# Metabolomic Signatures and Advanced Echocardiography Highlight Clinical Risk and Early Cardiac Changes in Systemic Lupus Erythematosus: Six-Year Follow-Up

**Authors:** Nicola Campana, Michele Migliari, Antonio Deidda, Martino Deidda, Luca Fazzini, Gianmario Usai, Giulia Anna Maria Luigia Costanzo, Antonio Noto, Cristina Piras, Davide Firinu, Stefano Del Giacco, Luigi Atzori, Christian Cadeddu Dessalvi

PMC · DOI: 10.3390/metabo16020131 · 2026-02-13

## TL;DR

This study shows that combining detailed heart imaging and blood metabolite analysis can predict disease progression in lupus patients over six years.

## Contribution

The study introduces a novel combination of metabolomic profiling and advanced echocardiography to predict SLE progression.

## Key findings

- Baseline metabolomic profiles were associated with longitudinal right ventricular changes in SLE patients.
- Subtle right ventricular changes were detected in SLE patients despite normal echocardiographic values.
- Higher levels of 2-aminoheptanedioic acid were linked to disease progression.

## Abstract

Background/Objectives: Cardiovascular involvement drives morbidity and mortality in systemic lupus erythematosus (SLE). Echocardiography has limited predictive value for long-term outcomes, and subclinical right ventricular (RV) remodeling is poorly characterized. Metabolic dysregulation may influence immune activation and myocardial injury. This study investigates whether baseline metabolomic profiles are associated with longitudinal RV changes and disease progression in SLE. Methods: In this prospective, single-center study, patients with established SLE and no known cardiac disease underwent baseline clinical assessment, plasma metabolomic profiling, and advanced echocardiography, including 3D RV analysis. Echocardiography was repeated after 6 years. Metabolomics was performed using NMR spectroscopy and GC–MS. Disease progression was assessed via the SLICC/ACR damage index (SDI), defining clinical stability as ΔSDI = 0 and worsening as ΔSDI ≥ 1. Results: Twenty-five patients completed the follow-up (88% female; mean age 51 ± 13 years). Despite normal echocardiographic values, subtle but significant RV changes were observed, remaining within reference ranges, including mild declines in fractional area change and septal longitudinal strain (p < 0.05). Clinically worsened patients showed reduced TAPSE, while stable patients had slight increases (p < 0.05). Multivariate metabolomic analysis distinguished stable from worsened patients (R2Y = 0.772; Q2 = 0.483), primarily driven by higher 2-aminoheptanedioic acid values in those with progression (p < 0.05), along with trends toward higher fumarate and lower fructose and glucopyranose. Conclusions: Baseline metabolomic and advanced echocardiographic profiling may identify SLE patients at risk of disease progression. Longitudinal echocardiography enables monitoring of subtle RV changes, supporting personalized surveillance to detect early subclinical trajectories before overt dysfunction develops.

## Linked entities

- **Chemicals:** 2-aminoheptanedioic acid (PubChem CID 101122), fumarate (PubChem CID 5460307), fructose (PubChem CID 5984), glucopyranose (PubChem CID 5793)
- **Diseases:** systemic lupus erythematosus (MONDO:0007915)

## Full-text entities

- **Genes:** VIP (vasoactive intestinal peptide) [NCBI Gene 7432] {aka PHM27}
- **Diseases:** cardiomyopathic (MESH:D044542), microvascular disease (MESH:D017566), thrombosis (MESH:D013927), hypertension (MESH:D006973), RV (MESH:D018497), myocardial infarction (MESH:D009203), cardiovascular complications (MESH:D002318), involvement (MESH:C564676), antiphospholipid (MESH:D016736), pericardial abnormalities (MESH:D008476), renal involvement (MESH:C565423), heart failure (MESH:D006333), Organ Damage (MESH:D000092124), RV remodeling (MESH:D020257), cardiac disease (MESH:D006331), immune dysregulation (OMIM:614878), pulmonary hypertension (MESH:D006976), injury to (MESH:D014947), inflammation (MESH:D007249), DEGLI STUDI DI CAGLIARI (MESH:C564703), diabetes (MESH:D003920), endothelial dysfunction (MESH:D014652), valvular heart disease (MESH:D006349), chronic kidney disease (MESH:D051436), LV (MESH:D018487), autoimmune (MESH:D001327), organ injury (MESH:D009102), cardiomyopathy (MESH:D009202), stroke (MESH:D020521), Metabolic dysregulation (MESH:D021081), metabolic derangements (MESH:D008659), Damage (MESH:D020263), Lupus (MESH:D008180), APS (MESH:D016884)
- **Chemicals:** D (MESH:D003903), GMD (-), helium (MESH:D006371), hydroxychloroquine (MESH:D006886), hexane (MESH:D006586), pyridine (MESH:C023666), tetracosane (MESH:C514857), alpha-amino acid (MESH:D000596), carbohydrate (MESH:D002241), fructose (MESH:D005632), MSTFA (MESH:C086665), chloroform (MESH:D002725), lipid (MESH:D008055), cysteine (MESH:D003545), fumarate (MESH:D005650), alpha-aminopimelic acid (MESH:C009845), glucose (MESH:D005947), methanol (MESH:D000432), fumaric acid (MESH:C032005), potassium phosphate (MESH:C013216), TCA (MESH:D014233), D2O (MESH:D017666), H2O (MESH:D014867)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** C with 7, 2D, R2Y, Q2, M2, R2

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12942372/full.md

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Source: https://tomesphere.com/paper/PMC12942372