Patient and interest organizations’ views on personalized medicine: a qualitative study
Open accessAbstract
BACKGROUND: Personalized medicine (PM) aims to tailor disease prevention, diagnosis, and treatment to individuals on the basis of their genes, lifestyle and environments. Patient and interest organizations (PIOs) may potentially play an important role in the realization of PM. This paper investigates the views and perspectives on PM of a variety of PIOs. METHODS: Semi-structured telephone interviews were conducted among leading representatives of 13 PIOs located in Europe and North-America. The data collected were analysed using a conventional content analysis approach. RESULTS: The PIO representatives supported the realization of PM but feared that many financial, structural and organizational challenges may delay its realization. They encouraged strategies to modernize drug licencing mechanisms, develop research and data sharing infrastructures, and educate patients and health care professionals in PM. Notably, they emphasized the importance of developing PM in an equitable way and taking into consideration the patients' needs, values and personal situation. Despite varying levels of awareness regarding PM, the PIO representatives expressed willingness to engage in the PM agenda and recommended that PIOs work closely with policy-makers to design PM in a way that truly addresses the needs and concerns of patients. CONCLUSIONS: PIOs have the potential to become central drivers of the PM agenda. Collaborations should be further developed between PIOs, researchers, drug developers and health care authorities.
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Incidental findings, variants of unknown significance or results that indicate a high risk for an incurable disease can affect the well-being of patients.
“Incidental findings [79, 96], variants of unknown significance [79] or results that indicate a high risk for an incurable disease can affect the well-being of patients [51].”
From Patients’ and professionals’ views related to ethical issues in precision medicine: a mixed research synthesis (2021) · cites this paper as [96]
In Results > PM challenges (page unavailable), a representative says unexpected genetic findings can give patients information that is “hard to digest,” supporting a possible effect on well-being. The passage does not specifically address results indicating a high risk of an incurable disease, the clause to which this citation is attached. (LLM, conf=0.80)
Experimental — accuracy not yet measuredProfessionals, patients and representatives from patient organizations are concerned about whether health insurance companies will cover the costs or patients can pay for them.
“For example, professionals [45, 120], patients and representatives from patient organizations are concerned about whether health insurance companies will cover the costs [51, 63, 76] or patients can pay for them [61, 95, 96].”
From Patients’ and professionals’ views related to ethical issues in precision medicine: a mixed research synthesis (2021) · cites this paper as [96]
The Results section (‘PM challenges’) reports that patient-organization representatives feared targeted drugs were too expensive for patients unless payers fully covered them. This supports the concern about coverage and affordability, but the passage does not establish that patients themselves expressed it or identify the payers specifically as health insurance companies. The sentence cites other sources for professionals’ concerns. (LLM, conf=0.83)
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Cites
The qualitative content analysis process
Elo, S., & Kyngäs, H. (2008) · Journal of Advanced Nursing · doi:10.1111/j.1365-2648.2007.04569.x · Cited by 22,617 · cited 1× · see citing works
“The transcripts were analysed manually by the first author using a qualitative content analysis approach in an inductive way [24].”
MethodHealth literacy in Europe: Comparative results of the european health literacy survey (HLS-EU)
Sørensen, K., Pelikan, J. M., Röthlin, F., Ganahl, K., Slonska, Z., Doyle, G., Fullam, J., Kondilis, B., Agrafiotis, D., Uiters, E., et al. (2015) · The European Journal of Public Health · doi:10.1093/eurpub/ckv043 · Cited by 2,651 · cited 1× · see citing works
“Similarly, some patients may not have the ability to engage in their health, for instance because they lack the necessary health literacy to understand what is at stake [39].”
BackgroundDisease control priorities in developing countries
Frenk, J. M. (2006) · Salud Pública de México · doi:10.1590/s0036-36342006000600011 · Cited by 1,615 · see citing works
National Human Genome Research Institute
National Cancer Institute (2020) · Definitions · doi:10.32388/mrapt2 · Cited by 859 · see citing works
Accountability for reasonableness
Daniels, N. (2000) · BMJ · doi:10.1136/bmj.321.7272.1300 · Cited by 729 · see citing works
Guindo, L. A., Wagner, M., Baltussen, R. M. P. M., Rindress, D., van Til, J. A., Kind, P., & Goetghebeur, M. M. (2012) · Cost Effectiveness and Resource Allocation · doi:10.1186/1478-7547-10-9 · Cited by 226 · cited 1× · see citing works
“Other criteria may also have to be taken into consideration for resource allocation such as the efficacy and effectiveness of the intervention (its ability to lead to a positive outcome for the patient) and its cost-effectiveness (ability to provide value for money) [34].”
BackgroundThe new holism: P4 systems medicine and the medicalization of health and life itself
Vogt, H., Hofmann, B., & Getz, L. (2016) · Medicine Health Care and Philosophy · doi:10.1007/s11019-016-9683-8 · Cited by 198 · see citing works
Shih, Y. T., Smieliauskas, F., Geynisman, D. M., Kelly, R. J., & Smith, T. J. (2015) · Journal of Clinical Oncology · doi:10.1200/jco.2014.58.2320 · Cited by 163 · cited 1× · see citing works
“For instance, the prices of new targeted drugs have steadily increased during the last decade [26] and health care systems frequently deny patients access to such drugs because of financial constraints unless the patients can pay out-of-pocket [27, 28].”
Scottish Medicines Consortium.
KOHLI, H. S. (2005) · PubMed · Cited by 108 · see citing works
Personalizing health care: feasibility and future implications
Godman, B., Finlayson, A. E. T., Cheema, P. K., Zebedin-Brandl, E. M., Gutiérrez‐Ibarluzea, I., Jones, J., Malmström, R. E., Asola, E., Baumgärtel, C., Bennie, M., et al. (2013) · BMC Medicine · doi:10.1186/1741-7015-11-179 · Cited by 103 · cited 1× · see citing works
“By utilizing information about the patients’ genetic and molecular profile combined with their family history and clinical and environmental data, it is hoped that health care providers will be able to start interventions earlier and select therapies that are more precise, efficient and provide less side-effects – str…”
BackgroundAn Index of Barriers for the Implementation of Personalised Medicine and Pharmacogenomics in Europe
Horgan, D., Jansen, M., Leyens, L., Lal, J. A., Sudbrak, R., Hackenitz, E., Bußhoff, U., Ballensiefen, W., & Brand, A. (2014) · Public Health Genomics · doi:10.1159/000368034 · Cited by 91 · cited 3× · see citing works
“However, with the exception of recent surveys in which patient organizations identified potential barriers in PM implementation [9] and key priority areas within cancer [10], little empirical data are available to * Correspondence: i.”
BackgroundGenerating sociability to drive science: Patient advocacy organizations and genetics research
Panofsky, A. L. (2010) · Social Studies of Science · doi:10.1177/0306312710385852 · Cited by 89 · cited 1× · see citing works
“Third, patient organizations have comprehensive expertise within the areas of patient and health care professional capacity building [13, 14], the development of online patient communities [15], the design of regulatory frameworks and patenting policies [16], the financing and management of clinical trials and biobank…”
BackgroundLandy, D. C., Brinich, M. A., Colten, M. E., Horn, E. J., Terry, S. F., & Sharp, R. R. (2011) · Genetics in Medicine · doi:10.1038/gim.0b013e3182310ba0 · Cited by 77 · cited 1× · see citing works
“Third, patient organizations have comprehensive expertise within the areas of patient and health care professional capacity building [13, 14], the development of online patient communities [15], the design of regulatory frameworks and patenting policies [16], the financing and management of clinical trials and biobank…”
BackgroundBig pharma moves from 'blockbusters' to 'niche busters'
Dolgin, E. (2010) · Nature Medicine · doi:10.1038/nm0810-837a · Cited by 76 · cited 2× · see citing works
“The fundamental principle of equitable access to health care may be threatened when “niche buster drugs” designed for smaller groups of patients are more expensive and therefore less accessible than blockbuster drugs [28].”
BackgroundMavris, M., & Cam, Y. L. (2012) · Molecular Syndromology · doi:10.1159/000342758 · Cited by 66 · cited 1× · see citing works
“Third, patient organizations have comprehensive expertise within the areas of patient and health care professional capacity building [13, 14], the development of online patient communities [15], the design of regulatory frameworks and patenting policies [16], the financing and management of clinical trials and biobank…”
BackgroundThe Role of Patient Advocacy Organizations in Shaping Genomic Science
Koay, P. P., & Sharp, R. R. (2013) · Annual Review of Genomics and Human Genetics · doi:10.1146/annurev-genom-091212-153525 · Cited by 63 · cited 2× · see citing works
“Although patient organizations are often referred to as one homogenous group, they are rather a constellation of entities that vary considerably in size, organizational structure, denomination and mandate [13].”
BackgroundEthical Issues in Resource Allocation, Research, and New Product Development
Brock, D. W., & Wikler, D. I. (2006) · Europe PMC (PubMed Central) · Cited by 41 · see citing works
Huntington's Disease: Advocacy Driving Science
Wexler, N. S. (2011) · Annual Review of Medicine · doi:10.1146/annurev-med-050710-134457 · Cited by 40 · cited 1× · see citing works
“Third, patient organizations have comprehensive expertise within the areas of patient and health care professional capacity building [13, 14], the development of online patient communities [15], the design of regulatory frameworks and patenting policies [16], the financing and management of clinical trials and biobank…”
BackgroundThe ethical framing of personalized medicine
Joly, Y., Saulnier, K. M., Osien, G., & Knoppers, B. M. (2014) · Current Opinion in Allergy and Clinical Immunology · doi:10.1097/aci.0000000000000091 · Cited by 40 · cited 1× · see citing works
“For instance, PM may imply that patients are offered differential access to treatment depending on their genetic profile [12].”
BackgroundCriteria for fairly allocating scarce health-care resources to genetic tests: which matter most?
Rogowski, W. H., Grosse, S. D., Schmidtke, J., & Marckmann, G. (2013) · European Journal of Human Genetics · doi:10.1038/ejhg.2013.172 · Cited by 33 · cited 1× · see citing works
“In the absence of a clear normative framework providing guidance on how to distribute resources fairly [35], it may be useful to investigate processes that are deliberative, transparent, and “appeal to rationales that all can accept as relevant to meeting health needs fairly” [36].”
BackgroundAsk Not What Personalized Medicine Can Do for You - Ask What You Can Do for Personalized Medicine
Budin‐Ljøsne, I., & Harris, J. R. (2015) · Public Health Genomics · doi:10.1159/000373919 · Cited by 28 · cited 1× · see citing works
“For instance, PM may require that patients learn about their genetic risk profile, engage more actively in the medical decision-making process and share their health data with researchers and clinicians more broadly than conventionally practised [11].”
BackgroundSelf-citationJustice and Access to Health Care
(2010) · doi:10.1002/9781444320428.ch6 · Cited by 25 · cited 1× · see citing works
“For instance, it is usually considered as equitable to allocate health care resources on the basis of consideration of the actual needs of patients [32].”
Just caring: Assessing the ethical and economic costs of personalized medicine
Fleck, L. M. (2014) · Urologic Oncology Seminars and Original Investigations · doi:10.1016/j.urolonc.2013.09.013 · Cited by 20 · cited 1× · see citing works
“As an illustration, should the needs of terminally ill patients be addressed in priority, or those of patients who may yield significant gains in life expectancy if treatment is provided [33]? Two PIO representatives mentioned that patients for whom no standard treatment exists, for instance some groups of cancer pati…”
BackgroundEthical considerations of neuro-oncology trial design in the era of precision medicine
Gupta, S., Smith, T. R., & Broekman, M. L. (2017) · Journal of Neuro-Oncology · doi:10.1007/s11060-017-2502-0 · Cited by 19 · see citing works
Schleidgen, S., & Marckmann, G. (2013) · BMC Medical Ethics · doi:10.1186/1472-6939-14-20 · Cited by 15 · cited 1× · see citing works
“As an illustration, several representatives from non-cancer PIOs believed PM to be primarily focusing on cancer to the disservice of other disease areas; a belief previously observed among health care professionals [41] and patient representatives [9].”
BackgroundBromley, R. L. (2014) · Biopreservation and Biobanking · doi:10.1089/bio.2014.0053 · Cited by 13 · see citing works
Gene patenting and licensing: the role of academic researchers and advocacy groups
Ledbetter, D. H. (2008) · Genetics in Medicine · doi:10.1097/gim.0b013e3181729dab · Cited by 8 · cited 1× · see citing works
“Third, patient organizations have comprehensive expertise within the areas of patient and health care professional capacity building [13, 14], the development of online patient communities [15], the design of regulatory frameworks and patenting policies [16], the financing and management of clinical trials and biobank…”
BackgroundMarcus, A. D. (2006) · PubMed · Cited by 7 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- [4]Committee on a Framework for Development of a New Taxonomy of Disease. National Research Council of the National Academies. Toward Precision Medicine: Building a Knowledge Network for Biomedical Research and a New Taxonomy of Disease. The National Academies Press; 2011. http://www.ncbi.nlm.nih.gov/books/NBK91503/. Accessed 4 Dec 2015. 22536618
- [8]European Alliance for Personalised Medicine. Report from Irish Presidency Conference. Innovation and Patient Access to Personalised Medicine. http://euapm.eu/pdf/EAPM_REPORT_on_Innovation_and_Patient_Access_to_Personalised_Medicine.pdf. Accessed 4 Dec 2015.
- [18]Marcus AD. Patients with rare diseases work to jump-start research. Wall Street journal. http://www.wsj.com/articles/SB115257685637802872. Accessed 4 Dec 2015. 16906687
Cited by
Sorted by citations
Prainsack, B. (2017) · Science Technology & Human Values · doi:10.1177/0162243917736139 · Cited by 137 · see citing works
“Such a focus on factors that matter “subjectively” to patients would also help to make health care at this stage of life more personal in the deep sense of the word (see also Budin-Ljøsne and Harris 2016).”
BackgroundFaulkner, E. C., Holtorf, A., Walton, S. M., Liu, C. Y., Lin, H., Biltaj, E., Brixner, D. I., Barr, C. E., Oberg, J. A., Sandhu, G., et al. (2020) · Value in Health · doi:10.1016/j.jval.2019.11.010 · Cited by 111 · see citing works
Contested futures: envisioning “Personalized,” “Stratified,” and “Precision” medicine
Erikainen, S., & Chan, S. (2019) · New Genetics and Society · doi:10.1080/14636778.2019.1637720 · Cited by 108 · see citing works
Erdmann, A., Rehmann-Sutter, C., & Bozzaro, C. (2021) · BMC Medical Ethics · doi:10.1186/s12910-021-00682-8 · Cited by 86 · see citing works
“For example, professionals [45, 120], patients and representatives from patient organizations are concerned about whether health insurance companies will cover the costs [51, 63, 76] or patients can pay for them [61, 95, 96].”
BackgroundInfluentialRepresenting a “revolution”: how the popular press has portrayed personalized medicine
Marcon, A. R., Bieber, M., & Caulfield, T. (2018) · Genetics in Medicine · doi:10.1038/gim.2017.217 · Cited by 70 · see citing works
Personalized Medicine and Adverse Drug Reactions: The Experience of An Italian Teaching Hospital
Russa, R. L., Finesch, V., Sanzo, M. D., Gatto, V., Santurro, A., Martini, G., Scopetti, M., & Frati, P. (2017) · Current Pharmaceutical Biotechnology · doi:10.2174/1389201018666170207124835 · Cited by 40 · see citing works
“The debate on the ethical and scientific substantiation of personalized medicine is particularly heated because while providing the possibility of great innovation, enhancing the appearance of the centrality of the individual patient characteristics, it requires considerable human and financial resources [3].”
BackgroundResponsible use of organoids in precision medicine: the need for active participant involvement
Lensink, M. A., Jongsma, K. R., Boers, S. N., Noordhoek, J. J., Beekman, J. M., & Bredenoord, A. L. (2020) · Development · doi:10.1242/dev.177972 · Cited by 34 · see citing works
“For organoid biobanks aimed at treating a specific disease, advocacy groups such as patient organizations can be appropriate parties to engage (www.bbmri-eric.eu/wp-content/ uploads/2016/07/stakeholders-forum-report-a-step-closer-a4.pdf; Budin-Ljøsne and Harris, 2016).”
BackgroundDorey, C. M., Baumann, H., & Biller‐Andorno, N. (2018) · BMC Medical Ethics · doi:10.1186/s12910-018-0261-x · Cited by 31 · see citing works
Perceptions of ‘Precision’ and ‘Personalised’ Medicine in Singapore and Associated Ethical Issues
Ong, S. A. K., Ling, J., Ballantyne, A., Lysaght, T., & Xafis, V. (2021) · Asian Bioethics Review · doi:10.1007/s41649-021-00165-3 · Cited by 27 · see citing works
Thauvin‐Robinet, C., Thévenon, J., Nambot, S., Delanne, J., Kuentz, P., Bruel, A., Chassagne, A., Cretin, É., Pélissier, A., Peyron, C., et al. (2019) · European Journal of Human Genetics · doi:10.1038/s41431-019-0384-7 · Cited by 25 · see citing works
Lensink, M. A., Boers, S. N., Gulmans, V. A. M., Jongsma, K. R., & Bredenoord, A. L. (2021) · Personalized Medicine · doi:10.2217/pme-2020-0161 · Cited by 21 · see citing works
The path to successful commercialization of cell and gene therapies: empowering patient advocates
Bauer, G., Abou‐El‐Enein, M., Kent, A., Poole, B. R., & Forte, M. (2016) · Cytotherapy · doi:10.1016/j.jcyt.2016.10.017 · Cited by 21 · see citing works
Morrison, M. C., Dickenson, D. L., & Lee, S. S. (2016) · BMC Medical Ethics · doi:10.1186/s12910-016-0157-6 · Cited by 18 · see citing works
“Interest Organisations’ perceptions of personalised medicine [39], and Nicholls et al.”
BackgroundPartnering with patients in translational oncology research: ethical approach
Mamzer, M., Duchange, N., Darquy, S., Marvanne, P., Rambaud, C., Marsico, G., Cerisey, C., Scotté, F., Burgun, A., Badoual, C., et al. (2017) · Journal of Translational Medicine · doi:10.1186/s12967-017-1177-9 · Cited by 17 · see citing works
“To avoid this risk and to facilitate the acceptance of new practices by the public at both the individual and global levels, the patient-centered approach is key [33].”
BackgroundRauter, C. M., Wöhlke, S., & Schicktanz, S. (2021) · Journal of Medical Systems · doi:10.1007/s10916-020-01702-7 · Cited by 16 · see citing works
Ethical considerations of neuro-oncology trial design in the era of precision medicine
Gupta, S., Smith, T. R., & Broekman, M. L. (2017) · Journal of Neuro-Oncology · doi:10.1007/s11060-017-2502-0 · Cited by 19 · see citing works
Pharmacogenomics Implementation and Hurdles to Overcome; In the Context of a Developing Country.
Ayati, N., Afzali, M., Hasanzad, M., Kebriaeezadeh, A., Ghatari, A. R., & Nikfar, S. (2021) · PubMed Central · doi:10.22037/ijpr.2021.114899.15091 · Cited by 12 · see citing works
Implementing personalized medicine in diabetic kidney disease: Stakeholders' perspectives
de Vries, J. K., Levin, A., Loud, F. C., Adler, A., Mayer, G. J., & Pena, M. J. (2018) · Diabetes Obesity and Metabolism · doi:10.1111/dom.13412 · Cited by 13 · see citing works
Rokni, S. A., Nourollahi, M., Alinia, P., Mirzadeh, I., Pedram, M., & Ghasemzadeh, H. G. (2020) · ACM Transactions on Design Automation of Electronic Systems · doi:10.1145/3414062 · Cited by 12 · see citing works
Multidisciplinary Effort to Drive Precision-Medicine for the Future
Kong, D., Yu, H., Sim, X., White, K. P., Tai, E. S., Wenk, M. R., & Teo, A. K. K. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.845405 · Cited by 11 · see citing works
Personalized Medicine in a New Genomic Era: Ethical and Legal Aspects
Shoaib, M., Rameez, M. A. M., Hussain, S. A., Madadin, M. S., & Menezes, R. G. (2016) · Science and Engineering Ethics · doi:10.1007/s11948-016-9828-4 · Cited by 8 · see citing works
“Moreover, the European commission has invested more than €1 billion since 2007 to the development of targeted treatment interventions in Europe (Budin-Ljøsne and Harris 2016).”
BackgroundStelzer, I. V., Sierawska, A. K., Buyx, A., & Simon, J. (2020) · Journal of Personalized Medicine · doi:10.3390/jpm10040276 · Cited by 7 · see citing works
Knoppers, T., Cosquer, M., Hagan, J., Nguyen, M. T., & Knoppers, B. M. (2022) · Frontiers in Medicine · doi:10.3389/fmed.2022.841887 · Cited by 7 · see citing works
Knott, T., Creeden, J., Horbach, B., Rauch‐Zumbrägel, M., Vat, L. E., Harnik, H., & Maravic, Z. (2023) · Health Science Reports · doi:10.1002/hsr2.1428 · Cited by 4 · see citing works
Warrier, P., Ho, C. W.-L., Bull, S., Vaz, M. A. P., & Vaz, M. (2021) · Wellcome Open Research · doi:10.12688/wellcomeopenres.16558.1 · Cited by 4 · see citing works
Ethical and legal considerations in the use of nanotheranostics and precision medicine
Khan, A. N., & Dilshad, E. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-34671-2.00025-6 · Cited by 2 · see citing works
Franse, R. K., Sachisthal, M. S. M., & Raijmakers, M. E. J. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1113019 · Cited by 2 · see citing works
“A qualitative analysis was performed by directive content analysis (Hsieh and Shannon, 2005) where the participants’ statements were categorized into the six interest dimensions (Rotgans, 2015; Budin-Ljøsne and Harris, 2016; Sachisthal et al., 2019): Knowledge, behavior, emotion, self-efficacy, personal value, and gen…”
BackgroundMethodEthical Issues in Personalized Medicine: Privacy, Consent, and Data Sharing
Wang, W. (2024) · GMO Biosafety Research · doi:10.5376/gmo.2024.15.0002 · Cited by 1 · see citing works
Interpersonal Dimensions of Personalized Medicine for Chronic Obstructive Pulmonary Disease
Smith, H. E., & Jones, C. J. (2018) · Elsevier eBooks · doi:10.1016/b978-0-12-813471-9.00025-6
Ethical Considerations of Neuro-oncology Trial Design in the Era of Precision Medicine
Gupta, S., Smith, T. R., & Broekman, M. L. D. (2019) · Springer eBooks · doi:10.1007/978-3-030-05502-8_13
Effective and sustainable patient participation
der Staaij, J. J. N.-V. (2022) · doi:10.33540/1621
Mostafaei, A., Rahmani, A., Shahsavarinia, K., Harzand-Jadidi, S., Milanchian, N., Rahmati, F., Salehi‐Pourmehr, H., & Hajebrahimi, S. (2025) · Personalized Medicine · doi:10.1080/17410541.2025.2538427
- Authors
- Budin-Ljøsne, I., & Harris, J. R.
- Affiliations
- Norwegian Institute of Public Health (NO)
- ORCID
- Harris, Jennifer R.
- Venue
- BMC Medical Ethics
- Published
- 2016-05-13
- Volume
- 17
- Issue
- 1
- Pages
- 28-28
- ISSN
- 1472-6939 (ISSN-L)
- PMC
- PMC4866041
- OpenAlex
- W2353511237
- Cited by
- 32
- References
- 28
- Citations by year
- 2025: 2 · 2024: 1 · 2023: 2 · 2022: 3 · 2021: 6 · 2020: 4 · 2019: 3 · 2018: 4 · 2017: 4 · 2016: 3
- FWCI
- 3.76
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- BMC Medical Ethics (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- BIBSYS Brage (BIBSYS (Norway)) (submittedVersion)
- NORA - Norwegian Open Research Archives (submittedVersion, other-oa)
- NORA - Norwegian Open Research Archives (submittedVersion, cc-by)
- Funders
- Norwegian Cancer Genomics Consortium (NFR BIOTEK2021/ES495029)
- Topics
- Health Sciences › Medicine › Physiology › Biomedical Ethics and Regulation
- Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Pharmacology › Pharmacogenetics and Drug Metabolism
- Health Sciences › Medicine › Health Informatics › Artificial Intelligence in Healthcare and Education
- Keywords
- personalized medicine, stakeholder perspectives, drug approval, data sharing infrastructure, health equity, patient education, health policy, stakeholder collaboration, implementation barriers
- MeSH terms
- Attitude, Consumer Advocacy, Community Participation, Delivery of Health Care, Europe, Humans, North America, Organizations, Nonprofit, Research, Qualitative Research, Precision Medicine
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