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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1089033</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2022.1089033</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: The use of real world data for regulatory purposes in the rare diseases setting</article-title>
<alt-title alt-title-type="left-running-head">Giannuzzi et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2022.1089033">10.3389/fphar.2022.1089033</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Giannuzzi</surname>
<given-names>Viviana</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1537589/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Stoyanova-Beninska</surname>
<given-names>Violeta</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/399751/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hivert</surname>
<given-names>Virginie</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/586477/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Research Department</institution>, <institution>Fondazione per la Ricerca Farmacologica Gianni Benzi Onlus</institution>, <addr-line>Valenzano</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Medicines Evaluation Board</institution>, <addr-line>Utrecht</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>European Organisation for Rare Diseases (EURORDIS)</institution>, <addr-line>Paris</addr-line>, <country>France</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited and reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/97333/overview">Jean-Marie Boeynaems</ext-link>, Universit&#xe9; Libre de Bruxelles, Belgium</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Viviana Giannuzzi, <email>vg@benzifoundation.org</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Drugs Outcomes Research and Policies, a section of the journal Frontiers in Pharmacology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1089033</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Giannuzzi, Stoyanova-Beninska and Hivert.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Giannuzzi, Stoyanova-Beninska and Hivert</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<related-article id="RA1" journal-id="Front. Pharmacol." related-article-type="commentary-article" xlink:href="https://www.frontiersin.org/researchtopic/30222" ext-link-type="uri">Editorial on the Research Topic <article-title>The use of real world data for regulatory purposes in the rare diseases setting</article-title>
</related-article>
<kwd-group>
<kwd>real world data</kwd>
<kwd>rare diseases</kwd>
<kwd>orphan medicines</kwd>
<kwd>medicine regulation</kwd>
<kwd>real world evidence</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<p>Today, Real World Data (RWD) have been recognized as an important source of information not only for public health purposes but also for scientific-health research (<xref ref-type="bibr" rid="B2">EU Digital Strategy eHealth, 2022</xref>; <xref ref-type="bibr" rid="B8">Food and Drug Administration, 2018</xref>). As an alternative or complementary to the traditional clinical research setting, such as clinical trials, evidence generated in the real-world contributes to better understanding of diseases and life-cycle of medicines. This has been acknowledged not only by public authorities (<xref ref-type="bibr" rid="B3">European Commission, 2018</xref>), clinicians and researchers (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.913567/full">Polak et al.</ext-link>), but also by patients, who claim the need to consolidate knowledge on the economic, social, and quality of life impacts of rare diseases (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.914338/full">Delaye et al.</ext-link>).</p>
<p>Around the world, the use of personal data including health data is ruled by data protection laws. Through these laws, citizens could control the use of their personal data. On the other hand, the diverse rules and healthcare landscape across countries result in challenges for researchers in processing and sharing data in the context of scientific research (<xref ref-type="bibr" rid="B15">Xiang and Cai, 2021</xref>; <xref ref-type="bibr" rid="B10">Sarabdeen et al., 2022</xref>), as shown in the EU (<xref ref-type="bibr" rid="B14">Vukovic et al., 2022</xref>) and US (<xref ref-type="bibr" rid="B13">Su et al., 2021</xref>).</p>
<p>A wider use of RWD is supported by the digitalisation of health records, use of wearable devices, sensors, smartphone applications. These tools can generate continued patient data in the home environment, as well as link different health data resources. <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.916714/full">Ferrer-Mallol et al.</ext-link> showed the usability of a novel digital technology tailored for Duchenne Muscular Dystrophy (DMD) patients to collect RWD and measure a clinical endpoint, Stride Velocity 95th Centile (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.916714/full">Ferrer-Mallol et al.</ext-link>). Several projects have been initiated to establish data platforms as a reliable source of information (<xref ref-type="bibr" rid="B4">European Commission, 2021</xref>), and we will observe the use of the data from these platforms in the near future.</p>
<p>Despite the abovementioned concerns and limitations, the collection of health data represents a pillar in the field of rare diseases, being characterised by scarcity and heterogeneity of data dispersed across countries, making the traditional clinical research difficult and lengthy (<xref ref-type="bibr" rid="B9">Giannuzzi et al., 2017</xref>). One of the advantages of RWD from rare disease patients is that it may allow clinical studies enrolling fewer patients, as well shorter and less frequent hospital visits than in traditional clinical studies (<xref ref-type="bibr" rid="B12">Servais et al., 2022</xref>). Importantly, it has been demonstrated that rare disease patients are more predisposed to consent for data access and sharing (<xref ref-type="bibr" rid="B4">European Commission, 2021</xref>). This makes the use of RWD a real opportunity, despite its known drawbacks, of filling the gaps related to the lack of data.</p>
<p>From a regulatory perspective, RWD collected both retrospectively and prospectively and included in electronic health records, registries, claims and prescription data can provide a wide spectrum of evidence. In the literature, several studies show that this is a reality. And this has been confirmed by the articles received and published within this FRONTIERS Research Topic.</p>
<p>For example, RWD can provide information on disease natural history, prevalence and incidence, expected number of eligible patients and their characteristics, choice of endpoints. Such information could be supportive for decision making in different stages of orphan medicinal products life-cycle. It can be used to support the orphan designation in the pre-authorisation phase, the evaluation/refinement of the benefit/risk balance and/or maintenance of the orphan status at the marketing authorisation phase, as well as the long-term effectiveness and safety profile in the post-approval phase (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.924648/full">Jonker et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.920336/full">Naumann-Winter et al.</ext-link>). It has been highlighted how realistic the applicability of RWD can be and what are the inevitable drawbacks (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.920336/full">Naumann-Winter et al.</ext-link>).</p>
<p>A study found that about 40% of initial MAAs on orphan medicines included RWD, based on registries or hospital data (<xref ref-type="bibr" rid="B6">Flynn et al., 2022</xref>). For decades, RWD have been used to collect safety data, being essential to assess safety in a real-world setting rather than under the stringent conditions of the clinical trial (<xref ref-type="bibr" rid="B1">Cave et al., 2019</xref>). More recently, the collection of efficacy data from the &#x201c;real-world&#x201d; or a registry was recommended for 32% of the orphan medicines authorised in the period between 2019 and 2021 (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.920336/full">Naumann-Winter et al.</ext-link>).</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.913567/full">Polak et al.</ext-link> provided examples that also expanded access programmes can generate data from the real-world, even if the primary intent of such programmes remains providing non-authorised treatment to patients. RWD from these sources could supplement, rather than replace, clinical trial data for regulatory purposes (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.913567/full">Polak et al.</ext-link>).</p>
<p>Recent publications emphasised how RWD collected within registries have a key role in increasing the knowledge of rare diseases (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.924648/full">Jonker et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.940010/full">Mazzucato et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.966081/full">Mordenti et al.</ext-link>).</p>
<p>Furthermore, in the rapidly evolving therapeutic landscape, they can help understand unmet care needs (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.940010/full">Mazzucato et al.</ext-link>). This underlines the importance of data collection for either the rarest conditions or more complex treatment settings, such as advance therapies (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.920336/full">Naumann-Winter et al.</ext-link>).</p>
<p>The opportunity provided by RWD for regulatory purposes has been further highlighted by the COVID-19 pandemic, as they have significantly contributed to the research and development and access to COVID-19 treatments and vaccines.</p>
<p>Finally, it should be mentioned that RWD sources are considered one of the novel methodologies to be employed in R&#x26;D programmes, that can be &#x201c;regulatorily qualified&#x201d; by regulatory agencies [<xref ref-type="bibr" rid="B7">FDA (2022)</xref> Clinical outcome assessments (COA) qualification program; <xref ref-type="bibr" rid="B5">EMA (2022)</xref> qualification procedure of novel methodologies for medicine development].</p>
<p>Conclusively, what is still needed?<list list-type="simple">
<list-item>
<p>1) Quality assurance of sources. As RWD are generally not collected for research purposes (as for clinical trials), there can be concerns about data organisation, data quality, potential biases e.g., confounding factors (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.924648/full">Jonker et al.</ext-link>). Such concerns lead to reluctance from regulators to rely on RWD (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.966081/full">Mordenti et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.913567/full">Polak et al.</ext-link>);</p>
</list-item>
<list-item>
<p>2) Interoperability centered on specific data elements, ontologies, and common terminologies (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.966081/full">Mordenti et al.</ext-link>);</p>
</list-item>
<list-item>
<p>3) Facing ethical, legal, and social issues (ELSI), as RWD processing needs to comply with specific requirements from data protection legislation.</p>
</list-item>
<list-item>
<p>4) Appropriate governance to define data processing and ownership (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.924648/full">Jonker et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.940010/full">Mazzucato et al.</ext-link>). With regards to wearable-generated data, wearables may be vulnerable to security breaches (<xref ref-type="bibr" rid="B12">Servais et al., 2022</xref>).</p>
</list-item>
</list>
</p>
<p>What to do, then? To fully leverage the potential of RWD for regulatory decision-making, several actions have been proposed:<list list-type="simple">
<list-item>
<p>- Regulatory advice and guidance during the development of sources and tools for RWD (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.913567/full">Polak et al.</ext-link>);</p>
</list-item>
<list-item>
<p>- Feasibility analysis and quality management with rigorous methods and validation analyses to ensure data integrity, completeness, and security, as recommended by EMA Guideline on registry-based studies (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.924648/full">Jonker et al.</ext-link>), e.g., through appropriate quality indicators (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.966081/full">Mordenti et al.</ext-link>);</p>
</list-item>
<list-item>
<p>- Use common data models complying with the FAIR (findable, accessible, interoperable, and re-usable) principles (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.920336/full">Naumann-Winter et al.</ext-link>);</p>
</list-item>
<list-item>
<p>- Involvement of experts, including data curators and managers (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.966081/full">Mordenti et al.</ext-link>);</p>
</list-item>
<list-item>
<p>- Engagement with patients and industry to build &#x201c;fit-for-purpose&#x201d; and user-friendly tools and databases for data collection (<xref ref-type="bibr" rid="B11">Servais et al., 2021</xref>) and with registry holders to understand opportunities and limitations provided by registry data during the regulatory procedures (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.924648/full">Jonker et al.</ext-link>);</p>
</list-item>
<list-item>
<p>- Public-funded population-based registries (<ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2022.940010/full">Mazzucato et al.</ext-link>).</p>
</list-item>
</list>
</p>
</body>
<back>
<sec id="s1">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec sec-type="COI-statement" id="s2">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s3">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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