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A nomogram to predict left atrial appendage thrombus and spontaneous echo contrast in non-valvular atrial fibrillation patients
Background Non-valvular atrial fibrillation (NVAF) significantly increases the risk of stroke. Although there is availability of prediction models, their ability to predict the risk of stroke in NVAF patients remains suboptimal. Therefore, there is need to improve prediction of high-risk individuals...
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Published in: | BMC cardiovascular disorders 2022-07, Vol.22 (1), p.1-311, Article 311 |
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description | Background Non-valvular atrial fibrillation (NVAF) significantly increases the risk of stroke. Although there is availability of prediction models, their ability to predict the risk of stroke in NVAF patients remains suboptimal. Therefore, there is need to improve prediction of high-risk individuals, which is critical for efficient management of patients with NVAF. Objective The objective of our paper is to develop a nomogram for predicting the risk of left atrial appendage thrombus (LAAT) and spontaneous echo contrast (SEC), thereby replacing the risk of stroke in NVAF patients. Design This was a retrospective cohort study that analyzed clinical data and echocardiographic indices of 387 patients with NVAF from October 2018 to June 2021. Multivariable logistic regression was used to evaluate independent factors that were used to construct the prediction nomogram. Analysis The discriminative ability and calibration of the nomogram to predict LAAT/SEC were tested using C-statistic and calibration plot. The performance of the nomogram was assessed against the CHA2DS2 score, CHA2DS2-VASc score and ATRIA score using the receiver operating characteristic curve (ROC), decision curve analysis (DCA), integrated discrimination index (IDI) and net reclassification index (NRI). Result Out of the total 387 patients enrolled in this study, 232 had LAAT/SEC. Multivariable analyses demonstrated that N-terminal pro-B-type natriuretic peptide (NT-proBNP), albumin (ALB), LAA ejection fraction (LAAEF) and LAA global peak longitudinal strain (LAA GPLS) were independent predictors of LAAT/SEC. The constructed nomogram had good discriminative (C = 0.886) and calibration (0.876) abilities after bias correction by the C-index. Compared with other models, the decision curve analyses demonstrated that the nomogram had greater net benefits. Besides, the nomogram had significant improvement in predictive performance, sensitivity and reclassification for LAAT/SEC compared with the CHA2DS2 [(c-index: 0.886 vs. 0.576, p |
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Although there is availability of prediction models, their ability to predict the risk of stroke in NVAF patients remains suboptimal. Therefore, there is need to improve prediction of high-risk individuals, which is critical for efficient management of patients with NVAF. Objective The objective of our paper is to develop a nomogram for predicting the risk of left atrial appendage thrombus (LAAT) and spontaneous echo contrast (SEC), thereby replacing the risk of stroke in NVAF patients. Design This was a retrospective cohort study that analyzed clinical data and echocardiographic indices of 387 patients with NVAF from October 2018 to June 2021. Multivariable logistic regression was used to evaluate independent factors that were used to construct the prediction nomogram. Analysis The discriminative ability and calibration of the nomogram to predict LAAT/SEC were tested using C-statistic and calibration plot. The performance of the nomogram was assessed against the CHA2DS2 score, CHA2DS2-VASc score and ATRIA score using the receiver operating characteristic curve (ROC), decision curve analysis (DCA), integrated discrimination index (IDI) and net reclassification index (NRI). Result Out of the total 387 patients enrolled in this study, 232 had LAAT/SEC. Multivariable analyses demonstrated that N-terminal pro-B-type natriuretic peptide (NT-proBNP), albumin (ALB), LAA ejection fraction (LAAEF) and LAA global peak longitudinal strain (LAA GPLS) were independent predictors of LAAT/SEC. The constructed nomogram had good discriminative (C = 0.886) and calibration (0.876) abilities after bias correction by the C-index. Compared with other models, the decision curve analyses demonstrated that the nomogram had greater net benefits. Besides, the nomogram had significant improvement in predictive performance, sensitivity and reclassification for LAAT/SEC compared with the CHA2DS2 [(c-index: 0.886 vs. 0.576, p < 0.05), (NRI: 0.539, p < 0.05), (IDI: 0.432, p < 0.05)], CHA2DS2-VASc [(c-index: 0.886 vs0.579, p < 0.05), (NRI: 0.513, p < 0.05), (IDI: 0.432, p < 0.05)] or ATRIA [(c-index: 0.886 vs0.583, p < 0.05), (NRI: 0.546, p < 0.05), (IDI: 0.432, p < 0.05)]. Conclusion Taken together, our data demonstrated that the developed nomogram was effective and had potential clinical application in the prediction of LAAT/SEC in patients with NVAF.]]></description><identifier>ISSN: 1471-2261</identifier><identifier>EISSN: 1471-2261</identifier><identifier>DOI: 10.1186/s12872-022-02737-z</identifier><identifier>PMID: 35820838</identifier><language>eng</language><publisher>London: BioMed Central</publisher><subject>Auditory discrimination ; Blood clots ; Brain natriuretic peptide ; Cardiac arrhythmia ; Cardiomyopathy ; Ejection fraction ; Fibrillation ; Heart failure ; Left atrial appendage spontaneous echo contrast ; Left atrial appendage thrombus ; Nomogram ; Nomograms ; Non-valvular atrial fibrillation ; Patients ; Prediction models ; Reclassification ; Serology ; Stroke ; Stroke risk ; Thromboembolism ; Thrombosis</subject><ispartof>BMC cardiovascular disorders, 2022-07, Vol.22 (1), p.1-311, Article 311</ispartof><rights>2022. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>The Author(s) 2022</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c473t-23f9f3979582720781cf12956d4a2ef238aa6499829d1c792c0902a4652ee4d73</citedby><cites>FETCH-LOGICAL-c473t-23f9f3979582720781cf12956d4a2ef238aa6499829d1c792c0902a4652ee4d73</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9277967/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2691353671?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,37013,44590,53791,53793</link.rule.ids></links><search><creatorcontrib>Sun, Shikun</creatorcontrib><creatorcontrib>Su, Bo</creatorcontrib><creatorcontrib>Lin, Jia</creatorcontrib><creatorcontrib>Zhao, Caiming</creatorcontrib><creatorcontrib>Ma, Changsheng</creatorcontrib><title>A nomogram to predict left atrial appendage thrombus and spontaneous echo contrast in non-valvular atrial fibrillation patients</title><title>BMC cardiovascular disorders</title><description><![CDATA[Background Non-valvular atrial fibrillation (NVAF) significantly increases the risk of stroke. Although there is availability of prediction models, their ability to predict the risk of stroke in NVAF patients remains suboptimal. Therefore, there is need to improve prediction of high-risk individuals, which is critical for efficient management of patients with NVAF. Objective The objective of our paper is to develop a nomogram for predicting the risk of left atrial appendage thrombus (LAAT) and spontaneous echo contrast (SEC), thereby replacing the risk of stroke in NVAF patients. Design This was a retrospective cohort study that analyzed clinical data and echocardiographic indices of 387 patients with NVAF from October 2018 to June 2021. Multivariable logistic regression was used to evaluate independent factors that were used to construct the prediction nomogram. Analysis The discriminative ability and calibration of the nomogram to predict LAAT/SEC were tested using C-statistic and calibration plot. The performance of the nomogram was assessed against the CHA2DS2 score, CHA2DS2-VASc score and ATRIA score using the receiver operating characteristic curve (ROC), decision curve analysis (DCA), integrated discrimination index (IDI) and net reclassification index (NRI). Result Out of the total 387 patients enrolled in this study, 232 had LAAT/SEC. Multivariable analyses demonstrated that N-terminal pro-B-type natriuretic peptide (NT-proBNP), albumin (ALB), LAA ejection fraction (LAAEF) and LAA global peak longitudinal strain (LAA GPLS) were independent predictors of LAAT/SEC. The constructed nomogram had good discriminative (C = 0.886) and calibration (0.876) abilities after bias correction by the C-index. Compared with other models, the decision curve analyses demonstrated that the nomogram had greater net benefits. Besides, the nomogram had significant improvement in predictive performance, sensitivity and reclassification for LAAT/SEC compared with the CHA2DS2 [(c-index: 0.886 vs. 0.576, p < 0.05), (NRI: 0.539, p < 0.05), (IDI: 0.432, p < 0.05)], CHA2DS2-VASc [(c-index: 0.886 vs0.579, p < 0.05), (NRI: 0.513, p < 0.05), (IDI: 0.432, p < 0.05)] or ATRIA [(c-index: 0.886 vs0.583, p < 0.05), (NRI: 0.546, p < 0.05), (IDI: 0.432, p < 0.05)]. Conclusion Taken together, our data demonstrated that the developed nomogram was effective and had potential clinical application in the prediction of LAAT/SEC in patients with NVAF.]]></description><subject>Auditory discrimination</subject><subject>Blood clots</subject><subject>Brain natriuretic peptide</subject><subject>Cardiac arrhythmia</subject><subject>Cardiomyopathy</subject><subject>Ejection fraction</subject><subject>Fibrillation</subject><subject>Heart failure</subject><subject>Left atrial appendage spontaneous echo contrast</subject><subject>Left atrial appendage thrombus</subject><subject>Nomogram</subject><subject>Nomograms</subject><subject>Non-valvular atrial fibrillation</subject><subject>Patients</subject><subject>Prediction models</subject><subject>Reclassification</subject><subject>Serology</subject><subject>Stroke</subject><subject>Stroke risk</subject><subject>Thromboembolism</subject><subject>Thrombosis</subject><issn>1471-2261</issn><issn>1471-2261</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNpdkk2LFDEQhhtR3HX1D3gKePHSmlS683ERlsWPhQUveg7V6fRMhu6kTTID7sW_bmZmFddDqFTy8lD18jbNa0bfMabE-8xASWgpHI_ksr1_0lyyTrIWQLCn_9wvmhc57yhlUlH9vLngvQKquLpsfl2TEJe4SbiQEsma3OhtIbObCsGSPM4E19WFETeOlG2Ky7DPBMNI8hpDweBi7Z3dRmJrnzAX4kNlhvaA82E_Y_rDmfyQ_Dxj8TGQtRYXSn7ZPJtwzu7VQ71qvn_6-O3mS3v39fPtzfVdazvJSwt80hPXUtfBJVCpmJ0Y6F6MHYKbgCtE0WmtQI_MSg2WagrYiR6c60bJr5rbM3eMuDNr8gumnyaiN6eHmDYGU_F2dkYrJa2eBhyHoZtgwm4QYF3P0AmH3FXWhzNr3Q-LG6077j0_gj7-CX5rNvFgNEipxXGYtw-AFH_sXS5m8dm66s3JTgNCaSooMF6lb_6T7uI-hWpVVWnGey4kqyo4q2yKOSc3_R2GUXPMijlnxdSsmFNWzD3_DWVAs6I</recordid><startdate>20220712</startdate><enddate>20220712</enddate><creator>Sun, Shikun</creator><creator>Su, Bo</creator><creator>Lin, Jia</creator><creator>Zhao, Caiming</creator><creator>Ma, Changsheng</creator><general>BioMed Central</general><general>BMC</general><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QP</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20220712</creationdate><title>A nomogram to predict left atrial appendage thrombus and spontaneous echo contrast in non-valvular atrial fibrillation patients</title><author>Sun, Shikun ; Su, Bo ; Lin, Jia ; Zhao, Caiming ; Ma, Changsheng</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c473t-23f9f3979582720781cf12956d4a2ef238aa6499829d1c792c0902a4652ee4d73</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Auditory discrimination</topic><topic>Blood clots</topic><topic>Brain natriuretic peptide</topic><topic>Cardiac arrhythmia</topic><topic>Cardiomyopathy</topic><topic>Ejection fraction</topic><topic>Fibrillation</topic><topic>Heart failure</topic><topic>Left atrial appendage spontaneous echo contrast</topic><topic>Left atrial appendage thrombus</topic><topic>Nomogram</topic><topic>Nomograms</topic><topic>Non-valvular atrial fibrillation</topic><topic>Patients</topic><topic>Prediction models</topic><topic>Reclassification</topic><topic>Serology</topic><topic>Stroke</topic><topic>Stroke risk</topic><topic>Thromboembolism</topic><topic>Thrombosis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Sun, Shikun</creatorcontrib><creatorcontrib>Su, Bo</creatorcontrib><creatorcontrib>Lin, Jia</creatorcontrib><creatorcontrib>Zhao, Caiming</creatorcontrib><creatorcontrib>Ma, Changsheng</creatorcontrib><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Databases</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>BMC cardiovascular disorders</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Sun, Shikun</au><au>Su, Bo</au><au>Lin, Jia</au><au>Zhao, Caiming</au><au>Ma, Changsheng</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A nomogram to predict left atrial appendage thrombus and spontaneous echo contrast in non-valvular atrial fibrillation patients</atitle><jtitle>BMC cardiovascular disorders</jtitle><date>2022-07-12</date><risdate>2022</risdate><volume>22</volume><issue>1</issue><spage>1</spage><epage>311</epage><pages>1-311</pages><artnum>311</artnum><issn>1471-2261</issn><eissn>1471-2261</eissn><abstract><![CDATA[Background Non-valvular atrial fibrillation (NVAF) significantly increases the risk of stroke. Although there is availability of prediction models, their ability to predict the risk of stroke in NVAF patients remains suboptimal. Therefore, there is need to improve prediction of high-risk individuals, which is critical for efficient management of patients with NVAF. Objective The objective of our paper is to develop a nomogram for predicting the risk of left atrial appendage thrombus (LAAT) and spontaneous echo contrast (SEC), thereby replacing the risk of stroke in NVAF patients. Design This was a retrospective cohort study that analyzed clinical data and echocardiographic indices of 387 patients with NVAF from October 2018 to June 2021. Multivariable logistic regression was used to evaluate independent factors that were used to construct the prediction nomogram. Analysis The discriminative ability and calibration of the nomogram to predict LAAT/SEC were tested using C-statistic and calibration plot. The performance of the nomogram was assessed against the CHA2DS2 score, CHA2DS2-VASc score and ATRIA score using the receiver operating characteristic curve (ROC), decision curve analysis (DCA), integrated discrimination index (IDI) and net reclassification index (NRI). Result Out of the total 387 patients enrolled in this study, 232 had LAAT/SEC. Multivariable analyses demonstrated that N-terminal pro-B-type natriuretic peptide (NT-proBNP), albumin (ALB), LAA ejection fraction (LAAEF) and LAA global peak longitudinal strain (LAA GPLS) were independent predictors of LAAT/SEC. The constructed nomogram had good discriminative (C = 0.886) and calibration (0.876) abilities after bias correction by the C-index. Compared with other models, the decision curve analyses demonstrated that the nomogram had greater net benefits. Besides, the nomogram had significant improvement in predictive performance, sensitivity and reclassification for LAAT/SEC compared with the CHA2DS2 [(c-index: 0.886 vs. 0.576, p < 0.05), (NRI: 0.539, p < 0.05), (IDI: 0.432, p < 0.05)], CHA2DS2-VASc [(c-index: 0.886 vs0.579, p < 0.05), (NRI: 0.513, p < 0.05), (IDI: 0.432, p < 0.05)] or ATRIA [(c-index: 0.886 vs0.583, p < 0.05), (NRI: 0.546, p < 0.05), (IDI: 0.432, p < 0.05)]. Conclusion Taken together, our data demonstrated that the developed nomogram was effective and had potential clinical application in the prediction of LAAT/SEC in patients with NVAF.]]></abstract><cop>London</cop><pub>BioMed Central</pub><pmid>35820838</pmid><doi>10.1186/s12872-022-02737-z</doi><oa>free_for_read</oa></addata></record> |
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subjects | Auditory discrimination Blood clots Brain natriuretic peptide Cardiac arrhythmia Cardiomyopathy Ejection fraction Fibrillation Heart failure Left atrial appendage spontaneous echo contrast Left atrial appendage thrombus Nomogram Nomograms Non-valvular atrial fibrillation Patients Prediction models Reclassification Serology Stroke Stroke risk Thromboembolism Thrombosis |
title | A nomogram to predict left atrial appendage thrombus and spontaneous echo contrast in non-valvular atrial fibrillation patients |
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