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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Blockchain</journal-id>
<journal-title>Frontiers in Blockchain</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Blockchain</abbrev-journal-title>
<issn pub-type="epub">2624-7852</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">732112</article-id>
<article-id pub-id-type="doi">10.3389/fbloc.2021.732112</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Blockchain</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Digital and Decentralized Management of Patient Data in Healthcare Using Blockchain Implementations</article-title>
<alt-title alt-title-type="left-running-head">Westphal and Seitz</alt-title>
<alt-title alt-title-type="right-running-head">Decentralized Management of Patient Data</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Westphal</surname>
<given-names>Erik</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/1388168/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Seitz</surname>
<given-names>Hermann</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/892169/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Chair of Microfluidics, Faculty of Mechanical Engineering and Marine Technology, University of Rostock, <addr-line>Rostock</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Department Life, Light &#x26; Matter, Faculty of Interdisciplinary Research, University of Rostock, <addr-line>Rostock</addr-line>, <country>Germany</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/737470/overview">Peng Zhang</ext-link>, Vanderbilt University, United&#x20;States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/688278/overview">Piotr Soja</ext-link>, Krak&#xf3;w University of Economics, Poland</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/636395/overview">Xuedong Liang</ext-link>, Sichuan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Erik Westphal, <email>erik.westphal@uni-rostock.de</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Blockchain Technologies, a section of the journal Frontiers in Blockchain</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>4</volume>
<elocation-id>732112</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>06</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>08</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Westphal and Seitz.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Westphal and Seitz</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Blockchain solutions offer efficient approaches for trustworthy data management, especially in the medical field when storing and processing sensitive patient data. Many institutional and industrial facilities have already recognized the importance of the technology for the health sector and have also formulated basic ideas, concepts and main use cases, but concrete implementations and executions are comparatively rare. This mini review examines current research on specific blockchain implementations in healthcare that go beyond the state of concept studies or theoretical implementation ideas and describes the most promising systems based on systematic literature research. The review shows that secure storage and easy access to complete patient data is becoming increasingly important. Blockchain technology can be used as a secure, transparent and digital way to meet these needs. Hybrid solutions consisting of conventional data storage and blockchain-based access management are increasingly being developed and implemented. The automation of blockchain processes through smart contracts is also recommended. The review further reveals ambiguities in the use of permissioned and permissionless blockchain frameworks, machine learning (ML) integration as well as the question of which data should be stored in the blockchain and how this should be viewed legally. Therefore, there is still a need for further research, especially on these aspects, in order to further establish the use of blockchains in healthcare.</p>
</abstract>
<kwd-group>
<kwd>medical blockchain</kwd>
<kwd>digital healthcare</kwd>
<kwd>patient data management</kwd>
<kwd>electronic medical records</kwd>
<kwd>decentralized secure storage</kwd>
<kwd>health asset tracking</kwd>
</kwd-group>
<contract-num rid="cn001">TBI-V-1-345-VBW-118</contract-num>
<contract-sponsor id="cn001">European Regional Development Fund<named-content content-type="fundref-id">10.13039/501100008530</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>In the course of their lives, patients generate data that are stored in central databases as a result of various events at different facilities or <italic>via</italic> different software structures (<xref ref-type="bibr" rid="B3">Azaria et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B8">Chen et&#x20;al., 2018</xref>). The responsibility for the data usually lies with the respective operator of the database and not with the patient, which makes easy access to all data and control over the transfer and use of personal data almost impossible for them (<xref ref-type="bibr" rid="B28">Riso et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B4">Ballantyne, 2020</xref>). With the current widespread management of medical data, there is no guarantee of the integrity or reliability of patient records and the risk of data loss or data misuse is great (<xref ref-type="bibr" rid="B8">Chen et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B20">Lv and Piccialli, 2021</xref>). What is known as blockchain technology offers a promising new framework to enable and support the digital, secure and reliable integration of health information across various applications and stakeholders (<xref ref-type="bibr" rid="B28">Riso et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B8">Chen et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B27">Qiu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B16">Kassab et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Vyas et&#x20;al., 2020</xref>). By setting up a seamless, decentralized data platform, for example information on medical records, records of authorization and proof of utilization of the data, provider directories, information on medicines and their supply chains as well as insurance and damage information can be recorded, tracked and managed securely and digitally (<xref ref-type="bibr" rid="B2">Agbo et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B23">Narikimilli et&#x20;al., 2020</xref>). In the process, the blockchain is essentially a distributed database structure for the medical data in which all transactions or digital events are checked and stored by all parties participating in the database (<xref ref-type="bibr" rid="B10">Crosby et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B14">Huang and Foysal, 2021</xref>; <xref ref-type="bibr" rid="B32">Wu et&#x20;al., 2021</xref>). This decentralization of the data as well as the higher security and transparency in data processing improve interoperability, quality and cooperation in the healthcare system enormously, reduce administrative costs and increase the authenticity and verifiability of the information (<xref ref-type="bibr" rid="B3">Azaria et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B23">Narikimilli et&#x20;al., 2020</xref>).</p>
<p>A systematic literature research is chosen as the methodology for this study. Previous research on the topic, in our case blockchain for healthcare, is identified and analysed regarding to a specific research question. In this mini review, we identified and examined the following research question: What are the important and specifically implemented as well as programmed implementations of blockchain technology in healthcare that go beyond the state of concept studies or theoretical implementation ideas? </p>
<p>In order to find scientific publications on this research question, a keyword search was carried out in the scientific databases of Google Scholar, IEEE Xplore and ACM Digital Library. To identify relevant papers, the keywords &#x201c;blockchain healthcare,&#x201d; &#x201c;blockchain medical storage,&#x201d; &#x201c;blockchain electronic medical records&#x201d; and &#x201c;blockchain healthcare supply chain&#x201d; were used for the search queries. The times of the publications were then sorted by date and only publications from 2016 onwards were considered. Appropriate papers were then selected by reading the publications.</p>
<p>In the next section, current major blockchain implementations in the healthcare sector are examined in detail. For this purpose, there is a classification into three relevant main use cases of blockchain implementations in healthcare, based on categorizations from previously published reviews (<xref ref-type="bibr" rid="B2">Agbo et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B23">Narikimilli et&#x20;al., 2020</xref>). The main use cases are the secure storage of medical records, the electronic medical data access as well as the associated permission management and the supply chain and health asset tracking. This is followed by a critical discussion of the research results and a conclusion in which a summary of the work and future development priorities are&#x20;shown.</p>
</sec>
<sec id="s2">
<title>Blockchain Implementations in Healthcare</title>
<sec id="s2-1">
<title>Secure Storage for Medical Records</title>
<p>Accurate and complete patient data is a valuable asset for patients and clinicians who may be performing further treatments (<xref ref-type="bibr" rid="B8">Chen et&#x20;al., 2018</xref>). Secure storage with easy accessibility and the protection of the privacy of medical data are therefore important issues. <xref ref-type="bibr" rid="B30">Usman and Qamar (2020)</xref> have developed a blockchain-based system for storing highly sensitive and private patient data with which these health data can be efficiently stored and securely distributed. The solution also ensures the data protection of medical records through the use of a permissioned blockchain based on the Hyperledger platform (<xref ref-type="bibr" rid="B7">Cachin, 2016</xref>). This system also allows patients to play an active role in managing their medical records and to be in control of who can add new records and view their medical history (<xref ref-type="bibr" rid="B30">Usman and Qamar, 2020</xref>).</p>
<p>However, with the increasing use of electronic solutions for processing medical information, the amount of data to be processed is also increasing rapidly (<xref ref-type="bibr" rid="B19">Li et&#x20;al., 2018</xref>). The medical data can easily be stolen, manipulated or deleted while they are being stored and processed, which is why <xref ref-type="bibr" rid="B19">Li et&#x20;al. (2018)</xref> have developed a novel blockchain-based data storage system for relatively large amounts of data. With the system, users can permanently save important data and continuously check for authenticity. During the treatment process, patient data in this study is created in text and multimedia formats, then subsequently protected against unauthorized access and stored in encrypted form. This is done using various cryptographic algorithms and file storage schemes as well as an identity information system in which the user identities are not linked to the medical data. The storage takes place in the form of transactions that are transmitted to the blockchain network and collected and stored in blocks of a defined data size. If the data in the database is then manipulated or damaged, the data information can be accessed and checked <italic>via</italic> the blockchain (<xref ref-type="bibr" rid="B19">Li et&#x20;al., 2018</xref>).</p>
<p>The healthcare industry already manages personal patient data, diagnostic reports and medical prescriptions or reports in an electronically centralized manner (<xref ref-type="bibr" rid="B18">Kumar et&#x20;al., 2020</xref>). However, with this it is difficult to protect the privacy of the patient, which is why <xref ref-type="bibr" rid="B18">Kumar et&#x20;al. (2020)</xref> developed a blockchain-based system for storing medical data with distributed off-chain data storage <italic>via</italic> the Interplanetary File System (IPFS) (<xref ref-type="bibr" rid="B26">Protocol Labs Inc., 2021</xref>). For this purpose, a consortium blockchain (permissioned) framework with a private identity-based access control for the storage of special data information is implemented in the study. Furthermore, an IPFS off-chain storage model is implemented to manage the original patient data, since in the blockchain, according to <xref ref-type="bibr" rid="B18">Kumar et&#x20;al. (2020)</xref>, only a cryptographic hash value (<xref ref-type="bibr" rid="B25">Pilkington, 2016</xref>) of the patient information is stored due to the scalability.</p>
<p>
<xref ref-type="bibr" rid="B33">Zhou et&#x20;al. (2018)</xref> have developed a blockchain-based storage system for medical health insurance data that is tamper-proof and offers users a high level of credibility for their data. This system is designed to help insurance companies track and receive relevant medical information about patients both rapidly and easily (<xref ref-type="bibr" rid="B33">Zhou et&#x20;al., 2018</xref>).</p>
</sec>
<sec id="s2-2">
<title>Electronic Medical Data Access and Permission Management</title>
<p>Before, the secure storage of medical records was still about the secure, digital storage and processing as well as the distribution of mostly incoherent patient data (e.g., diagnoses by a specialist for different patients), it is now more about the storage, processing and, in particular, accessibility of temporal and patient-specific related data in the form of an electronic medical record.</p>
<p>The use of medical patient files for various purposes always requires the consent of the patients, who currently grant or refuse these mostly in paper form and then no longer have any control or overview over their files (<xref ref-type="bibr" rid="B29">Tith et&#x20;al., 2020</xref>). <xref ref-type="bibr" rid="B29">Tith et&#x20;al. (2020)</xref> have developed a system with which patients can flexibly manage their consents and health organizations can also efficiently obtain and manage these consents for various purposes. The electronic system uses a dedicated access control based on a permissioned blockchain with Hyperledger implementation. In this study, all metadata of patient records, consents and data access are immutably stored in the blockchain and shared by the participating parties. In addition, a program code based on smart contracts or rather chaincode (<xref ref-type="bibr" rid="B7">Cachin, 2016</xref>) was created, which according to <xref ref-type="bibr" rid="B29">Tith et&#x20;al. (2020)</xref> automates the business logic for managing patient consent.</p>
<p>However, strict regulation and bureaucratic inefficiency have greatly slowed the development of electronic medical records in the past (<xref ref-type="bibr" rid="B3">Azaria et&#x20;al., 2016</xref>). Driven by new developments in electronic information technology, electronic records are now enjoying increasing acceptance (<xref ref-type="bibr" rid="B11">Fan et&#x20;al., 2018</xref>). New technical innovations as well as an increased interest of patients in their personal data caused <xref ref-type="bibr" rid="B3">Azaria et&#x20;al. (2016)</xref> to develop a new, decentralized data management system for the treatment of patient data based on blockchain technology. The system provides patients with a comprehensive, unchangeable log and easy access to their medical data, regardless of the facility and software system. The decentralized data system of these study manages authentication, trustworthiness, accountability and data exchange through the use of characteristic blockchain mechanisms such as smart contracts (<xref ref-type="bibr" rid="B9">Christidis and Devetsikiotis, 2016</xref>), mining (<xref ref-type="bibr" rid="B9">Christidis and Devetsikiotis, 2016</xref>) and proof of work (<xref ref-type="bibr" rid="B13">Gervais et&#x20;al., 2016</xref>). In addition, it can be integrated into existing local data storage solutions and enables a data economy between patients, researchers and authorities (<xref ref-type="bibr" rid="B3">Azaria et&#x20;al., 2016</xref>).</p>
<p>Generally, digital data for the same patient is collected and stored in different hospitals (<xref ref-type="bibr" rid="B11">Fan et&#x20;al., 2018</xref>). However, for security and data protection reasons it is difficult to summarize or exchange the data between the institutions, which is why <xref ref-type="bibr" rid="B11">Fan et&#x20;al. (2018)</xref> developed a blockchain-based information management system that cryptographically processes patient information and enables a secure exchange of information. With this system, extensive datasets can also be securely managed and patients, doctors, researchers and other third parties can easily have secure access to local databases of various institutions (<xref ref-type="bibr" rid="B11">Fan et&#x20;al., 2018</xref>).</p>
<p>Healthcare management encompasses many different processes (e.g., managing finances, patients, legal issues etc.) and medical workflows related to patient care (<xref ref-type="bibr" rid="B17">Khatoon, 2020</xref>). <xref ref-type="bibr" rid="B17">Khatoon (2020)</xref> has developed a management system based on smart contracts for the intelligent and digital management of medical data in the healthcare sector and for the optimization of complex medical processes. During the implementation, representations of real medical files are created and various data of medical work processes are stored de-centrally in a blockchain. Access rights to metadata, authorization management and authorization rules for data access are then defined <italic>via</italic> smart contracts. The information is cryptographically secured and stored in a special, compressed form in a blockchain block (<xref ref-type="bibr" rid="B17">Khatoon, 2020</xref>).</p>
</sec>
<sec id="s2-3">
<title>Supply Chain and Health Asset Tracking</title>
<p>Healthcare supply chains have a significant impact on patient safety and the quality of medical treatments (<xref ref-type="bibr" rid="B15">Jayaraman et&#x20;al., 2014</xref>). Effective supply chain management is crucial in healthcare in order to build the best possible procurement, ordering, forecasting and sales system, as well as to reduce costs and improve patient outcomes (<xref ref-type="bibr" rid="B24">Omar et&#x20;al., 2021</xref>). For this reason <xref ref-type="bibr" rid="B24">Omar et&#x20;al. (2021)</xref> have developed a blockchain-based system built on smart contracts and a decentralized storage system that improves the contract process for supply chains in the healthcare system. In this process, manufacturers, sellers, buyers and healthcare providers are connected to one another <italic>via</italic> a decentralized Ethereum (<xref ref-type="bibr" rid="B6">Buterin, 2014</xref>) network. Transparency, data origin and data immutability are already defined in the contract process and used for the implementation of automated procurement processes (<xref ref-type="bibr" rid="B24">Omar et&#x20;al., 2021</xref>).</p>
<p>Blockchain technology has the potential to handle and track supply chain processes in healthcare and other areas very efficiently (<xref ref-type="bibr" rid="B1">Abbas et&#x20;al., 2020</xref>). <xref ref-type="bibr" rid="B1">Abbas et&#x20;al. (2020)</xref> have developed a novel management and recommendation system for drug supply chains based on blockchain and machine learning (ML) (<xref ref-type="bibr" rid="B5">Beam and Kohane, 2018</xref>). The system consists of a permissioned Blockchain, through which the drug supply chain is continuously monitored and authentically tracked, as well as an ML module that has been trained with a drug review dataset to recommend the best-rated drugs (<xref ref-type="bibr" rid="B1">Abbas et&#x20;al., 2020</xref>). The ML module is also integrated into the blockchain <italic>via</italic> a Representational State Transfer Application Programming Interface (RESTful API) (<xref ref-type="bibr" rid="B21">Maleshkova et&#x20;al., 2010</xref>).</p>
<p>Supply chains are complex structures that span multiple organizational and geographical boundaries and represent a critical infrastructure for medical services, especially in the healthcare sector (<xref ref-type="bibr" rid="B22">Musamih et&#x20;al., 2021</xref>). For this, an efficient traceability of products in supply chains in the healthcare sector based on a permissionless blockchain was developed by <xref ref-type="bibr" rid="B22">Musamih et&#x20;al. (2021)</xref>. With this solution, products are automatically tracked <italic>via</italic> smart contracts and decentralized off-chain storage, intermediaries are superfluous and the transaction history is unchangeably and securely documented (<xref ref-type="bibr" rid="B22">Musamih et&#x20;al., 2021</xref>).</p>
<p>In order to track, identify, communicate with and localize products and product data, radio-frequency identification (RFID) systems are increasingly being used in the healthcare sector (<xref ref-type="bibr" rid="B12">Figueroa et&#x20;al., 2019</xref>). <xref ref-type="bibr" rid="B12">Figueroa et&#x20;al. (2019)</xref> have developed a product-based access control system for RFID systems that executes access guidelines from a decentralized application based on a permissionless blockchain. With this implementation, for example, surgical instruments can be equipped with an RFID tag and their use and location can be tracked (<xref ref-type="bibr" rid="B12">Figueroa et&#x20;al., 2019</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s3">
<title>Discussion</title>
<p>It has already been recognized in a previous review (<xref ref-type="bibr" rid="B2">Agbo et&#x20;al., 2019</xref>) that there is a lack of adequate prototype blockchain implementations. Therefore, this study aims to consider different blockchain implementations for a digital and decentralized management of patient-specific health data. <xref ref-type="table" rid="T1">Table&#x20;1</xref> gives an overview of the implementations of various use cases, the blockchain framework used and the example applications.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Examined publications with special applications of blockchain implementations, the framework used and example applications.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Use case</th>
<th align="center">Framework</th>
<th align="center">Example applications</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">Secure storage for medical records</td>
<td align="left">Permissioned blockchain</td>
<td align="left">
<xref ref-type="bibr" rid="B30">Usman and Qamar (2020)</xref>, <xref ref-type="bibr" rid="B18">Kumar et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Permissionless blockchain</td>
<td align="left">
<xref ref-type="bibr" rid="B19">Li et&#x20;al. (2018)</xref>, <xref ref-type="bibr" rid="B33">Zhou et&#x20;al. (2018)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">Electronic medical data access and permission management</td>
<td align="left">Permissioned blockchain</td>
<td align="left">
<xref ref-type="bibr" rid="B29">Tith et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Permissionless blockchain</td>
<td align="left">
<xref ref-type="bibr" rid="B3">Azaria et&#x20;al. (2016)</xref>, <xref ref-type="bibr" rid="B11">Fan et&#x20;al. (2018)</xref>, <xref ref-type="bibr" rid="B17">Khatoon (2020)</xref>
</td>
</tr>
<tr>
<td rowspan="2" align="left">Supply chain and health asset tracking</td>
<td align="left">Permissioned blockchain</td>
<td align="left">
<xref ref-type="bibr" rid="B1">Abbas et&#x20;al. (2020)</xref>
</td>
</tr>
<tr>
<td align="left">Permissionless blockchain</td>
<td align="left">
<xref ref-type="bibr" rid="B24">Omar et&#x20;al. (2021)</xref>, <xref ref-type="bibr" rid="B22">Musamih et&#x20;al. (2021)</xref>, <xref ref-type="bibr" rid="B12">Figueroa et&#x20;al. (2019)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The research found that secure storage and easy access to complete patient data across different facilities and systems is becoming increasingly important. In particular, the development of an electronic medical record is discussed in many publications and linked to the principles of blockchain technology. With this, a system of blockchain-based information and transaction storage as well as database-based storage of medical patient data is often implemented, which is a new methodology compared to those described in previous reviews (<xref ref-type="bibr" rid="B2">Agbo et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B23">Narikimilli et&#x20;al., 2020</xref>). Blockchain mechanisms are used, among other things, to store aggregated information on as well as location information to more extensive diagnostic and multimedia files securely, transparently and digitally. More extensive data is usually stored in conventional database or cloud storage and secured by special data storage schemes or in additional blockchain modules to be integrated. In contrast to solutions reported in a previous review (<xref ref-type="bibr" rid="B2">Agbo et&#x20;al., 2019</xref>), the latest implementation solutions use specially developed decentralized file storage systems to store larger amounts of data. Essentially, however, it can be stated that storing larger amounts of data in a blockchain does not make sense due to high storage costs and validation times. In addition, it is often not specifically described which information and data is stored in what form and to what extent in the blockchain. Research and development into authentic tracking of healthcare supply chains has also increased significantly in recent years. There, smart contracts in connection with blockchain implementations for the automated handling of contract, procurement and documentation processes are central elements. The integration of additional hardware for data acquisition such as RFID tags and the use of ML for data analysis, which was not covered in prior reviews (<xref ref-type="bibr" rid="B2">Agbo et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B23">Narikimilli et&#x20;al., 2020</xref>), also enable decentralized and transparent visualization and storage of real-time data. It is also possible to extract relevant findings from large amounts of data using ML algorithms, which means that only the analysis results instead of the entire analysis data have to be stored in the blockchain. However, aspects of data protection and the accessibility of information <italic>via</italic> specific blockchain frameworks must be considered. Practitioners should therefor focus more on the further development of hybrid solutions from conventional data storage and secure, blockchain-based access control. There are already solutions here, but these are still at a very early stage of development. Users should always work out exactly whether the solutions should be implemented in the form of a permissioned or permissionless blockchain. In addition, customer aspects must be included in the development work. Moreover, existing implementations of blockchain solutions for the traceability of medical supply chains are to be further developed so that automated smart contracts control the processes and, for example, create authorizations, process data and document transactions. Researchers, on the other hand, should focus more on the effective use of blockchains in combination with ML and on investigating the legal basis for data storage in the specific blockchain frameworks. Research in these areas is still very inadequate.</p>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>Current research on implementations of blockchain technology in healthcare that go beyond the state of concept studies or theoretical implementation ideas was explored in this mini review. Also, major publications were examined in detail and categorized into three different main use cases of blockchain implementations in healthcare. The study shows, that secure storage and access to medical data are becoming increasingly important. The development of a secure, reliable and digital solution for this need is increasingly linked to the principles of blockchain technology. It is shown that hybrid solutions based on conventional data storage and secure, blockchain-based access control are more effective and economical than complete data storage in a blockchain. In addition, automated blockchain solutions based on smart contracts are recommended, e.g., when tracking medical supply chains.</p>
<p>In the future, specific guidelines for the electronic storage of patient data, medical products, devices and materials used etc. should be developed, which are important for patients and indispensable for any further treatment. Then the information should be defined that can be encrypted but stored publicly <italic>via</italic> permissionless blockchains as well as the information that is encrypted and in addition may only be accessible to authorized network participants in permissioned blockchains. With this, the storage of larger amounts of data must also be considered. Further studies with decentralized off-chain storage systems such as IPFS are conceivable for that as well as studies with ML methods for extracting and storing only relevant information from large amounts of data. The securing of the anonymity of the patient data to be stored de-centrally, the legal framework and the protection against data theft by criminal parties must also be considered. By then, at the latest, prototypical applications must increasingly be developed and established that go beyond early stage implementations.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Author Contributions</title>
<p>EW conceived the research idea and provided a first draft of the manuscript. HS supported and supervised the process and revised the first draft. EW and HS worked together to revise and fine-tune the final version of the manuscript. Both authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s6">
<title>Funding</title>
<p>This research was funded by the European Union, which was made available through the European Regional Development Fund (ERDF) and the Ministry for Economics, Employment and Health of Mecklenburg-Vorpommern, Germany, grant number TBI-V-1-345-VBW-118.</p>
</sec>
<sec sec-type="COI-statement" id="s7">
<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 id="s8" sec-type="disclaimer">
<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>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abbas</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Afaq</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ahmed Khan</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>W.-C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A Blockchain&#x20;and Machine Learning-Based Drug Supply Chain&#x20;Management and Recommendation System for Smart Pharmaceutical Industry</article-title>. <source>Electronics</source> <volume>9</volume>, <fpage>852</fpage>. <pub-id pub-id-type="doi">10.3390/electronics9050852</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Agbo</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Mahmoud</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Eklund</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Blockchain Technology in Healthcare: A Systematic Review</article-title>. <source>Healthcare</source> <volume>7</volume>, <fpage>56</fpage>. <pub-id pub-id-type="doi">10.3390/healthcare7020056</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Azaria</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ekblaw</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Vieira</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Lippman</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>MedRec: Using&#x20;Blockchain for Medical Data Access and Permission Management</article-title>,&#x201d; in&#x20;<conf-name>2nd International Conference on Open and Big Data (OBD) (IEEE)</conf-name>, <conf-loc>Vienna, Austria</conf-loc>, <conf-date>August 22-24, 2016</conf-date>. </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ballantyne</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>How Should We Think about Clinical Data Ownership?</article-title> <source>J.&#x20;Med. Ethics</source> <volume>46</volume>, <fpage>289</fpage>&#x2013;<lpage>294</lpage>. <pub-id pub-id-type="doi">10.1136/medethics-2018-105340</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Beam</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Kohane</surname>
<given-names>I. S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Big Data and Machine Learning in Health Care</article-title>. <source>JAMA</source> <volume>319</volume>, <fpage>1317</fpage>&#x2013;<lpage>1318</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2017.18391</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Buterin</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2014</year>). <source>A Next Generation Smart Contract and Decentralized Application Plattform</source>. <publisher-name>White Paper</publisher-name>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://ethereum.org">https://ethereum.org</ext-link>
</comment>
</citation>
</ref>
<ref id="B7">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Cachin</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2016</year>). <source>Architecture of the Hyperledger Blockchain Fabric</source>. <publisher-loc>Zurich</publisher-loc>: <publisher-name>IBM Research</publisher-name>.</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Blockchain-Based Medical Records Secure Storage and Medical Service Framework</article-title>. <source>J.&#x20;Med. Syst.</source> <volume>43</volume>, <fpage>5</fpage>. <pub-id pub-id-type="doi">10.1007/s10916-018-1121-4</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Christidis</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Devetsikiotis</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Blockchains and Smart Contracts for the Internet of Things</article-title>. <source>IEEE Access</source> <volume>4</volume>, <fpage>2292</fpage>&#x2013;<lpage>2303</lpage>. <pub-id pub-id-type="doi">10.1109/ACCESS.2016.2566339</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Crosby</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Nachiappan</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Pattanayak</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Verma</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kalyanaraman</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>BlockChain Technology: Beyond Bitcoin</article-title>,&#x201d; in <source>Applied Innovation Review (2016)</source>, <volume>6&#x2013;19</volume>. <publisher-loc>Berkeley, USA</publisher-loc>: <publisher-name>Applied Innovation Review</publisher-name>. </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>MedBlock: Efficient and Secure Medical Data Sharing <italic>via</italic> Blockchain</article-title>. <source>J.&#x20;Med. Syst.</source> <volume>42</volume>, <fpage>136</fpage>. <pub-id pub-id-type="doi">10.1007/s10916-018-0993-7</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Figueroa</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>A&#xf1;orga</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Arrizabalaga</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>An Attribute-Based Access Control Model in RFID Systems Based on Blockchain Decentralized Applications for Healthcare Environments</article-title>. <source>Computers</source> <volume>8</volume>, <fpage>57</fpage>. <pub-id pub-id-type="doi">10.3390/computers8030057</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Gervais</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Karame</surname>
<given-names>G. O.</given-names>
</name>
<name>
<surname>W&#xfc;st</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Glykantzis</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Ritzdorf</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Capkun</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>On the Security and Performance of Proof of Work Blockchains</article-title>,&#x201d; in <conf-name>Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security</conf-name>, <conf-loc>Vienna, Austria</conf-loc>, <conf-date>October 24-28, 2016</conf-date> (<publisher-loc>New York, NY, USA</publisher-loc>: <publisher-name>Association for Computing Machinery</publisher-name>), <fpage>3</fpage>&#x2013;<lpage>16</lpage>. </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Foysal</surname>
<given-names>A. A.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Blockchain in Healthcare</article-title>. <source>TI</source> <volume>12</volume>, <fpage>168</fpage>&#x2013;<lpage>181</lpage>. <pub-id pub-id-type="doi">10.4236/ti.2021.123010</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jayaraman</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Taha</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>K. S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2014</year>). &#x201c;<article-title>Impacts and Role of Group Purchasing Organization in Healthcare Supply Chain</article-title>,&#x201d; in <conf-name>Proceedings of the 2014 Industrial and Systems Engineering Research Conference</conf-name>, <conf-loc>Montr&#x00E9;al, Canada</conf-loc>, <conf-date>31 May-3 June 2014</conf-date>. </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kassab</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>DeFranco</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Malas</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Destefanis</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Graciano Neto</surname>
<given-names>V. V.</given-names>
</name>
</person-group> (<year>2019</year>). &#x201c;<article-title>Investigating Quality Requirements for Blockchain-Based Healthcare Systems</article-title>,&#x201d; in <conf-name>2019 IEEE/ACM 2nd International Workshop on Emerging Trends in Software Engineering for Blockchain (WETSEB) (IEEE)</conf-name>, <conf-loc>Montr&#x00E9;al, Canada</conf-loc>, <conf-date>27 May 2019</conf-date>, <fpage>52</fpage>&#x2013;<lpage>55</lpage>. </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Khatoon</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A Blockchain-Based Smart Contract System for Healthcare Management</article-title>. <source>Electronics</source> <volume>9</volume>, <fpage>94</fpage>. <pub-id pub-id-type="doi">10.3390/electronics9010094</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Marchang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Tripathi</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2020</year>). &#x201c;<article-title>Distributed Off-Chain Storage of Patient Diagnostic Reports in Healthcare System Using IPFS and Blockchain</article-title>,&#x201d; in <conf-name>2020 the 12th International Conference on Communication Systems Networks (COMSNETS)</conf-name>, <conf-loc>Bengaluru, India</conf-loc>, <conf-date>7-11 January 2020</conf-date>. <pub-id pub-id-type="doi">10.1109/comsnets48256.2020.9027313</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Tao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Blockchain-Based Data Preservation System for Medical Data</article-title>. <source>J.&#x20;Med. Syst.</source> <volume>42</volume>, <fpage>141</fpage>. <pub-id pub-id-type="doi">10.1007/s10916-018-0997-3</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lv</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Piccialli</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The Security of Medical Data on Internet Based on Differential Privacy Technology</article-title>. <source>ACM Trans. Internet Technol.</source> <volume>21</volume>, <fpage>1</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1145/3382769</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Maleshkova</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Pedrinaci</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Domingue</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2010</year>). &#x201c;<article-title>Investigating Web APIs on the World Wide Web,&#x201d; in Web Services (ECOWS)</article-title>,&#x201d; in <conf-name>2010 IEEE 8th European Conference on (IEEE)</conf-name>, <conf-loc>Ayia Napa, Cyprus</conf-loc>, <conf-date>1-3 December 2010</conf-date>, <fpage>107</fpage>&#x2013;<lpage>114</lpage>. </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Musamih</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Salah</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Jayaraman</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Arshad</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Debe</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Al-Hammadi</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>A Blockchain-Based Approach for Drug Traceability in Healthcare Supply Chain</article-title>. <source>IEEE Access</source> <volume>9</volume>, <fpage>9728</fpage>&#x2013;<lpage>9743</lpage>. <pub-id pub-id-type="doi">10.1109/ACCESS.2021.3049920</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Narikimilli</surname>
<given-names>N. R. S.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Antu</surname>
<given-names>A. D.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2020</year>). &#x201c;<article-title>Blockchain Applications in Healthcare - A Review and Future Perspective</article-title>,&#x201d; in <source>Blockchain&#x2010;ICBC 2020</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Chen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Palanisamy</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.-J.</given-names>
</name>
</person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>), <fpage>198</fpage>&#x2013;<lpage>218</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-030-59638-5_14</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Omar</surname>
<given-names>I. A.</given-names>
</name>
<name>
<surname>Jayaraman</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Debe</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Salah</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Yaqoob</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Omar</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Automating Procurement Contracts in the Healthcare Supply Chain Using Blockchain Smart Contracts</article-title>. <source>IEEE Access</source> <volume>9</volume>, <fpage>37397</fpage>&#x2013;<lpage>37409</lpage>. <pub-id pub-id-type="doi">10.1109/ACCESS.2021.3062471</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Pilkington</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2016</year>). &#x201c;<article-title>Blockchain Technology: Principles and Applications</article-title>,&#x201d; in <source>Research Handbook on Digital Transformations</source> (<publisher-loc>Northampton, USA</publisher-loc>: <publisher-name>Edward Elgar Publishing</publisher-name>). </citation>
</ref>
<ref id="B26">
<citation citation-type="web">
<collab>Protocol Labs Inc</collab> (<year>2021</year>). <article-title>IPFS powers the Distributed Web</article-title>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://ipfs.io/">https://ipfs.io/</ext-link> </comment>(<comment>Accessed May 22, 2021)</comment>. </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qiu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Shetty</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bowden</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2018</year>). &#x201c;<article-title>Towards Secure and Smart Healthcare in Smart Cities Using Blockchain</article-title>,&#x201d; in <conf-name>2018 IEEE International Smart Cities Conference (ISC2)</conf-name>, <conf-loc>Kansas City, USA</conf-loc>, <conf-date>16-19 September 2018</conf-date>, <fpage>1</fpage>&#x2013;<lpage>4</lpage>. </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Riso</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Tupasela</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Vears</surname>
<given-names>D. F.</given-names>
</name>
<name>
<surname>Felzmann</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Cockbain</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Loi</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Ethical Sharing of Health Data in Online Platforms - Which Values Should Be Considered?</article-title> <source>Life Sci. Soc. Pol.</source> <volume>13</volume>, <fpage>12</fpage>. <pub-id pub-id-type="doi">10.1186/s40504-017-0060-z</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tith</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J.-S.</given-names>
</name>
<name>
<surname>Suzuki</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wijesundara</surname>
<given-names>W. M. A. B.</given-names>
</name>
<name>
<surname>Taira</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Obi</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Patient Consent Management by a Purpose-Based Consent&#x20;Model for Electronic Health Record Based on Blockchain Technology</article-title>. <source>Healthc. Inform. Res.</source> <volume>26</volume>, <fpage>265</fpage>&#x2013;<lpage>273</lpage>. <pub-id pub-id-type="doi">10.4258/hir.2020.26.4.265</pub-id> </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Usman</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Qamar</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Secure Electronic Medical Records Storage and Sharing Using Blockchain Technology</article-title>. <source>Proced. Comput. Sci.</source> <volume>174</volume>, <fpage>321</fpage>&#x2013;<lpage>327</lpage>. <pub-id pub-id-type="doi">10.1016/j.procs.2020.06.093</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Vyas</surname>
<given-names>J.&#x20;D.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Pouriyeh</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>J.&#x20;S.</given-names>
</name>
</person-group> (<year>2020</year>). &#x201c;<article-title>Integrating Blockchain Technology into Healthcare,</article-title>,&#x201d; in <source>Proceedings of the 2020 ACM Southeast Conference</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Chang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lo</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Gamess</surname>
<given-names>E.</given-names>
</name>
</person-group>&#x20;(<publisher-loc>New York, NY, USA</publisher-loc>: <publisher-name>ACM</publisher-name>), <fpage>197</fpage>&#x2013;<lpage>203</lpage>. <pub-id pub-id-type="doi">10.1145/3374135.3385280</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Dwivedi</surname>
<given-names>A. D.</given-names>
</name>
<name>
<surname>Srivastava</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Security and Privacy of Patient Information in Medical Systems Based on Blockchain Technology</article-title>. <source>ACM Trans. Multimedia Comput. Commun. Appl.</source> <volume>17</volume>, <fpage>1</fpage>&#x2013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.1145/3408321</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>MIStore: a Blockchain-Based Medical Insurance Storage System</article-title>. <source>J.&#x20;Med. Syst.</source> <volume>42</volume>, <fpage>149</fpage>. <pub-id pub-id-type="doi">10.1007/s10916-018-0996-4</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>