{"id":5472,"date":"2021-02-25T14:36:00","date_gmt":"2021-02-25T12:36:00","guid":{"rendered":"https:\/\/bsicos-dev.i3a.es\/?p=5472"},"modified":"2023-09-12T14:37:35","modified_gmt":"2023-09-12T12:37:35","slug":"monitoring-blood-potassium-concentration-in-hemodialysis-patients-by-quantifying-t-wave-morphology-dynamics","status":"publish","type":"post","link":"https:\/\/bsicos.i3a.es\/es\/monitoring-blood-potassium-concentration-in-hemodialysis-patients-by-quantifying-t-wave-morphology-dynamics\/","title":{"rendered":"Monitoring Blood Potassium Concentration in Hemodialysis Patients by Quantifying T-wave Morphology Dynamics"},"content":{"rendered":"<div id=\"pl-gb5472-69d43b68459ac\"  class=\"panel-layout\" ><div id=\"pg-gb5472-69d43b68459ac-0\"  class=\"panel-grid panel-has-style\" ><div class=\"siteorigin-panels-stretch panel-row-style panel-row-style-for-gb5472-69d43b68459ac-0\" data-stretch-type=\"full-width-stretch\" ><div id=\"pgc-gb5472-69d43b68459ac-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-gb5472-69d43b68459ac-0-0-0\" class=\"so-panel widget widget_sow-hero panel-first-child panel-last-child\" data-index=\"0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-hero so-widget-sow-hero-default-93415d0e2dbf-5472 so-widget-fittext-wrapper\"\n\t\t\t data-fit-text-compressor=\"0.85\"\n\t\t>\t\t\t\t<div class=\"sow-slider-base\" style=\"display: none\" tabindex=\"0\">\n\t\t\t\t\t<ul\n\t\t\t\t\tclass=\"sow-slider-images\"\n\t\t\t\t\tdata-settings=\"{&quot;pagination&quot;:true,&quot;speed&quot;:800,&quot;timeout&quot;:8000,&quot;paused&quot;:false,&quot;pause_on_hover&quot;:false,&quot;swipe&quot;:true,&quot;nav_always_show_desktop&quot;:&quot;&quot;,&quot;nav_always_show_mobile&quot;:&quot;&quot;,&quot;breakpoint&quot;:&quot;780px&quot;,&quot;unmute&quot;:false,&quot;anchor&quot;:null}\"\n\t\t\t\t\t\t\t\t\t\tdata-anchor-id=\"\"\n\t\t\t\t>\t\t<li class=\"sow-slider-image\" style=\"visibility: visible;;background-color: #1e73be\" >\n\t\t\t\t\t<div class=\"sow-slider-image-container\">\n\t\t\t<div class=\"sow-slider-image-wrapper\">\n\t\t\t\t<h3 style=\"text-align: center\"><a href=\"..\/news\/\">News<\/a><\/h3>\n<h1 class=\"entry-title\" style=\"text-align: center\"><strong>Monitoring Blood Potassium Concentration in Hemodialysis Patients by Quantifying T-wave Morphology Dynamics\n<\/strong><\/h1>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/li>\n\t\t<\/ul>\t\t\t\t<ol class=\"sow-slider-pagination\">\n\t\t\t\t\t\t\t\t\t\t\t<li><a href=\"#\" data-goto=\"0\" aria-label=\"mostrar diapositiva 1\"><\/a><\/li>\n\t\t\t\t\t\t\t\t\t<\/ol>\n\n\t\t\t\t<div class=\"sow-slide-nav sow-slide-nav-next\">\n\t\t\t\t\t<a href=\"#\" data-goto=\"next\" aria-label=\"diapositiva siguiente\" data-action=\"next\">\n\t\t\t\t\t\t<em class=\"sow-sld-icon-thin-right\"><\/em>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"sow-slide-nav sow-slide-nav-prev\">\n\t\t\t\t\t<a href=\"#\" data-goto=\"previous\" aria-label=\"diapositiva anterior\" data-action=\"prev\">\n\t\t\t\t\t\t<em class=\"sow-sld-icon-thin-left\"><\/em>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n\n<div id=\"pl-gb5472-69d43b684621c\"  class=\"panel-layout\" ><div id=\"pg-gb5472-69d43b684621c-0\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-gb5472-69d43b684621c-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-gb5472-69d43b684621c-0-0-0\" class=\"so-panel widget widget_sow-editor panel-first-child panel-last-child\" data-index=\"0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-editor so-widget-sow-editor-base\"\n\t\t\t\n\t\t>\n<div class=\"siteorigin-widget-tinymce textwidget\">\n\t<p><strong><em>25 Feb, 2021<\/em><\/strong><\/p>\n<p>We investigated the ability of time-warping-based ECG-derived markers of T-wave morphology changes in time (dw) and amplitude (da), as well as their non-linear components (dNLw and dNLa), and the\u00a0<strong>heart rate<\/strong>\u00a0corrected counterpart (dw,c), to monitor potassium concentration ([K+]) changes (\u0394[K+]) in end-stage\u00a0<strong>renal disease<\/strong>\u00a0(ESRD)\u00a0<strong>patients<\/strong>\u00a0undergoing\u00a0<strong>hemodialysis<\/strong>\u00a0(HD).<\/p>\n<p>We compared the performance of the proposed time-warping markers, together with other previously proposed [K+] markers, such as T-wave width (Tw) and T-wave slope-to-amplitude ratio (TS\/A), when computed from standard\u00a0<strong>ECG<\/strong>\u00a0leads as well as from principal component analysis (PCA)-based leads. 48-hour ECG recordings and a set of hourly-collected\u00a0<strong>blood samples<\/strong>\u00a0from 29 ESRD-HD patients were acquired. Values of dw, da, dNLw , dNLa and dw,c were calculated by comparing the morphology of the mean warped T-waves (MWTWs) derived at each hour along the HD with that from a reference MWTW, measured at the end of the HD. From the same MWTWs Tw and TS\/A were also extracted. Similarly, \u0394[K+] was calculated as the difference between the [K+] values at each hour and the [K+] reference level at the end of the HD session.<\/p>\n<p>We found that dw and dw,c showed\u00a0<strong>higher correlation coefficients<\/strong>\u00a0with \u0394[K+] than TS\/A\u2014Spearman\u2019s (\u03c1) and Pearson\u2019s (r)\u2014and Tw\u2014Spearman\u2019s (\u03c1)\u2014in both SL and PCA approaches being the intra-patient median \u03c1 \u2265 0.82 and r \u2265 0.87 in SL and \u03c1 \u2265 0.82 and r \u2265 0.89 in PCA respectively.<\/p>\n<p>Our findings would point at dw and dw,c as the most suitable surrogate of \u0394[K+], suggesting that they could be potentially useful for\u00a0<strong>non-invasive monitoring<\/strong>\u00a0<strong>of ESRD-HD patients in hospital,<\/strong>\u00a0as well as in ambulatory settings. Therefore, the tracking of T-wave morphology variations by means of time-warping analysis could improve continuous and remote [K+] monitoring of ESRD-HD patients and fagging risk of [K+]-related\u00a0<strong>cardiovascular events.<\/strong><\/p>\n<p>F. Palmieri, P. Gomis, D. Ferreira, J. E. Ruiz, B. Bergasa, A. Mart\u00edn-Yebra, H. A. Bukhari, E. Pueyo, J. P. Mart\u00ednez, J. Ram\u00edrez, and P. Laguna (2021)<\/p>\n<p>DOI: 10.1038\/s41598-021-82935-5<\/p>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div>\n\n<div id=\"pl-gb5472-69d43b68466af\"  class=\"panel-layout\" ><div id=\"pg-gb5472-69d43b68466af-0\"  class=\"panel-grid panel-no-style\" ><div id=\"pgc-gb5472-69d43b68466af-0-0\"  class=\"panel-grid-cell\" ><div id=\"panel-gb5472-69d43b68466af-0-0-0\" class=\"so-panel widget widget_sow-image panel-first-child panel-last-child\" data-index=\"0\" ><div\n\t\t\t\n\t\t\tclass=\"so-widget-sow-image so-widget-sow-image-default-c67d20f9f743-5472\"\n\t\t\t\n\t\t>\n<div class=\"sow-image-container\">\n\t\t<img \n\tsrc=\"https:\/\/bsicos.i3a.es\/wp-content\/uploads\/2021\/02\/FPalmieri_journal.jpg\" width=\"1320\" height=\"869\" srcset=\"https:\/\/bsicos.i3a.es\/wp-content\/uploads\/2021\/02\/FPalmieri_journal.jpg 1320w, https:\/\/bsicos.i3a.es\/wp-content\/uploads\/2021\/02\/FPalmieri_journal-300x198.jpg 300w, https:\/\/bsicos.i3a.es\/wp-content\/uploads\/2021\/02\/FPalmieri_journal-1024x674.jpg 1024w, https:\/\/bsicos.i3a.es\/wp-content\/uploads\/2021\/02\/FPalmieri_journal-768x506.jpg 768w, https:\/\/bsicos.i3a.es\/wp-content\/uploads\/2021\/02\/FPalmieri_journal-18x12.jpg 18w\" sizes=\"(max-width: 1320px) 100vw, 1320px\" alt=\"\" \t\tclass=\"so-widget-image\"\/>\n\t<\/div>\n\n<\/div><\/div><\/div><\/div><\/div>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":3888,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[221],"tags":[220,214],"class_list":["post-5472","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-aragon","tag-i3a"],"_links":{"self":[{"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/posts\/5472","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/comments?post=5472"}],"version-history":[{"count":1,"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/posts\/5472\/revisions"}],"predecessor-version":[{"id":5473,"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/posts\/5472\/revisions\/5473"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/media\/3888"}],"wp:attachment":[{"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/media?parent=5472"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/categories?post=5472"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bsicos.i3a.es\/es\/wp-json\/wp\/v2\/tags?post=5472"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}