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Shen X, Guo S, Liang N, Zhao M, Wang C, Li Z, Yan D, Zheng L, Yin H. Biomarker discovery and metabolic profiling in serum of cardiovascular disease patients with untargeted metabolomics and machine learning. Clin Transl Med 2024; 14:e1722. [PMID: 38899752 PMCID: PMC11187800 DOI: 10.1002/ctm2.1722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 04/03/2024] [Accepted: 05/12/2024] [Indexed: 06/21/2024] Open
Affiliation(s)
- Xia Shen
- CAS Key Laboratory of Nutrition, Metabolism, and Food SafetyShanghai Institute of Nutrition and HealthChinese Academy of Sciences (CAS)ShanghaiChina
- University of Chinese Academy of SciencesBeijingChina
- School of Life Science and TechnologyShanghaiTech UniversityShanghaiChina
| | - Shuyuan Guo
- CAS Key Laboratory of Nutrition, Metabolism, and Food SafetyShanghai Institute of Nutrition and HealthChinese Academy of Sciences (CAS)ShanghaiChina
- School of Life Science and TechnologyShanghaiTech UniversityShanghaiChina
| | - Ningning Liang
- CAS Key Laboratory of Nutrition, Metabolism, and Food SafetyShanghai Institute of Nutrition and HealthChinese Academy of Sciences (CAS)ShanghaiChina
- Department of Biomedical SciencesThe Tung Biomedical Sciences CentreJockey Club College of Veterinary Medicine and Life SciencesState Key Laboratory of Marine Pollution (SKLMP)The Shenzhen Research Institute and Futian Research InstituteCity University of Hong KongHong KongChina
| | - Mingming Zhao
- School of Basic Medical SciencesThe Institute of Cardiovascular SciencesState Key Laboratory of Vascular Homeostasis and RemodelingNHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory PeptidesBeijing Key Laboratory of Cardiovascular Receptors ResearchHealth Science CenterPeking UniversityBeijingChina
| | - Chun Wang
- School of Basic Medical SciencesThe Institute of Cardiovascular SciencesState Key Laboratory of Vascular Homeostasis and RemodelingNHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory PeptidesBeijing Key Laboratory of Cardiovascular Receptors ResearchHealth Science CenterPeking UniversityBeijingChina
| | - Zi Li
- CAS Key Laboratory of Nutrition, Metabolism, and Food SafetyShanghai Institute of Nutrition and HealthChinese Academy of Sciences (CAS)ShanghaiChina
| | - Dewen Yan
- Department of EndocrinologyShenzhen Second People's Hospitalthe First Affiliated Hospital of Shenzhen UniversityHealth Science Center of Shenzhen UniversityShenzhen Clinical Research Center for Metabolic DiseasesShenzhen Center for Diabetes Control and PreventionShenzhenGuangdongChina
| | - Lemin Zheng
- School of Basic Medical SciencesThe Institute of Cardiovascular SciencesState Key Laboratory of Vascular Homeostasis and RemodelingNHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory PeptidesBeijing Key Laboratory of Cardiovascular Receptors ResearchHealth Science CenterPeking UniversityBeijingChina
- Beijing Tiantan HospitalChina National Clinical Research Center for Neurological DiseasesAdvanced Innovation Center for Human Brain ProtectionThe Capital Medical UniversityBeijingChina
- School of Basic Medical SciencesThe Institute of Systems BiomedicineHealth Science CenterPeking UniversityBeijingChina
| | - Huiyong Yin
- CAS Key Laboratory of Nutrition, Metabolism, and Food SafetyShanghai Institute of Nutrition and HealthChinese Academy of Sciences (CAS)ShanghaiChina
- School of Life Science and TechnologyShanghaiTech UniversityShanghaiChina
- Department of Biomedical SciencesThe Tung Biomedical Sciences CentreJockey Club College of Veterinary Medicine and Life SciencesState Key Laboratory of Marine Pollution (SKLMP)The Shenzhen Research Institute and Futian Research InstituteCity University of Hong KongHong KongChina
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Jonklaas J. Hypothyroidism, lipids, and lipidomics. Endocrine 2024; 84:293-300. [PMID: 37329413 PMCID: PMC11076307 DOI: 10.1007/s12020-023-03420-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 06/06/2023] [Indexed: 06/19/2023]
Abstract
PURPOSE Hypothyroidism is a relatively common endocrine disorder and is well documented to be associated with lipid abnormalities. METHODS A narrative review was conducted of studies describing the alterations in the lipid profile accompanying both subclinical and overt hypothyroidism. RESULTS Lipid abnormalities are seen with TSH values in the upper end of the accepted reference range, as well as with subclinical and overt hypothyroidism. The degree of lipid derangement is generally proportional to the degree of TSH elevation. Other factors such as age, sex, and body mass index can also influence the pattern of the lipid abnormalities seen. The most robust finding with TSH elevation is increases in the low density lipoprotein cholesterol. Thyroid hormone treatment is efficacious in reversing the lipid abnormalities in both subclinical and overt hypothyroidism. CONCLUSION Given the association of lipid abnormalities with metabolic and cardiovascular disease, consideration of hypothyroidism as an important non-communicable disease may facilitate studies that test the hypothesis that thyroid hormone treatment to reverse hypothyroidism-associated lipid abnormalities may improve metabolic and cardiovascular outcomes.
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Calvert ME, Molsberry SA, Overdahl KE, Jarmusch AK, Shaw ND. Pubertal Girls With Overweight/Obesity Have Higher Androgen Levels-Can Metabolomics Tell us Why? J Clin Endocrinol Metab 2024; 109:1328-1333. [PMID: 37978828 PMCID: PMC11031235 DOI: 10.1210/clinem/dgad675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 11/07/2023] [Accepted: 11/15/2023] [Indexed: 11/19/2023]
Abstract
CONTEXT Pubertal girls with higher total body fat (TBF) demonstrate higher androgen levels. The cause of this association is unknown but is hypothesized to relate to insulin resistance. OBJECTIVE This work aimed to investigate the association between higher TBF and higher androgens in pubertal girls using untargeted metabolomics. METHODS Serum androgens were determined using a quantitative mass spectrometry (MS)-based assay. Metabolomic samples were analyzed using liquid chromatography high-resolution MS. Associations between TBF or body mass index (BMI) z score (exposure) and metabolomic features (outcome) and between metabolomic features (exposure) and serum hormones (outcome) were examined using gaussian generalized estimating equation models with the outcome lagged by one study visit. Benjamini-Hochberg false discovery rate (FDR) adjusted P values were calculated to account for multiple testing. RaMP-DB (relational database of metabolomic pathways) was used to conduct enriched pathway analyses among features nominally associated with body composition or hormones. RESULTS Sixty-six pubertal, premenarchal girls (aged 10.9 ± 1.39 SD years; 60% White, 24% Black, 16% other; 63% normal weight, 37% overweight/obese) contributed an average of 2.29 blood samples. BMI and TBF were negatively associated with most features including raffinose (a plant trisaccharide) and several bile acids. For BMI, RaMP-DB identified many enriched pathways related to bile acids. Androstenedione also showed strong negative associations with raffinose and bile acids. CONCLUSION Metabolomic analyses of samples from pubertal girls did not identify an insulin resistance signature to explain the association between higher TBF and androgens. Instead, we identified potential novel signaling pathways that may involve raffinose or bile acid action at the adrenal gland.
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Affiliation(s)
- Madison E Calvert
- Pediatric Neuroendocrinology Group, Clinical Research Branch, National Institute of Environmental Health Sciences (NIEHS), Durham, NC 27709, USA
| | | | | | | | - Natalie D Shaw
- Pediatric Neuroendocrinology Group, Clinical Research Branch, National Institute of Environmental Health Sciences (NIEHS), Durham, NC 27709, USA
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Sinha RA, Yen PM. Metabolic Messengers: Thyroid Hormones. Nat Metab 2024; 6:639-650. [PMID: 38671149 PMCID: PMC7615975 DOI: 10.1038/s42255-024-00986-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 01/15/2024] [Indexed: 04/28/2024]
Abstract
Thyroid hormones (THs) are key hormones that regulate development and metabolism in mammals. In man, the major target tissues for TH action are the brain, liver, muscle, heart, and adipose tissue. Defects in TH synthesis, transport, metabolism, and nuclear action have been associated with genetic and endocrine diseases in man. Over the past few years, there has been renewed interest in TH action and the therapeutic potential of THs and thyromimetics to treat several metabolic disorders such as hypercholesterolemia, dyslipidaemia, non-alcoholic fatty liver disease (NAFLD), and TH transporter defects. Recent advances in the development of tissue and TH receptor isoform-targeted thyromimetics have kindled new hope for translating our fundamental understanding of TH action into an effective therapy. This review provides a concise overview of the historical development of our understanding of TH action, its physiological and pathophysiological effects on metabolism, and future therapeutic applications to treat metabolic dysfunction.
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Affiliation(s)
- Rohit A Sinha
- Department of Endocrinology, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow, India.
| | - Paul M Yen
- Laboratory of Hormonal Regulation, Cardiovascular and Metabolic Disorders Program, Duke-NUS Medical School, Singapore, Singapore.
- Div. Endocrinology, Metabolism, and Nutrition, Department of Medicine, Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC, USA.
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Benabdelkamel H, Jaber MA, Dahabiyeh LA, Masood A, Almalki RH, Musambil M, Abdel Rahman AM, Alfadda AA. Metabolomic profile of patients on levothyroxine treatment for hypothyroidism. Eur Thyroid J 2023; 12:e230062. [PMID: 37343156 PMCID: PMC10388654 DOI: 10.1530/etj-23-0062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 06/19/2023] [Indexed: 06/23/2023] Open
Abstract
Background Hypothyroidism is clinically characterized by a decrease in levels of the circulating thyroid hormones namely thyroxine and triiodothyronine. The main treatment for hypothyroidism is thyroid hormone replacement using levothyroxine to normalize serum thyroid hormone levels. Objectives In this study, we explored the metabolic changes in the plasma of patients with hypothyroidism after reaching a euthyroid state with levothyroxine treatment. Methods Plasma samples from 18 patients diagnosed as overt hypothyroidism were collected before and after levothyroxine treatment upon reaching a euthyroid state and were analyzed by high-resolution mass spectrometry-based metabolomics. Multivariate and univariate analyses evaluated data to highlight potential metabolic biomarkers. Results Liquid chromatography-mass spectrometry-based metabolomics revealed a significant decrease in the levels of ceramide, phosphatidylcholine, triglycerides, acylcarnitine, and peptides after levothyroxine treatment; this could indicate a change in the fatty acid transportation system and an enhanced β-oxidation, compared with a hypothyroid state. At the same time, the decrease in the peptides suggested a shift in protein synthesis. In addition, there was a considerable rise in glycocholic acid following therapy, suggesting the involvement of thyroid hormones in stimulating bile acid production and secretion. Conclusions A metabolomic analysis of patients with hypothyroidism revealed significant changes in several metabolites and lipids after treatment. This study showed the value of the metabolomics technique in providing a complementary understanding of the pathophysiology of hypothyroidism and as a crucial tool for examining the molecular impact of levothyroxine treatment on hypothyroidism. It was an important tool for investigating the therapeutic effects of levothyroxine on hypothyroidism at the molecular level.
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Affiliation(s)
- Hicham Benabdelkamel
- Proteomics Resource Unit, Obesity Research Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Malak A Jaber
- Pharmaceutical Medicinal Chemistry & Pharmacognosy, Faculty of Pharmacy and Medical Sciences, University of Petra, Amman, Jordan
| | - Lina A Dahabiyeh
- Division of Pharmaceutical Sciences, School of Pharmacy, The University of Jordan, Amman, Jordan
| | - Afshan Masood
- Proteomics Resource Unit, Obesity Research Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Reem H Almalki
- Metabolomics Section, Department of Clinical Genomics, Center for Genome Medicine, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh, Saudi Arabia
| | - Mohthash Musambil
- Proteomics Resource Unit, Obesity Research Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Anas M Abdel Rahman
- Metabolomics Section, Department of Clinical Genomics, Center for Genome Medicine, King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
- Department of Medicine, College of Medicine and King Saud Medical City, King Saud University, Riyadh, Saudi Arabia
| | - Assim A Alfadda
- Proteomics Resource Unit, Obesity Research Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
- Department of Biochemistry and Molecular Medicine, College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
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Qiu S, Cai Y, Yao H, Lin C, Xie Y, Tang S, Zhang A. Small molecule metabolites: discovery of biomarkers and therapeutic targets. Signal Transduct Target Ther 2023; 8:132. [PMID: 36941259 PMCID: PMC10026263 DOI: 10.1038/s41392-023-01399-3] [Citation(s) in RCA: 74] [Impact Index Per Article: 74.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 03/01/2023] [Accepted: 03/03/2023] [Indexed: 03/22/2023] Open
Abstract
Metabolic abnormalities lead to the dysfunction of metabolic pathways and metabolite accumulation or deficiency which is well-recognized hallmarks of diseases. Metabolite signatures that have close proximity to subject's phenotypic informative dimension, are useful for predicting diagnosis and prognosis of diseases as well as monitoring treatments. The lack of early biomarkers could lead to poor diagnosis and serious outcomes. Therefore, noninvasive diagnosis and monitoring methods with high specificity and selectivity are desperately needed. Small molecule metabolites-based metabolomics has become a specialized tool for metabolic biomarker and pathway analysis, for revealing possible mechanisms of human various diseases and deciphering therapeutic potentials. It could help identify functional biomarkers related to phenotypic variation and delineate biochemical pathways changes as early indicators of pathological dysfunction and damage prior to disease development. Recently, scientists have established a large number of metabolic profiles to reveal the underlying mechanisms and metabolic networks for therapeutic target exploration in biomedicine. This review summarized the metabolic analysis on the potential value of small-molecule candidate metabolites as biomarkers with clinical events, which may lead to better diagnosis, prognosis, drug screening and treatment. We also discuss challenges that need to be addressed to fuel the next wave of breakthroughs.
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Affiliation(s)
- Shi Qiu
- International Advanced Functional Omics Platform, Scientific Experiment Center, Hainan General Hospital (Hainan Affiliated Hospital of Hainan Medical University), College of Chinese Medicine, Hainan Medical University, Xueyuan Road 3, Haikou, 571199, China
| | - Ying Cai
- Graduate School, Heilongjiang University of Chinese Medicine, Harbin, 150040, China
| | - Hong Yao
- First Affiliated Hospital, Harbin Medical University, Harbin, 150081, China
| | - Chunsheng Lin
- Second Affiliated Hospital, Heilongjiang University of Chinese Medicine, Harbin, 150001, China
| | - Yiqiang Xie
- International Advanced Functional Omics Platform, Scientific Experiment Center, Hainan General Hospital (Hainan Affiliated Hospital of Hainan Medical University), College of Chinese Medicine, Hainan Medical University, Xueyuan Road 3, Haikou, 571199, China.
| | - Songqi Tang
- International Advanced Functional Omics Platform, Scientific Experiment Center, Hainan General Hospital (Hainan Affiliated Hospital of Hainan Medical University), College of Chinese Medicine, Hainan Medical University, Xueyuan Road 3, Haikou, 571199, China.
| | - Aihua Zhang
- International Advanced Functional Omics Platform, Scientific Experiment Center, Hainan General Hospital (Hainan Affiliated Hospital of Hainan Medical University), College of Chinese Medicine, Hainan Medical University, Xueyuan Road 3, Haikou, 571199, China.
- Graduate School, Heilongjiang University of Chinese Medicine, Harbin, 150040, China.
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Hyötyläinen T, Karthikeyan BS, Ghaffarzadegan T, Triplett EW, Orešič M, Ludvigsson J. Cord serum metabolic signatures of future progression to immune-mediated diseases. iScience 2023; 26:106268. [PMID: 36915680 PMCID: PMC10005901 DOI: 10.1016/j.isci.2023.106268] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 01/24/2023] [Accepted: 02/19/2023] [Indexed: 02/27/2023] Open
Abstract
Previous prospective studies suggest that progression to autoimmune diseases is preceded by metabolic dysregulation, but it is not clear which metabolic changes are disease-specific and which are common across multiple immune-mediated diseases. Here we investigated metabolic profiles in cord serum in a general population cohort (All Babies In Southeast Sweden; ABIS), comprising infants who progressed to one or more immune-mediated diseases later in life: type 1 diabetes (n = 12), celiac disease (n = 28), juvenile idiopathic arthritis (n = 9), inflammatory bowel disease (n = 7), and hypothyroidism (n = 6); and matched controls (n = 270). We observed elevated levels of multiple triacylglycerols (TGs) an alteration in several gut microbiota related metabolites in the autoimmune groups. The most distinct differences were observed in those infants who later developed HT. The specific similarities observed in metabolic profiles across autoimmune diseases suggest that they share specific common metabolic phenotypes at birth that contrast with those of healthy controls.
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Affiliation(s)
- Tuulia Hyötyläinen
- School of Science and Technology, Örebro University, 702 81 Örebro, Sweden
| | - Bagavathy Shanmugam Karthikeyan
- School of Science and Technology, Örebro University, 702 81 Örebro, Sweden.,School of Medical Sciences, Örebro University, 702 81 Örebro, Sweden
| | | | - Eric W Triplett
- Department of Microbiology and Cell Science, Institute of Food and Agricultural Sciences University of Florida, Gainesville, FL 32611-0700, USA
| | - Matej Orešič
- School of Medical Sciences, Örebro University, 702 81 Örebro, Sweden.,Turku Bioscience Centre, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Johnny Ludvigsson
- Crown Princess Victoria's Children's Hospital and Division of Pediatrics, Department of Biomedical and Clinical Sciences, Linköping University, 581 85 Linköping, Sweden
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Jansen HI, Bruinstroop E, Yen PM. Metabolomics to Assess Thyroid Hormone Status? J Clin Endocrinol Metab 2023; 108:e36-e37. [PMID: 36373423 DOI: 10.1210/clinem/dgac655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 11/09/2022] [Indexed: 11/16/2022]
Affiliation(s)
- Heleen I Jansen
- Department of Clinical Chemistry, Endocrine Laboratory, Amsterdam UMC location Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam Gastroenterology, Endocrinology & Metabolism, Amsterdam, The Netherlands
- Department of Clinical Chemistry, Endocrine Laboratory, Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands
| | - Eveline Bruinstroop
- Amsterdam Gastroenterology, Endocrinology & Metabolism, Amsterdam, The Netherlands
- Department of Endocrinology & Metabolism, Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands
| | - Paul M Yen
- Laboratory of Hormonal Regulation, Cardiovascular and Metabolic Disorders Program, Duke-NUS Medical School, 169857, Singapore
- Endocrinology, Diabetes, and Metabolism Division, Dept. of Medicine and Duke Molecular Physiology Institute, Duke University School of Medicine, Durham, NC 27710, USA
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Jansen HI, Boelen A, Heijboer AC, Bruinstroop E, Fliers E. Hypothyroidism: The difficulty in attributing symptoms to their underlying cause. Front Endocrinol (Lausanne) 2023; 14:1130661. [PMID: 36814580 PMCID: PMC9939761 DOI: 10.3389/fendo.2023.1130661] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Accepted: 01/26/2023] [Indexed: 02/08/2023] Open
Abstract
Common symptoms of overt hypothyroidism are non-specific and include fatigue, lethargy, and dry skin. Although the diagnosis is considered to be straightforward, no single symptom can be used to identify patients with overt hypothyroidism, while many patients with subclinical hypothyroidism are asymptomatic. A large population-based study on the spectrum of symptoms in subclinical hypothyroidism showed similar rates of thyroid disease-related symptoms compared with euthyroid subjects, while the TSH concentration had no impact on symptom score. Together, these findings make it challenging to attribute symptoms to their underlying cause. This is also true in the case of unexplained persistent symptoms in levothyroxine-treated patients. Although generally considered a life-long replacement therapy, successful thyroid hormone discontinuation resulting in euthyroidism has been reported in approximately one third of patients. Thus, we overtreat patients with (subclinical) hypothyroidism, highlighting the importance of reliable diagnostic criteria. The diagnostic process, including the implementation of robust TSH and FT4 reference intervals, is especially challenging in specific situations including aging, pregnancy, non-thyroidal illness, and central hypothyroidism. There is a clear need for improved adherence to current guidelines from scientific societies and for willingness to manage symptoms without a clear pathological correlate, especially in the case of mild TSH elevations. This review will highlight recent literature on this topic and offers some practice points.
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Affiliation(s)
- Heleen I. Jansen
- Department of Clinical Chemistry, Endocrine Laboratory, Amsterdam University Medical Centers (UMC) Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Amsterdam Gastroenterology, Endocrinology & Metabolism, Amsterdam University Medical Centers (UMC), Amsterdam, Netherlands
- Department of Clinical Chemistry, Endocrine Laboratory, Amsterdam University Medical (UMC) Centers, University of Amsterdam, Amsterdam, Netherlands
- *Correspondence: Heleen I. Jansen,
| | - Anita Boelen
- Amsterdam Gastroenterology, Endocrinology & Metabolism, Amsterdam University Medical Centers (UMC), Amsterdam, Netherlands
- Department of Clinical Chemistry, Endocrine Laboratory, Amsterdam University Medical (UMC) Centers, University of Amsterdam, Amsterdam, Netherlands
- Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers (UMC), Amsterdam, Netherlands
| | - Annemieke C. Heijboer
- Department of Clinical Chemistry, Endocrine Laboratory, Amsterdam University Medical Centers (UMC) Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Amsterdam Gastroenterology, Endocrinology & Metabolism, Amsterdam University Medical Centers (UMC), Amsterdam, Netherlands
- Department of Clinical Chemistry, Endocrine Laboratory, Amsterdam University Medical (UMC) Centers, University of Amsterdam, Amsterdam, Netherlands
- Amsterdam Reproduction & Development Research Institute, Amsterdam University Medical Centers (UMC), Amsterdam, Netherlands
| | - Eveline Bruinstroop
- Amsterdam Gastroenterology, Endocrinology & Metabolism, Amsterdam University Medical Centers (UMC), Amsterdam, Netherlands
- Department of Endocrinology & Metabolism, Amsterdam University Medical Centers (UMC), University of Amsterdam, Amsterdam, Netherlands
| | - Eric Fliers
- Amsterdam Gastroenterology, Endocrinology & Metabolism, Amsterdam University Medical Centers (UMC), Amsterdam, Netherlands
- Department of Endocrinology & Metabolism, Amsterdam University Medical Centers (UMC), University of Amsterdam, Amsterdam, Netherlands
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