Novel Metabolites Are Associated With Thrombosis After Cardiac Surgery in Children With Congenital Heart Disease
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Published on: September 27, 2024
Shengxu Li1,2, Dave Watson1, Alissa Jorgenson1
1Children's Minnesota Research Institute (S.L., D.W., A.J., Z.A.), Children's Minnesota, Minneapolis.
Insights
This study identified key circulating metabolites linked to thrombosis in children with congenital heart disease undergoing surgery. These findings may help predict and prevent post-operative blood clots.
Area of Science:
- Biochemistry
- Pediatric Cardiology
- Metabolomics
Background:
- Thrombosis is a significant complication in children with congenital heart disease post-cardiac surgery.
- The underlying mechanisms of thrombosis in this population are not well understood.
Purpose of the Study:
- To identify novel circulating metabolites associated with post-operative thrombosis in pediatric congenital heart disease patients.
- To explore potential predictive biomarkers for thrombosis risk.
Main Methods:
- Prospective cohort study involving children (0-18 years) undergoing cardiac surgery.
- Untargeted plasma metabolomic analysis of pre-operative blood samples.
- Logistic regression and elastic net regression for metabolite association and model building.
Main Results:
- 175 out of 776 metabolites were significantly associated with thrombosis (FDR Q<0.05).
- Eicosapentaenoate, stearidonate, and andro steroid monosulfate were top predictive metabolites.
- Nicotinate/nicotinamide and glycerophospholipid metabolism pathways were enriched and linked to thrombosis.
Conclusions:
- Novel metabolites and metabolic pathways associated with thrombosis have been identified.
- These findings offer potential targets for thrombosis prediction and prevention strategies.
- Further research is needed to confirm these results and elucidate mechanistic pathways.
Background:
Thrombosis is a major complication after cardiac surgery in children with congenital heart disease. The mechanisms underlying thrombosis development remain poorly understood. We aimed to identify novel circulating metabolites before cardiac surgery that are associated with thrombosis after surgery in children with congenital heart disease.
Methods:
In this prospective cohort study, all blood samples were drawn right before surgical incision and after the induction of anesthesia, and plasma was separated immediately under 4 °C. Untargeted metabolomic data were measured by Metabolon in plasma from children (age range, 0 days-18 years) with congenital heart disease undergoing cardiac surgery. The primary outcome was thrombosis within 30 days of surgery or before discharge. Associations of individual metabolites with thrombosis were assessed with logistic regression with false discovery rate correction for multiple comparison and adjustment for clinical characteristics; elastic net regression was used to select a prediction model.
Results:
Out of 1115 metabolites measured in samples from 203 children, 776 met the quality control criteria. In total, 25 children (12.3%) developed thrombosis. Among the 776 metabolites, 175 were significantly associated with thrombosis (false discovery rate Q<0.05). The top 3 metabolites showing the strongest associations with thrombosis were eicosapentaenoate, stearidonate, and andro steroid monosulfate C19H28O6S (false discovery rate, 0.01 for all). Pathway analysis showed that the pathways of nicotinate and nicotinamide metabolism and glycerophospholipid metabolism were enriched (false discovery rate, 0.003 for both) and had significant impact on the development of thrombosis. In elastic net regression analysis, the area under the receiver operating-characteristic curve of a prediction model for thrombosis was 0.969 in the training sample (70% of the total sample) and 0.833 in the testing sample (the remaining 30%).
Conclusions:
We have identified promising novel metabolites and metabolic pathways associated with thrombosis. Future studies are warranted to confirm these findings and examine the mechanistic pathways to thrombosis.
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