{"id":7032993,"date":"2026-08-08T03:07:12","date_gmt":"2026-08-08T03:07:12","guid":{"rendered":"https:\/\/peraltafinancing.com\/uncategorized\/reimagining-the-fdas-role-in-digital-medicine\/"},"modified":"2026-08-08T03:07:12","modified_gmt":"2026-08-08T03:07:12","slug":"reimagining-the-fdas-role-in-digital-medicine","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=7032993","title":{"rendered":"Reimagining the FDA\u2019s Role in Digital Medicine"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<h4 style=\"text-align: left;\">In addition to evaluating the<br \/>\nsafety of software as a medical device (SaMD), the agency needs to devote more<br \/>\nresources to evaluating its efficacy and quality.<\/h4>\n<div class=\"separator\" style=\"clear: both; text-align: center;\"><a href=\"https:\/\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEhlHHWUSOd6v_u5jYfdWk1kIIWmkksmmmYiD5cDzehSq1jqMxknkGlKW1UsY-smfTmpxqieKrvCzBtm3_nvaX8WGTEfJWdtZhCcl1PvV0RoqraNtexns2sKqDoJrbL1dMpu7xuKHf22Fz_2\/s800\/FDA.jpg\" imageanchor=\"1\" style=\"margin-left: 1em; margin-right: 1em;\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" data-original-height=\"489\" data-original-width=\"800\" height=\"245\" src=\"https:\/\/blogger.googleusercontent.com\/img\/b\/R29vZ2xl\/AVvXsEhlHHWUSOd6v_u5jYfdWk1kIIWmkksmmmYiD5cDzehSq1jqMxknkGlKW1UsY-smfTmpxqieKrvCzBtm3_nvaX8WGTEfJWdtZhCcl1PvV0RoqraNtexns2sKqDoJrbL1dMpu7xuKHf22Fz_2\/w400-h245\/FDA.jpg\" width=\"400\"\/><\/a><\/div>\n<p class=\"MsoNormal\" style=\"line-height: 150%;\"><i>John Halamka, M.D., president, Mayo<br \/>\nClinic Platform, and Paul Cerrato, senior research analyst and communications<br \/>\nspecialist, Mayo Clinic Platform, wrote this article.<\/i><\/p>\n<p class=\"MsoNormal\" style=\"line-height: 150%;\">The FDA\u2019s approach to software as a<br \/>\nmedical device (SaMD) has been evolving. Consider a few examples.<\/p>\n<p class=\"MsoNormal\" style=\"line-height: 150%;\">In 2018, IDx-DR, a software system used<br \/>\nto improve screening for retinopathy, a common complication of diabetes that<br \/>\naffects the eye, became the first AI-based medical device to receive <a href=\"https:\/\/www.fda.gov\/news-events\/press-announcements\/fda-permits-marketing-artificial-intelligence-based-device-detect-certain-diabetes-related-eye\">US<br \/>\nFood and Drug Administration clearance<\/a> to \u201cdetect greater than a mild level<br \/>\nof \u2026 diabetic retinopathy in adults who have diabetes.\u201d To arrive at that<br \/>\ndecision, the agency not only reviewed data to establish its safety, it also<br \/>\ntook into account prospective studies, an essential form of evidence that<br \/>\nclinicians look for when trying to decide if a device or product is worth<br \/>\nusing. The software was the first medical device approved by the FDA that does<br \/>\nnot require the services of a specialist to interpret the results, making it a<br \/>\nuseful tool for health care providers who may not normally be involved in eye<br \/>\ncare. The FDA clearance emphasized the fact that IDx-DR is a screening tool not<br \/>\na diagnostic tool, stating that patients with positive results should be<br \/>\nreferred to an eye care professional. The algorithm built into the IDx-DR<br \/>\nsystem is intended to be used with the Topcon NW400 retinal camera and a cloud<br \/>\nserver that contains the software.<\/p>\n<p class=\"MsoNormal\" style=\"line-height: 150%;\">Similarly, FDA looked at a<br \/>\nrandomized prospective trial before approval of a machine learning-based<br \/>\nalgorithm that can help endoscopists improve their ability to detected smaller,<br \/>\neasily missed colonic polyps. Its recent clearance of GI Genius by Medtronic<br \/>\nwas based on a clinical trial published in <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/32371116\/\"><i>Gastroenterology<\/i><\/a><i>, <\/i>in which investigators in Italy evaluated data from 685 patients,<br \/>\ncomparing a group that underwent the procedure with the help of the computer-aided detection (CADe) system to a group who acted as controls. Repici et al<br \/>\nfound that the adenoma detection rate was significantly higher in the CADe<br \/>\ngroup, as was the detection rate for polyps 5 mm or smaller, which led to the<br \/>\nconclusion: \u201cIncluding CADe in colonoscopy examinations increases detection of<br \/>\nadenomas without affecting safety.\u201d<\/p>\n<p class=\"MsoNormal\" style=\"line-height: 150%;\">Their findings raise several<br \/>\nquestions: is it reasonable to assume that a study of 600+ Italians would apply<br \/>\nto a U.S. population, which has different demographic characteristics? More<br \/>\nimportantly, were the 685 patients representative of the general public, including<br \/>\nadequate numbers of persons of color and those in lower socioeconomic groups?<br \/>\nWhile the <i>Gastroenterology <\/i>study did report enough female patients,<br \/>\nthere is no mention of these other marginalized groups. \u00a0<\/p>\n<p class=\"MsoNormal\" style=\"line-height: 150%;\"><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/33820998\/\">An independent 2021 analysis<\/a><br \/>\nof FDA approvals has likewise raised several concerns about the effectiveness<br \/>\nand equity of several recently approved AI algorithms. Eric Wu from Stanford<br \/>\nUniversity and his colleagues examined the FDA\u2019s clearance of 130 devices and<br \/>\nfound the vast majority were approved based on retrospective studies (126 of<br \/>\n130). And when they separated all 130 devices into low- and high-risk subgroups<br \/>\nusing FDA guidelines, they found none of the 54 high-risk devices had been evaluated<br \/>\nby prospective trials. Other shortcomings documented in Wu\u2019s analysis included<br \/>\nthe following:<\/p>\n<ul style=\"text-align: left;\">\n<li><span style=\"text-indent: -0.25in;\"><span style=\"font-family: inherit;\">Of the 130 approved<br \/>\nproducts, 93 did not report multi-site evaluation.<\/span><\/span><\/li>\n<li><span style=\"text-indent: -0.25in;\"><span style=\"font-family: inherit;\">Fifty-nine of the approved AI<br \/>\ndevices included no mention of the sample size of the test population.\u00a0<\/span><\/span><\/li>\n<li><span style=\"text-indent: -0.25in;\"><span style=\"font-family: inherit;\">Only 17 of the approved<br \/>\ndevices discussed a demographic subgroup.\u00a0<\/span><\/span><\/li>\n<\/ul>\n<p class=\"MsoNormal\" style=\"line-height: 150%;\">We would certainly like to see the FDA take a more<br \/>\nthorough approach to AI-based algorithm clearance, but in lieu of that, several<br \/>\nleading academic medical centers, including Mayo Clinic, are contemplating a<br \/>\nmore holistic and comprehensive approach to algorithmic evaluation. It would include<br \/>\nestablishing a standard labeling schema to document the characteristics,<br \/>\nbehavior, efficacy, and equity of AI systems, to reveal the properties of<br \/>\nsystems necessary for stakeholders to assess them and build the trust necessary<br \/>\nfor safe adoption. The schema will also support assessment of the portability<br \/>\nof systems to disparate datasets. The labeling schema will serve as an<br \/>\norganizational framework that specifies the elements of the label. Label<br \/>\ncontent will be specified in sections that will likely include:<\/p>\n<ul style=\"text-align: left;\">\n<li>model<br \/>\ndetails such as name, developer, date of release, and version,<\/li>\n<li>the<br \/>\nintended use of the system,<\/li>\n<li>performance<br \/>\nmeasures,<\/li>\n<li>accuracy<br \/>\nmetrics, and<\/li>\n<li>training<br \/>\ndata and evaluation data characteristics<\/li>\n<\/ul>\n<p class=\"MsoNormal\" style=\"line-height: 150%;\">While it makes no sense to<br \/>\nsacrifice the good in pursuit of the perfect, the current regulatory framework<br \/>\nfor evaluating SaMD is far from perfect. Combining a more robust FDA approval<br \/>\nprocess with the expertise of the world\u2019s leading medical centers will offer<br \/>\nour patients the best of both worlds.<\/p>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>In addition to evaluating the safety of software as a medical device (SaMD), the agency needs to devote more resources to evaluating its efficacy and quality. John Halamka, M.D., president, Mayo Clinic Platform, and Paul Cerrato, senior research analyst and communications specialist, Mayo Clinic Platform, wrote this article. The FDA\u2019s approach to software as a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":7032994,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[824,39807,14944,11167,1644],"dealstore":[],"offerexpiration":[],"class_list":["post-7032993","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-digital","tag-fdas","tag-medicine","tag-reimagining","tag-role"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Reimagining the FDA\u2019s Role in Digital Medicine - Som2ny Network<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fivemor.com\/?p=7032993\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Reimagining the FDA\u2019s Role in Digital Medicine - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"In addition to evaluating the safety of software as a medical device (SaMD), the agency needs to devote more resources to evaluating its efficacy and quality. John Halamka, M.D., president, Mayo Clinic Platform, and Paul Cerrato, senior research analyst and communications specialist, Mayo Clinic Platform, wrote this article. 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