{"id":39878,"date":"2013-09-10T20:27:18","date_gmt":"2013-09-11T00:27:18","guid":{"rendered":"http:\/\/1boringoldman.com\/?p=39878"},"modified":"2013-09-11T18:45:31","modified_gmt":"2013-09-11T22:45:31","slug":"studying-the-studies","status":"publish","type":"post","link":"https:\/\/1boringoldman.com\/index.php\/2013\/09\/10\/studying-the-studies\/","title":{"rendered":"studying the studies&#8230;"},"content":{"rendered":"\n<p align=\"justify\">Who would&#8217;ve thought that I would end up reading stuff about the Clinical Trial industry? Not me. I guess I could take solace in some old saying like &quot;variety is the spice of life,&quot; but whatever path got me here, here I go again. In a Randomized, Double Blind Clinical Trial, the way things are supposed to work is that up front, you have a Protocol, and in that Protocol you outline how the study will be conducted and how you&#8217;ll analyze the results at the end of the study. So you make educated guesses about how many subjects you&#8217;ll need to prove or disprove the research hypothesis &#8211; called <em>power<\/em>. And up front, you declare efficacy variables &#8211; <em>the Primary and Secondary Outcome Variables<\/em>, and declare how you&#8217;ll analyze them. The reasons are obvious. Clinical Trials are hard to do and involve actual human beings. You compute the <em>power<\/em> to avoid ending up with too little data to say anything at all useful. And anyone who has done any research at all knows why you declare the outcome variables and analytic methods <em>a priori<\/em>. It&#8217;s because after you have the data, you can <em>torture<\/em> it and make it say almost anything you want it to say by [excuse my language], masterbating with the numbers. <\/p>\n<div align=\"justify\">And after all that trouble and expense, the temptation to make the data speak is overwhelming. It&#8217;s called <strong><font color=\"#200020\">HARK<\/font><\/strong> [Hypothesis After Data Known] and it&#8217;s a <em>no-no<\/em>. What if you find something amazing that you didn&#8217;t expect? Great news! Mention it in your article &#8211; but then do another study that has this finding as the primary hypothesis using the Randomized Double Blind Clinical Trial techniques to confirm your serendipitous finding. That&#8217;s just what scientists do. It&#8217;s their nature. This article comes from  International Congress on Peer Review and Biomedical Publication in Chicago, and I&#8217;m only going to talk about one piece of the article:<\/div>\n<blockquote>\n<div align=\"center\" class=\"big\"><a href=\"http:\/\/news.sciencemag.org\/scientific-community\/2013\/09\/conflicts-and-clinical-trials-researchers-report-new-results?\" target=\"_blank\">Of Conflicts and Clinical Trials: Researchers Report New Results<\/a><\/div>\n<div align=\"center\" class=\"big\"><strong><em>Science<\/em><font color=\"#990000\">Insider<\/font><\/strong><\/div>\n<div align=\"center\" class=\"middle\">by Jennifer Couzin-Frankel<\/div>\n<div align=\"center\" class=\"small\">2013-09-10<\/div>\n<p>&#8230;<strong><font color=\"#200020\">Published Trial Results Often Differ From Those Initially Posted <\/font><\/strong><\/p>\n<p align=\"justify\">Deborah Zarin, director of the database ClinicalTrials.gov at the  National Library of Medicine, likes to say that her website is &ldquo;a window  into the sausage factory&rdquo; &mdash; a view that we usually don&rsquo;t get of how  clinical trials work and how they don&rsquo;t.&nbsp; Six years ago, ClinicalTrials.gov was tasked by Congress to embark on  a new experiment: In addition to trial registrations, many trial  sponsors were required to deposit their results in the public database  for anyone to access. At the congress, a group from Yale University  School of Medicine explored how well the results posted on  ClinicalTrials.gov match up with what&rsquo;s published. What they found was  not particularly encouraging.<\/p>\n<p align=\"justify\">Jessica Becker, a medical student, described how she and her Yale  colleagues &mdash; Harlan Krumholz, Gal Ben-Josef, and Joseph Ross&mdash;identified 96  trials published between July 2010 and June 2011, all of them with a  ClinicalTrials.gov identification number. They focused on studies that  appeared in high-profile journals. <strong><font color=\"#990000\">Almost three-quarters of the trials  analyzed were funded by industry.<\/font><\/strong> All but one trial had at least one discrepancy in how trial details, results, or side effects were reported.<\/p>\n<p align=\"justify\">One big question was whether the same primary endpoints and secondary  endpoints appeared in both the final publication and the  ClinicalTrials.gov results database. A primary endpoint represents the  main goal of a study and the question or questions it was designed to  answer. Secondary endpoints are often added to squeeze as much  information as possible out of what&rsquo;s collected, but statistically they  can be weaker because the trial wasn&rsquo;t created with them in mind.  Primary endpoints in 14 trials appeared only on ClinicalTrials.gov,  while primary endpoints from 10 others were only in the publication. The  results described were also different in some cases: For 21% of the  primary endpoints, what appeared in the journal wasn&rsquo;t exactly the  outcome described on ClinicalTrials.gov, and in 6%, the Yale group  suggested that this difference influenced how the results would be  interpreted.<\/p>\n<p align=\"justify\">For secondary endpoints, the difference was even more dramatic: Of  more than 2000 secondary endpoints listed across the trials, just 16%  appeared the same way in both the public database and the published  article along with the same results. Results for dozens of secondary  endpoints were inconsistent. &ldquo;Our findings raise concerns about the  accuracy of information in both places, leading us to wonder which to  believe,&rdquo; Becker said. The group hasn&rsquo;t probed why this is happening: There could be  innocent errors on ClinicalTrials.gov or typos in publications. Or  authors may promote &ldquo;more favorable stuff&rdquo; in what&rsquo;s printed, she  speculated.<\/p>\n<div align=\"justify\">&ldquo;There are many, many microdecisions&rdquo; that come with writing up a  publication, Zarin says. The uncomfortable results presented by Becker  are &ldquo;part of what motivates the desire&rdquo; for anonymized information on  individual patients, Zarin suggests &mdash; exposing that might be the only way  to reconcile the discrepancies. Zarin also speculates that researchers  might add positive secondary endpoints after the study is completed &mdash; <strong><font color=\"#990000\">a  big no-no in the trials world<\/font><\/strong> &mdash; to give it a rosier hue, and thus they  don&rsquo;t appear on ClinicalTrials.gov when the study is first registered.  Zarin is conducting her own analysis of the ClinicalTrials.gov results  database, which now includes results from almost 10,000 trials [150,000  trials are registered on the site]. She says she&rsquo;s reaching similar  outcomes as the Yale group. One question that the Yale team didn&rsquo;t explore was whether  researchers had inputted their results on the site before submitting  their paper &mdash; something that would allow journal editors or reviewers to  play detective and see whether the document they have matches up with  what&rsquo;s in the database&#8230;<\/div>\n<div align=\"right\" class=\"middle\"><strong>hat-tip to <a href=\"http:\/\/pharmagossip.blogspot.com\/2013\/09\/of-conflicts-and-clinical-trials.html\" target=\"_blank\">pharmagossip<\/a><sub> master spotter<\/sub><\/strong>&nbsp; <img decoding=\"async\" height=\"35\" border=\"0\" align=\"absmiddle\" src=\"http:\/\/1boringoldman.com\/images\/hat-tip.gif\" \/><\/div>\n<\/blockquote>\n<div align=\"justify\">In this last few years, I guess <em>studying the studies<\/em> has become my hobby. It wasn&#8217;t planned that way. I started off trying to figure out why psychiatric patients were on so many odd medications, something I found out after retiring when I emerged from the cave of my practice to the public world, volunteering in a clinic. But that quickly lead to the whole world of Clinical Drug Trials, something I knew little about. Considering the size and importance of that domain, it&#8217;s remarkable that I&#8217;d missed it [see <a href=\"http:\/\/1boringoldman.com\/index.php\/2013\/09\/08\/3512\/\" target=\"_blank\"><font color=\"#990000\">3512!<\/font>&#8230;<\/a> or this report from ClinicalTrials.gov &#8211; &quot;<em>150,000   trials are registered on the site!<\/em>&quot;].<\/div>\n<p align=\"justify\">This is a well done report [as the research of medical students often turns out to be]. Well powered. Well analyzed. And it answers an important question, <em>How often do people change their analytic techniques, outcome parameters, and [there&#8217;s that word again] masterbate with the numbers<\/em>? <em>substituting fantasy for facts<\/em>. The answer is <em>All the time!<\/em> There&#8217;s even a confirmatory study underway by Deborah Zarin, the boss at ClinicalTrials.gov. It&#8217;s a good show all around and there couldn&#8217;t be a more important topic. These Clinical Trials literally determine what gets defined as a Medicine in our modern world. <\/p>\n<div align=\"justify\">Obviously, this is just one more piece of the growing body of evidence that has become a somewhat monotonous topic on this blog &#8211; <em><strong><font color=\"#200020\">data transparency<\/font><\/strong><\/em> &#8211; what Deborah Zarin calls &quot;<em>the desire for anonymized information on  individual patients.<\/em>&quot; It&#8217;s a conclusion that needs no p-value anymore. It&#8217;s just right&#8230;<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Who would&#8217;ve thought that I would end up reading stuff about the Clinical Trial industry? Not me. I guess I could take solace in some old saying like &quot;variety is the spice of life,&quot; but whatever path got me here, here I go again. In a Randomized, Double Blind Clinical Trial, the way things are [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-39878","post","type-post","status-publish","format-standard","hentry","category-politics"],"_links":{"self":[{"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/posts\/39878","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/comments?post=39878"}],"version-history":[{"count":19,"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/posts\/39878\/revisions"}],"predecessor-version":[{"id":39926,"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/posts\/39878\/revisions\/39926"}],"wp:attachment":[{"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/media?parent=39878"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/categories?post=39878"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1boringoldman.com\/index.php\/wp-json\/wp\/v2\/tags?post=39878"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}