Screening for primary aldosteronism with a logistic multivariate discriminant analysis

OBJECTIVE Primary aldosteronism (PA) is the most common endocrine cause of curable hypertension, but no single test unequivocally identifies it. Accordingly, we investigated the usefulness of a logistic multivariate discriminant analysis (MDA) approach for PA screening. DESIGN Generation of a logist...

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Veröffentlicht in:Clinical endocrinology (Oxford) 1998-12, Vol.49 (6), p.713-723
Hauptverfasser: Rossi, Gian Paolo, Rossi, Ermanno, Pavan, Edoardo, Rosati, Nicoletta, Zecchel, Roberto, Semplicini, Andrea, Perazzoli, Franco, Pessina, Achille C.
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container_end_page 723
container_issue 6
container_start_page 713
container_title Clinical endocrinology (Oxford)
container_volume 49
creator Rossi, Gian Paolo
Rossi, Ermanno
Pavan, Edoardo
Rosati, Nicoletta
Zecchel, Roberto
Semplicini, Andrea
Perazzoli, Franco
Pessina, Achille C.
description OBJECTIVE Primary aldosteronism (PA) is the most common endocrine cause of curable hypertension, but no single test unequivocally identifies it. Accordingly, we investigated the usefulness of a logistic multivariate discriminant analysis (MDA) approach for PA screening. DESIGN Generation of a logistic MDA function based on retrospective analysis of biochemical tests in a large cohort of referred patients with/without confirmed Conn's adenoma (CA), followed by prospective validation of the model. PATIENTS We investigated 574 selected hypertensives: 206 (32 with and 174 without CA) retrospectively, 48 (with a 13% prevalence of CA) prospectively for the validation of the model, and 320 referred hypertensives (with a 3.4% prevalence of CA) similarly evaluated. Patients were referred to a specialised centre for hypertension (4th Clinica Medica—University of Padua) and to a department of Internal Medicine of a regional hospital (Reggio Emilia). MEASUREMENTS In all patients we measured several demographic and biochemical variables and performed a captopril test. A stepwise analysis of variance, based on a model fitted with several different variables, identified baseline (sALDO) and captopril‐suppressed plasma aldosterone (cALDO), supine plasma renin activity (sPRA) and K+ as the most informative. Therefore, two models of logistic MDA with sPRA, K+, and either sALDO (model A) or cALDO (model B) were developed and used. ROC analysis was also performed to assess the optimal cut‐off values. RESULTS The model B of MDA provided the best performance and identified CA with 100% sensitivity and 81% accuracy. When used prospectively it showed 100% sensitivity, both in the Padua (88% accuracy) and in the Reggio Emilia series (90% accuracy). However, at both institutions most patients with idiopathic hyperaldosteronism (IHA) were also detected. CONCLUSIONS Thus, although developed from patients with confirmed Conn's adenoma, a strategy based on multivariate discriminant analysis can be used prospectively for accurate screening for primary aldosteronism. Furthermore, it was proven to be accurate and applicable to patients tested with similar modalities at a different institution. Although this approach did not provide a clear‐cut discrimination of Conn's adenoma from idiopathic hyperaldosteronism, it may avoid unnecessary and costly further testing in patients with a low probability of primary aldosteronism.
doi_str_mv 10.1046/j.1365-2265.1998.00608.x
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Accordingly, we investigated the usefulness of a logistic multivariate discriminant analysis (MDA) approach for PA screening. DESIGN Generation of a logistic MDA function based on retrospective analysis of biochemical tests in a large cohort of referred patients with/without confirmed Conn's adenoma (CA), followed by prospective validation of the model. PATIENTS We investigated 574 selected hypertensives: 206 (32 with and 174 without CA) retrospectively, 48 (with a 13% prevalence of CA) prospectively for the validation of the model, and 320 referred hypertensives (with a 3.4% prevalence of CA) similarly evaluated. Patients were referred to a specialised centre for hypertension (4th Clinica Medica—University of Padua) and to a department of Internal Medicine of a regional hospital (Reggio Emilia). MEASUREMENTS In all patients we measured several demographic and biochemical variables and performed a captopril test. A stepwise analysis of variance, based on a model fitted with several different variables, identified baseline (sALDO) and captopril‐suppressed plasma aldosterone (cALDO), supine plasma renin activity (sPRA) and K+ as the most informative. Therefore, two models of logistic MDA with sPRA, K+, and either sALDO (model A) or cALDO (model B) were developed and used. ROC analysis was also performed to assess the optimal cut‐off values. RESULTS The model B of MDA provided the best performance and identified CA with 100% sensitivity and 81% accuracy. When used prospectively it showed 100% sensitivity, both in the Padua (88% accuracy) and in the Reggio Emilia series (90% accuracy). However, at both institutions most patients with idiopathic hyperaldosteronism (IHA) were also detected. CONCLUSIONS Thus, although developed from patients with confirmed Conn's adenoma, a strategy based on multivariate discriminant analysis can be used prospectively for accurate screening for primary aldosteronism. Furthermore, it was proven to be accurate and applicable to patients tested with similar modalities at a different institution. 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Accordingly, we investigated the usefulness of a logistic multivariate discriminant analysis (MDA) approach for PA screening. DESIGN Generation of a logistic MDA function based on retrospective analysis of biochemical tests in a large cohort of referred patients with/without confirmed Conn's adenoma (CA), followed by prospective validation of the model. PATIENTS We investigated 574 selected hypertensives: 206 (32 with and 174 without CA) retrospectively, 48 (with a 13% prevalence of CA) prospectively for the validation of the model, and 320 referred hypertensives (with a 3.4% prevalence of CA) similarly evaluated. Patients were referred to a specialised centre for hypertension (4th Clinica Medica—University of Padua) and to a department of Internal Medicine of a regional hospital (Reggio Emilia). MEASUREMENTS In all patients we measured several demographic and biochemical variables and performed a captopril test. A stepwise analysis of variance, based on a model fitted with several different variables, identified baseline (sALDO) and captopril‐suppressed plasma aldosterone (cALDO), supine plasma renin activity (sPRA) and K+ as the most informative. Therefore, two models of logistic MDA with sPRA, K+, and either sALDO (model A) or cALDO (model B) were developed and used. ROC analysis was also performed to assess the optimal cut‐off values. RESULTS The model B of MDA provided the best performance and identified CA with 100% sensitivity and 81% accuracy. When used prospectively it showed 100% sensitivity, both in the Padua (88% accuracy) and in the Reggio Emilia series (90% accuracy). However, at both institutions most patients with idiopathic hyperaldosteronism (IHA) were also detected. CONCLUSIONS Thus, although developed from patients with confirmed Conn's adenoma, a strategy based on multivariate discriminant analysis can be used prospectively for accurate screening for primary aldosteronism. Furthermore, it was proven to be accurate and applicable to patients tested with similar modalities at a different institution. 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Rossi, Ermanno ; Pavan, Edoardo ; Rosati, Nicoletta ; Zecchel, Roberto ; Semplicini, Andrea ; Perazzoli, Franco ; Pessina, Achille C.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4588-2f74c6254ffe1ff4c86340b0ea5d56cfd60242d71040560078ba91afcbbe00923</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>1998</creationdate><topic>Adult</topic><topic>Angiotensin-Converting Enzyme Inhibitors</topic><topic>Biological and medical sciences</topic><topic>Captopril</topic><topic>Discriminant Analysis</topic><topic>Female</topic><topic>Functional investigation of endocrine glands and genital system</topic><topic>Humans</topic><topic>Hyperaldosteronism - diagnosis</topic><topic>Investigative techniques, diagnostic techniques (general aspects)</topic><topic>Male</topic><topic>Mass Screening - methods</topic><topic>Medical sciences</topic><topic>Middle Aged</topic><topic>Predictive Value of Tests</topic><topic>Prospective Studies</topic><topic>Retrospective Studies</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Rossi, Gian Paolo</creatorcontrib><creatorcontrib>Rossi, Ermanno</creatorcontrib><creatorcontrib>Pavan, Edoardo</creatorcontrib><creatorcontrib>Rosati, Nicoletta</creatorcontrib><creatorcontrib>Zecchel, Roberto</creatorcontrib><creatorcontrib>Semplicini, Andrea</creatorcontrib><creatorcontrib>Perazzoli, Franco</creatorcontrib><creatorcontrib>Pessina, Achille C.</creatorcontrib><collection>Istex</collection><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Calcium &amp; Calcified Tissue Abstracts</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>Nursing &amp; Allied Health Premium</collection><collection>MEDLINE - Academic</collection><jtitle>Clinical endocrinology (Oxford)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Rossi, Gian Paolo</au><au>Rossi, Ermanno</au><au>Pavan, Edoardo</au><au>Rosati, Nicoletta</au><au>Zecchel, Roberto</au><au>Semplicini, Andrea</au><au>Perazzoli, Franco</au><au>Pessina, Achille C.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Screening for primary aldosteronism with a logistic multivariate discriminant analysis</atitle><jtitle>Clinical endocrinology (Oxford)</jtitle><addtitle>Clinical Endocrinology</addtitle><date>1998-12</date><risdate>1998</risdate><volume>49</volume><issue>6</issue><spage>713</spage><epage>723</epage><pages>713-723</pages><issn>0300-0664</issn><eissn>1365-2265</eissn><coden>CLECAP</coden><abstract>OBJECTIVE Primary aldosteronism (PA) is the most common endocrine cause of curable hypertension, but no single test unequivocally identifies it. Accordingly, we investigated the usefulness of a logistic multivariate discriminant analysis (MDA) approach for PA screening. DESIGN Generation of a logistic MDA function based on retrospective analysis of biochemical tests in a large cohort of referred patients with/without confirmed Conn's adenoma (CA), followed by prospective validation of the model. PATIENTS We investigated 574 selected hypertensives: 206 (32 with and 174 without CA) retrospectively, 48 (with a 13% prevalence of CA) prospectively for the validation of the model, and 320 referred hypertensives (with a 3.4% prevalence of CA) similarly evaluated. Patients were referred to a specialised centre for hypertension (4th Clinica Medica—University of Padua) and to a department of Internal Medicine of a regional hospital (Reggio Emilia). MEASUREMENTS In all patients we measured several demographic and biochemical variables and performed a captopril test. A stepwise analysis of variance, based on a model fitted with several different variables, identified baseline (sALDO) and captopril‐suppressed plasma aldosterone (cALDO), supine plasma renin activity (sPRA) and K+ as the most informative. Therefore, two models of logistic MDA with sPRA, K+, and either sALDO (model A) or cALDO (model B) were developed and used. ROC analysis was also performed to assess the optimal cut‐off values. RESULTS The model B of MDA provided the best performance and identified CA with 100% sensitivity and 81% accuracy. When used prospectively it showed 100% sensitivity, both in the Padua (88% accuracy) and in the Reggio Emilia series (90% accuracy). However, at both institutions most patients with idiopathic hyperaldosteronism (IHA) were also detected. CONCLUSIONS Thus, although developed from patients with confirmed Conn's adenoma, a strategy based on multivariate discriminant analysis can be used prospectively for accurate screening for primary aldosteronism. Furthermore, it was proven to be accurate and applicable to patients tested with similar modalities at a different institution. Although this approach did not provide a clear‐cut discrimination of Conn's adenoma from idiopathic hyperaldosteronism, it may avoid unnecessary and costly further testing in patients with a low probability of primary aldosteronism.</abstract><cop>Oxford BSL</cop><pub>Blackwell Science Ltd</pub><pmid>10209558</pmid><doi>10.1046/j.1365-2265.1998.00608.x</doi><tpages>11</tpages></addata></record>
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subjects Adult
Angiotensin-Converting Enzyme Inhibitors
Biological and medical sciences
Captopril
Discriminant Analysis
Female
Functional investigation of endocrine glands and genital system
Humans
Hyperaldosteronism - diagnosis
Investigative techniques, diagnostic techniques (general aspects)
Male
Mass Screening - methods
Medical sciences
Middle Aged
Predictive Value of Tests
Prospective Studies
Retrospective Studies
title Screening for primary aldosteronism with a logistic multivariate discriminant analysis
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