Research Article

The Causal Effects of Plasma Metabolites on Achilles Tendon Injury: A Mendelian Randomization Study

DOI:

10.3791/69807

March 27th, 2026

In This Article

Summary

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Here, we present a combined Mendelian randomization and experimental validation protocol to identify causal metabolites in Achilles tendon injury, identifying 19 plasma metabolites with causal links to Achilles tendon injury, and demonstrating the therapeutic application of 5,6-dihydrothymine and hydroxyasparagine in promoting tissue repair and reducing inflammation.

Abstract

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To investigate the causal effects of plasma metabolites on the progression and recovery of Achilles tendon injury (ATI), Mendelian randomization (MR) was applied using a two-sample approach with genetic data from two large datasets. ATI data were sourced from the IEU-OpenGWAS project (ebi-a-GCST90018895), while plasma metabolite data included 1,400 metabolites. Significant instrumental variables (IVs) for metabolites were identified, and five MR methods-IVW, MR-Egger, weighted median, simple mode, and weighted mode-were applied to assess causal relationships. Reverse MR analysis was conducted to explore the impact of ATI on metabolite levels. Tissue repair and the expression of IL-6, TNF-α, VEGFA, and TGF-β1 in mouse Achilles tendon tissue were assessed on day 7 post-treatment with 5,6-dihydrothymine (Dih) and hydroxyasparagine (Hyd) using H&E staining and Western blot. MR analysis identified 19 metabolites with significant causal associations to ATI. Of these, 12 metabolites, including Dih (IVW: OR = 1.197, 95% CI: 1.074-1.334; P = 0.001) and Pregnanediol-3-glucuronide (IVW: OR = 1.098, 95% CI: 1.023-1.177; P = 0.001), were positively associated with ATI progression. In contrast, 7 metabolites, such as Hyd (IVW: OR = 0.789, 95% CI: 0.707-0.880; P < 0.001), were linked to ATI recovery. Reverse MR analysis did not indicate significant causal effects of ATI on metabolite levels, suggesting a unidirectional relationship. X-ray and H&E analyses revealed that Dih and Hyd treatment significantly enhanced Achilles tendon healing in a dose-dependent manner. Further, Dih and Hyd treatment notably reduced IL-6 and TNF-α expression (P < 0.05) while increasing VEGFA and TGF-β levels (P < 0.05), indicating a reduction in inflammation and promotion of tissue repair. This study identified potential causal relationships between specific plasma metabolites and ATI outcomes. These findings may inform future therapeutic strategies and highlight the utility of MR in exploring metabolite-disease associations.

Introduction

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Achilles tendon injury (ATI) is a prevalent and debilitating musculoskeletal condition, particularly among athletes and physically active individuals1,2. The Achilles tendon, the largest and strongest tendon in the human body, plays a pivotal role in locomotion, transmitting forces from the calf muscles to the heel during activities such as walking, running, and jumping3,4,5,6. Its limited blood supply and the high mechanical stress it endures make it especially vulnerable to overuse....

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Protocol

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Ethics approval and consent to participate

All animal experimental designs were strictly conducted in accordance with the Ningxia Province Laboratory Animal Management Measures and were approved by the Ethics Committee of People's Hospital of Ningxia Hui Autonomous Region, Ningxia Medical University.

Study Design

This study investigated the causal relationships between 1,400 plasma metabolites and ATI employing a two-sample MR methodology. To ensure the validity of IVs in causal inference, three critical assumptions must be satisfied: (1) the genetic v....

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Results

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Causal relationship between 1,400 plasma metabolites and ATIs

A comprehensive MR analysis of 1,400 plasma metabolites was performed to assess their causal effects on ATI. The primary analysis utilized the IVW approach, with strict controls for LD and potential confounders, to identify metabolites that significantly impact ATI progression and recovery. Figure 1 displays the causal associations between 144 plasma metabolites and ATI, where an associ.......

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Discussion

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This study conducted a comprehensive MR analysis to explore the causal relationships between 1,400 plasma metabolites and ATI. Nineteen plasma metabolites were identified as significantly associated with ATI progression and healing, with Dih and Hyd emerging as key factors influencing ATI outcomes. Subsequent in vivo experiments confirmed the beneficial roles of these metabolites in promoting tendon healing. Treatment with Dih and Hyd resulted in significant, dose-dependent downregulation of the pro-inflammatory.......

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Disclosures

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The authors declare no competing interests.

Acknowledgements

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Clinical Application Research on Intestinal Flora Assessment and Step-based Treatment of Chronic Ulcers in Diabetic Foot, Yinchuan Science and Technology Innovation Project (2024SF005). Application Research on the Effects of Different Surgical Methods on Peritendal Tissue Blood Supply and Biomechanical Repair of Acute Closed Achilles Tendon Rupture under the Ningxia Key Research and Development Program (2019BEG3036).

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Materials

List of materials used in this article
NameCompanyCatalog NumberComments
5,6-DihydrothymineReagent696-04-8Reagent
BCA Protein Assay KitReagentP0012Reagent
ECL Chemiluminescence Substrate KitReagentP0018SReagent
GAPDH AntibodyAntibody10494-1-APAntibody
Hematoxylin and Eosin Staining KitReagentG1120Reagent
HydroxyasparagineReagentH1126Reagent
IL-6 AntibodyAntibody26404-1-APAntibody
ImageJsoftwareversion 1.8software
Nitrocellulose MembraneConsumableHATF08130Consumable
ParaformaldehydeReagentP0099-3LReagent
RStudiosoftwareversion 4.5.2software
SDS-PAGE Gel Preparation KitReagentP0012ACReagent
Sodium PentobarbitalAnesthetic200-323-9Anesthetic
TGF-β1 AntibodyAntibody21898-1-APAntibody
TNF-α AntibodyAntibody17590-1-APAntibody
VEGFA AntibodyAntibodyab46154Antibody
X-ray systemInstrumentMX-20Instrument

References

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  1. Kvist, M. Achilles tendon injuries in athletes. Sports Med. 18 (3), 173-201 (1994).
  2. Järvinen, T. A., et al. Achilles tendon injuries. Curr Opin Rheumatol. 13 (2), 150-155 (2001).
  3. Barfod, K. W.

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Tags

Plasma MetabolitesAchilles Tendon InjuryMendelian RandomizationTissue RepairGenetic DataInstrumental VariablesWestern BlotInflammation MarkersMouse Tendon TissueCausal Associations

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