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de Freminville JB, Amar L, Azizi M, Mallart-Riancho J. Endocrine causes of hypertension: literature review and practical approach. Hypertens Res 2023; 46:2679-2692. [PMID: 37821565 DOI: 10.1038/s41440-023-01461-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 09/05/2023] [Accepted: 09/09/2023] [Indexed: 10/13/2023]
Abstract
Hypertension (HTN) affects more than 30% of adults worldwide. It is the most frequent modifiable cardiovascular (CV) risk factor, and is responsible for more than 10 million death every year. Among patients with HTN, we usually distinguish secondary HTN, that is HTN due to an identified cause, and primary HTN, in which no underlying cause has been found. It is estimated that secondary hypertension represents between 5 and 15% of hypertensive patients [1]. Therefore, routine screening of patients for secondary HTN would be too costly and is not recommended. In addition to the presence of signs suggesting a specific secondary cause, screening is based on specific criteria. Identifying secondary HTN can be beneficial for patients in certain situations, because it may lead to specific treatments, and allow better control of blood pressure and sometimes even a cure. Besides, it is now known that secondary HTN are more associated with morbidity and mortality than primary HTN. The main causes of secondary HTN are endocrine and renovascular (mainly due to renal arteries abnormalities). The most frequent endocrine cause is primary aldosteronism, which diagnosis can lead to specific therapies. Pheochromocytoma and Cushing syndrome also are important causes, and can have serious complications. Other causes are less frequent and can be suspected on specific situations. In this article, we will describe the endocrine causes of HTN and discuss their treatments.
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Affiliation(s)
- Jean-Baptiste de Freminville
- Hypertension Unit, AP-HP, Hôpital Européen Georges Pompidou, F-75015, Paris, France.
- Université Paris Cité,, F-75015, Paris, France.
| | - Laurence Amar
- Hypertension Unit, AP-HP, Hôpital Européen Georges Pompidou, F-75015, Paris, France
- Université Paris Cité,, F-75015, Paris, France
| | - Michel Azizi
- Hypertension Unit, AP-HP, Hôpital Européen Georges Pompidou, F-75015, Paris, France
- Université Paris Cité,, F-75015, Paris, France
| | - Julien Mallart-Riancho
- Hypertension Unit, AP-HP, Hôpital Européen Georges Pompidou, F-75015, Paris, France
- Université Paris Cité,, F-75015, Paris, France
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Armignacco R, Reel PS, Reel S, Jouinot A, Septier A, Gaspar C, Perlemoine K, Larsen CK, Bouys L, Braun L, Riester A, Kroiss M, Bonnet-Serrano F, Amar L, Blanchard A, Gimenez-Roqueplo AP, Prejbisz A, Januszewicz A, Dobrowolski P, Davies E, MacKenzie SM, Rossi GP, Lenzini L, Ceccato F, Scaroni C, Mulatero P, Williams TA, Pecori A, Monticone S, Beuschlein F, Reincke M, Zennaro MC, Bertherat J, Jefferson E, Assié G. Whole blood methylome-derived features to discriminate endocrine hypertension. Clin Epigenetics 2022; 14:142. [PMCID: PMC9635165 DOI: 10.1186/s13148-022-01347-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Accepted: 09/18/2022] [Indexed: 11/06/2022] Open
Abstract
Background Arterial hypertension represents a worldwide health burden and a major risk factor for cardiovascular morbidity and mortality. Hypertension can be primary (primary hypertension, PHT), or secondary to endocrine disorders (endocrine hypertension, EHT), such as Cushing's syndrome (CS), primary aldosteronism (PA), and pheochromocytoma/paraganglioma (PPGL). Diagnosis of EHT is currently based on hormone assays. Efficient detection remains challenging, but is crucial to properly orientate patients for diagnostic confirmation and specific treatment. More accurate biomarkers would help in the diagnostic pathway. We hypothesized that each type of endocrine hypertension could be associated with a specific blood DNA methylation signature, which could be used for disease discrimination. To identify such markers, we aimed at exploring the methylome profiles in a cohort of 255 patients with hypertension, either PHT (n = 42) or EHT (n = 213), and at identifying specific discriminating signatures using machine learning approaches. Results Unsupervised classification of samples showed discrimination of PHT from EHT. CS patients clustered separately from all other patients, whereas PA and PPGL showed an overall overlap. Global methylation was decreased in the CS group compared to PHT. Supervised comparison with PHT identified differentially methylated CpG sites for each type of endocrine hypertension, showing a diffuse genomic location. Among the most differentially methylated genes, FKBP5 was identified in the CS group. Using four different machine learning methods—Lasso (Least Absolute Shrinkage and Selection Operator), Logistic Regression, Random Forest, and Support Vector Machine—predictive models for each type of endocrine hypertension were built on training cohorts (80% of samples for each hypertension type) and estimated on validation cohorts (20% of samples for each hypertension type). Balanced accuracies ranged from 0.55 to 0.74 for predicting EHT, 0.85 to 0.95 for predicting CS, 0.66 to 0.88 for predicting PA, and 0.70 to 0.83 for predicting PPGL. Conclusions The blood DNA methylome can discriminate endocrine hypertension, with methylation signatures for each type of endocrine disorder. Supplementary Information The online version contains supplementary material available at 10.1186/s13148-022-01347-y.
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Affiliation(s)
- Roberta Armignacco
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France
| | - Parminder S. Reel
- grid.8241.f0000 0004 0397 2876Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD2 4BF UK
| | - Smarti Reel
- grid.8241.f0000 0004 0397 2876Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD2 4BF UK
| | - Anne Jouinot
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France ,grid.440907.e0000 0004 1784 3645Institut Curie, INSERM U900, MINES ParisTech, PSL-Research University, CBIO-Centre for Computational Biology, Paris, France
| | - Amandine Septier
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France
| | - Cassandra Gaspar
- Sorbonne Université, INSERM, UMS Production et Analyse de données en Sciences de la vie et en Santé, PASS, Plateforme Post-génomique de la Pitié-Salpêtrière, P3S, 75013 Paris, France
| | - Karine Perlemoine
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France
| | - Casper K. Larsen
- grid.462416.30000 0004 0495 1460Université Paris Cité, Inserm, PARCC, F-75015 Paris, France
| | - Lucas Bouys
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France
| | - Leah Braun
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Anna Riester
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Matthias Kroiss
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Fidéline Bonnet-Serrano
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France ,grid.411784.f0000 0001 0274 3893Service d’Hormonologie, AP-HP, Hôpital Cochin, F-75014 Paris, France
| | - Laurence Amar
- grid.462416.30000 0004 0495 1460Université Paris Cité, Inserm, PARCC, F-75015 Paris, France ,grid.414093.b0000 0001 2183 5849Unité Hypertension Artérielle, AP-HP, Hôpital Européen Georges Pompidou, 75015 Paris, France
| | - Anne Blanchard
- grid.414093.b0000 0001 2183 5849Centre d’Investigations Cliniques 9201, AP-HP, Hôpital Européen Georges Pompidou, F-75015 Paris, France
| | - Anne-Paule Gimenez-Roqueplo
- grid.462416.30000 0004 0495 1460Université Paris Cité, Inserm, PARCC, F-75015 Paris, France ,grid.414093.b0000 0001 2183 5849Département de Médecine Génomique des Tumeurs et des Cancers, Hôpital Européen Georges Pompidou, F-75015 Paris, France
| | - Aleksander Prejbisz
- grid.418887.aDepartment of Hypertension, Institute of Cardiology, Warsaw, Poland
| | - Andrzej Januszewicz
- grid.418887.aDepartment of Hypertension, Institute of Cardiology, Warsaw, Poland
| | - Piotr Dobrowolski
- grid.418887.aDepartment of Hypertension, Institute of Cardiology, Warsaw, Poland
| | - Eleanor Davies
- grid.8756.c0000 0001 2193 314XBHF Glasgow Cardiovascular Research Centre, Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8TA UK
| | - Scott M. MacKenzie
- grid.8756.c0000 0001 2193 314XBHF Glasgow Cardiovascular Research Centre, Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8TA UK
| | - Gian Paolo Rossi
- Department of Medicine-DIMED, Emergency and Hypertension Unit, University of Padova, University Hospital, Padua, Italy
| | - Livia Lenzini
- Department of Medicine-DIMED, Emergency and Hypertension Unit, University of Padova, University Hospital, Padua, Italy
| | - Filippo Ceccato
- grid.411474.30000 0004 1760 2630UOC Endocrinologia, Dipartimento di Medicina DIMED, Azienda Ospedaliera-Università di Padova, Padua, Italy
| | - Carla Scaroni
- grid.411474.30000 0004 1760 2630UOC Endocrinologia, Dipartimento di Medicina DIMED, Azienda Ospedaliera-Università di Padova, Padua, Italy
| | - Paolo Mulatero
- grid.7605.40000 0001 2336 6580Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Turin, Italy
| | - Tracy A. Williams
- grid.7605.40000 0001 2336 6580Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Turin, Italy
| | - Alessio Pecori
- grid.7605.40000 0001 2336 6580Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Turin, Italy
| | - Silvia Monticone
- grid.7605.40000 0001 2336 6580Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Turin, Italy
| | - Felix Beuschlein
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany ,grid.412004.30000 0004 0478 9977Klinikfür Endokrinologie, Diabetologie Und Klinische Ernährung, UniversitätsSpital Zürich (USZ) and Universität Zürich (UZH), Raemistrasse 100, 8091 Zurich, Switzerland
| | - Martin Reincke
- grid.411095.80000 0004 0477 2585Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Maria-Christina Zennaro
- grid.462416.30000 0004 0495 1460Université Paris Cité, Inserm, PARCC, F-75015 Paris, France ,grid.414093.b0000 0001 2183 5849Service de Génétique, AP-HP, Hôpital Européen Georges Pompidou, F-75015 Paris, France
| | - Jérôme Bertherat
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France ,grid.411784.f0000 0001 0274 3893Service d’Endocrinologie, Center for Rare Adrenal Diseases, AP-HP, Hôpital Cochin, F-75014 Paris, France
| | - Emily Jefferson
- grid.8241.f0000 0004 0397 2876Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, DD2 4BF UK ,grid.8756.c0000 0001 2193 314XInstitute of Health and Wellbeing, University of Glasgow, Glasgow, G12 8RZ UK
| | - Guillaume Assié
- grid.462098.10000 0004 0643 431XUniversité Paris Cité, CNRS, INSERM, Institut Cochin, F-75014 Paris, France ,grid.411784.f0000 0001 0274 3893Service d’Endocrinologie, Center for Rare Adrenal Diseases, AP-HP, Hôpital Cochin, F-75014 Paris, France
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