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Research Article

Association Between Telomere Length and Thyrotoxicosis: Insights from a Two-sample Mendelian Randomization Study

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DOI:

10.3791/69618

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January 9th, 2026

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In This Article

Summary

This protocol describes a two-sample Mendelian randomization pipeline assessing whether telomere length causally affects thyrotoxicosis risk using public genetic summary data. It covers instrument selection, harmonization, primary estimation, sensitivity analyses, and reproducible R code with figure-ready outputs to support transparent reporting.

Abstract

Thyrotoxicosis is an endocrine disorder characterized by excess thyroid hormones, yet its etiologic links to systemic aging biology remain incompletely defined. Telomere length (TL) reflects cellular senescence and genome stability and has been implicated in multiple complex diseases. We conducted a two-sample Mendelian randomization (MR) study to evaluate the causal effect of genetically predicted TL on the risk of thyrotoxicosis. Genetic instruments for TL were derived from a large genome-wide association study (GWAS) of European ancestry (n > 470,000). Thyrotoxicosis summary statistics were obtained from the latest FinnGen release (≈4,000 cases and >210,000 controls). Primary inverse-variance-weighted analyses indicated that longer genetically proxied TL is associated with a lower risk of thyrotoxicosis, and the direction and magnitude of the effect were consistent across complementary estimators (MR-Egger, weighted median/maximum likelihood, MR-PRESSO, and MR-RAPS). Sensitivity analyses showed no evidence of directional pleiotropy, and Cochran's Q was used to assess heterogeneity. A Steiger directionality test supported the causal flow from TL to thyrotoxicosis.

To our knowledge, this work is among the first MR analyses to assess the causal relationship between overall thyrotoxicosis risk and TL using contemporary GWAS resources, extending prior evidence focused on hyperthyroidism-related phenotypes. These findings suggest that cellular aging processes indexed by TL may contribute to thyrotoxicosis susceptibility and motivate future longitudinal and mechanistic studies on telomere biology in thyroid dysfunction.

Introduction

Thyrotoxicosis is a common endocrine condition characterized by excess circulating thyroid hormones. Typical manifestations include weight loss, tachycardia, irritability, anxiety, and tremor, with severe cases predisposing to arrhythmias, heart failure, and bone loss1. Although clinical features and therapeutic strategies are relatively well established, the biological mechanisms that shape inter-individual susceptibility and progression remain incompletely defined. Etiologies range from autoimmune hyperfunction (e.g., Graves' disease) to toxic nodules, thyroiditis, exogenous hormone exposure, drug reactions, and tumor-related causes

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Protocol

This study applies a two-sample Mendelian randomization (MR) design to evaluate whether genetically proxied telomere length (TL) causally influences the risk of thyrotoxicosis. Only de-identified, publicly available GWAS summary statistics were used, and no individual-level data were accessed. The Institutional Review Board of Qingdao Municipal Hospital determined that the analysis is exempt from further review because it relies exclusively on public summary data. All contributing genome-wide association studies obtained informed consent and ethical approvals as part of their original protocols. The analysis is structured to minimize confounding and reverse causation ....

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Results

Instrument characteristics and assumption checks
From the telomere-length GWAS, 129 genome-wide significant, LD-independent instruments (p < 5×10-8; r2 < 0.001; 10,000 kb window) were retained. Per-SNP F-statistics exceeded the conventional threshold for the large majority of variants, indicating limited risk of weak-instrument bias. Harmonization removed ambiguous palindromic variants and aligned alleles so that exposure and outcome effects referred to the same effect all.......

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Discussion

This Mendelian randomization (MR) study provides evidence that longer genetically predicted telomeres reduce the risk of thyrotoxicosis19. Directionally concordant estimates across IVW, MR-Egger, maximum likelihood, MR-PRESSO, and MR-RAPS indicate a robust protective association, and directionality checks support a TL → thyrotoxicosis pathway rather than the reverse20. The biological plausibility is consistent with the role of telomeres in preserving chromosomal integ.......

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Disclosures

The authors declare no competing financial interests.

Acknowledgements

We thank the FinnGen consortium for access to thyrotoxicosis summary statistics and the IEU OpenGWAS team for hosting telomere length summary data. We are grateful to the developers and maintainers of TwoSampleMR and related R packages used in this work. This work was supported by the Natural Science Foundation Committee of Shandong Province (Grant ZR2023QH345).

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Materials

List of materials used in this article
NameCompanyCatalog NumberComments
1000 Genomes ProjectReference data for linkage disequilibrium (LD) clumping.1000 Genomes Project-
Cochran’s Q statisticStatistical method used for heterogeneity testing in MR.N/A-
FinnGen datasetGWAS summary statistics for thyrotoxicosis (cases and controls).FinnGen ConsortiumRelease 2021, finn-b-thyROTOXICOSIS
IEU OpenGWAS datasetGWAS summary statistics for telomere length.IEU OpenGWASDataset ID: ieu-b-4879
ieugwasr packageR package used for programmatic access to GWAS data.CRANVersion 0.1.5
mr.raps packageR package for robust estimation in Mendelian randomization under weak instruments.CRANVersion 0.1.2
MR-Egger regressionSensitivity analysis method to test for directional pleiotropy.N/A-
MR-PRESSO outlier testStatistical test used to identify and correct outliers in MR analyses.N/A-
MRPRESSO packageR package used for outlier detection and distortion testing in MR analysis.CRANVersion 1.0
R softwareStatistical computing and graphics environment used for all analyses.R Foundation for Statistical ComputingVersion 4.3.1
RadialMR packageR package for radial visualization of MR results.CRANVersion 1.1.2
TwoSampleMR packageR package used for Mendelian randomization analyses.CRANVersion 0.5.7

References

  1. Novodvorsky, P., Allahabadia, A. Thyrotoxicosis. Medicine (Abingdon). 49 (8), 515-521 (2021).
  2. Schneider, C. V., et al. Association of telomere length with risk of disease and mortality. JAMA Intern Med. 182 (3), 291-300 (2022).
  3. Armanios, M.

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Thyrotoxicosis RiskGenome StabilityCellular SenescenceThyroid DysfunctionGenetic InstrumentsGWAS AnalysisCausal RelationshipAging Biology