Evidence map›Paper›PMID 34017099›Full record

ArticleNature nanotechnology2021

Towards FAIR nanosafety data.

Nina Jeliazkova, Margarita D Apostolova, Cristina Andreoli, Flavia Barone, Andrew Barrick, Chiara Battistelli, Cecilia Bossa, Alina Botea-Petcu, Amélie Châtel, Isabella De Angelis and 28 more

Abstract read
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In one paragraph

Article in Nature nanotechnology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 49 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
49citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

49 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Article
  5. Review
  6. Review
  7. Article
  8. Article
  9. Safety Assessment of Graphene-Based Materials.Small (Weinheim an der Bergstrasse, Germany) · 2025
    Article
  10. Review
  11. Article
  12. Article
  13. Environmental science. Nano · 2024
    Article
  14. Review
  15. Article
  16. Review
  17. Article
  18. Article
  19. Review
  20. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

38 authors.

Nina JeliazkovaIdeaconsult Ltd, Sofia, Bulgaria. jeliazkova.nina@gmail.com.ORCID http://orcid.org/0000-0002-4322-6179
Margarita D ApostolovaMedical and Biological Research Laboratory, Roumen Tsanev Institute of Molecular Biology, Bulgarian Academy of Sciences, Sofia, Bulgaria.ORCID http://orcid.org/0000-0001-7188-506X
Cristina AndreoliIstituto Superiore di Sanità, Rome, Italy.
Flavia BaroneIstituto Superiore di Sanità, Rome, Italy.
Andrew BarrickMer Molécules Santé, Université Catholique de l'Ouest, Angers, France.
Chiara BattistelliIstituto Superiore di Sanità, Rome, Italy.
Cecilia BossaIstituto Superiore di Sanità, Rome, Italy.
Alina Botea-PetcuInstitute of Physical Chemistry 'Ilie Murgulescu' of the Romanian Academy, Bucharest, Romania.
Amélie ChâtelMer Molécules Santé, Université Catholique de l'Ouest, Angers, France.ORCID http://orcid.org/0000-0003-2245-0216
Isabella De AngelisIstituto Superiore di Sanità, Rome, Italy.
Maria DusinskaDepartment of Environmental Chemistry, Health Effects Laboratory, Norwegian Institute for Air Research, Kjeller, Norway.
Naouale El YamaniDepartment of Environmental Chemistry, Health Effects Laboratory, Norwegian Institute for Air Research, Kjeller, Norway.
Daniela GheorgheInstitute of Physical Chemistry 'Ilie Murgulescu' of the Romanian Academy, Bucharest, Romania.
Anna GiustiDepartment of Chemical and Product Safety, German Federal Institute for Risk Assessment, Berlin, Germany.
Paloma Gómez-FernándezGAIKER Technology Centre, Basque Research and Technology Alliance, Zamudio, Spain.ORCID http://orcid.org/0000-0002-2086-0652
Roland GrafströmDepartment of Toxicology, Misvik Biology, Turku, Finland.
Maciej GromelskiGroup of Environmental Chemometrics, Faculty of Chemistry, University of Gdansk, Gdańsk, Poland.
Nicklas Raun JacobsenNational Research Centre for the Working Environment, Copenhagen, Denmark.
Vedrin JeliazkovIdeaconsult Ltd, Sofia, Bulgaria.ORCID http://orcid.org/0000-0002-1520-5995
Keld Alstrup JensenNational Research Centre for the Working Environment, Copenhagen, Denmark.ORCID http://orcid.org/0000-0002-2764-3634
Nikolay KochevIdeaconsult Ltd, Sofia, Bulgaria.ORCID http://orcid.org/0000-0001-6547-3675
Pekka KohonenDepartment of Toxicology, Misvik Biology, Turku, Finland.ORCID http://orcid.org/0000-0002-7845-3611
Nicolas ManierExpertise and Assays in Ecotoxicology Unit, French National Institute for Industrial Environment and Risks, Verneuil-en-Halatte, France.
Espen MariussenDepartment of Environmental Chemistry, Health Effects Laboratory, Norwegian Institute for Air Research, Kjeller, Norway.
Agnieszka MechJoint Research Centre, European Commission, Ispra, Italy.
José María NavasInstituto Nacional de Investigación y Tecnología Agraria y Alimentaria, Madrid, Spain.ORCID http://orcid.org/0000-0002-7644-8499
Vesselina PaskalevaIdeaconsult Ltd, Sofia, Bulgaria.
Aurica PrecupasInstitute of Physical Chemistry 'Ilie Murgulescu' of the Romanian Academy, Bucharest, Romania.ORCID http://orcid.org/0000-0002-2381-7617
Tomasz PuzynGroup of Environmental Chemometrics, Faculty of Chemistry, University of Gdansk, Gdańsk, Poland.
Kirsten RasmussenJoint Research Centre, European Commission, Ispra, Italy.
Peter RitchieInstitute of Occupational Medicine, Edinburgh, UK.
Isabel Rodríguez LlopisGAIKER Technology Centre, Basque Research and Technology Alliance, Zamudio, Spain.ORCID http://orcid.org/0000-0003-1514-4800
Elise Rundén-PranDepartment of Environmental Chemistry, Health Effects Laboratory, Norwegian Institute for Air Research, Kjeller, Norway.ORCID http://orcid.org/0000-0002-5541-4513
Romica SanduInstitute of Physical Chemistry 'Ilie Murgulescu' of the Romanian Academy, Bucharest, Romania.
Neeraj ShandilyaNetherlands Organisation for Applied Scientific Research (TNO), Utrecht, Netherlands.
Speranta TanasescuInstitute of Physical Chemistry 'Ilie Murgulescu' of the Romanian Academy, Bucharest, Romania.
Andrea HaaseDepartment of Chemical and Product Safety, German Federal Institute for Risk Assessment, Berlin, Germany.
Penny NymarkDepartment of Toxicology, Misvik Biology, Turku, Finland. penny.nymark@ki.se.ORCID http://orcid.org/0000-0002-3435-7775

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Nanotechnology is a key enabling technology with billions of euros in global investment from public funding, which include large collaborative projects that have investigated environmental and health safety aspects of nanomaterials, but the reuse of accumulated data is clearly lagging behind. Here we summarize challenges and provide recommendations for the efficient reuse of nanosafety data, in line with the recently established FAIR (findable, accessible, interoperable and reusable) guiding principles. We describe the FAIR-aligned Nanosafety Data Interface, with an aggregated findability, accessibility and interoperability across physicochemical, bio-nano interaction, human toxicity, omics, ecotoxicological and exposure data. Overall, we illustrate a much-needed path towards standards for the optimized use of existing data, which avoids duplication of efforts, and provides a multitude of options to promote safe and sustainable nanotechnology.

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.