{"id":3579,"date":"2025-11-26T11:13:19","date_gmt":"2025-11-26T10:13:19","guid":{"rendered":"https:\/\/neuraldesigner.com\/solution\/microarray-analysis\/"},"modified":"2026-02-05T13:40:05","modified_gmt":"2026-02-05T12:40:05","slug":"microarray-analysis","status":"publish","type":"solution","link":"https:\/\/www.neuraldesigner.com\/solutions\/microarray-analysis\/","title":{"rendered":"Microarray data analysis using machine learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3579\" class=\"elementor elementor-3579\" data-elementor-post-type=\"solution\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69e9c4b e-grid e-con-boxed e-con e-parent\" data-id=\"69e9c4b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84992b6 elementor-widget elementor-widget-heading\" data-id=\"84992b6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Introduction<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ca6303 elementor-widget elementor-widget-text-editor\" data-id=\"9ca6303\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"71\" data-end=\"174\">Machine learning analyzes microarray data to uncover complex biological patterns and interactions.<\/p><p data-start=\"71\" data-end=\"174\">Microarrays, structured as gene-by-sample matrices and measuring DNA, RNA, proteins, tissues, or peptides via fluorescence, support identifying disease-related genes, predicting treatment responses, and studying environmental stress.<\/p><p data-start=\"71\" data-end=\"174\">A notable example is cancer classification by gene expression (Golub et al.).<\/p><p data-start=\"71\" data-end=\"174\">Systematic recording, expanding datasets, and public repositories, following standards from the Microarray Gene Expression Data Society, enable meaningful microarray analysis and research.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c8d281 elementor-widget elementor-widget-text-editor\" data-id=\"7c8d281\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Healthcare professionals can test this methodology by downloading Neural Designer<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6dd7203 e-con-full e-flex e-con e-child\" data-id=\"6dd7203\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3fca2b3 e-con-full e-flex e-con e-child\" data-id=\"3fca2b3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6968dc2 elementor-widget__width-initial boton_descarga elementor-align-center elementor-widget elementor-widget-button\" data-id=\"6968dc2\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.neuraldesigner.com\/downloads\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-download\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M216 0h80c13.3 0 24 10.7 24 24v168h87.7c17.8 0 26.7 21.5 14.1 34.1L269.7 378.3c-7.5 7.5-19.8 7.5-27.3 0L90.1 226.1c-12.6-12.6-3.7-34.1 14.1-34.1H192V24c0-13.3 10.7-24 24-24zm296 376v112c0 13.3-10.7 24-24 24H24c-13.3 0-24-10.7-24-24V376c0-13.3 10.7-24 24-24h146.7l49 49c20.1 20.1 52.5 20.1 72.6 0l49-49H488c13.3 0 24 10.7 24 24zm-124 88c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20zm64 0c0-11-9-20-20-20s-20 9-20 20 9 20 20 20 20-9 20-20z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Download<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3408220 elementor-widget elementor-widget-heading\" data-id=\"3408220\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Contents<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b719047 e-con-full e-flex e-con e-child\" data-id=\"b719047\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1f3500c e-grid e-con-full e-con e-child\" data-id=\"1f3500c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86bb5ca elementor-align-center elementor-widget elementor-widget-button\" data-id=\"86bb5ca\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#objectives\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">1. Objectives<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6e4169 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"d6e4169\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#benefits\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">2. Benefits<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e441476 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"e441476\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#approach\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">3. Approach<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0871a47 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"0871a47\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#conclusions\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">4. Conclusions<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42a5ac0 elementor-widget elementor-widget-heading\" data-id=\"42a5ac0\" data-element_type=\"widget\" id=\"objectives\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1. Objectives<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27a2982 elementor-widget elementor-widget-text-editor\" data-id=\"27a2982\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The analysis of clinical data enables us to understand the biological mechanisms that underlie diseases and how risk factors influence their development.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43c235f elementor-widget elementor-widget-image\" data-id=\"43c235f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"216\" src=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_microarray_analysis-1024x277.webp\" class=\"attachment-large size-large wp-image-20024\" alt=\"\" srcset=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_microarray_analysis-1024x277.webp 1024w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_microarray_analysis-300x81.webp 300w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_microarray_analysis-768x208.webp 768w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_microarray_analysis-1536x415.webp 1536w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_microarray_analysis-2048x554.webp 2048w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/activity_diagram_microarray_analysis-600x162.webp 600w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0428591 elementor-widget elementor-widget-text-editor\" data-id=\"0428591\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4b955e5 elementor-widget elementor-widget-text-editor\" data-id=\"4b955e5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><p>Thankfully, a large amount of data is currently available to clinicians. These data range from clinical symptoms to various biochemical assays and outputs of imaging devices.<\/p><p>These are some examples of types of data that could be useful to make an accurate medical diagnosis using machine learning:<\/p><\/div><div class=\"elementor-element elementor-element-5cdc4c1 elementor-widget elementor-widget-text-editor\" data-id=\"5cdc4c1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><ul><li><b>Disease data:<\/b>\u00a0Physiological measurements and information about known diseases or symptoms that an individual has experienced.<\/li><li><b>Environmental data:<\/b>\u00a0Information about an individual\u2019s environmental exposures, such as smoking, sunbathing, weather conditions, etc.<\/li><li><b>Genetic data:<\/b>\u00a0All or critical parts of the DNA sequence of an individual.<\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cc1efe elementor-widget elementor-widget-heading\" data-id=\"4cc1efe\" data-element_type=\"widget\" id=\"benefits\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2. Benefits<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d8d3d8 e-con-full e-flex e-con e-child\" data-id=\"2d8d3d8\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1778e30 e-grid e-con-full e-con e-child\" data-id=\"1778e30\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-157f0b7 e-con-full e-flex e-con e-child\" data-id=\"157f0b7\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-33b57e6 elementor-widget elementor-widget-heading\" data-id=\"33b57e6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2.1. Analyze genes<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71e66ca elementor-widget elementor-widget-text-editor\" data-id=\"71e66ca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Analyze gene changes to identify patterns and determine the conditions under which genes transition from a normal state to a diseased state.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-891add9 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"891add9\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-search\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M505 442.7L405.3 343c-4.5-4.5-10.6-7-17-7H372c27.6-35.3 44-79.7 44-128C416 93.1 322.9 0 208 0S0 93.1 0 208s93.1 208 208 208c48.3 0 92.7-16.4 128-44v16.3c0 6.4 2.5 12.5 7 17l99.7 99.7c9.4 9.4 24.6 9.4 33.9 0l28.3-28.3c9.4-9.4 9.4-24.6.1-34zM208 336c-70.7 0-128-57.2-128-128 0-70.7 57.2-128 128-128 70.7 0 128 57.2 128 128 0 70.7-57.2 128-128 128z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55c2ab5 e-con-full e-flex e-con e-child\" data-id=\"55c2ab5\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a9a6e8e elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"a9a6e8e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2.2. Predict the future stages<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88841ce elementor-widget elementor-widget-text-editor\" data-id=\"88841ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Develop a model that can detect gene changes and predict whether they are in a normal or diseased state.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-357a1a2 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"357a1a2\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-first-aid\" viewBox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 80v352c0 26.5 21.5 48 48 48h48V32H48C21.5 32 0 53.5 0 80zm128 400h320V32H128v448zm64-248c0-4.4 3.6-8 8-8h56v-56c0-4.4 3.6-8 8-8h48c4.4 0 8 3.6 8 8v56h56c4.4 0 8 3.6 8 8v48c0 4.4-3.6 8-8 8h-56v56c0 4.4-3.6 8-8 8h-48c-4.4 0-8-3.6-8-8v-56h-56c-4.4 0-8-3.6-8-8v-48zM528 32h-48v448h48c26.5 0 48-21.5 48-48V80c0-26.5-21.5-48-48-48z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8a64486 e-con-full e-flex e-con e-child\" data-id=\"8a64486\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-edd310a elementor-widget elementor-widget-heading\" data-id=\"edd310a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2.3. Prevent diseases<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ceb8eb elementor-widget elementor-widget-text-editor\" data-id=\"3ceb8eb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<section><p>Use the predictive model to support preventive medicine and early diagnosis by revealing relationships between genes and diseases from large datasets.<\/p><\/section>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f835f9 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1f835f9\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-hospital\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M128 244v-40c0-6.627 5.373-12 12-12h40c6.627 0 12 5.373 12 12v40c0 6.627-5.373 12-12 12h-40c-6.627 0-12-5.373-12-12zm140 12h40c6.627 0 12-5.373 12-12v-40c0-6.627-5.373-12-12-12h-40c-6.627 0-12 5.373-12 12v40c0 6.627 5.373 12 12 12zm-76 84v-40c0-6.627-5.373-12-12-12h-40c-6.627 0-12 5.373-12 12v40c0 6.627 5.373 12 12 12h40c6.627 0 12-5.373 12-12zm76 12h40c6.627 0 12-5.373 12-12v-40c0-6.627-5.373-12-12-12h-40c-6.627 0-12 5.373-12 12v40c0 6.627 5.373 12 12 12zm180 124v36H0v-36c0-6.627 5.373-12 12-12h19.5V85.035C31.5 73.418 42.245 64 55.5 64H144V24c0-13.255 10.745-24 24-24h112c13.255 0 24 10.745 24 24v40h88.5c13.255 0 24 9.418 24 21.035V464H436c6.627 0 12 5.373 12 12zM79.5 463H192v-67c0-6.627 5.373-12 12-12h40c6.627 0 12 5.373 12 12v67h112.5V112H304v24c0 13.255-10.745 24-24 24H168c-13.255 0-24-10.745-24-24v-24H79.5v351zM266 64h-26V38a6 6 0 0 0-6-6h-20a6 6 0 0 0-6 6v26h-26a6 6 0 0 0-6 6v20a6 6 0 0 0 6 6h26v26a6 6 0 0 0 6 6h20a6 6 0 0 0 6-6V96h26a6 6 0 0 0 6-6V70a6 6 0 0 0-6-6z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-741546e elementor-widget elementor-widget-heading\" data-id=\"741546e\" data-element_type=\"widget\" id=\"approach\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3. Approach<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0de40ce elementor-widget elementor-widget-text-editor\" data-id=\"0de40ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Neural Designer is a machine learning software using neural networks to analyze large datasets, uncover gene\u2013environment interactions, perform model and variable selection, and validate predictive models.<\/p><p>In this example, it identifies correlations between leukemia subtypes and gene expression, highlighting the most influential genes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e737a1a elementor-widget elementor-widget-image\" data-id=\"e737a1a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"600\" height=\"810\" src=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/leukemia_correlations_chart-1.webp\" class=\"attachment-large size-large wp-image-20023\" alt=\"\" srcset=\"https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/leukemia_correlations_chart-1.webp 600w, https:\/\/www.neuraldesigner.com\/wp-content\/uploads\/2023\/08\/leukemia_correlations_chart-1-222x300.webp 222w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-48e386f elementor-widget elementor-widget-heading\" data-id=\"48e386f\" data-element_type=\"widget\" id=\"conclusions\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4. Conclusions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6b1992 elementor-widget elementor-widget-text-editor\" data-id=\"b6b1992\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>The study of microarrays and gene expression can bring useful knowledge to very complex subjects, and it is a tool healthcare researchers are using to learn about diseases and how to treat them.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-760c817 elementor-widget elementor-widget-heading\" data-id=\"760c817\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Relevant documentation:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab21497 elementor-widget elementor-widget-text-editor\" data-id=\"ab21497\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>If you want to learn how to use Neural Designer, you can do that by reading the <a href=\"https:\/\/www.neuraldesigner.com\/learning\/user-guide\">user\u00b4s guide<\/a> or practicing with the <a href=\"https:\/\/www.neuraldesigner.com\/learning\/examples\">examples<\/a>.<\/li><li>You can also learn more about neural networks by reading <a href=\"https:\/\/www.neuraldesigner.com\/learning\/neural-networks-tutorial\">this guide<\/a>.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a38c201 elementor-widget elementor-widget-heading\" data-id=\"a38c201\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">References:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54b50ba elementor-widget elementor-widget-text-editor\" data-id=\"54b50ba\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li><a href=\"https:\/\/science.sciencemag.org\/content\/286\/5439\/531\" rel=\"nofollow\">Golub, T. R., Slonim, D. K., Tamayo, P., Huard, C., Gaasenbeek, M., Mesirov, J. P., &#8230; &amp; Bloomfield, C. D. (1999). Molecular classification of cancer: class discovery and class prediction by gene expression monitoring. science, 286(5439), 531-537<\/a>.<\/li><li><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1532046404000693\" rel=\"nofollow\">Kuo, W. P., Kim, E. Y., Trimarchi, J., Jenssen, T. K., Vinterbo, S. A., &amp; Ohno-Machado, L. (2004). A primer on gene expression and microarrays for machine learning researchers. Journal of Biomedical Informatics, 37(4), 293-303<\/a>.<\/li><li><a href=\"https:\/\/dl.acm.org\/citation.cfm?id=820213\">Cho, S. B., &amp; Won, H. H. (2003, January). Machine learning in DNA microarray analysis for cancer classification. In Proceedings of the First Asia-Pacific bioinformatics conference on Bioinformatics 2003-Volume 19 (pp. 189-198). Australian Computer Society, Inc.<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88b96f4 elementor-widget elementor-widget-heading\" data-id=\"88b96f4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related posts<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"author":13,"featured_media":1925,"template":"","categories":[],"tags":[38],"class_list":["post-3579","solution","type-solution","status-publish","has-post-thumbnail","hentry","tag-healthcare"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Microarray data analysis using machine learning<\/title>\n<meta name=\"description\" content=\"Discover how to use machine learning to analyze microarray data and find the genes most closely related to a 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