{"id":12033,"date":"2017-04-13T05:53:11","date_gmt":"2017-04-13T05:53:11","guid":{"rendered":"http:\/\/revoscience.com\/en\/?p=12033"},"modified":"2017-04-13T05:53:11","modified_gmt":"2017-04-13T05:53:11","slug":"madison-company-obtains-fda-approval-sleep-data-software","status":"publish","type":"post","link":"https:\/\/www.revoscience.com\/en\/madison-company-obtains-fda-approval-sleep-data-software\/","title":{"rendered":"Madison company obtains FDA approval for sleep-data software"},"content":{"rendered":"<figure id=\"attachment_12037\" aria-describedby=\"caption-attachment-12037\" style=\"width: 605px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-12037\" src=\"http:\/\/revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png\" alt=\"\" width=\"605\" height=\"397\" title=\"\"><figcaption id=\"caption-attachment-12037\" class=\"wp-caption-text\">Ensodata has software designed to automate the interpretation of this kind of data. This picture shows the EnsoSleep clinical dashboard, with summary-level analytics on stage of sleep (Rapid eye movement, wake, etc.), respiratory events including apneas and hypopneas, arousals and leg movements. COURTESY ENSODATA INC.<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/www.ensodata.io\/\" target=\"_blank\" rel=\"noopener\">EnsoData<\/a><span style=\"color: #000000;\">, a UW\u2013Madison spinoff that sifts through mountains of data from studies at sleep centers, received approval from the Food and Drug Administration on April 11 for its automated sleep analysis product.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u201cFDA clearance of the EnsoSleep technology represents a historic milestone for our company and sleep clinicians who want to realize the huge time savings that are possible with automated analysis of sleep study results,\u201d said Chris Fernandez, EnsoData\u2019s CEO and co-founder.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u201cIt took months of detailed testing and validation of our product by everyone on the EnsoData team, along with our early clinical partners,\u201d Fernandez said.<\/span><\/p>\n<figure id=\"attachment_12034\" aria-describedby=\"caption-attachment-12034\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-12034\" src=\"http:\/\/revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0031-775x517-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" title=\"\" srcset=\"https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0031-775x517-300x200.jpg 300w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0031-775x517-768x512.jpg 768w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0031-775x517.jpg 775w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-12034\" class=\"wp-caption-text\">EnsoData CEO and co-founder Chris Fernandez is one of EnsoData\u2019s three code wizards. All three EnsoData employees have an intensive background in handling big data. DAVID TENENBAUM<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Fernandez graduated from UW\u2013Madison in 2015 with a master\u2019s in biomedical engineering.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u201cEach sleep study can produce a gigabyte of data,\u201d says Fernandez, \u201cand that presents an opportunity to reduce costs and perhaps increase accuracy.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><a href=\"http:\/\/www.ensodata.io\/\" target=\"_blank\" rel=\"noopener\">EnsoData\u2019s<\/a> <span style=\"color: #000000;\">software replicates the analyses that sleep doctors perform, but at the speed of computers.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u201cImagine you are a sleep specialist with a 20-bed practice,\u201d Fernandez says. \u201cEvery night, every patient wears between four and 20 sensors for six to eight hours. So in the morning, you need to comb through potentially 160 hours of not necessarily the most exciting data, and identify every instance of stopped breathing, or significant changes in the sleep cycle, blood oxygen, or heart rhythm.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Most doctors, Fernandez says, still evaluate data by hand, which \u201ccan take an hour per patient. It\u2019s complex and boring at the same time,\u201d and different raters often disagree when interpreting the same study.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">The problem is huge, Fernandez says. \u201cThe American Institute of Sleep Medicine says 50 to 70 million people have a sleep disorder.\u201d Twenty-nine million alone have apnea, a periodic halt in breathing that, though largely undiagnosed, \u201cdoubles medical expenses over time and leads to significant complications, including stroke, heart problems and depression,\u201d Fernandez says.<\/span><\/p>\n<figure id=\"attachment_12035\" aria-describedby=\"caption-attachment-12035\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-12035\" src=\"http:\/\/revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0019-500x334-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" title=\"\" srcset=\"https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0019-500x334-300x200.jpg 300w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0019-500x334.jpg 500w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-12035\" class=\"wp-caption-text\">Nick Glattard works on a desk resting on drums; home-made music provides stress relief amid long sessions of writing computer code. DAVID TENENBAUM<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Last April, EnsoData raised $550,000 in seed money, much of which was used to pay consultants for the critical FDA application.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">In a light, airy office in a historic building a block from the state capitol in Madison, Fernandez, co-founder Sam Rusk, and Nick Glattard continue refining their software, trying to increase accuracy and reduce work for users. \u201cWe want to pull the data out, analyze it and put it back into the sleep-lab software,\u201d Fernandez says. \u201cOur goal is to make the transfers seamless, with no extra clicks, and to be the most affordable and reliable option.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">As Fernandez envisions it, all the studies would be analyzed accurately before the doctor arrives at the sleep center in the morning. \u201cOur goal is that the doctor can view results and consult with the patient that same day. This should allow them to spend more time on education.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Most sleep labs have a waiting list of three months or more, Fernandez says. \u201cIf we can speed the analysis, that should make an immediate impact on the backlog.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Ironically, as Fernandez and his two collaborators eye a breakthrough into commercial acceptance, some of the credit goes to one success, and one bit of good-bad luck. Shortly after they entered UW\u2013Madison, Fernandez and Glattard started a custom apparel company. \u201cAs sophomores, we made $68,000 revenue selling T-shirts around UW\u2013Madison,\u201d Fernandez says. \u201cBut we were studying biomedical engineering and thought that maybe we should focus on that, not shirts.\u201d<\/span><\/p>\n<figure id=\"attachment_12036\" aria-describedby=\"caption-attachment-12036\" style=\"width: 300px\" class=\"wp-caption alignright\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-12036\" src=\"http:\/\/revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0025-500x334-300x200.jpg\" alt=\"\" width=\"300\" height=\"200\" title=\"\" srcset=\"https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0025-500x334-300x200.jpg 300w, https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/ensodata_0025-500x334.jpg 500w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-12036\" class=\"wp-caption-text\">EnsoData co-founder Sam Rusk in the company\u2019s offices on State Street near the state Capitol.<\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">The opportunity, and the good-bad luck, came in a biomedical engineering class aimed at producing a real world solution to a real problem.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Every one of the problems that Fernandez preferred was taken before his choice came, so he was stuck with one that the professor, Willis Tompkins, described as the hardest: a wireless device to measure blood oxygenation. The device had obvious uses for home monitoring of chronic diseases, and Fernandez and other UW\u2013Madison students worked on it for three years. Yet despite doing well in several business competitions, they could not raise enough money.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Still, losing \u201cwas a milestone psychologically,\u201d Fernandez says. \u201cPeople were taking us seriously, so we should keep at this.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Fernandez says he and Rusk, \u201cwent back to the drawing board,\u201d in a disciplined search for another problem. In summer, 2014, \u201cIn a class with some undergraduate business majors, we interviewed about 100 UW\u2013Madison people involved in health in various ways. We said, \u2018We know machine learning, big data, and love health care. Do you have anything to work within this trifecta?\u2019<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Ruth Benca, who was then chair of sleep medicine at UW\u2013Madison, pointed to the data-analysis problem in sleep medicine. \u201cShe told us, \u2018If you could solve it, we could use it today.\u2019\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">The FDA approval means that EnsoData\u2019s system is \u201csubstantially equivalent\u201d to currently available methods \u2013 meaning analysis by hand, Fernandez says.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u201cOur primary objective is to get the technology into the hands of as many clinicians as possible, to assist them in scaling up their sleep testing capabilities and patient access. We are focused on working closely with our customers to maximize the time and cost savings they derive from EnsoSleep and their improved clinical workflow.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Fernandez, a native of Aurora, Illinois, says his father fled the chaos in \u00a0Bangladesh in 1981. Starting his own business, he says, reflected \u201ca strong desire to be financially independent.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Although the company\u2019s \u201csecret sauce\u201d is confidential, Fernandez says \u201cwe are trying to get the computer to emulate human visual-pattern recognition and perceptual reasoning, using quantitative rules, recommendations and procedures from the American Academy of Sleep Medicine.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Accomplishing the automated analyses rests on expertise acquired at UW\u2013Madison, says Fernandez. \u201cNick and I took every class in machine learning and pattern recognition that the university has to offer.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Both Glattard and Fernandez have master\u2019s in biomedical engineering from UW\u2013Madison; Rusk has a bachelor\u2019s in electrical and computer engineering from UW\u2013Madison.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Ironically, being a student, \u201cWas the best time to start a business,\u201d Fernandez says. \u201cPeople don\u2019t expect you to have everything figured out, so you have permission to fail. And it allowed us connect with amazing people for advice and mentorship.\u201d<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Even though he took pre-med courses at UW\u2013Madison before switching to engineering, Fernandez says the goal is largely the same. \u00a0\u201cDoctors treat one patient at a time, and that\u2019s absolutely critical. But I realized I could use technology to work with a million patients at the same time.\u201d<\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>EnsoData, a UW\u2013Madison spinoff that sifts through mountains of data from studies at sleep centers, received approval from the Food and Drug Administration on April 11 for its automated sleep analysis product. \u201cFDA clearance of the EnsoSleep technology represents a historic milestone for our company and sleep clinicians who want to realize the huge time [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":12037,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[],"class_list":["post-12033","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research"],"featured_image_urls":{"full":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"thumbnail":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324-150x150.png",150,150,true],"medium":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324-300x194.png",300,194,true],"medium_large":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"large":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"1536x1536":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"2048x2048":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"ultp_layout_landscape_large":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"ultp_layout_landscape":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"ultp_layout_portrait":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"ultp_layout_square":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"newspaper-x-single-post":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"newspaper-x-recent-post-big":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"newspaper-x-recent-post-list-image":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",95,62,false],"web-stories-poster-portrait":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",500,324,false],"web-stories-publisher-logo":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",96,62,false],"web-stories-thumbnail":["https:\/\/www.revoscience.com\/en\/wp-content\/uploads\/2017\/04\/EnsoSleep-Product-Screenshot-500x324.png",150,97,false]},"author_info":{"info":["Amrita Tuladhar"]},"category_info":"<a href=\"https:\/\/www.revoscience.com\/en\/category\/news\/research\/\" rel=\"category tag\">Research<\/a>","tag_info":"Research","comment_count":"0","_links":{"self":[{"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/posts\/12033","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/comments?post=12033"}],"version-history":[{"count":0,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/posts\/12033\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/media\/12037"}],"wp:attachment":[{"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/media?parent=12033"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/categories?post=12033"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.revoscience.com\/en\/wp-json\/wp\/v2\/tags?post=12033"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}