ArticleClinical and translational medicine2023
Integrated metabolic and genetic analysis reveals distinct features of human differentiated thyroid cancer.
Article in Clinical and translational medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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17 citing papers in PubMed, 18 citations in OpenAlex.
- Integrated Bioinformatics and Experimental Validation Reveal the Diagnostic and Prognostic Value of SMDT1 in Thyroid Carcinoma.Diagnostics (Basel, Switzerland) · 2026Article
- Mitochondrial DNA mutations drive tumor heterogeneity in papillary thyroid carcinoma.iScience · 2026Article
- Multimodal diagnostic network integrating infrared and mass spectra for lung cancer.Biomedical optics express · 2026Article
- Mechanistic insights into ferroptosis in thyroid cancer and its therapeutic implications.Apoptosis : an international journal on programmed cell death · 2026Review
- Non-invasive detection of metastatic papillary thyroid carcinoma after radical surgery using salivary metabolomic biomarkers.Archives of endocrinology and metabolism · 2026Article
- DNA Damage and Repair in Thyroid Physiology and Disease.Endocrine reviews · 2026Review
- The critical role of ferroptosis in thyroid cancer development and potential therapeutic implications.Frontiers in oncology · 2026Review
- Relationship between amino acid transporter activity and radioactive iodine therapy efficacy in differentiated thyroid cancer.Oncology reports · 2025Article
- Mitogenomic Alterations in Breast Cancer: Identification of Potential Biomarkers of Risk and Prognosis.International journal of molecular sciences · 2025Article
- Respiration defects limit serine synthesis required for lung cancer growth and survival.Nature communications · 2025Article
- Review
- Immune Checkpoint Blockade Delays Cancer Development and Extends Survival in DNA Polymerase Mutator Syndromes.Cancer research · 2025Article
- Minimally invasive biopsy-based diagnostics in support of precision cancer medicine.Molecular oncology · 2024Review
- Metabolomics reveals the implication of acetoacetate and ketogenic diet therapy in radioiodine-refractory differentiated thyroid carcinoma.The oncologist · 2024Article
- Clinical and translational mode of single-cell measurements: An artificial intelligent single-cell.Clinical and translational medicine · 2024Article
- The evolving process of ferroptosis in thyroid cancer: Novel mechanisms and opportunities.Journal of cellular and molecular medicine · 2024Review
- Tumor Inflammatory Microenvironment of the Thyroid Cancer: Relationship between Regulatory T-Cell Imbalance, and p-NFΚB (p65) Expression-A Preliminary Study.Journal of clinical medicine · 2023Article
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23 authors at 1 institution in 2 countries.
Funding
Abstract
backgroundDifferentiated thyroid cancer (DTC) affects thousands of lives worldwide each year. Typically, DTC is a treatable disease with a good prognosis. Yet, some patients are subjected to partial or total thyroidectomy and radioiodine therapy to prevent local disease recurrence and metastasis. Unfortunately, thyroidectomy and/or radioiodine therapy often worsen(s) quality of life and might be unnecessary in indolent DTC cases. On the other hand, the lack of biomarkers indicating a potential metastatic thyroid cancer imposes an additional challenge to managing and treating patients with this disease.
aimThe presented clinical setting highlights the unmet need for a precise molecular diagnosis of DTC and potential metastatic disease, which should dictate appropriate therapy. MATERIALS AND
methodsIn this article, we present a differential multi-omics model approach, including metabolomics, genomics, and bioinformatic models, to distinguish normal glands from thyroid tumours. Additionally, we are proposing biomarkers that could indicate potential metastatic diseases in papillary thyroid cancer (PTC), a sub-class of DTC.
resultsNormal and tumour thyroid tissue from DTC patients had a distinct yet well-defined metabolic profile with high levels of anabolic metabolites and/or other metabolites associated with the energy maintenance of tumour cells. The consistency of the DTC metabolic profile allowed us to build a bioinformatic classification model capable of clearly distinguishing normal from tumor thyroid tissues, which might help diagnose thyroid cancer. Moreover, based on PTC patient samples, our data suggest that elevated nuclear and mitochondrial DNA mutational burden, intra-tumour heterogeneity, shortened telomere length, and altered metabolic profile reflect the potential for metastatic disease. DISCUSSION: Altogether, this work indicates that a differential and integrated multi-omics approach might improve DTC management, perhaps preventing unnecessary thyroid gland removal and/or radioiodine therapy.
conclusionsWell-designed, prospective translational clinical trials will ultimately show the value of this integrated multi-omics approach and early diagnosis of DTC and potential metastatic PTC.
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