{"id":3283,"date":"2024-06-10T11:22:40","date_gmt":"2024-06-10T15:22:40","guid":{"rendered":"https:\/\/cytel.agencyukdev.com\/perspectives\/the-facts-in-the-case-of-subject-x\/"},"modified":"2024-08-22T06:19:54","modified_gmt":"2024-08-22T10:19:54","slug":"the-facts-in-the-case-of-subject-x","status":"publish","type":"perspectives","link":"https:\/\/cytel.agencyukdev.com\/fr\/perspectives\/the-facts-in-the-case-of-subject-x\/","title":{"rendered":"The Facts in the Case of Subject X"},"content":{"rendered":"<p>Over the past years, probably the entire last decade, there have been several discussions on how to handle multiple subjects\u201a\u00c4\u00f4 enrollments in CDISC data packages. Members of the CDISC SDS Multiple Subject Instances (MSI) team also shared some previews of future possible modifications of the SDTM standard to handle multiple subjects\u201a\u00c4\u00f4 enrollment,<sup><a href=\"#_edn1\" name=\"_ednref1\">[i]<\/a><\/sup> and we might finally have something available with the upcoming future releases of the SDTM standard and Implementation Guidance (IG).<br \/>\n<!--more--><\/p>\n<p>Meanwhile, several sponsors and vendors have shared their experiences dealing with different scenarios of multiple subjects and, in some cases, provided alternative solutions,<sup><a href=\"#_edn2\" name=\"_ednref2\">[ii]<\/a><a href=\"#_edn3\" name=\"_ednref3\">[iii]<\/a><a href=\"#_edn4\" name=\"_ednref4\">[iv]<\/a><a href=\"#_edn5\" name=\"_ednref5\">[v]<\/a><\/sup> with the PHUSE \u201cSDTM ADaM Implementation FAQ Data Submission\u201d working group<sup><a href=\"#_edn6\" name=\"_ednref6\">[vi]<\/a><\/sup> also providing some recommendations.<\/p>\n<p>This topic \u2014 without any clear direction and standard solutions and allowing no major conformance issues \u2014 is causing a lot of \u201cheadaches\u201d to sponsors and vendors. Nevertheless, the FDA requirements added in the October 2018 version of their Study Data Technical Conformance Guide (SDTCG) was also the source of extra stress to CDISC implementers. \u201cWhat? Another Demographics domain? DC domain what? What Observational Class should it be?\u201d<\/p>\n<p>The result is that, at least from the CDISC packages I\u2019m daily exposed to, everyone \u2014 vendors and sponsors alike \u2014 is interpreting the CDISC and FDA requirements in their own way.<\/p>\n<p>With this article, I will try to summarize this topic by providing a current \u201cstate of the art\u201d and some recommendations. I will focus specifically on two scenarios and as such will clarify what we mean by multiple subjects\u2019 enrollments:<\/p>\n<p>&nbsp;<\/p>\n<ol>\n<li><strong>Multiple study subject enrollment<\/strong> is where a subject participating in a trial could also be subsequently enrolled in another trial where again the subject could have multiple failures or be successfully enrolled in the first attempt. The subject is assigned a new enrollment number as per the rule set up in the study.<\/li>\n<li><strong>Subject re-enrollment in the same study<\/strong> is where a subject in a single trial is allowed to be re-screened, meaning the subject is selected for participating in a trial, fails the screening, and at a later time might come back and go through the screening process again. Every time the subject comes in, the subject gets a new enrollment\/subject number.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<p>The case of a subject enrolled in multiple cohorts or study arms within the same study is not covered in this article,<sup><a href=\"#_edn7\" name=\"_ednref7\">[vii]<\/a><\/sup> although many of the recommendations provided in this article apply to this scenario as well.<\/p>\n<p>The question is: <em>how can I represent this information in our CDISC datasets, for example in SDTM, so that we have a clear flow of the subject experience, while we maintain traceability and hopefully compliance with available standards and regulatory guidance?<\/em><\/p>\n<p>Let&#8217;s look first at specific requirements from the SDTM IG and Health Regulatory guidance.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #102d7b;\"><strong>Who is Subject X for CDISC and Health Authorities?<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\">The CDISC IG guidance clearly says, for example here in the below DM section, that <em><span style=\"font-weight: normal;\">it is a requirement to use the USUBJID variable to uniquely identify a subject in all studies within a submission involving the product<\/span><\/em>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4805 aligncenter\" src=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-1.webp\" alt=\"\" width=\"780\" height=\"141\" srcset=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-1.webp 780w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-1-300x54.webp 300w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-1-473x86.webp 473w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/p>\n<p style=\"padding-left: 40px;\">Furthermore, the FDA in its SDTCG<sup><a href=\"#_edn8\" name=\"_ednref8\">[viii]<\/a><\/sup> adds that an \u201cindividual,\u201d a study subject, should have the exact same unique identifier, thus the USUBJID variable, across all datasets, including between SDTM and ADaM, and that if a subject participated in more than one study, he or she should maintain the same USUBJID across all studies.<\/p>\n<p style=\"padding-left: 40px;\">Similar requirements and additional clarifications can be found in both the FDA and the PMDA<sup><a href=\"#_edn9\" name=\"_ednref9\">[ix]<\/a><\/sup> SDTCG.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4806 aligncenter\" src=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-2.webp\" alt=\"\" width=\"780\" height=\"193\" srcset=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-2.webp 780w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-2-300x74.webp 300w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-2-473x117.webp 473w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/p>\n<p style=\"padding-left: 40px;\">In addition to USUBJID, which is a unique identifier for the subject across all studies, we also need a SUBJID that uniquely identifies each subject that participates in a study. Also, if a subject is screened and\/or enrolled more than once in a study, then the subject\u201a\u00c4\u00f4s SUBJID should be different for each unique screening or enrollment.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4807 aligncenter\" src=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-3.webp\" alt=\"\" width=\"780\" height=\"243\" srcset=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-3.webp 780w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-3-300x93.webp 300w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-3-473x147.webp 473w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/p>\n<p style=\"padding-left: 40px;\">However, from the CDISC IG, including the latest IG 3.4, it is not clear how to handle data about individuals that are screened\/enrolled more than once in the same study. The only additional requirement is that in DM domain, only one record per subject, per individual, can be submitted, but it is unclear how we could represent demographics for subjects that have been enrolled more than once (SDTM IG 3.2 \/ 3.3 \/ 3.4 Section 5.2 \u201cDM Assumptions\u201d).<\/p>\n<p style=\"padding-left: 40px;\">Let&#8217;s look now at a couple of scenarios on how to handle multiple enrollments.<\/p>\n<p><span style=\"color: #102d7b;\"><strong>Multiple study subject enrollment<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\">The following scenario shows how on study nr.2, USUBJID was carried over from study nr.1, while keeping SUBJID and SITEID the one assigned during enrollment in study nr.2.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4808 aligncenter\" src=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-4.webp\" alt=\"\" width=\"624\" height=\"217\" srcset=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-4.webp 624w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-4-300x104.webp 300w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-4-473x164.webp 473w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/p>\n<p>Of note, in this and all subsequent scenarios and examples, USUBJID is built by concatenating the study ID, site ID, and subject ID or enrollment number. For example, in study 1, the USUBJID was given the value of STUDY01 concatenated with the value 010, which is the site nr. where the subject was enrolled and 101 that is the subject number assigned during the \u201cprimary enrollment\u201d (I will come back later to the definition of primary enrollment). However, this is simply a convention as the CDISC IG doesn\u2019t mandate any standard derivation nor does the regulatory guidance, e.g., FDA SDTCG.<\/p>\n<p>To achieve the USUBJID \u201cuniqueness,\u201d we need to be a bit \u201cprescient\u201d and plan in CRF some fields to check if a subject did participate to any previous study of the same \u201cproduct.\u201d<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4809 aligncenter\" src=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-5.webp\" alt=\"\" width=\"780\" height=\"130\" srcset=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-5.webp 780w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-5-300x50.webp 300w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-5-473x79.webp 473w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><\/p>\n<p style=\"padding-left: 40px;\">The same is also applicable for rescreened subjects within the same study, the CRF should collect previous assigned screening\/enrollment numbers.<\/p>\n<p style=\"padding-left: 40px;\">It is also recommended to mention in the Clinical Study Data Reviewer Guide (cSDRG) which previous studies a subject could have been already enrolled in and the reason.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4810 aligncenter\" src=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-6.webp\" alt=\"\" width=\"626\" height=\"358\" srcset=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-6.webp 626w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-6-300x172.webp 300w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-6-473x271.webp 473w\" sizes=\"auto, (max-width: 626px) 100vw, 626px\" \/><\/p>\n<p style=\"padding-left: 40px;\">The same is true for submission projects where individual studies were conducted by other vendors or sponsors. It is recommended to check with the sponsor which studies could have subjects that already participated in previous studies. You will need to check if USUBJID was correctly implemented, because retrospective changes in individual existing study packages could be problematic, if not discouraged, and eventually adjustments can be done in the pooled datasets, either in the integrated SDTM or integrated ADaM.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #102d7b;\"><strong>Subject re-enrollment in the same study<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\">Let\u2019s look now at a scenario where a subject might be screened several times in the same study (the figure below was taken from V. Poulsen and H. Pontoppidan F\u00f6h PHUSE-EU 2022 presentation).<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4811 aligncenter\" src=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-7.webp\" alt=\"\" width=\"487\" height=\"117\" srcset=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-7.webp 487w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-7-300x72.webp 300w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-7-473x114.webp 473w\" sizes=\"auto, (max-width: 487px) 100vw, 487px\" \/><\/p>\n<p>While subject XXX is finally enrolled after two failures, and eventually randomized, subject YYY failed twice and never came back. At each attempt, both subjects were given a new enrollment number and eventually some data needed for screening the subject might be collected and re-collected, e.g., vital signs.<\/p>\n<p>Given the fact we must keep the same USUBJID when a subject is screened multiple times within the same study, this means in the DM domain we must decide from which enrollment the DM information should be derived. One approach could be as follows:<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li>One record per USUBJID should be created in DM from the primary enrollment whereas primary enrollment could be defined as the \u201csuccessful enrollment\u201d or the \u201clast enrollment attempt\u201d if a subject was finally not successfully enrolled.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li>Demographics data from previous enrollments can be either mapped to SUPPDM, for example, previously assigned enrollment numbers, or, as per FDA recommendation in their SDTCG, you can create another special purpose domain like DM; this can be considered a custom domain, for example, you can name it XM, and you can keep the same set of variables expected in DM, for example RACE, AGE, etc. Of note, \u201cDC \u2013 Demographics as Collected\u201d (or \u201cDemographics for Multiple Participations\u201d?) domain is currently under discussion in the CDISC SDTM Team to be included in the next SDTM IG 4.0.<a href=\"#_edn10\" name=\"_ednref10\"><span style=\"font-size: 11px;\">[x]<\/span><\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul>\n<li>It is also recommended to check for consistency for last provided demographics information with those provided in previous enrollments, for example, race, date of birth, etc.<\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\">With regards to variables such as informed consent, the primary informed consent could be used to fill the RFICDTC variable in DM, while DS will contain all informed consent date from all screening attempts, including the primary one (so no need additional informed consent date in SUPPDM). This is currently against the current SDTM IG assumptions for DM point 10.d where <em>\u201cIn the event that there are multiple informed consents, this will be the date of the first\u201d<\/em>; however, this very likely it will be changed in the next SDTM version, so I suggest following my recommendation and map in RFICDTC the date of the informed consent of the primary enrollment and not the first one.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-4812 aligncenter\" src=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-8.webp\" alt=\"\" width=\"624\" height=\"170\" srcset=\"https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-8.webp 624w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-8-300x82.webp 300w, https:\/\/cytel.agencyukdev.com\/wp-content\/uploads\/2024\/06\/GDD_The-Facts-in-the-Case-of-Subject-X_Fig-8-473x129.webp 473w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/p>\n<p style=\"padding-left: 40px;\">SUBJID can also be kept in DS to distinguish the various enrollment\/screening attempts and the same for any other domain where data from different enrollment attempts are mapped; this is also the recommendation in the FDA SDTCG \u201c<em>even though it may cause validation errors<\/em>\u201d as they say in the \u201cSubject Identifier (SUBJID)\u201d section. Again, this is something that might change in future versions of SDTM. As an alternative, some sponsors used variables such as &#8211;GRPID to indicate which enrollment the information is coming from, for example, \u201cFirst Enrollment,\u201d \u201cSecond Enrollment,\u201d etc., and &#8211;SPID to store the correspondent SUBJID from DM.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #102d7b;\"><strong>What about ADaM?<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\">The same requirements discussed for SDTM apply to ADaM, so if the unique USUBJID throughout all study SDTM packages has been properly implemented, then you should not have any major problems in ADaM.<\/p>\n<p style=\"padding-left: 40px;\">If in your ADaM package you do not plan to include information about screen failure subjects, my recommendation is also to not map any data related to screen failure attempts, if these do not contribute to any analyses, for example, vital signs collected during previous screening failure(s) attempts when then the subject was randomized and new \u201cscreening\u201d vital signs data are collected again.<\/p>\n<p style=\"padding-left: 40px;\">ADaM has other types of problems to consider when integrating data from different studies where there are subjects enrolled in more than one study or where the same subject could be part of different types of cohorts, thus for example, having a different way of assessing analysis periods depending on which cohort the subject data are analyzed, so potentially needing one record per subject\/per cohort in ADSL (you can also check Cytel experience with ADaM integration shared few years back at PHUSE-EU Interchange).[xi] However, despite this, there was a proposal made by the CDISC ADaM team,<sup><a href=\"#_edn12\" name=\"_ednref12\">[xii]<\/a><\/sup> but that proposal and the draft guidance was never finalized and published, thus the problem as of today remains unresolved.<\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"color: #102d7b;\"><strong>Conclusions<\/strong><\/span><\/p>\n<p style=\"padding-left: 40px;\">As discussed at CDISC EU Interchange 2020,<sup><a href=\"#_edn13\" name=\"_ednref13\">[xiii] <\/a><\/sup>\u201cit is complicated to represent the multiple screening data without breaking few rules in SDTM\/ADaM,\u201d such as for example an informed consent in DS with date before the primary informed consent mapped in DM or in IE when a subject is rescreened and failed for the same reason. For this reason, it is important to openly discuss with your reviewer, for example, through the Study Data Standardization Plan, the solution you intend to apply, and eventually which expected existing conformance criteria you are going to violate with your approach.<\/p>\n<p style=\"padding-left: 40px;\">My final recommendation, so that also conformance issues are limited, is to avoid being creative with the solutions you would like to apply or use those solutions for internal purpose only if you think this will help your organization for example to properly identify a subject when enrolled multiple times within the same study or across studies.<\/p>\n<hr \/>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref1\" name=\"_edn1\">[i]<\/a> \u201cUpdates on Handling Multiple Enrolments and Screenings Subjects in SDTM\u201d, E. Kiely, CDISC-ITA, 2020. CDISC Italian UN wiki page <a href=\"https:\/\/wiki-test.cdisc.org\/download\/attachments\/113577697\/Updates%20on%20Handling%20Multiple%20Enrollments%20and%20Screenings%20Subjects%20in%20SDTM%20-%20ClinBuild%20-%20Eanna%20Kiely%20-%20V1.0.pdf?version=1&amp;modificationDate=1602659826225&amp;api=v2\">https:\/\/wiki-test.cdisc.org\/download\/attachments\/113577697\/Updates%20on%20Handling%20Multiple%20Enrollments%20and%20Screenings%20Subjects%20in%20SDTM%20-%20ClinBuild%20-%20Eanna%20Kiely%20-%20V1.0.pdf?version=1&amp;modificationDate=1602659826225&amp;api=v2<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref2\" name=\"_edn2\">[ii]<\/a> \u201cConsiderations When Representing Multiple Subject Enrollments in SDTM\u201d, K. Kelly and M. Hamidi, PharmaSUG, 2019 <a href=\"https:\/\/www.lexjansen.com\/pharmasug\/2019\/DS\/PharmaSUG-2019-DS-146.pdf\">https:\/\/www.lexjansen.com\/pharmasug\/2019\/DS\/PharmaSUG-2019-DS-146.pdf<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref3\" name=\"_edn3\">[iii]<\/a> \u201cRescreened Subjects, Data Collection and Standard Domains Mapping\u201d, V. Matta, S. Jajam and L. Peddibhotla, PHUSE-US, 2021 <a href=\"https:\/\/phuse.s3.eu-central-1.amazonaws.com\/Archive\/2021\/Connect\/US\/Virtual\/PAP_DS07.pdf\">https:\/\/phuse.s3.eu-central-1.amazonaws.com\/Archive\/2021\/Connect\/US\/Virtual\/PAP_DS07.pdf<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref4\" name=\"_edn4\">[iv]<\/a> \u201cA case of mistaken ID: reimagining rescreening and reenrolments\u201d, M. Metherell, PharmaSUG China, 2021 <a href=\"https:\/\/www.pharmasug.org\/proceedings\/china2021\/DS\/Pharmasug-China-2021-DS102.pdf\">https:\/\/www.pharmasug.org\/proceedings\/china2021\/DS\/Pharmasug-China-2021-DS102.pdf<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref5\" name=\"_edn5\">[v]<\/a> \u201cWho is Subject X\u201d, V. Poulsen and H. Pontoppidan F\u00f6h, PHUSE-EU, 2022. Recording also available here <a href=\"https:\/\/www.lexjansen.com\/cgi-bin\/xsl_transform.php?x=phuse2022\">https:\/\/www.lexjansen.com\/cgi-bin\/xsl_transform.php?x=phuse2022<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref6\" name=\"_edn6\">[vi]<\/a> \u201cSDTM ADaM Implementation FAQ Data Submission\u201d, PHUSE-WG, <a href=\"https:\/\/advance.phuse.global\/pages\/viewpage.action?pageId=328149\">https:\/\/advance.phuse.global\/pages\/viewpage.action?pageId=328149<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref7\" name=\"_edn7\">[vii]<\/a> \u201cSubjects Enrolled in Multiple Cohorts within a Study- Challenge and Ideas\u201d, P. Du and H. Wang, PharmaSUG, 2022 <a href=\"https:\/\/www.pharmasug.org\/proceedings\/2022\/DS\/PharmaSUG-2022-DS-002.pdf\">https:\/\/www.pharmasug.org\/proceedings\/2022\/DS\/PharmaSUG-2022-DS-002.pdf<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref8\" name=\"_edn8\">[viii]<\/a> \u201cFDA Study Data Technical Conformance Guide &#8211; Technical Specifications Document\u201d, October 2022 <a href=\"https:\/\/www.fda.gov\/regulatory-information\/search-fda-guidance-documents\/study-data-technical-conformance-guide-technical-specifications-document\">https:\/\/www.fda.gov\/regulatory-information\/search-fda-guidance-documents\/study-data-technical-conformance-guide-technical-specifications-document<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref9\" name=\"_edn9\">[ix]<\/a> \u201cPMDA Technical Conformance Guide on Electronic Study Data Submissions \u201c, April 2022 <a href=\"https:\/\/www.pmda.go.jp\/files\/000247157.pdf\">https:\/\/www.pmda.go.jp\/files\/000247157.pdf<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref10\" name=\"_edn10\">[x]<\/a> \u201cDC &#8211; SDTM Section 3.2.2(new) Demographics for Multiple Participations\u201d <a href=\"https:\/\/wiki.cdisc.org\/display\/SDD\/DC+-+SDTM+Section+3.2.2%28new%29+Demographics+for+Multiple+Participations\">https:\/\/wiki.cdisc.org\/display\/SDD\/DC+-+SDTM+Section+3.2.2%28new%29+Demographics+for+Multiple+Participations<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref11\" name=\"_edn11\">[xi]<\/a> \u201cChoosing the right path to follow when integrating ADaM\u201d, L. Phelan and M. Gallet, PHUSE-EU, 2019 <a href=\"https:\/\/cytel.agencyukdev.com\/hubfs\/PhUSE%20EU%202019\/SI09_Presentation_20191107.pdf\">https:\/\/cytel.agencyukdev.com\/hubfs\/PhUSE%20EU%202019\/SI09_Presentation_20191107.pdf<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref12\" name=\"_edn12\">[xii]<\/a> \u201cADaM Structures for Integration: A Preview\u201d, W. Zhong, K. Minkalis and D. Bauer, PharmaSUG, 2018 <a href=\"https:\/\/www.pharmasug.org\/proceedings\/2018\/DS\/PharmaSUG-2018-DS03.pdf\">https:\/\/www.pharmasug.org\/proceedings\/2018\/DS\/PharmaSUG-2018-DS03.pdf<\/a><\/p>\n<p style=\"font-size: 14px;\"><a href=\"#_ednref13\" name=\"_edn13\">[xiii]<\/a> \u201cUse case for multiple screening\/ enrolments\u201d, W. Jebert, CDISC-EU, 2020. Slides available for CDISC members on CDISC website <a href=\"https:\/\/www.cdisc.org\/system\/files\/all\/event\/restricted\/2020_Europe\/Session_6\/6c_CDISC-2020-Virtual%20Europe_Intechange-WJ.pdf\">https:\/\/www.cdisc.org\/system\/files\/all\/event\/restricted\/2020_Europe\/Session_6\/6c_CDISC-2020-Virtual%20Europe_Intechange-WJ.pdf<\/a>. Recording also available here <a href=\"https:\/\/www.cdisc.org\/restricted\/2020-europe-interchange-presentations\">https:\/\/www.cdisc.org\/restricted\/2020-europe-interchange-presentations<\/a><\/p>\n<p style=\"font-weight: bold;\">\n","protected":false},"featured_media":3719,"parent":0,"template":"","meta":{"_acf_changed":false},"tags":[76],"by-topic":[414],"by-year":[73],"class_list":["post-3283","perspectives","type-perspectives","status-publish","has-post-thumbnail","hentry","tag-blog","by-topic-cdisc","by-year-73"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The Facts in the Case of Subject X - Clinical Trial Software &amp; Data Analysis | Cytel | Contact Us<\/title>\n<meta name=\"description\" content=\"Angelo Tinazzi discusses multiple subjects\u2019 enrollments in CDISC data packages and offers his recommendations.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.cytel.com\/perspectives\/the-facts-in-the-case-of-subject-x\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Facts in the Case of Subject X - Clinical Trial Software &amp; 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