded. Final comparisons included genetically confirmed PMD without CKD (n = 13), SMD (n = 10), non-mitochondrial CKD (n = 28; 17 at stages 1–2 and 9 at stages 3–5), and healthy controls (n = 10). Spectral data were analyzed using multivariate statistical approaches—including principal component analysis (PCA) and partial least squares–discriminant analysis (PLS-DA)—as well as univariate methods with Mann-Whitney U for pairwise group metabolite comparison.

Urinary metabolic profiles of PMD patients differed from healthy controls and CKD patients. Multivariate analysis revealed a strong discriminative ability between PMD and controls (Q² = 0.53) and advanced CKD (Q2 = 0.78). Compared to controls, PMD patients had increased levels of Krebs cycle intermediates (cis-aconitate, fumarate and succinate), creatine, tryptophan, homovanillate (HVA) and hypoxanthine, as well as decreased histidine. All, except fumarate and histidine, remained discriminative when comparing PMD to CKD. CKD patients showed a diverging metabolomic fingerprint with 1-methylnicotinamide (MNA) and 2-hydroxyisobutyrate emerging as potential CKD-specific biomarkers, effectively discriminating between CKD stage 3–5 from earlier stages and controls. A five-metabolite panel comprising cis-aconitate, fumarate, HVA, tryptophan and histidine achieved high diagnostic performance for identifying PMD, with an area under the curve (AUC) of 0.836 (PMD vs. controls) and AUC = 0.783 across all groups. This biosignature integrates metabolites involved in distinct functional domains including energy metabolism, neurotransmitter turnover and amino acid metabolism and renal handling.

Urinary metabolomic profiling by NMR revealed a distinct biosignature in pediatric PMD patients without renal involvement, characterized by elevated levels of tryptophan, HVA, and Krebs cycle intermediates, and diminished histidine. The divergent changes in tryptophan, histidine and HVA, suggest a mitochondria-specific metabolic phenotype in PMD. These findings support the use of urinary NMR metabolomics as a non-invasive tool for biomarker discovery in PMD and highlight the potential of integrated, multiparametric metabolic fingerprints for diagnostic refinement and patient stratification.

The online version contains supplementary material available at 10.1007/s11306-025-02363-8.

## Linked entities

- **Chemicals:** cis-aconitate (PubChem CID 643757), fumarate (PubChem CID 5460307), succinate (PubChem CID 160419), creatine (PubChem CID 586), tryptophan (PubChem CID 1148), homovanillate (PubChem CID 1738), hypoxanthine (PubChem CID 135398638), histidine (PubChem CID 773), 1-methylnicotinamide (PubChem CID 457), 2-hydroxyisobutyrate (PubChem CID 4277439)
- **Diseases:** chronic kidney disease (MONDO:0005300)
- **Species:** Homo sapiens (taxon 9606)

## Full-text entities

- **Genes:** ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, KCNK3 (potassium two pore domain channel subfamily K member 3) [NCBI Gene 3777] {aka DDSA, K2p3.1, OAT1, PPH4, TASK, TASK-1}, VIP (vasoactive intestinal peptide) [NCBI Gene 7432] {aka PHM27}, COMT (catechol-O-methyltransferase) [NCBI Gene 1312] {aka HEL-S-98n}, RRM2B (ribonucleotide reductase regulatory TP53 inducible subunit M2B) [NCBI Gene 50484] {aka MTDPS8A, MTDPS8B, P53R2, RCDFRD}, TAFAZZIN (tafazzin, phospholipid-lysophospholipid transacylase) [NCBI Gene 6901] {aka BTHS, CMD3A, EFE, EFE2, G4.5, LVNCX}, LYRM4 (LYR motif containing 4) [NCBI Gene 57128] {aka C6orf149, CGI-203, COXPD19, ISD11}, TMEM70 (transmembrane protein 70) [NCBI Gene 54968] {aka MC5DN2}, SLC22A8 (solute carrier family 22 member 8) [NCBI Gene 9376] {aka OAT3}
- **Diseases:** Congenital Anomalies of the Kidney (MESH:D007680), POLG-related disease (OMIM:613662), Renal involvement (MESH:C565423), PMD (MESH:D028361), infections (MESH:D007239), Focal Segmental Glomerulosclerosis (MESH:D005923), Acute kidney injury (MESH:D058186), CKD3-5 (MESH:D008232), developmental delay (MESH:D002658), 3-methylglutaconic (3MGA) aciduria (MESH:C579867), tubular damage (MESH:D000230), proximal tubulopathy (MESH:C557674), myopathy (MESH:D009135), nephronophthisis (MESH:C537699), gene defects (MESH:D030342), fibrosis (MESH:D005355), Urinary tract infection (MESH:D014552), movement disorder (MESH:D009069), tubular dysfunction (MESH:D005198), proteinuria (MESH:D011507), glycosuria (MESH:D006029), Leigh syndrome (MESH:D007888), Prader-Willi syndrome (MESH:D011218), CAKUT (MESH:C566906), CES (MESH:C535918), neuromuscular symptoms (MESH:D020879), diabetes (MESH:D003920), tubulointerstitial disorders (MESH:D009395), CKD1-2 (MESH:D020803), glomerular disease (MESH:D007674), renal (MESH:D006030), albuminuria (MESH:D000419), VUR (MESH:D014718), CKD chronic kidney disease (MESH:D051436), end-stage chronic kidney disease (MESH:D007676), nephrotic syndrome (MESH:D009404)
- **Chemicals:** formate (MESH:C030544), pyruvate (MESH:D019289), HCl (MESH:D006851), KOH (MESH:C029943), Trp (MESH:D014364), amino acid (MESH:D000596), N-phenylacetylglycine (MESH:C022050), N-methylnicotinamide (MESH:C008472), hypoxanthine (MESH:D019271), calcium (MESH:D002118), Propylene glycol (MESH:D019946), glutamate (MESH:D018698), glutathione (MESH:D005978), histamine (MESH:D006632), glucuronide (MESH:D020719), Fumarate (MESH:D005650), 3-hydroxybutyrate (MESH:D020155), glycolate (MESH:C031149), sulfate (MESH:D013431), 4-hydroxyphenylacetate (MESH:C026246), THF (MESH:C030371), 2-hydroxyisobutyrate (MESH:C008039), lactate (MESH:D019344), D2O (MESH:D017666), alpha-ketoglutarate (MESH:D007656), TMAO (MESH:C005855), citrate (MESH:D019343), dimethylamine (MESH:C034516), Tau (MESH:C000609666), 3-hydroxyisobutyrate (-), dopamine (MESH:D004298), creatinine (MESH:D003404), sodium (MESH:D012964), taurine (MESH:D013654), Glucuronate (MESH:D020723), urea (MESH:D014508), 1-methylnicotinamide (MESH:C024058), hippurate (MESH:C030514), Tyr (MESH:D014443), steroid (MESH:D013256), Succinate (MESH:D019802), arginine (MESH:D001120), acetate (MESH:D000085), isoleucine (MESH:D007532), carbon (MESH:D002244), phosphate (MESH:D010710), inosine (MESH:D007288), potassium (MESH:D011188), alanine (MESH:D000409), proline (MESH:D011392), H (MESH:D006859), creatine (MESH:D003401), 3-hydroxyisovaleric acid (MESH:C004961), trigonelline (MESH:C009560), His (MESH:D006639), water (MESH:D014867), NAD+ (MESH:D009243), 2-hydroxyisovalerate (MESH:C035864), acetaminophen (MESH:D000082), DMA (MESH:C405765)
- **Species:** Rattus norvegicus (brown rat, species) [taxon 10116], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** m.3271T > C, (AUC) of 0, m.3243 A > G, m.8993T > G

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Source: https://tomesphere.com/paper/PMC12812765