{"id":209158,"date":"2025-06-14T11:05:48","date_gmt":"2025-06-14T11:05:48","guid":{"rendered":"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/"},"modified":"2025-06-14T11:05:48","modified_gmt":"2025-06-14T11:05:48","slug":"is-fdr-calculated-before-or-after-p-value","status":"publish","type":"post","link":"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/","title":{"rendered":"Is FDR calculated before or after p-value?"},"content":{"rendered":"<p>False Discovery Rate (FDR) is typically calculated after p-values have been determined. The calculation of FDR involves adjusting p-values to control for multiple comparisons, thus providing a more accurate measure of statistical significance.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_62 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#1_What_is_False_Discovery_Rate_FDR\" title=\"1. What is False Discovery Rate (FDR)?\">1. What is False Discovery Rate (FDR)?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#2_How_is_FDR_related_to_p-values\" title=\"2. How is FDR related to p-values?\">2. How is FDR related to p-values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#3_What_is_the_purpose_of_calculating_FDR\" title=\"3. What is the purpose of calculating FDR?\">3. What is the purpose of calculating FDR?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#4_How_is_FDR_calculated\" title=\"4. How is FDR calculated?\">4. How is FDR calculated?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#5_Why_is_controlling_for_FDR_important_in_statistical_analysis\" title=\"5. Why is controlling for FDR important in statistical analysis?\">5. Why is controlling for FDR important in statistical analysis?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#6_Can_FDR_be_calculated_without_first_determining_p-values\" title=\"6. Can FDR be calculated without first determining p-values?\">6. Can FDR be calculated without first determining p-values?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#7_How_does_FDR_differ_from_other_methods_of_controlling_the_false_positive_rate\" title=\"7. How does FDR differ from other methods of controlling the false positive rate?\">7. How does FDR differ from other methods of controlling the false positive rate?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#8_What_are_some_limitations_of_using_FDR_in_statistical_analysis\" title=\"8. What are some limitations of using FDR in statistical analysis?\">8. What are some limitations of using FDR in statistical analysis?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#9_How_can_researchers_interpret_the_FDR_value_in_their_analysis\" title=\"9. How can researchers interpret the FDR value in their analysis?\">9. How can researchers interpret the FDR value in their analysis?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#10_Are_there_different_approaches_to_calculating_FDR\" title=\"10. Are there different approaches to calculating FDR?\">10. Are there different approaches to calculating FDR?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#11_Can_FDR_be_used_in_various_fields_of_research\" title=\"11. Can FDR be used in various fields of research?\">11. Can FDR be used in various fields of research?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#12_How_has_the_use_of_FDR_impacted_scientific_research\" title=\"12. How has the use of FDR impacted scientific research?\">12. How has the use of FDR impacted scientific research?<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"1_What_is_False_Discovery_Rate_FDR\"><\/span>1. What is False Discovery Rate (FDR)?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>False Discovery Rate (FDR) is a statistical method used to determine the proportion of significant results that are actually false positives.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_How_is_FDR_related_to_p-values\"><\/span>2. How is FDR related to p-values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>FDR is related to p-values in that both are measures of statistical significance. However, FDR takes into account the issue of multiple comparisons, which can inflate the number of false positives.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_What_is_the_purpose_of_calculating_FDR\"><\/span>3. What is the purpose of calculating FDR?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>The purpose of calculating FDR is to control for the number of false positives that may arise when conducting multiple statistical tests. It helps researchers make more reliable conclusions based on their findings.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_How_is_FDR_calculated\"><\/span>4. How is FDR calculated?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>FDR is typically calculated using the Benjamini-Hochberg procedure, which adjusts p-values to account for the number of comparisons being made. This adjustment helps to control the overall error rate.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Why_is_controlling_for_FDR_important_in_statistical_analysis\"><\/span>5. Why is controlling for FDR important in statistical analysis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Controlling for FDR is important in statistical analysis because it helps to reduce the likelihood of drawing incorrect conclusions based on multiple comparisons. By accounting for false positives, researchers can have more confidence in their findings.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Can_FDR_be_calculated_without_first_determining_p-values\"><\/span>6. Can FDR be calculated without first determining p-values?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>In most cases, FDR cannot be calculated without first determining p-values. P-values serve as the foundation for calculating FDR, as they indicate the statistical significance of individual tests.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_How_does_FDR_differ_from_other_methods_of_controlling_the_false_positive_rate\"><\/span>7. How does FDR differ from other methods of controlling the false positive rate?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>FDR differs from other methods of controlling the false positive rate, such as the Bonferroni correction, in that it controls for the overall error rate across multiple comparisons rather than on a per-test basis.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_What_are_some_limitations_of_using_FDR_in_statistical_analysis\"><\/span>8. What are some limitations of using FDR in statistical analysis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Some limitations of using FDR include its reliance on p-values, assumptions about independence among tests, and potential for increased false discovery rates in certain scenarios.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_How_can_researchers_interpret_the_FDR_value_in_their_analysis\"><\/span>9. How can researchers interpret the FDR value in their analysis?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Researchers can interpret the FDR value in their analysis as the estimated proportion of false discoveries among statistically significant results. A lower FDR indicates a higher level of confidence in the findings.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"10_Are_there_different_approaches_to_calculating_FDR\"><\/span>10. Are there different approaches to calculating FDR?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, there are different approaches to calculating FDR, such as the Benjamini-Hochberg procedure, Benjamini-Yekutieli procedure, and Storey&#8217;s q-value method. Each approach may have its own advantages and limitations.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"11_Can_FDR_be_used_in_various_fields_of_research\"><\/span>11. Can FDR be used in various fields of research?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Yes, FDR can be used in various fields of research where multiple comparisons are made, such as genomics, neuroscience, and economics. It provides a valuable tool for controlling the false positive rate in complex datasets.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"12_How_has_the_use_of_FDR_impacted_scientific_research\"><\/span>12. How has the use of FDR impacted scientific research?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>The use of FDR has had a significant impact on scientific research by improving the reliability of statistical analyses and reducing the risk of false discoveries. Researchers can now make more accurate conclusions based on their data.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>False Discovery Rate (FDR) is typically calculated after p-values have been determined. The calculation of FDR involves adjusting p-values to control for multiple comparisons, thus providing a more accurate measure of statistical significance. 1. What is False Discovery Rate (FDR)? False Discovery Rate (FDR) is a statistical method used to determine the proportion of significant &#8230; <\/p>\n<p class=\"read-more-container\"><a title=\"Is FDR calculated before or after p-value?\" class=\"read-more button\" href=\"https:\/\/namso-gen.co\/blog\/is-fdr-calculated-before-or-after-p-value\/#more-209158\">Read more<span class=\"screen-reader-text\">Is FDR calculated before or after p-value?<\/span><\/a><\/p>\n","protected":false},"author":53,"featured_media":107420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86279],"tags":[],"class_list":["post-209158","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-learn","no-featured-image-padding"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Is FDR calculated before or after p-value?<\/title>\n<meta name=\"description\" content=\"False Discovery Rate (FDR) is typically calculated after p-values have been determined. 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