Abstract
Purpose
Our aim was to develop a prediction model based on a simple score with clinical, laboratory, and imaging findings for the subtype diagnosis of primary aldosteronism (PA). The contribution of adrenal volumetric assessment to PA subtyping was also investigated.
Methods
Thirty-five patients with adequate cannulation in adrenal venous sampling (AVS) were included. Laboratory data, the saline infusion test (SIT), and the AVS results of patients with PA were retrospectively evaluated. Volumetric assessment was performed using magnetic resonance imaging (MRI) and the ratio of adrenal volumes was calculated after adjusting for gender- and side-specific mean reference values of both adrenal glands.
Results
The AVS was consistent with unilateral PA in 49% and bilateral in 51% of the patients. Hypertension as a reason for work-up, the highest aldosterone/lowest potassium value higher than 12, the percentage of plasma aldosterone concentration (PAC) reduction after SIT by equal or less than 43.5%, the use of oral potassium replacement, unilateral disease at pre-AVS imaging, and a ratio of adjusted adrenal volumes equal to or below 1.7 were indicative of unilateral disease in univariate logistic regression analysis concerning the distinction of PA subtyping (p < 0.05). Multivariate logistic regression analysis also revealed that adrenal volumetric assessment has an impact on PA subtyping (p < 0.05). In the prediction model, when each of the six parameters that were significant in the univariate logistic regression analysis was assigned one point, < 4 predicted bilateral PA, whereas ≥ 4 predicted unilateral PA (AUC:0.92, p < 0.001).
Conclusion
This prediction model before AVS may serve as a convenient and practical approach, while an adjusted adrenal volumetric assessment can make a positive contribution to PA subtyping.
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References
Käyser SC, Dekkers T, Groenewoud HJ, van der Wilt GJ, Carel Bakx J, van der Wel MC et al (2016) Study heterogeneity and estimation of prevalence of primary aldosteronism: a systematic review and Meta-regression analysis. J Clin Endocrinol Metab 101(7):2826–2835. https://doi.org/10.1210/jc.2016-1472
Mulatero P, Monticone S, Deinum J, Amar L, Prejbisz A, Zennaro MC et al (2020) Genetics, prevalence, screening and confirmation of primary aldosteronism: a position statement and consensus of the Working Group on Endocrine Hypertension of the European Society of Hypertension. J Hypertens 38(10):1919–1928. https://doi.org/10.1097/hjh.0000000000002510
Hannah-Shmouni F, Melcescu E, Koch CA (2000) Testing for Endocrine Hypertension. In: Feingold KR, Anawalt B, Blackman MR, Boyce A, Chrousos G, Corpas E, editors. Endotext
Monticone S, Burrello J, Tizzani D, Bertello C, Viola A, Buffolo F et al (2017) Prevalence and clinical manifestations of primary Aldosteronism encountered in primary care practice. J Am Coll Cardiol 69(14):1811–1820. https://doi.org/10.1016/j.jacc.2017.01.052
Hundemer GL, Curhan GC, Yozamp N, Wang M, Vaidya A (2018) Cardiometabolic outcomes and mortality in medically treated primary aldosteronism: a retrospective cohort study. Lancet Diabetes Endocrinol 6(1):51–59. https://doi.org/10.1016/s2213-8587(17)30367-4
Reincke M, Bancos I, Mulatero P, Scholl UI, Stowasser M, Williams TA (2021) Diagnosis and treatment of primary aldosteronism. Lancet Diabetes Endocrinol 9(12):876–892. https://doi.org/10.1016/s2213-8587(21)00210-2
Wannachalee T, Turcu AF (2020) Developments in primary Aldosteronism Subtyping using steroid profiling. Horm Metab Res 52(6):373–378. https://doi.org/10.1055/a-1141-3526
Lenders JWM, Eisenhofer G, Reincke M (2017) Subtyping of patients with primary aldosteronism: an update. Horm Metab Res 49(12):922–928. https://doi.org/10.1055/s-0043-122602
Williams TA, Lenders JWM, Mulatero P, Burrello J, Rottenkolber M, Adolf C et al (2017) Outcomes after adrenalectomy for unilateral primary aldosteronism: an international consensus on outcome measures and analysis of remission rates in an international cohort. Lancet Diabetes Endocrinol 5(9):689–699. https://doi.org/10.1016/s2213-8587(17)30135-3
Szabo Yamashita T, Shariq OA, Foster TR, Lyden ML, Dy BM, Young WF Jr. et al (2023) Unilateral adrenalectomy for primary Aldosteronism due to bilateral adrenal Disease can result in Resolution of Hypokalemia and Amelioration of Hypertension. World J Surg 47(2):314–318. https://doi.org/10.1007/s00268-022-06780-x
Magill SB, Raff H, Shaker JL, Brickner RC, Knechtges TE, Kehoe ME et al (2001) Comparison of adrenal vein sampling and computed tomography in the differentiation of primary aldosteronism. J Clin Endocrinol Metab 86(3):1066–1071. https://doi.org/10.1210/jcem.86.3.7282
Funder JW, Carey RM, Mantero F, Murad MH, Reincke M, Shibata H et al (2016) The management of primary aldosteronism: case detection, diagnosis, and treatment: an endocrine Society Clinical Practice Guideline. J Clin Endocrinol Metab 101(5):1889–1916. https://doi.org/10.1210/jc.2015-4061
Monticone S, Viola A, Rossato D, Veglio F, Reincke M, Gomez-Sanchez C et al (2015) Adrenal vein sampling in primary aldosteronism: towards a standardised protocol. Lancet Diabetes Endocrinol 3(4):296–303. https://doi.org/10.1016/s2213-8587(14)70069-5
Puar TH, Loh WJ, Lim DS, Loh LM, Zhang M, Foo RS et al (2020) Aldosterone-potassium ratio predicts primary aldosteronism subtype. J Hypertens 38(7):1375–1383. https://doi.org/10.1097/hjh.0000000000002348
Nagano H, Kono T, Saiga A, Kubota Y, Fujimoto M, Felizola SJA et al (2020) Aldosterone Reduction Rate after saline infusion test may be a Novel prediction in patients with primary Aldosteronism. J Clin Endocrinol Metab 105(3). https://doi.org/10.1210/clinem/dgz092
Zhang W, Wang J, Shao M, Zhao Y, Ji H, Guo F et al (2022) The performance of left/right adrenal volume ratio and volume difference in predicting unilateral primary aldosteronism. J Endocrinol Invest doi. https://doi.org/10.1007/s40618-022-01912-5
Schneller J, Reiser M, Beuschlein F, Osswald A, Pallauf A, Riester A et al (2014) Linear and volumetric evaluation of the adrenal gland—MDCT-based measurements of the adrenals. Academic radiology 21(11):1465-74
Velema MS, Canu L, Dekkers T, Hermus A, Timmers H, Schultze Kool LJ et al (2021) Volumetric evaluation of CT images of adrenal glands in primary aldosteronism. J Endocrinol Invest 44(11):2359–2366. https://doi.org/10.1007/s40618-021-01540-5
Li S, Sun H, Ma L, Zhu Y, Xie W, Sun J et al (2020) Left-versus-right-adrenal-volume ratio as a screening index before adrenal venous sampling to identify unilateral primary aldosteronism patients. J Hypertens 38(2):347–353. https://doi.org/10.1097/hjh.0000000000002271
Burrello J, Burrello A, Pieroni J, Sconfienza E, Forestiero V, Rabbia P et al (2020) Development and Validation of Prediction models for Subtype diagnosis of patients with primary Aldosteronism. J Clin Endocrinol Metab 105(10). https://doi.org/10.1210/clinem/dgaa379
Young WF, Stanson AW, Thompson GB, Grant CS, Farley DR, van Heerden JA (2004) Role for adrenal venous sampling in primary aldosteronism. Surgery 136(6):1227–1235. https://doi.org/10.1016/j.surg.2004.06.051
Rossi GP, Auchus RJ, Brown M, Lenders JW, Naruse M, Plouin PF et al (2014) An expert consensus statement on use of adrenal vein sampling for the subtyping of primary aldosteronism. Hypertension 63(1):151–160
Kocjan T, Jensterle M, Vidmar G, Vrckovnik R, Berden P, Stankovic M (2020) Adrenal vein sampling for primary aldosteronism: a 15-year national referral center experience. Radiol Oncol 54(4):409–418. https://doi.org/10.2478/raon-2020-0052
Williams TA, Gomez-Sanchez CE, Rainey WE, Giordano TJ, Lam AK, Marker A et al (2021) International Histopathology Consensus for Unilateral Primary Aldosteronism. J Clin Endocrinol Metab 106(1):42–54. https://doi.org/10.1210/clinem/dgaa484
Küpers EM, Amar L, Raynaud A, Plouin PF, Steichen O (2012) A clinical prediction score to diagnose unilateral primary aldosteronism. J Clin Endocrinol Metab 97(10):3530–3537. https://doi.org/10.1210/jc.2012-1917
Sze WC, Soh LM, Lau JH, Reznek R, Sahdev A, Matson M et al (2014) Diagnosing unilateral primary aldosteronism - comparison of a clinical prediction score, computed tomography and adrenal venous sampling. Clin Endocrinol (Oxf) 81(1):25–30. https://doi.org/10.1111/cen.12374
Riester A, Fischer E, Degenhart C, Reiser MF, Bidlingmaier M, Beuschlein F et al (2014) Age below 40 or a recently proposed clinical prediction score cannot bypass adrenal venous sampling in primary aldosteronism. J Clin Endocrinol Metab 99(6):E1035–E1039. https://doi.org/10.1210/jc.2013-3789
Zhang Y, Niu W, Zheng F, Zhang H, Zhou W, Shen Z et al (2017) Identifying unilateral disease in Chinese patients with primary aldosteronism by using a modified prediction score. J Hypertens 35(12):2486–2492. https://doi.org/10.1097/hjh.0000000000001488
Nanba K, Tsuiki M, Nakao K, Nanba A, Usui T, Tagami T et al (2014) A subtype prediction score for primary aldosteronism. J Hum Hypertens 28(12):716–720. https://doi.org/10.1038/jhh.2014.20
Leung HT, Woo YC, Fong CHY, Tan KCB, Lau EYF, Chan KW et al (2020) A clinical prediction score using age at diagnosis and saline infusion test parameters can predict aldosterone-producing adenoma from idiopathic adrenal hyperplasia. J Endocrinol Invest 43(3):347–355. https://doi.org/10.1007/s40618-019-01114-6
Kocjan T, Janez A, Stankovic M, Vidmar G, Jensterle M (2016) A new clinical prediction criterion accurately determines a subset of patients with bilateral primary aldosteronism before adrenal venous sampling. Endocr Pract 22(5):587–594. https://doi.org/10.4158/ep15982.Or
Kobayashi H, Haketa A, Ueno T, Ikeda Y, Hatanaka Y, Tanaka S et al (2017) Scoring system for the diagnosis of bilateral primary aldosteronism in the outpatient setting before adrenal venous sampling. Clin Endocrinol (Oxf) 86(4):467–472. https://doi.org/10.1111/cen.13278
Boulkroun S, Samson-Couterie B, Dzib J-FG, Lefebvre H, Louiset E, Amar L et al (2010) Adrenal cortex remodeling and functional zona glomerulosa hyperplasia in primary aldosteronism. Hypertension 56(5):885–892
Degenhart C, Schneller J, Osswald A, Pallauf A, Riester A, Reiser MF et al (2017) Volumetric and densitometric evaluation of the adrenal glands in patients with primary aldosteronism. Clin Endocrinol 86(3):325–331
Mete O, Erickson LA, Juhlin CC, de Krijger RR, Sasano H, Volante M et al (2022) Overview of the 2022 WHO classification of adrenal cortical tumors. Endocr Pathol 33(1):155–196
Shi S, Tian Y, Ren Y, Li Q, Li L, Yu M et al (2022) A new machine learning-based prediction model for subtype diagnosis in primary aldosteronism. Front Endocrinol (Lausanne) 13:1005934. https://doi.org/10.3389/fendo.2022.1005934
Tamaru S, Suwanai H, Abe H, Sasaki J, Ishii K, Iwasaki H et al (2022) Machine learning approach to predict subtypes of primary aldosteronism is helpful to estimate indication of adrenal vein sampling. High Blood Press Cardiovasc Prev 29(4):375–383. https://doi.org/10.1007/s40292-022-00523-8
Askani E, Rospleszcz S, Lorbeer R, Kulka C, von Krüchten R, Müller-Peltzer K et al (2022) Association of MRI-based adrenal gland volume and impaired glucose metabolism in a population-based cohort study. Diabetes Metab Res Rev 38(5):e3528. https://doi.org/10.1002/dmrr.3528
Grant LA, Napolitano A, Miller S, Stephens K, McHugh SM, Dixon AK (2010) A pilot study to assess the feasibility of measurement of adrenal gland volume by magnetic resonance imaging. Acta Radiol 51(1):117–120. https://doi.org/10.3109/02841850903352620
Vorselaars W, van Beek DJ, Suurd DPD, Postma E, Spiering W, Borel Rinkes IHM et al (2020) Adrenalectomy for primary aldosteronism: significant variability in Work-Up strategies and low Guideline Adherence in Worldwide Daily Clinical Practice. World J Surg 44(6):1905–1915. https://doi.org/10.1007/s00268-020-05408-2
Hussain HK, Korobkin M (2004) MR imaging of the adrenal glands. Magn Reson Imaging Clin N Am 12(3):515 – 44, vii. https://doi.org/10.1016/j.mric.2004.03.008
Naruse M, Murakami M, Katabami T, Kocjan T, Parasiliti-Caprino M, Quinkler M et al (2023) International Multicenter survey on screening and confirmatory testing in primary aldosteronism. Eur J Endocrinol 188(1). https://doi.org/10.1093/ejendo/lvac002
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This study was approved by the local Ethical Board of Gazi University (Ethics approval number: 924) and conducted according to the Declaration of Helsinki. Informed consent has been obtained from all patients for the AVS procedure since they were registered in the interventional radiology department.
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Barlas, T., Ilgit, E., Akkan, M. et al. Clinical prediction model for primary aldosteronism subtyping and special focus on adrenal volumetric assessment. Hormones (2024). https://doi.org/10.1007/s42000-024-00548-9
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DOI: https://doi.org/10.1007/s42000-024-00548-9