Systematic Organization of COVID-19 Data Supported by the Adverse Outcome Pathway Framework
- PMID: 34095051
- PMCID: PMC8170012
- DOI: 10.3389/fpubh.2021.638605
Systematic Organization of COVID-19 Data Supported by the Adverse Outcome Pathway Framework
Abstract
Adverse Outcome Pathways (AOP) provide structured frameworks for the systematic organization of research data and knowledge. The AOP framework follows a set of key principles that allow for broad application across diverse disciplines related to human health, including toxicology, pharmacology, virology and medical research. The COVID-19 pandemic engages a great number of scientists world-wide and data is increasing with exponential speed. Diligent data management strategies are employed but approaches for systematically organizing the data-derived information and knowledge are lacking. We believe AOPs can play an important role in improving interpretation and efficient application of scientific understanding of COVID-19. Here, we outline a newly initiated effort, the CIAO project (https://www.ciao-covid.net/), to streamline collaboration between scientists across the world toward development of AOPs for COVID-19, and describe the overarching aims of the effort, as well as the expected outcomes and research support that they will provide.
Keywords: COVID-19; adverse outcome pathways; data integration; interdisciplinarity; mechanisms; systematic organization.
Copyright © 2021 Nymark, Sachana, Leite, Sund, Krebs, Sullivan, Edwards, Viviani, Willett, Landesmann and Wittwehr.
Conflict of interest statement
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.
Figures


Similar articles
-
CIAO: a living experiment in interdisciplinary large-scale collaboration facilitated by the Adverse Outcome Pathway framework.Front Public Health. 2023 Aug 10;11:1212544. doi: 10.3389/fpubh.2023.1212544. eCollection 2023. Front Public Health. 2023. PMID: 37637826 Free PMC article.
-
COVID-19 through Adverse Outcome Pathways: Building networks to better understand the disease - 3rd CIAO AOP Design Workshop.ALTEX. 2022;39(2):322–335. doi: 10.14573/altex.2112161. Epub 2022 Jan 3. ALTEX. 2022. PMID: 35032963 Free PMC article.
-
Understanding COVID-19 through adverse outcome pathways - 2nd CIAO AOP Design Workshop.ALTEX. 2021;38(2):351-357. doi: 10.14573/altex.2102221. Epub 2021 Mar 5. ALTEX. 2021. PMID: 33677612
-
The Adverse Outcome Pathway Framework Applied to Neurological Symptoms of COVID-19.Cells. 2022 Oct 28;11(21):3411. doi: 10.3390/cells11213411. Cells. 2022. PMID: 36359807 Free PMC article. Review.
-
Development and application of the adverse outcome pathway framework for understanding and predicting chronic toxicity: I. Challenges and research needs in ecotoxicology.Chemosphere. 2015 Feb;120:764-77. doi: 10.1016/j.chemosphere.2014.09.068. Epub 2014 Nov 11. Chemosphere. 2015. PMID: 25439131 Review.
Cited by
-
Factors Modulating COVID-19: A Mechanistic Understanding Based on the Adverse Outcome Pathway Framework.J Clin Med. 2022 Jul 31;11(15):4464. doi: 10.3390/jcm11154464. J Clin Med. 2022. PMID: 35956081 Free PMC article. Review.
-
Building an Adverse Outcome Pathway network for COVID-19.Front Syst Biol. 2024 Jun 6;4:1384481. doi: 10.3389/fsysb.2024.1384481. Front Syst Biol. 2024. PMID: 40206642 Free PMC article.
-
Mechanisms Leading to Gut Dysbiosis in COVID-19: Current Evidence and Uncertainties Based on Adverse Outcome Pathways.J Clin Med. 2022 Sep 14;11(18):5400. doi: 10.3390/jcm11185400. J Clin Med. 2022. PMID: 36143044 Free PMC article. Review.
-
Expanding adverse outcome pathways towards one health models for nanosafety.Front Toxicol. 2023 Aug 25;5:1176745. doi: 10.3389/ftox.2023.1176745. eCollection 2023. Front Toxicol. 2023. PMID: 37692900 Free PMC article.
-
CIAO: a living experiment in interdisciplinary large-scale collaboration facilitated by the Adverse Outcome Pathway framework.Front Public Health. 2023 Aug 10;11:1212544. doi: 10.3389/fpubh.2023.1212544. eCollection 2023. Front Public Health. 2023. PMID: 37637826 Free PMC article.
References
-
- OECD Series on Testing and Assessment No. 184: Revised Guidance Document on Developing and Assessing Adverse Outcome Pathways. (2017). Available online at: http://www.oecd.org/officialdocuments/displaydocument/?cote=env/jm/mono(... (accessed November 1, 2020).
-
- Halappanavar S, van den Brule S, Nymark P, Gaté L, Seidel C, Valentino S, et al. . Adverse outcome pathways as a tool for the design of testing strategies to support the safety assessment of emerging advanced materials at the nanoscale. Part Fibre Toxicol. (2020) 17:16. 10.1186/s12989-020-00344-4 - DOI - PMC - PubMed
MeSH terms
LinkOut - more resources
Full Text Sources
Medical