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Fajardo-Ortiz D, Hornbostel S, Montenegro de Wit M, Shattuck A. Funding CRISPR: Understanding the role of government and philanthropic institutions in supporting academic research within the CRISPR innovation system. Quantitative Science Studies 2022. [DOI: 10.1162/qss_a_00187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
Abstract
CRISPR/Cas has the potential to revolutionize medicine, agriculture, and biology. Understanding the trajectory of CRISPR research, how it is influenced and who pays for it, is an essential research policy question. We use a combination of methods to map, via quantitative content analysis of CRISPR papers, the research funding profile of major government agencies and organizations philanthropic, and the networks involved in supporting key stages of high-influence research, namely basic biological research and technological development. The results of the content analysis show how the research supported by the main US government agencies focus both on the study of CRISPR as a biological phenomenon and on its technological development and use as a biomedical research tool. US philanthropic organizations with the exception of HHMI, tend, by contrast, to specialize in funding CRISPR as a genome editing technology. We present a model of co-funding networks at the two most prominent institutions for CRISPR/Cas research, the University of California and the Harvard/MIT/Broad Institute, to illuminate how philanthropic organizations have articulated with government agencies to co-finance the discovery and development of CRISPR/Cas. Our results raise fundamental questions about the role of the state and the influence of philanthropy over the trajectory of transformative technologies.
Peer Review
https://publons.com/publon/10.1162/qss_a_00187
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Affiliation(s)
- David Fajardo-Ortiz
- Research System and Science Dynamics Research Area, Deutsche Zentrum für Hochschul-und Wissenschaftsforschung (DZHW), Berlin, Germany
- Department of Cardiovascular Sciences, KU Leuven, Leuven, Belgium
| | - Stefan Hornbostel
- Institut für Sozialwissenschaften, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Maywa Montenegro de Wit
- Environmental Studies Department, University of California Santa Cruz, Santa Cruz, California, United States of America
| | - Annie Shattuck
- Department of Geography, Indiana University, Bloomington, Indiana, United States of America
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Méndez PF, Fajardo-Ortiz D, Holzer JM. Disrupting the governance of social-ecological rigidity traps: Can pluralism foster change towards sustainability? ADV ECOL RES 2022. [DOI: 10.1016/bs.aecr.2022.04.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Fajardo-Ortiz D, Shattuck A, Hornbostel S. Mapping the coevolution, leadership and financing of research on viral vectors, RNAi, CRISPR/Cas9 and other genomic editing technologies. PLoS One 2020; 15:e0227593. [PMID: 32294089 PMCID: PMC7159216 DOI: 10.1371/journal.pone.0227593] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Accepted: 03/24/2020] [Indexed: 11/26/2022] Open
Abstract
Genomic editing technologies are developing rapidly, promising significant developments for biomedicine, agriculture and other fields. In the present investigation, we analyzed and compared the process of innovation for six genomic technologies: viral vectors, RNAi, TALENs, meganucleases, ZFNs and CRISPR/Cas including the profile of the main research institutions and their funders, to understand how innovation evolved and what institutions influenced research trajectories. A Web of Science search of papers on viral vectors RNAi, CRISPR/Cas, TALENs, ZFNs and meganucleases was used to build a citation network of 16,746 papers. An analysis of network clustering combined with text mining was performed. For viral vectors, a long-term process of incremental innovation was identified, which was largely publicly funded in the United States and the European Union. The trajectory of RNAi research included clusters related to the study of RNAi as a biological phenomenon and its use in functional genomics, biomedicine and pest control. A British philanthropic organization and a US pharmaceutical company played a key role in the development of basic RNAi research and clinical application respectively, in addition to government and academic institutions. In the case of CRISPR/Cas research, basic science discoveries led to the technical improvements, and these two in turn provided the information required for the development of biomedical, agricultural, livestock and industrial applications. The trajectory of CRISPR/Cas research exhibits a geopolitical division of the investigation efforts between the US, as the main producer and funder of basic research and technical improvements, and Chinese research institutions increasingly leading applied research. Our results reflect a change in the model for financing science, with reduced public financing for basic science and applied research on publicly funded technological developments in the US, and the emergence of China as a scientific superpower, with implications for the development of applications of genomic technologies.
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Affiliation(s)
- David Fajardo-Ortiz
- Research System and Science Dynamics research area, Deutsche Zentrum für Hochschul- und Wissenschaftsforschung (DZHW), Berlin, Germany
| | - Annie Shattuck
- Department of Geography, Indiana University, Bloomington, Indiana, United States of America
| | - Stefan Hornbostel
- Research System and Science Dynamics research area, Deutsche Zentrum für Hochschul- und Wissenschaftsforschung (DZHW), Berlin, Germany
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García-Peña C, Gutiérrez-Robledo LM, Cabrera-Becerril A, Fajardo-Ortiz D. Team Assembly Mechanisms and the Knowledge Produced in the Mexico's National Institute of Geriatrics: A Network Analysis and Agent-Based Modeling Approach. Scientifica (Cairo) 2019; 2019:9127657. [PMID: 30944756 PMCID: PMC6421728 DOI: 10.1155/2019/9127657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2018] [Accepted: 01/08/2019] [Indexed: 06/09/2023]
Abstract
Mexico's National Institute of Geriatrics (INGER) is the national research center of reference for matters related to human aging. INGER scientists perform basic, clinical, and demographic research which may imply different scientific cultures working together in the same specialized institution. In this paper, by a combination of text mining, coauthorship network analysis, and agent-based modeling, we analyzed and modeled the team assembly practices and the structure of the knowledge produced by scientists from INGER. Our results showed a weak connection between basic and clinical research and the emergence of a highly connected academic leadership. Importantly, basic and clinical-demographic researchers exhibited different team assembly strategies: basic researchers tended to form larger teams mainly with external collaborators, while clinical and demographic researchers formed smaller teams that very often incorporated internal (INGER) collaborators. We showed how these two different ways to form research teams impacted the organization of knowledge produced at INGER. Following these observations, we modeled, via agent-based modeling, the coexistence of different scientific cultures (basic and clinical research) exhibiting different team assembly strategies in the same institution. Three virtual experiments were run in our agent-based model. The three experiments kept similar values to the collaborating dynamics of INGER in terms of average team size and probabilities of choosing incumbents and external collaborators. The only difference among these experiments was the value of homophily defined as the trend to collaborate with research studies from the same field (14% corresponding to the 46% and 79%). The main result of these experiments is that by modulating just one variable (homophily), we could successfully reproduce the current situation of INGER (homophily of 79%) and simulate alternative scenarios in which interdisciplinary (46%) and transdisciplinary (14%) research could be done.
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Affiliation(s)
| | | | | | - David Fajardo-Ortiz
- Centro de Investigación en Políticas, Población y Salud, Universidad Nacional Autónoma de Mexico, Mexico City, Mexico
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Fajardo-Ortiz D, Lopez-Cervantes M, Duran L, Dumontier M, Lara M, Ochoa H, Castano VM. The emergence and evolution of the research fronts in HIV/AIDS research. PLoS One 2017; 12:e0178293. [PMID: 28542584 PMCID: PMC5444800 DOI: 10.1371/journal.pone.0178293] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2016] [Accepted: 05/10/2017] [Indexed: 11/19/2022] Open
Abstract
In this paper, we have identified and analyzed the emergence, structure and dynamics of the paradigmatic research fronts that established the fundamentals of the biomedical knowledge on HIV/AIDS. A search of papers with the identifiers "HIV/AIDS", "Human Immunodeficiency Virus", "HIV-1" and "Acquired Immunodeficiency Syndrome" in the Web of Science (Thomson Reuters), was carried out. A citation network of those papers was constructed. Then, a sub-network of the papers with the highest number of inter-citations (with a minimal in-degree of 28) was selected to perform a combination of network clustering and text mining to identify the paradigmatic research fronts and analyze their dynamics. Thirteen research fronts were identified in this sub-network. The biggest and oldest front is related to the clinical knowledge on the disease in the patient. Nine of the fronts are related to the study of specific molecular structures and mechanisms and two of these fronts are related to the development of drugs. The rest of the fronts are related to the study of the disease at the cellular level. Interestingly, the emergence of these fronts occurred in successive "waves" over the time which suggest a transition in the paradigmatic focus. The emergence and evolution of the biomedical fronts in HIV/AIDS research is explained not just by the partition of the problem in elements and interactions leading to increasingly specialized communities, but also by changes in the technological context of this health problem and the dramatic changes in the epidemiological reality of HIV/AIDS that occurred between 1993 and 1995.
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Affiliation(s)
- David Fajardo-Ortiz
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | | | - Luis Duran
- Facultad de Medicina, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Michel Dumontier
- Institute of Data Science, Maastricht University, Maastricht, The Netherlands
| | - Miguel Lara
- Instituto de Biología, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | | | - Victor M. Castano
- Centro de Física Aplicada y Tecnología Avanzada, Universidad Nacional Autónoma de México, Queretaro, Mexico
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Fajardo-Ortiz D, Ortega-Sánchez-de-Tagle J, Castaño VM. Hegemonic structure of basic, clinical and patented knowledge on Ebola research: a US army reductionist initiative. J Transl Med 2015; 13:124. [PMID: 25928238 PMCID: PMC4427924 DOI: 10.1186/s12967-015-0496-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2015] [Accepted: 04/16/2015] [Indexed: 01/18/2023] Open
Abstract
Background Ebola hemorrhagic fever (Ebola) is still a highly lethal infectious disease long affecting mainly neglected populations in sub-Saharan Africa. Moreover, this disease is now considered a potential worldwide threat. In this paper, we present an approach to understand how the basic, clinical and patent knowledge on Ebola is organized and intercommunicated and what leading factor could be shaping the evolution of the knowledge translation process for this disease. Methodology A combination of citation network analysis; analysis of Medical heading Subject (MeSH) and Gene Ontology (GO) terms, and quantitative content analysis for patents and scientific literature, aimed to map the organization of Ebola research was carried out. Results We found six putative research fronts (i.e. clusters of high interconnected papers). Three research fronts are basic research on Ebola virus structural proteins: glycoprotein, VP40 and VP35, respectively. There is a fourth research front of basic research papers on pathogenesis, which is the organizing hub of Ebola research. A fifth research front is pre-clinical research focused on vaccines and glycoproteins. Finally, a clinical-epidemiology research front related to the disease outbreaks was identified. The network structure of patent families shows that the dominant design is the use of Ebola virus proteins as targets of vaccines and other immunological treatments. Therefore, patents network organization resembles the organization of the scientific literature. Specifically, the knowledge on Ebola would flow from higher (clinical-epidemiology) to intermediated (cellular-tissular pathogenesis) to lower (molecular interactions) levels of organization. Conclusion Our results suggest a strong reductionist approach for Ebola research probably influenced by the lethality of the disease. On the other hand, the ownership profile of the patent families network and the main researches relationship with the United State Army suggest a strong involvement of this military institution in Ebola research.
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Affiliation(s)
- David Fajardo-Ortiz
- Graduate program in Medical Sciences and Health, Universidad Nacional Autónoma de México, Mexico City, Mexico.
| | | | - Victor M Castaño
- Centro de Fisica Aplicada y Tecnologia Avanzada, Universidad Nacional Autonoma de Mexico, Queretaro, Mexico.
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Fajardo-Ortiz D, Ochoa H, García L, Castaño V. [Translation of knowledge on cervical cancer: is there a gap between research on causes and research on patient care?]. CAD SAUDE PUBLICA 2014; 30:415-26. [PMID: 24627068 DOI: 10.1590/0102-311x00168512] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2012] [Accepted: 08/22/2013] [Indexed: 11/22/2022] Open
Abstract
This article constructs a map on the translation of knowledge concerning cervical cancer, based on citation networks analysis and the use of Gene Ontology terms and Medical Subject Headings. We identified two areas of research that are poorly interconnected and differ in structure, content, and evolution. One focuses on causes of cancer and the other on patient care. The first research area showed a knowledge translation process where basic research and clinical research are communicated through a set of articles that consolidate human papillomavirus infection as the necessary cause of cervical cancer. The first area aims to prevent HPV infection and the development of cervical cancer, while the second aims to stage and treat the disease.
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Affiliation(s)
- David Fajardo-Ortiz
- El Colegio de la Frontera Sur, México, San Cristóbal de Las Casas, El Colegio de la Frontera Sur, San Cristóbal de Las Casas, México
| | - Héctor Ochoa
- El Colegio de la Frontera Sur, México, San Cristóbal de Las Casas, El Colegio de la Frontera Sur, San Cristóbal de Las Casas, México
| | - Luis García
- El Colegio de la Frontera Sur, México, San Cristóbal de Las Casas, El Colegio de la Frontera Sur, San Cristóbal de Las Casas, México
| | - Víctor Castaño
- Universidad Nacional Autónoma de México, México, Querétaro, Universidad Nacional Autónoma de México, Querétaro, México
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Fajardo-Ortiz D, Duran L, Moreno L, Ochoa H, Castaño VM. Mapping knowledge translation and innovation processes in Cancer Drug Development: the case of liposomal doxorubicin. J Transl Med 2014; 12:227. [PMID: 25182125 PMCID: PMC4161884 DOI: 10.1186/s12967-014-0227-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2014] [Accepted: 08/07/2014] [Indexed: 11/18/2022] Open
Abstract
We explored how the knowledge translation and innovation processes are structured when theyresult in innovations, as in the case of liposomal doxorubicin research. In order to map the processes, a literature network analysis was made through Cytoscape and semantic analysis was performed by GOPubmed which is based in the controlled vocabularies MeSH (Medical Subject Headings) and GO (Gene Ontology). We found clusters related to different stages of the technological development (invention, innovation and imitation) and the knowledge translation process (preclinical, translational and clinical research), and we were able to map the historic emergence of Doxil as a paradigmatic nanodrug. This research could be a powerful methodological tool for decision-making and innovation management in drug delivery research.
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Affiliation(s)
| | | | | | | | - Victor M Castaño
- Centro de Fisica Aplicada y Tecnologia Avanzada, Universidad Nacional Autonoma de Mexico, Queretaro, Mexico.
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Fajardo-Ortiz D, Duran L, Moreno L, Ochoa H, Castaño VM. Liposomes versus metallic nanostructures: differences in the process of knowledge translation in cancer. Int J Nanomedicine 2014; 9:2627-34. [PMID: 24920900 PMCID: PMC4043705 DOI: 10.2147/ijn.s62315] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
This research maps the knowledge translation process for two different types of nanotechnologies applied to cancer: liposomes and metallic nanostructures (MNs). We performed a structural analysis of citation networks and text mining supported in controlled vocabularies. In the case of liposomes, our results identify subnetworks (invisible colleges) associated with different therapeutic strategies: nanopharmacology, hyperthermia, and gene therapy. Only in the pharmacological strategy was an organized knowledge translation process identified, which, however, is monopolized by the liposomal doxorubicins. In the case of MNs, subnetworks are not differentiated by the type of therapeutic strategy, and the content of the documents is still basic research. Research on MNs is highly focused on developing a combination of molecular imaging and photothermal therapy.
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Affiliation(s)
- David Fajardo-Ortiz
- Faculty of Medicine of the National Autonomous University of Mexico, Mexico City, Mexico
| | - Luis Duran
- Faculty of Medicine of the National Autonomous University of Mexico, Mexico City, Mexico
| | - Laura Moreno
- Faculty of Medicine of the National Autonomous University of Mexico, Mexico City, Mexico
| | - Héctor Ochoa
- El Colegio de la Frontera Sur, San Cristobal de las Casas, Mexico
| | - Víctor M Castaño
- Faculty of Medicine of the National Autonomous University of Mexico, Mexico City, Mexico ; Molecular Material Department, Applied Physics and Advanced Technology Center, National Autonomous University of Mexico, Juriquilla, Mexico ; Advanced Technology Center, CIATEQ, Queretaro, Mexico
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