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 |
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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 |
format | Article |
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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.</description><identifier>ISSN: 0300-0664</identifier><identifier>EISSN: 1365-2265</identifier><identifier>DOI: 10.1046/j.1365-2265.1998.00608.x</identifier><identifier>PMID: 10209558</identifier><identifier>CODEN: CLECAP</identifier><language>eng</language><publisher>Oxford BSL: Blackwell Science Ltd</publisher><subject>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</subject><ispartof>Clinical endocrinology (Oxford), 1998-12, Vol.49 (6), p.713-723</ispartof><rights>Blackwell Science Ltd, Oxford</rights><rights>1999 INIST-CNRS</rights><rights>Copyright Blackwell Scientific Publications Ltd. Dec 1998</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4588-2f74c6254ffe1ff4c86340b0ea5d56cfd60242d71040560078ba91afcbbe00923</citedby><cites>FETCH-LOGICAL-c4588-2f74c6254ffe1ff4c86340b0ea5d56cfd60242d71040560078ba91afcbbe00923</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1046%2Fj.1365-2265.1998.00608.x$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1046%2Fj.1365-2265.1998.00608.x$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,780,784,1417,27923,27924,45573,45574</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=1624504$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/10209558$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><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><title>Screening for primary aldosteronism with a logistic multivariate discriminant analysis</title><title>Clinical endocrinology (Oxford)</title><addtitle>Clinical Endocrinology</addtitle><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.</description><subject>Adult</subject><subject>Angiotensin-Converting Enzyme Inhibitors</subject><subject>Biological and medical sciences</subject><subject>Captopril</subject><subject>Discriminant Analysis</subject><subject>Female</subject><subject>Functional investigation of endocrine glands and genital system</subject><subject>Humans</subject><subject>Hyperaldosteronism - diagnosis</subject><subject>Investigative techniques, diagnostic techniques (general aspects)</subject><subject>Male</subject><subject>Mass Screening - methods</subject><subject>Medical sciences</subject><subject>Middle Aged</subject><subject>Predictive Value of Tests</subject><subject>Prospective Studies</subject><subject>Retrospective Studies</subject><issn>0300-0664</issn><issn>1365-2265</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>1998</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqNkV1rFDEUhoModq3-BQki3s148jkZ8EaWtgqlIup6GTKZpGadjzaZsbv_3mxnqeKVVwnked-cPEEIEygJcPl2WxImRUGpFCWpa1UCSFDl7hFaPRw8RitgAAVIyU_Qs5S2ACAUVE_RCQEKtRBqhTZfbHRuCMM19mPENzH0Ju6x6doxTS6OQ0g9vgvTD2xwN16HNAWL-7mbwi8Tg5kcbkOyORUGM0zYDKbbp5CeoyfedMm9OK6n6Nv52df1h-Ly08XH9fvLwnKhVEF9xa2kgnvviPfcKsk4NOCMaIW0vpVAOW2r_GgQEqBSjamJ8bZpHEBN2Sl6s_TexPF2dmnSfR7HdZ0Z3DgnLWsKRAHJ4Kt_wO04xzxt0qRWChi9b1MLZOOYUnReH31oAvogXm_1wa8--NUH8fpevN7l6Mtj_9z0rv0ruJjOwOsjYJI1nY9msCH94STlAnjG3i3YXejc_r_v1-uzq7zJ8WKJ549yu4e4iT-1rFgl9PerC_1ZsfMNE0xv2G_l_q2K</recordid><startdate>199812</startdate><enddate>199812</enddate><creator>Rossi, Gian Paolo</creator><creator>Rossi, Ermanno</creator><creator>Pavan, Edoardo</creator><creator>Rosati, Nicoletta</creator><creator>Zecchel, Roberto</creator><creator>Semplicini, Andrea</creator><creator>Perazzoli, Franco</creator><creator>Pessina, Achille C.</creator><general>Blackwell Science Ltd</general><general>Blackwell</general><general>Wiley Subscription Services, Inc</general><scope>BSCLL</scope><scope>IQODW</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QP</scope><scope>K9.</scope><scope>NAPCQ</scope><scope>7X8</scope></search><sort><creationdate>199812</creationdate><title>Screening for primary aldosteronism with a logistic multivariate discriminant analysis</title><author>Rossi, Gian Paolo ; 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 & Calcified Tissue Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & 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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