ArticleThe Journal of clinical endocrinology and metabolism2022
Plasma Metabolomics Reveals Systemic Metabolic Alterations of Subclinical and Clinical Hypothyroidism.
Article in The Journal of clinical endocrinology and metabolism, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
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Who cites it
25 citing papers in PubMed, 20 citations in OpenAlex.
- Endocrine-Metabolic Crosstalk Between Diabetes Mellitus and Hypothyroidism: From Network Mechanisms to Translational Stratification.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026Review
- Dyslipidemias associated with endocrine disorders: a position statement of the working group of the nutrition hormones and metabolism club of the italian society of endocrinology (SIE).Journal of endocrinological investigation · 2026Review
- Lipidomic signatures associated with cognitive impairment in type 1 diabetes mellitus: a pilot study integrating clinical serum and mouse hippocampus.Journal of translational medicine · 2026Article
- Lipid profiles and risk of gestational diabetes mellitus in women with isolated TPOAb positivity during early pregnancy.Scientific reports · 2026Article
- The Thyroid-Metabolism Axis: Pathways of Dysregulation and the Effects of Treatment.Metabolites · 2026Review
- Metabolic dysregulation and biological age acceleration in Hashimoto's thyroiditis: a cross-sectional study based on clinical biomarker aging indices and metabolomics.Frontiers in endocrinology · 2026Article
- Metabolomic and inflammatory signatures in congenital hypothyroidism: a longitudinal analysis of levothyroxine response.Frontiers in endocrinology · 2026Article
- TSH promotes right ventricle hypertrophy and energy metabolism remodeling in PAH mice.Endocrine connections · 2025Article
- Newborn screening for primary congenital hypothyroidism: past, present and future.European thyroid journal · 2025Review
- Newborn screening and the screening laboratory: past, present and future.European thyroid journal · 2025Review
- Differential lipids in euthyroid pregnant women with positive TPOAb and its correlation with clinical parameters.Frontiers in endocrinology · 2025Observational
- Metabolic profiling reveals altered amino acid and fatty acid metabolism in children with Williams Syndrome.Scientific reports · 2024Article
- In Search of Relevant Urinary Biomarkers for Thyroid Papillary Carcinoma and Benign Thyroid Nodule Differentiation, Targeting Metabolic Profiles and Pathways via UHPLC-QTOF-ESIDiagnostics (Basel, Switzerland) · 2024Article
- Multi-omics insight into the metabolic and cellular characteristics in the pathogenesis of hypothyroidism.Communications biology · 2024Article
- Biomarker discovery and metabolic profiling in serum of cardiovascular disease patients with untargeted metabolomics and machine learning.Clinical and translational medicine · 2024Article
- Hypothyroidism, lipids, and lipidomics.Endocrine · 2024Review
- Pubertal Girls With Overweight/Obesity Have Higher Androgen Levels-Can Metabolomics Tell us Why?The Journal of clinical endocrinology and metabolism · 2024Article
- Metabolic Messengers: Thyroid Hormones.Nature metabolism · 2024Review
- Metabolic Profiles and Blood Biomarkers to Discriminate between Benign Thyroid Nodules and Papillary Carcinoma, Based on UHPLC-QTOF-ESIInternational journal of molecular sciences · 2024Article
- Hypothyroidism correlates with osteoporosis: potential involvement of lipid mediators.Frontiers in medicine · 2024Article
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Authors and funding
7 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
contextClinical hypothyroidism (CH) and subclinical hypothyroidism (SCH) have been linked to various metabolic comorbidities but the underlying metabolic alterations remain unclear. Metabolomics may provide metabolic insights into the pathophysiology of hypothyroidism.
objectiveWe explored metabolic alterations in SCH and CH and identify potential metabolite biomarkers for the discrimination of SCH and CH from euthyroid individuals.
methodsPlasma samples from a cohort of 126 human subjects, including 45 patients with CH, 41 patients with SCH, and 40 euthyroid controls, were analyzed by high-resolution mass spectrometry-based metabolomics. Data were processed by multivariate principal components analysis and orthogonal partial least squares discriminant analysis. Correlation analysis was performed by a Multivariate Linear Regression analysis. Unbiased Variable selection in R algorithm and 3 machine learning models were utilized to develop prediction models based on potential metabolite biomarkers.
resultsThe plasma metabolomic patterns in SCH and CH groups were significantly different from those of control groups, while metabolite alterations between SCH and CH groups were dramatically similar. Pathway enrichment analysis found that SCH and CH had a significant impact on primary bile acid biosynthesis, steroid hormone biosynthesis, lysine degradation, tryptophan metabolism, and purine metabolism. Significant associations for 65 metabolites were found with levels of thyrotropin, free thyroxine, thyroid peroxidase antibody, or thyroglobulin antibody. We successfully selected and validated 17 metabolic biomarkers to differentiate 3 groups.
conclusionSCH and CH have significantly altered metabolic patterns associated with hypothyroidism, and metabolomics coupled with machine learning algorithms can be used to develop diagnostic models based on selected metabolites.
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