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Qu Y, Yang F, Deng Y, Li H, Zhou Y, Zhang X. Advancements in the research of the structure, function, and disease-related roles of ARMC5. Front Med 2025; 19:185-199. [PMID: 39960568 DOI: 10.1007/s11684-024-1108-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2024] [Accepted: 09/18/2024] [Indexed: 05/04/2025]
Abstract
The armadillo repeat containing 5 (ARMC5) gene is part of a family of protein-coding genes that are rich in armadillo repeat sequences, are ubiquitously present in eukaryotes, and mediate interactions between proteins, playing roles in various cellular processes. Current research has demonstrated that reduced expression or absence of the ARMC5 gene in various tumor tissues can lead to uncontrolled cell proliferation, thereby inducing a range of diseases. The ARMC5 gene was initially extensively studied in the context of bilateral macronodular adrenocortical disease (BMAD), with harmful pathogenic variants in ARMC5 identified in approximately 50% of BMAD patients. With advancing research, scientists have discovered that ARMC5 pathogenic variants may also have potential effects on other diseases and could be associated with increased susceptibility to certain cancers. This review aims to present the latest research progress on how the ARMC5 gene plays its role in tumors. It outlines the basic structure of ARMC5 and the regions where it functions, as well as the diseases currently proven to be associated with ARMC5. Moreover, some evidence suggests its relation to embryonic development and the regulation of immune system activity. In conclusion, the ARMC5 gene is a crucial focal point in genetic and medical research. Understanding its function and regulation is of great importance for the development of new therapeutic strategies related to diseases associated with its pathogenic variants.
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Affiliation(s)
- Yang Qu
- Department of Breast Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China
| | - Fan Yang
- Department of Urology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China
| | - Yafang Deng
- State Key Laboratory of Molecular Oncology, Beijing Frontier Research Center for Biological Structure, School of Basic Medical Sciences, Tsinghua University, Beijing, 100084, China
| | - Haitao Li
- State Key Laboratory of Molecular Oncology, Beijing Frontier Research Center for Biological Structure, School of Basic Medical Sciences, Tsinghua University, Beijing, 100084, China.
| | - Yidong Zhou
- Department of Breast Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China.
| | - Xuebin Zhang
- Department of Urology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China.
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Panarelli A, Schweizer JRDOL, Stüfchen I, Brüdgam D, Zopp S, Zimmermann P, Mulatero P, Deniz S, Beuschlein F, Reincke M, Nowak E. Prevalence and main characteristics of primary aldosteronism in bilateral macronodular adrenal disease: a systematic review of the literature. Eur J Endocrinol 2025; 192:S15-S25. [PMID: 39965111 DOI: 10.1093/ejendo/lvaf020] [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: 09/22/2024] [Revised: 12/23/2024] [Accepted: 02/12/2025] [Indexed: 02/20/2025]
Abstract
CONTEXT Bilateral macronodular adrenal disease (BMAD) typically presents with bilateral benign adrenocortical macronodules and variable cortisol excess. Anecdotal evidence suggests oversecretion of other adrenal steroids, including mineralocorticoids. HYPOTHESIS We hypothesized that primary aldosteronism (PA) can occur in BMAD, resulting in a distinct, more severe phenotype compared to BMAD with isolated cortisol hypersecretion or unilateral PA (uPA). OBJECTIVE To assess the prevalence and characteristics of PA in BMAD. METHODS We systematically reviewed case reports and series of BMAD patients with PA, following PRISMA guidelines. BMAD was defined by bilateral adrenal nodules ≥10 mm. PA diagnosis followed US or Japanese Endocrine Society guidelines. We compared these findings with 2 cohorts from LMU Hospital Munich: BMAD with isolated cortisol hypersecretion and uPA. RESULTS From 1018 articles, 18 representing 68 cases were included. Of these, 66 had BMAD with PA and 2 had BMAD with aldosterone precursor excess. The PA proportion in published BMAD series ranged from 2% to 43%. BMAD patients with PA were predominantly male (75%) and younger (median 51.5 years) than those with isolated cortisol hypersecretion (median 60.5 years, P < .01). Their median blood pressure was higher (170/100 mm Hg) compared to those with isolated cortisol hypersecretion (138/80 mm Hg) or uPA (153/94 mm Hg, P < .01). Treatment was only described in 28 cases, with 93% undergoing adrenalectomy. Clinical outcome was similar across groups post-treatment. CONCLUSION This review highlights the need for increased screening for PA in younger, hypertensive BMAD patients. Larger multicenter studies are needed to determine the association between these conditions, cardiovascular risk, and optimal treatment.
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Affiliation(s)
- Annalisa Panarelli
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Internal Medicine and Hypertension Division, Department of Medical Sciences, University of Turin, 10124 Turin, Italy
| | | | - Isabel Stüfchen
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Denise Brüdgam
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Stephanie Zopp
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Petra Zimmermann
- Department of General, Visceral and Transplantation Surgery, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Paolo Mulatero
- Internal Medicine and Hypertension Division, Department of Medical Sciences, University of Turin, 10124 Turin, Italy
| | - Sinan Deniz
- Department of Radiology, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Felix Beuschlein
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80336 Munich, Germany
- Department of Endocrinology, Diabetology, and Clinical Nutrition, University Hospital Zurich (USZ) and University of Zurich (UZH), 8091 Zurich, Switzerland
- The LOOP Zurich-Medical Research Center, 8044 Zurich, Switzerland
| | - Martin Reincke
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80336 Munich, Germany
| | - Elisabeth Nowak
- Department of Medicine IV, LMU University Hospital, LMU Munich, 80336 Munich, Germany
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Ban A, Barnabas R, Karlekar M, Lila AR, Yami Channaiah C, Memon SS, Patil VA, Sarathi V, Fernandes G, Thakkar H, Rege S, Shah NS, Bandgar T. Bilateral macronodular adrenocortical disease: a single centre experience. Endocr Connect 2025; 14:e240664. [PMID: 39887684 PMCID: PMC11850045 DOI: 10.1530/ec-24-0664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Revised: 01/20/2025] [Accepted: 01/31/2025] [Indexed: 02/01/2025]
Abstract
Background Data on bilateral macronodular adrenocortical disease (BMAD) with respect to computed tomography (CT) scan characteristics (attenuation and washout) and long-term follow-up are limited. This study aims to describe BMAD patients managed in a single centre. Methods BMAD was defined by the presence of bilateral adrenal macronodules (>1 cm) on CT. Clinical, biochemical, radiological, genetic characteristics, management and follow-up of 22 BMAD patients were studied retrospectively. Results The median age (range) at presentation was 49.5 (23-83) years, predominantly observed in females (16/22). Eighteen (82%) patients were incidentally diagnosed (11 with mild autonomous cortisol secretion (MACS) and seven non-secretory), three (13.7%) presented with overt Cushing's syndrome (CS), and one (4.5%) had androgen excess (without CS features). On CT, the dominant nodule's median (range) size was 2.6(1.6-9.5) cm. 77.8% (14/18) of adrenal nodules were lipid-rich, and 93.3% (14/15) of the nodules exhibited good washout. Genetic analysis was available for eight patients; one had a novel germline ARMC5 variant, and two had MEN-1 gene mutations. Three overt CS and one androgen-secreting patient underwent total bilateral adrenalectomy; histopathology showed macronodular hyperplasia with internodular hypertrophy. Only one (1/8) patient from the MACS group developed a new comorbidity (diabetes mellitus) after a median follow-up of 6.4 (0.5-12.4) years, while none of the non-secretory group patients developed new comorbidities after a median follow-up of 1.4 (0.8-12.2) years. Conclusion Most BMAD patients presented without overt hormonal excess, and none developed overt CS on follow-up. Detailed CT characteristics of BMAD nodules may help in radiological diagnosis in bilateral adrenal incidentalomas.
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Affiliation(s)
- Anuj Ban
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
| | - Rohit Barnabas
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
| | - Manjiri Karlekar
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
| | - Anurag Ranjan Lila
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
| | - Chethan Yami Channaiah
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
| | - Saba Samad Memon
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
| | - Virendra A Patil
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
| | - Vijaya Sarathi
- Department of Endocrinology, Vydehi Institute of Medical Sciences and Research Centre, Bangalore, India
| | | | | | - Sameer Rege
- Department of General Surgery, Seth GSMC and KEMH, Mumbai, India
| | - Nalini S Shah
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
| | - Tushar Bandgar
- Department of Endocrinology and Metabolism, Seth G S Medical College and KEM Hospital, Mumbai, India
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Bouys L, Vaczlavik A, Cavalcante IP, Violon F, Jouinot A, Berthon A, Vaduva P, Espiard S, Perlemoine K, Kamenicky P, Vantyghem MC, Tabarin A, Raverot G, Ronchi CL, Dischinger U, Reincke M, Fragoso MC, Stratakis CA, Chansavang A, Pasmant E, Ragazzon B, Bertherat J. The mutational landscape of ARMC5 in Primary Bilateral Macronodular Adrenal Hyperplasia: an update. Orphanet J Rare Dis 2025; 20:51. [PMID: 39910635 PMCID: PMC11796173 DOI: 10.1186/s13023-025-03554-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2024] [Accepted: 01/10/2025] [Indexed: 02/07/2025] Open
Abstract
BACKGROUND Primary Bilateral Macronodular Adrenal Hyperplasia (PBMAH) is a rare cause of Cushing's syndrome due to bilateral adrenocortical macronodules. Germline inactivating variants of the tumor suppressor gene ARMC5 are responsible for 20-25% of apparently sporadic PBMAH cases and 80% of familial presentations. ARMC5 screening is now routinely performed for PBMAH patients and families. Based on literature review and own observation, this study aims to give an overview of both published and unpublished ARMC5 genetic alterations and to compile the available evidence to discriminate pathogenic from benign variants. RESULTS 146 different germline variants (110 previously published and 36 novel) are identified, including 46% missense substitutions, 45% truncating variants, 3% affecting splice sites, 4% in-frame variants and 2% large deletions. In addition to the germline events, somatic 16p loss-of-heterozygosity and 104 different somatic events are described. The pathogenicity of ARMC5 variants is established on the basis of their frequency in the general population, in silico predictions, familial segregation and tumor DNA sequencing. CONCLUSIONS This is the first extensive review of ARMC5 pathogenic variants. It shows that they are spread on the whole coding sequence. This is a valuable resource for genetic investigations of PBMAH and will help the interpretation of new missense substitutions that are continuously identified.
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Affiliation(s)
- Lucas Bouys
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
- Department of Endocrinology and National Reference Center for Rare Adrenal Disorders, Hôpital Cochin, Assistance Publique Hôpitaux de Paris, 27 rue du Faubourg Saint-Jacques, 75014, Paris, France
| | - Anna Vaczlavik
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
- Department of Endocrinology and National Reference Center for Rare Adrenal Disorders, Hôpital Cochin, Assistance Publique Hôpitaux de Paris, 27 rue du Faubourg Saint-Jacques, 75014, Paris, France
| | - Isadora P Cavalcante
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
| | - Florian Violon
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
| | - Anne Jouinot
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
- Department of Endocrinology and National Reference Center for Rare Adrenal Disorders, Hôpital Cochin, Assistance Publique Hôpitaux de Paris, 27 rue du Faubourg Saint-Jacques, 75014, Paris, France
| | - Annabel Berthon
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
| | - Patricia Vaduva
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
- Department of Endocrinology, Diabetology and Nutrition, CHU Rennes, Rennes, France
| | - Stéphanie Espiard
- Department of Endocrinology, Diabetology, Metabolism and Nutrition, CHU Lille, Inserm U1190, Lille, France
| | - Karine Perlemoine
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
| | - Peter Kamenicky
- Université Paris-Saclay, Inserm, Physiologie et Physiopathologie Endocriniennes, Department of Endocrinology and Reproduction, Reference Center for Rare Pituitary Diseases, Hôpital Bicêtre, Assistance Publique Hôpitaux de Paris, Le Kremlin-Bicêtre, France
| | - Marie-Christine Vantyghem
- Department of Endocrinology, Diabetology, Metabolism and Nutrition, CHU Lille, Inserm U1190, Lille, France
| | - Antoine Tabarin
- Department of Endocrinology, Diabetology and Nutrition, Hôpital Haut-Lévêque, CHU Bordeaux, Bordeaux, France
| | - Gérald Raverot
- Department of Endocrinology, Groupement Hospitalier Est, Hospices Civils de Lyon, Bron, France
| | - Cristina L Ronchi
- Institute of Metabolism and System Research, University of Birmingham, Birmingham, UK
- Centre for Endocrinology, Diabetes and Metabolism (CEDAM), Birmingham Health Partners, Birmingham, UK
| | - Ulrich Dischinger
- Division of Endocrinology and Diabetes, Department of Internal Medicine I, University Hospital of Würzburg, Würzburg, Germany
| | - Martin Reincke
- Medizinische Klinik und Poliklinik IV, Klinikum der Universität München, Munich, Germany
| | - Maria C Fragoso
- Department of Endocrinology, Adrenal Unit, University of Sao Paulo, Sao Paulo, Brazil
| | - Constantine A Stratakis
- Section on Endocrinology and Genetics, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health (NIH), Bethesda, MD, USA
- Research Institute, ELPEN, Pikermi, Athens, Greece
- Human Genetics and Precision Medicine, IMBB, FORTH, Heraklion, Crete, Greece
| | - Albain Chansavang
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
- Department of Genomic Medicine of Tumors and Cancers, Hôpital Cochin, Assistance Publique Hôpitaux de Paris, Paris, France
| | - Eric Pasmant
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
- Department of Genomic Medicine of Tumors and Cancers, Hôpital Cochin, Assistance Publique Hôpitaux de Paris, Paris, France
| | - Bruno Ragazzon
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France
| | - Jérôme Bertherat
- Université Paris-Cité, Institut Cochin, Inserm U1016, CNRS UMR 8104, Paris, France.
- Department of Endocrinology and National Reference Center for Rare Adrenal Disorders, Hôpital Cochin, Assistance Publique Hôpitaux de Paris, 27 rue du Faubourg Saint-Jacques, 75014, Paris, France.
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Sweeney AT, Hamidi O, Dogra P, Athimulam S, Correa R, Blake MA, McKenzie T, Vaidya A, Pacak K, Hamrahian AH, Bancos I. Clinical Review: The Approach to the Evaluation and Management of Bilateral Adrenal Masses. Endocr Pract 2024; 30:987-1002. [PMID: 39103149 DOI: 10.1016/j.eprac.2024.06.015] [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: 05/07/2024] [Revised: 06/25/2024] [Accepted: 06/26/2024] [Indexed: 08/07/2024]
Abstract
OBJECTIVE This white paper provides practical guidance for clinicians encountering bilateral adrenal masses. METHODS A case-based approach to the evaluation and management of bilateral adrenal masses. Specific clinical scenarios presented here include cases of bilateral adrenal adenomas, hemorrhage, pheochromocytomas, metastatic disease, myelolipomas, as well as primary bilateral macronodular adrenal hyperplasia. RESULTS Bilateral adrenal masses represent approximately 10% to 20% of incidentally discovered adrenal masses. The general approach to the evaluation and management of bilateral adrenal masses follows the same protocol as the evaluation of unilateral adrenal masses, determined based on the patient's clinical history and examination as well as the imaging characteristics of each lesion, whether the lesions could represent a malignancy, demonstrate hormone excess, or possibly represent a familial syndrome. Furthermore, there are features unique to bilateral adrenal masses that must be considered, including the differential diagnosis, the evaluation, and the management depending on the etiology. Therefore, considerations for the optimal imaging modality, treatment (medical vs surgical therapy), and surveillance are included. These recommendations were developed through careful examination of existing published studies as well as expert clinical opinion consensus. CONCLUSION The evaluation and management of bilateral adrenal masses require a comprehensive systematic approach which includes the assessment and interpretation of the patient's clinical history, physical examination, dynamic hormone evaluation, and imaging modalities to determine the key radiographic features of each adrenal nodule. In addition, familial syndromes should be considered. Any final treatment options and approaches should always be considered individually.
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Affiliation(s)
- Ann T Sweeney
- Division of Endocrinology, Department of Medicine, St Elizabeth's Medical Center, Brighton, Massachusetts.
| | - Oksana Hamidi
- Division of Endocrinology and Metabolism, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Prerna Dogra
- Division of Endocrinology, Diabetes and Metabolism, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Shobana Athimulam
- Division of Endocrinology, Diabetes, Bone and Mineral Disorders, Henry Ford Health, Detroit, Michigan
| | - Ricardo Correa
- Division of Endocrinology, Cleveland Clinic, Cleveland, Ohio
| | - Michael A Blake
- Division of Abdominal Imaging, Department of Radiology, Massachusetts General Hospital, Boston, Massachusetts
| | - Travis McKenzie
- Division of Endocrine Surgery, Department of Surgery, Mayo Clinic, Rochester, Minnesota
| | - Anand Vaidya
- Center for Adrenal Disorders, Division of Endocrinology, Diabetes, Hypertension, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Karel Pacak
- Section on Medical Neuroendocrinology, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland
| | - Amir H Hamrahian
- Division of Endocrinology, Diabetes, and Metabolism, Johns Hopkins University, Baltimore, Maryland
| | - Irina Bancos
- Division of Endocrinology, Joint appointment Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
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Azadgoli B, Samaha Y, Chen J, Ray E. Defining sexual dimorphism in masculinizing chest surgery using 3-dimensional imaging. J Plast Reconstr Aesthet Surg 2023; 83:32-41. [PMID: 37270993 DOI: 10.1016/j.bjps.2023.04.020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 04/01/2023] [Accepted: 04/12/2023] [Indexed: 06/06/2023]
Abstract
There is no consensus on the ideal scar location and inframammary fold (IMF) placement in the gender-affirming double-incision mastectomy technique. Recent advances in imaging technology have facilitated noninvasive investigations into anatomic variability, in many cases, obviating the traditional approach of cadaveric dissection to answer anatomic questions. A better understanding of chest wall sexual dimorphism may allow surgeons who perform gender-affirming procedures to achieve more natural-appearing results. A total of 60 chests were analyzed using either cadaveric dissection (n = 30) or virtual dissection with 3-dimensional (3-D) reconstructions of computed tomography (CT) images (n = 30) using the Vitrea® software. Chest proportions were recorded using each technique, correlating surface anatomy with muscular and bony landmarks. Cadaveric and 3-D radiography chest analysis revealed that natal male chest walls are, on average, wider and longer than natal female chest walls. The pectoralis major muscle dimensions and the location of its insertion were not found to significantly differ between male and female chests. The male nipple-areolar complex (NAC) tended to be narrower in length and width, with a less projecting nipple than the female NAC. Finally, the IMF was found to lie over the interspace between the fifth and sixth rib in both male and female chests. Our findings confirm natal male and female IMF are positioned between the 5th and 6th ribs. This fact affirms the senior author's technique of masculinizing the chest, keeping the masculinized IMF at approximately the same level as the natal female IMF and following the pectoralis major muscle edges to define the resulting scar in a way that differs from previously reported techniques.
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Affiliation(s)
- Beina Azadgoli
- Department of Surgery, University of Southern California, Keck School of Medicine, 1500 San Pablo St, Los Angeles, CA 90033, USA
| | - Yasmina Samaha
- Division of Plastic and Reconstructive Surgery, Department of Surgery, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA 90048, USA
| | - Jiaxi Chen
- Division of Plastic and Reconstructive Surgery, Department of Surgery, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA 90048, USA
| | - Edward Ray
- Division of Plastic and Reconstructive Surgery, Department of Surgery, Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA 90048, USA.
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Chen Y, Yang J, Zhang Y, Sun Y, Zhang X, Wang X. Age-related morphometrics of normal adrenal glands based on deep learning-aided segmentation. Heliyon 2023; 9:e16810. [PMID: 37346358 PMCID: PMC10279821 DOI: 10.1016/j.heliyon.2023.e16810] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 05/21/2023] [Accepted: 05/29/2023] [Indexed: 06/23/2023] Open
Abstract
OBJECTIVE This study aims to evaluate the morphometrics of normal adrenal glands in adult patients semiautomatically using a deep learning-based segmentation model. MATERIALS AND METHODS A total of 520 abdominal CT image series with normal findings, from January 1, 2016, to March 14, 2019, were retrospectively collected for the training of the adrenal segmentation model. Then, 1043 portal venous phase image series of inpatient contrast-enhanced abdominal CT examinations with normal adrenal glands were included for analysis and grouped by every 10-year gap. A 3D U-Net-based segmentation model was used to predict bilateral adrenal labels followed by manual modification of labels as appropriate. Quantitative parameters (volume, CT value, and diameters) of the bilateral adrenal glands were then analyzed. RESULTS In the study cohort aged 18-77 years old (554 males and 489 females), the left adrenal gland was significantly larger than the right adrenal gland [all patients, 2867.79 (2317.11-3499.89) mm3 vs. 2452.84 (1983.50-2935.18) mm3, P < 0.001]. Male patients showed a greater volume of bilateral adrenal glands than females in all age groups (all patients, left: 3237.83 ± 930.21 mm3 vs. 2646.49 ± 766.42 mm3, P < 0.001; right: 2731.69 ± 789.19 mm3 vs. 2266.18 ± 632.97 mm3, P = 0.001). Bilateral adrenal volume in male patients showed an increasing then decreasing trend as age increased that peaked at 38-47 years old (left: 3416.01 ± 886.21 mm3, right: 2855.04 ± 774.57 mm3). CONCLUSIONS The semiautomated measurement revealed that the adrenal volume differs as age increases. Male patients aged 38-47 years old have a peaked adrenal volume.
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Affiliation(s)
- Yuanchong Chen
- Department of Radiology, Peking University First Hospital, Beijing, 100034, China
| | - Jiejin Yang
- Department of Radiology, Peking University First Hospital, Beijing, 100034, China
| | - Yaofeng Zhang
- Beijing Smart-imaging Technology Co. Ltd., Beijing, 100011, China
| | - Yumeng Sun
- Beijing Smart-imaging Technology Co. Ltd., Beijing, 100011, China
| | - Xiaodong Zhang
- Department of Radiology, Peking University First Hospital, Beijing, 100034, China
| | - Xiaoying Wang
- Department of Radiology, Peking University First Hospital, Beijing, 100034, China
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Fully automatic volume measurement of the adrenal gland on CT using deep learning to classify adrenal hyperplasia. Eur Radiol 2022; 33:4292-4302. [PMID: 36571602 DOI: 10.1007/s00330-022-09347-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 10/03/2022] [Accepted: 11/29/2022] [Indexed: 12/27/2022]
Abstract
OBJECTIVES To develop a fully automated deep learning model for adrenal segmentation and to evaluate its performance in classifying adrenal hyperplasia. METHODS This retrospective study evaluated automated adrenal segmentation in 308 abdominal CT scans from 48 patients with adrenal hyperplasia and 260 patients with normal glands from 2010 to 2021 (mean age, 42 years; 156 women). The dataset was split into training, validation, and test sets at a ratio of 6:2:2. Contrast-enhanced CT images and manually drawn adrenal gland masks were used to develop a U-Net-based segmentation model. Predicted adrenal volumes were obtained by fivefold splitting of the dataset without overlapping the test set. Adrenal volumes and anthropometric parameters (height, weight, and sex) were utilized to develop an algorithm to classify adrenal hyperplasia, using multilayer perceptron, support vector classification, a random forest classifier, and a decision tree classifier. To measure the performance of the developed model, the dice coefficient and intraclass correlation coefficient (ICC) were used for segmentation, and area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and specificity were used for classification. RESULTS The model for segmenting adrenal glands achieved a Dice coefficient of 0.7009 for 308 cases and an ICC of 0.91 (95% CI, 0.90-0.93) for adrenal volume. The models for classifying hyperplasia had the following results: AUC, 0.98-0.99; accuracy, 0.948-0.961; sensitivity, 0.750-0.813; and specificity, 0.973-1.000. CONCLUSION The proposed segmentation algorithm can accurately segment the adrenal glands on CT scans and may help clinicians identify possible cases of adrenal hyperplasia. KEY POINTS • A deep learning segmentation method can accurately segment the adrenal gland, which is a small organ, on CT scans. • The machine learning algorithm to classify adrenal hyperplasia using adrenal volume and anthropometric parameters (height, weight, and sex) showed good performance. • The proposed segmentation algorithm may help clinicians identify possible cases of adrenal hyperplasia.
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Bertherat J, Bourdeau I, Bouys L, Chasseloup F, Kamenicky P, Lacroix A. Clinical, pathophysiologic, genetic and therapeutic progress in Primary Bilateral Macronodular Adrenal Hyperplasia. Endocr Rev 2022:6957368. [PMID: 36548967 DOI: 10.1210/endrev/bnac034] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 10/07/2022] [Accepted: 12/16/2022] [Indexed: 12/24/2022]
Abstract
Patients with primary bilateral macronodular adrenal hyperplasia (PBMAH) usually present bilateral benign adrenocortical macronodules at imaging and variable levels of cortisol excess. PBMAH is a rare cause of primary overt Cushing's syndrome, but may represent up to one third of bilateral adrenal incidentalomas with evidence of cortisol excess. The increased steroidogenesis in PBMAH is often regulated by various G-protein coupled receptors aberrantly expressed in PBMAH tissues; some receptor ligands are ectopically produced in PBMAH tissues creating aberrant autocrine/paracrine regulation of steroidogenesis. The bilateral nature of PBMAH and familial aggregation, led to the identification of germline heterozygous inactivating mutations of the ARMC5 gene, in 20-25% of the apparent sporadic cases and more frequently in familial cases; ARMC5 mutations/pathogenic variants can be associated with meningiomas. More recently, combined germline mutations/pathogenic variants and somatic events inactivating the KDM1A gene were specifically identified in patients affected by GIP-dependent PBMAH. Functional studies demonstrated that inactivation of KDM1A leads to GIP-receptor (GIPR) overexpression and over or down-regulation of other GPCRs. Genetic analysis is now available for early detection of family members of index cases with PBMAH carrying identified germline pathogenic variants. Detailed biochemical, imaging, and co-morbidities assessment of the nature and severity of PBMAH is essential for its management. Treatment is reserved for patients with overt or mild cortisol/aldosterone or other steroid excesses taking in account co-morbidities. It previously relied on bilateral adrenalectomy; however recent studies tend to favor unilateral adrenalectomy, or less frequently, medical treatment with cortisol synthesis inhibitors or specific blockers of aberrant GPCR.
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Affiliation(s)
- Jerôme Bertherat
- Department of Endocrinology and National Reference Center for Rare Adrenal Disorders, Cochin Hospital, Assistance Publique Hôpitaux de Paris, 24 rue du Fg St Jacques, Paris 75014, France
| | - Isabelle Bourdeau
- Division of Endocrinology, Department of Medicine and Research Center, Centre hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada
| | - Lucas Bouys
- Department of Endocrinology and National Reference Center for Rare Adrenal Disorders, Cochin Hospital, Assistance Publique Hôpitaux de Paris, 24 rue du Fg St Jacques, Paris 75014, France
| | - Fanny Chasseloup
- Université Paris-Saclay, Inserm, Physiologie et Physiopathologie Endocriniennes, Service d'Endocrinologie et des Maladies de la Reproduction, 94276 Le Kremlin-Bicêtre, France
| | - Peter Kamenicky
- Université Paris-Saclay, Inserm, Physiologie et Physiopathologie Endocriniennes, Service d'Endocrinologie et des Maladies de la Reproduction, 94276 Le Kremlin-Bicêtre, France
| | - André Lacroix
- Division of Endocrinology, Department of Medicine and Research Center, Centre hospitalier de l'Université de Montréal (CHUM), Montréal, Québec, Canada
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Williams TA, Reincke M. Pathophysiology and histopathology of primary aldosteronism. Trends Endocrinol Metab 2022; 33:36-49. [PMID: 34743804 DOI: 10.1016/j.tem.2021.10.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2021] [Revised: 09/30/2021] [Accepted: 10/09/2021] [Indexed: 10/19/2022]
Abstract
Primary aldosteronism (PA) can be sporadic or familial and classified into unilateral and bilateral forms. Sporadic PA predominates with excessive aldosterone production usually arising from a unilateral aldosterone-producing adenoma (APA) or bilateral adrenocortical hyperplasia. Familial PA is rare and caused by germline variants, that partly correspond to somatic alterations in APAs. Classification into unilateral and bilateral PA determines the treatment approach but does not accurately mirror disease pathology. Some evidence indicates a disease continuum ranging from balanced aldosterone production from each adrenal to extreme asymmetrical bilateral aldosterone production. Nonetheless, surgical removal of the overactive adrenal in unilateral PA achieves highly successful outcomes and almost all patients are biochemically cured of their aldosteronism.
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Affiliation(s)
- Tracy Ann Williams
- Medizinische Klinik und Poliklinik IV, Klinikum der Universität München, LMU München, München, Germany; Division of Internal Medicine and Hypertension, Department of Medical Sciences, University of Turin, Turin, Italy.
| | - Martin Reincke
- Medizinische Klinik und Poliklinik IV, Klinikum der Universität München, LMU München, München, Germany
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11
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Zhang R, Rubinstein G, Vetrivel S, Kunz S, Vogel F, Bouys L, Bertherat J, Kroiss M, Deniz S, Osswald A, Knösel T, Bidlingmaier M, Sbiera S, Reincke M, Riester A. Steroid profiling using liquid chromatography mass spectrometry during adrenal vein sampling in patients with primary bilateral macronodular adrenocortical hyperplasia. Front Endocrinol (Lausanne) 2022; 13:1079508. [PMID: 36561559 PMCID: PMC9763872 DOI: 10.3389/fendo.2022.1079508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Accepted: 11/21/2022] [Indexed: 12/12/2022] Open
Abstract
INTRODUCTION Adrenal vein sampling (AVS) is not a routine procedure in patients with primary bilateral macronodular adrenocortical hyperplasia (PBMAH), but has been used to determine lateralization of cortisol secretion in order to guide decision of unilateral adrenalectomy. Our aim was to characterize the steroid fingerprints in AVS samples of patients with PBMAH and hypercortisolism and to identify a reference hormone for AVS interpretation. METHOD Retrospectively, we included 17 patients with PBMAH from the German Cushing's registry who underwent AVS. 15 steroids were quantified in AVS and peripheral blood samples using LC-MS/MS. We calculated lateralization indices and conversion ratios indicative of steroidogenic enzyme activity to elucidate differences between individual adrenal steroidomes and in steroidogenic pathways. RESULTS Adrenal volume was negatively correlated with peripheral cortisone (r=0.62, p<0.05). 24-hour urinary free cortisol correlated positively with peripheral androgens (rDHEA=0.57, rDHEAS=0.82, rA=0.73, rT=0.54, p<0.05). DHEA was found to be a powerful reference hormone with high selectivity index, which did not correlate with serume cortisol and has a short half-life. All investigated steroids showed lateralization in single patients indicating the heterogenous steroid secretion pattern in patients with PBMAH. The ratios of corticosterone/aldosterone (catalyzed by CYP11B2), androstenedione/dehydroepiandrosterone (catalyzed by HSD3B2) and cortisone/cortisol (catalyzed by HSD11B2) in adrenal vein samples were higher in smaller adrenals (p<0.05). ARMC5 mutation carriers (n=6) showed lower androstenedione/17-hydroxyprogesterone and higher testosterone/androstenedione (p<0.05) ratios in peripheral blood, in line with lower peripheral androstenedione concentrations (p<0.05). CONCLUSION Steroid profiling by LC-MS/MS led us to select DHEA as a candidate reference hormone for cortisol secretion. Lateralization and different steroid ratios showed that each steroid and all three steroidogenic pathways may be affected in PBMAH patients. In patients with germline ARMC5 mutations, the androgen pathway was particularly dysregulated.
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Affiliation(s)
- Ru Zhang
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - German Rubinstein
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - Sharmilee Vetrivel
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - Sonja Kunz
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - Frederick Vogel
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - Lucas Bouys
- Institut Cochin, Université Paris-Cité, Paris, France
| | | | - Matthias Kroiss
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
- Department of Internal Medicine I, Division of Endocrinology and Diabetes, University Hospital, University of Würzburg, Würzburg, Germany
| | - Sinan Deniz
- Klinik und Poliklinik für Radiologie, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - Andrea Osswald
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - Thomas Knösel
- Pathologisches Institut, Ludwig-Maximilians-University, Munich, Germany
| | - Martin Bidlingmaier
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - Silviu Sbiera
- Department of Internal Medicine I, Division of Endocrinology and Diabetes, University Hospital, University of Würzburg, Würzburg, Germany
| | - Martin Reincke
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
| | - Anna Riester
- Medizinische Klinik und Poliklinik IV, LMU Klinikum, Ludwig-Maximilians-University, Munich, Germany
- *Correspondence: Anna Riester,
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Chevalier B, Vantyghem MC, Espiard S. Bilateral Adrenal Hyperplasia: Pathogenesis and Treatment. Biomedicines 2021; 9:biomedicines9101397. [PMID: 34680514 PMCID: PMC8533142 DOI: 10.3390/biomedicines9101397] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 09/28/2021] [Accepted: 10/03/2021] [Indexed: 01/06/2023] Open
Abstract
Bilateral adrenal hyperplasia is a rare cause of Cushing’s syndrome. Micronodular adrenal hyperplasia, including the primary pigmented micronodular adrenal dysplasia (PPNAD) and the isolated micronodular adrenal hyperplasia (iMAD), can be distinguished from the primary bilateral macronodular adrenal hyperplasia (PBMAH) according to the size of the nodules. They both lead to overt or subclinical CS. In the latter case, PPNAD is usually diagnosed after a systematic screening in patients presenting with Carney complex, while for PBMAH, the diagnosis is often incidental on imaging. Identification of causal genes and genetic counseling also help in the diagnoses. This review discusses the last decades’ findings on genetic and molecular causes of bilateral adrenal hyperplasia, including the several mechanisms altering the PKA pathway, the recent discovery of ARMC5, and the role of the adrenal paracrine regulation. Finally, the treatment of bilateral adrenal hyperplasia will be discussed, focusing on current data on unilateral adrenalectomy.
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Affiliation(s)
- Benjamin Chevalier
- Department of Endocrinology, Diabetology, Metabolism and Nutrition, CHU Lille, F-59000 Lille, France; (B.C.); (M.-C.V.)
| | - Marie-Christine Vantyghem
- Department of Endocrinology, Diabetology, Metabolism and Nutrition, CHU Lille, F-59000 Lille, France; (B.C.); (M.-C.V.)
- Institut National de la Santé et de la Recherche Médicale (INSERM), U1190, European Genomic Institute for Diabetes (EGID), CHU Lille, F-59000 Lille, France
| | - Stéphanie Espiard
- Department of Endocrinology, Diabetology, Metabolism and Nutrition, CHU Lille, F-59000 Lille, France; (B.C.); (M.-C.V.)
- Institut National de la Santé et de la Recherche Médicale (INSERM), U1190, European Genomic Institute for Diabetes (EGID), CHU Lille, F-59000 Lille, France
- Correspondence:
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