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Humanising nanotoxicology: replacement of animal-derived products in the application of integrated approaches to testing and assessment of nanomaterial inhalation hazard

Fraser, Roma, Campbell, Keira, Pokorski, Pawel, MacKinnon, Eve, McAllister, Katie, Neves, Karla B., Murphy, Fiona·2025·Frontiers in Bioengineering and Biotechnology

Abstract

Over the past decade, the development of nanomaterials (NMs) has surged, highlighting their potential benefits across multiple industries. However, concerns regarding human and environmental exposure remain significant. Traditional in vivo models for safety assessments are increasingly viewed as unfeasible and unethical due to the diverse forms and biological effects of NMs. This has prompted the design of Novel Approach Methods (NAMs) to streamline risk assessment and predict human hazards without relying on animal testing. A critical aspect of advancing NAMs is the urgent need to replace animal-derived products in assay protocols. Incorporating human or synthetic alternatives can significantly reduce the ethical burden of animal use while enhancing the relevance of toxicity testing. This study evaluates the impact of removing animal-derived products from standard acellular and in vitro assays recommended in a published Integrated Approaches to Testing and Assessment (IATA) for inhaled NMs. We specifically assessed the effects of replacing fetal bovine serum with human platelet lysate in acellular reactivity tests and in vitro toxicity testing using a panel of well-characterized NMs. Significant differences in acellular NM reactivity and dramatic changes in A549 cell growth rates and responses to NMs were observed under different media conditions. Our findings demonstrate that variations in experimental setup can fundamentally impact NM hazard assessment, influencing the interpretation of results within specific assays and across tiered testing strategies. Further investigation is needed to support a shift toward more ethical toxicity testing that does not rely on animal-derived materials.

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  • Replacing major components, such as serum, ECM preparations or metabolic activation systems, may alter assay biology.

    “Moreover, replacing major components, such as serum, ECM preparations or metabolic activation systems may alter assay biology. Changes in baseline phenotype, sensitivity, or readouts, have been reported even when technical adaptation is successful (Perez-Diaz et al., 2023; Reichstein et al., 2023; Fraser et al., 2025).”

    From Challenges and solutions in transitioning to animal-free standards: a comprehensive analysis of components in human cell-based developmental neurotoxicity assays (2026) · cites this paper as Fraser et al., 2025

    The Discussion reports that replacing fetal bovine serum with human platelet lysate changed cell growth and phenotype and could affect nanotoxicity assay results (section 4; page not provided). This supports the point about serum, but the passages do not establish the same effect for ECM preparations or metabolic activation systems. (LLM, conf=0.86)

    Experimental — accuracy not yet measured
  • The increasing availability of recombinant and chemically defined reagents provides opportunities to reduce reliance on animal-derived materials and to improve the definition of cell culture systems used in toxicological testing.

    “The increasing availability of recombinant and chemically defined reagents provides opportunities to reduce reliance on animal-derived materials and to improve the definition of cell culture systems used in toxicological testing (Nesterenko et al., 2020; Cassotta et al., 2022; Fraser et al., 2025).”
  • Changes in baseline phenotype, sensitivity, or readouts have been reported even when technical adaptation is successful.

    “Moreover, replacing major components, such as serum, ECM preparations or metabolic activation systems may alter assay biology. Changes in baseline phenotype, sensitivity, or readouts, have been reported even when technical adaptation is successful (Perez-Diaz et al., 2023; Reichstein et al., 2023; Fraser et al., 2025).”

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Research works printed but not linked: 66

  1. Ag Seleci D. Tsiliki G. Werle K. Elam D. A. Okpowe O. Seidel K. (2022). Determining nanoform similarity via assessment of surface reactivity by abiotic and in vitro assays. NanoImpact 26, 100390. 10.1016/j.impact.2022.100390 35560290 · DOI
  2. Ahsan S. M. Rao C. M. Ahmad M. F. (2018). Nanoparticle-protein interaction: the significance and role of protein corona. Adv. Exp. Med. Biol. 1048, 175– 198. 10.1007/978-3-319-72041-8_11 29453539 · DOI
  3. Aisen P. Listowsky I. (1980). Iron transport and storage proteins. Annu. Rev. Biochem. 49, 357– 393. 10.1146/annurev.bi.49.070180.002041 6996567 · DOI
  4. Barosova H. Meldrum K. Karakocak B. B. Balog S. Doak S. H. Petri-Fink A. (2021). Inter-laboratory variability of A549 epithelial cells grown under submerged and air-liquid interface conditions. Toxicol. Vitro 75, 105178. 10.1016/j.tiv.2021.105178 33905840 · DOI
  5. Ben Azouna N. Jenhani F. Regaya Z. Berraeis L. Ben Othman T. Ducrocq E. (2012). Phenotypical and functional characteristics of mesenchymal stem cells from bone marrow: comparison of culture using different media supplemented with human platelet lysate or fetal bovine serum. Stem Cell Res. Ther. 3 (1), 6. 10.1186/scrt97 22333342 PMC3340550 · DOI
  6. Bieback K. Hecker A. Kocaömer A. Lannert H. Schallmoser K. Strunk D. (2009). Human alternatives to fetal bovine serum for the expansion of mesenchymal stromal cells from bone marrow. Stem Cells 27 (9), 2331– 2341. 10.1002/stem.139 19544413 · DOI
  7. Boyles M. Murphy F. Mueller W. Wohlleben W. Jacobsen N. R. Braakhuis H. (2022). Development of a standard operating procedure for the DCFH(2)-DA acellular assessment of reactive oxygen species produced by nanomaterials. Toxicol. Mech. Methods 32 (6), 439– 452. 10.1080/15376516.2022.2029656 35086424 · DOI
  8. Braakhuis H. M. Murphy F. Ma-Hock L. Dekkers S. Keller J. Oomen A. G. (2021). An integrated approach to testing and assessment to support grouping and read-across of nanomaterials after inhalation exposure. Appl Vitro Toxicol 7 (3), 112– 128. 10.1089/aivt.2021.0009 PMC8567336 34746334 · DOI
  9. Brachtl G. Poupardin R. Hochmann S. Raninger A. Jürchott K. Streitz M. (2022). Batch effects during human bone marrow stromal cell propagation prevail donor variation and culture duration: impact on genotype, phenotype and function. Cells 11 (6), 946. 10.3390/cells11060946 35326396 PMC8946746 · DOI
  10. Burden N. Clift M. J. D. Jenkins G. J. S. Labram B. Sewell F. (2021). Opportunities and challenges for integrating new in vitro methodologies in hazard testing and risk assessment. Small 17 (15), 2006298. 10.1002/smll.202006298 33480476 · DOI
  11. Burnouf T. Strunk D. Koh M. B. Schallmoser K. (2016). Human platelet lysate: replacing fetal bovine serum as a gold standard for human cell propagation? Biomaterials 76, 371– 387. 10.1016/j.biomaterials.2015.10.065 26561934 · DOI
  12. Casati S. Aschberger K. Barroso J. Casey W. Delgado I. Kim T. S. (2018). Standardisation of defined approaches for skin sensitisation testing to support regulatory use and international adoption: position of the International Cooperation on Alternative Test Methods. Arch. Toxicol. 92 (2), 611– 617. 10.1007/s00204-017-2097-4 29127450 PMC5818556 · DOI
  13. Chary A. Groff K. Stucki A. O. Contal S. Stoffels C. Cambier S. (2022). Maximizing the relevance and reproducibility of A549 cell culture using FBS-free media. Toxicol Vitro 83, 105423. 10.1016/j.tiv.2022.105423 35753526 · DOI
  14. Cooper J. R. Abdullatif M. B. Burnett E. C. Kempsell K. E. Conforti F. Tolley H. (2016). Long term culture of the A549 cancer cell line promotes multilamellar body formation and differentiation towards an alveolar type II pneumocyte phenotype. PLOS ONE 11 (10), e0164438. 10.1371/journal.pone.0164438 27792742 PMC5085087 · DOI
  15. de Wildt B. W. M. Ito K. Hofmann S. (2022). Human platelet lysate as alternative of fetal bovine serum for enhanced human in vitro bone resorption and remodeling. Front. Immunol. 13, 915277. 10.3389/fimmu.2022.915277 35795685 PMC9251547 · DOI
  16. Di Cristo L. Janer G. Dekkers S. Boyles M. Giusti A. Keller J. G. (2022). Integrated approaches to testing and assessment for grouping nanomaterials following dermal exposure. Nanotoxicology 16 (3), 310– 332. 10.1080/17435390.2022.2085207 35704509 · DOI
  17. Directive 2010/63 (2022). Official Journal of the European Union. Luxemburgh: Publications Office of the European Union (OPOCE)
  18. Doak S. H. Clift M. J. D. Costa A. Delmaar C. Gosens I. Halappanavar S. (2022). The road to achieving the European commission's chemicals strategy for nanomaterial sustainability—a PATROLS perspective on new approach methodologies. Small 18 (17), 2200231. 10.1002/smll.202200231 35324067 · DOI
  19. Don Porto Carero A. Hoet P. H. M. Verschaeve L. Schoeters G. Nemery B. (2001). Genotoxic effects of carbon black particles, diesel exhaust particles, and urban air particulates and their extracts on a human alveolar epithelial cell line (A549) and a human monocytic cell line (THP-1). Environ. Mol. Mutagen. 37 (2), 155– 163. 10.1002/em.1023 11246222 · DOI
  20. ECVAM News and Views. Alternatives to laboratory animals (2008). 36(5): 479– 482.
  21. Falahati M. Attar F. Sharifi M. Haertlé T. Berret J. F. Khan R. H. (2019). A health concern regarding the protein corona, aggregation and disaggregation. Biochim. Biophys. Acta Gen. Subj. 1863 (5), 971– 991. 10.1016/j.bbagen.2019.02.012 30802594 PMC7115795 · DOI
  22. Fazzina R. Iudicone P. Mariotti A. Fioravanti D. Procoli A. Cicchetti E. (2016). Culture of human cell lines by a pathogen-inactivated human platelet lysate. Cytotechnology 68 (4), 1185– 1195. 10.1007/s10616-015-9878-5 25944665 PMC4960166 · DOI
  23. Fentem J. Malcomber I. Maxwell G. Westmoreland C. (2021). Upholding the EU's commitment to 'animal testing as a last resort' under REACH requires a paradigm shift in how we assess chemical safety to close the gap between regulatory testing and modern safety science. Altern. Lab. Anim. 49 (4), 122– 132. 10.1177/02611929211040824 34461762 · DOI
  24. Gandon A. Werle K. Neubauer N. Wohlleben W. (2017). Surface reactivity measurements as required for grouping and read-across: an advanced FRAS protocol. J. Phys. Conf. Ser. 838 (1), 012033. 10.1088/1742-6596/838/1/012033 · DOI
  25. Ge C. Tian J. Zhao Y. Chen C. Zhou R. Chai Z. (2015). Towards understanding of nanoparticle–protein corona. Archives Toxicol. 89 (4), 519– 539. 10.1007/s00204-015-1458-0 25637415 · DOI
  26. Guiotto M. Raffoul W. Hart A. M. Riehle M. O. di Summa P. G. (2020). Human platelet lysate to substitute fetal bovine serum in hMSC expansion for translational applications: a systematic review. J. Transl. Med. 18 (1), 351. 10.1186/s12967-020-02489-4 32933520 PMC7493356 · DOI
  27. Hassanian M. Aryapour H. Goudarzi A. Javan M. B. (2021). Are zinc oxide nanoparticles safe? A structural study on human serum albumin using in vitro and in silico methods. J. Biomol. Struct. Dyn. 39 (1), 330– 335. 10.1080/07391102.2019.1711189 31994452 · DOI
  28. Hesler M. Kohl Y. Wagner S. von Briesen H. (2019). Non-pooled human platelet lysate: a potential serum alternative for in vitro cell culture. Altern. Laboratory Animals 47 (3-4), 116– 127. 10.1177/0261192919882516 31698922 · DOI
  29. Hildner F. Eder M. J. Hofer K. Aberl J. Redl H. van Griensven M. (2015). Human platelet lysate successfully promotes proliferation and subsequent chondrogenic differentiation of adipose-derived stem cells: a comparison with articular chondrocytes. J. Tissue Eng. Regen. Med. 9 (7), 808– 818. 10.1002/term.1649 23303715 · DOI
  30. Hofbauer P. Riedl S. Witzeneder K. Hildner F. Wolbank S. Groeger M. (2014). Human platelet lysate is a feasible candidate to replace fetal calf serum as medium supplement for blood vascular and lymphatic endothelial cells. Cytotherapy 16 (9), 1238– 1244. 10.1016/j.jcyt.2014.04.009 24927718 · DOI
  31. Hristozov D. Badetti E. Bigini P. Brunelli A. Dekkers S. Diomede L. (2024). Next Generation Risk Assessment approaches for advanced nanomaterials: current status and future perspectives. NanoImpact 35, 100523. 10.1016/j.impact.2024.100523 39059749 · DOI
  32. Jochems C. E. van der Valk J. B. Stafleu F. R. Baumans V. (2002). The use of fetal bovine serum: ethical or scientific problem? Altern. Lab. Anim. 30 (2), 219– 227. 10.1177/026119290203000208 11971757 · DOI · Paper page
  33. Koltermann-Jülly J. Keller J. G. Vennemann A. Werle K. Müller P. Ma-Hock L. (2018). Abiotic dissolution rates of 24 (nano)forms of 6 substances compared to macrophage-assisted dissolution and in vivo pulmonary clearance: grouping by biodissolution and transformation. NanoImpact 12, 29– 41. 10.1016/j.impact.2018.08.005 · DOI
  34. Kopac T. (2021). Protein corona, understanding the nanoparticle-protein interactions and future perspectives: a critical review. Int. J. Biol. Macromol. 169, 290– 301. 10.1016/j.ijbiomac.2020.12.108 33340622 · DOI
  35. Liau L. L. Hassan M. N.Fb Tang Y. L. Ng M. H. Law J. X. (2021). Feasibility of human platelet lysate as an alternative to foetal bovine serum for in vitro expansion of chondrocytes. Int. J. Mol. Sci. 22 (3), 1269. 10.3390/ijms22031269 33525349 PMC7865277 · DOI
  36. Lieber M. Smith B. Szakal A. Nelson-Rees W. Todaro G. (1976). A continuous tumor-cell line from a human lung carcinoma with properties of type II alveolar epithelial cells. Int. J. Cancer 17 (1), 62– 70. 10.1002/ijc.2910170110 175022 · DOI
  37. Liu S. Yang W. Li Y. Sun C. (2023). Fetal bovine serum, an important factor affecting the reproducibility of cell experiments. Sci. Rep. 13 (1), 1942. 10.1038/s41598-023-29060-7 36732616 PMC9894865 · DOI
  38. Marigliani B. Balottin L. B. L. Augusto E. F. P. (2019b). Adaptation of mammalian cells to chemically defined media. Curr. Protoc. Toxicol. 82 (1), e88. 10.1002/cptx.88 31756045 · DOI
  39. Marigliani B. Sehn F. P. Silva J. Balottin L. B. L. Augusto E. F. P. Buehler A. M. (2019a). The overt and hidden use of animal-derived products in alternative methods for skin sensitisation: a systematic review. Altern. Lab. Anim. 47 (5-6), 174– 195. 10.1177/0261192919896361 31902222 · DOI
  40. Mortensen N. P. Hurst G. B. Wang W. Foster C. M. Nallathamby P. D. Retterer S. T. (2013). Dynamic development of the protein corona on silica nanoparticles: composition and role in toxicity. Nanoscale 5 (14), 6372– 6380. 10.1039/c3nr33280b 23736871 · DOI
  41. Muoio F. Panella S. Jossen V. Lindner M. Harder Y. Müller M. (2021). Human adipose stem cells (hASCs) grown on biodegradable microcarriers in serum- and xeno-free medium preserve their undifferentiated status. J. Funct. Biomaterials 12 (2), 25. 10.3390/jfb12020025 PMC8167760 33923488 · DOI
  42. Murphy F. Dekkers S. Braakhuis H. Ma-Hock L. Johnston H. Janer G. (2021). An integrated approach to testing and assessment of high aspect ratio nanomaterials and its application for grouping based on a common mesothelioma hazard. NanoImpact 22, 100314. 10.1016/j.impact.2021.100314 35559971 · DOI
  43. Murphy F. A. Johnston H. J. Dekkers S. Bleeker E. A. J. Oomen A. G. Fernandes T. F. (2023). How to formulate hypotheses and IATAs to support grouping and read-across of nanoforms. ALTEX - Altern. animal Exp. 40 (1), 125– 140. 10.14573/altex.2203241 35796348 · DOI
  44. Murugadoss S. van den Brule S. Brassinne F. Sebaihi N. Mejia J. Lucas S. (2020). Is aggregated synthetic amorphous silica toxicologically relevant? Part Fibre Toxicol. 17 (1), 1. 10.1186/s12989-019-0331-3 31900181 PMC6942297 · DOI
  45. Park S. J. (2020). Protein–Nanoparticle interaction: corona formation and conformational changes in proteins on nanoparticles. Int. J. Nanomedicine 15 (null), 5783– 5802. 10.2147/ijn.s254808 32821101 PMC7418457 · DOI
  46. Penhallow R. C. Brown-Mason A. Woodworth R. C. (1986). Comparative studies of the binding and growth-supportive ability of mammalian transferrins in human cells. J. Cell. Physiology 128 (2), 251– 260. 10.1002/jcp.1041280217 3015988 · DOI
  47. Powell L. G. Gillies S. Fernandes T. F. Murphy F. Giubilato E. Cazzagon V. (2022). Developing integrated approaches for testing and assessment (IATAs) in order to support nanomaterial safety. Nanotoxicology 16 (4), 484– 499. 10.1080/17435390.2022.2103470 35913849 · DOI
  48. Prasad R. Y. Wallace K. Daniel K. M. Tennant A. H. Zucker R. M. Strickland J. (2013). Effect of treatment media on the agglomeration of titanium dioxide nanoparticles: impact on genotoxicity, cellular interaction, and cell cycle. ACS Nano. 7 (3), 1929– 1942. 10.1021/nn302280n 23387956 · DOI
  49. Rafnsdóttir Ó. B. Kiuru A. Tebäck M. Friberg N. Revstedt P. Zhu J. (2023). A new animal product free defined medium for 2D and 3D culturing of normal and cancer cells to study cell proliferation and migration as well as dose response to chemical treatment. Toxicol. Rep. 10, 509– 520. 10.1016/j.toxrep.2023.04.001 37396848 PMC10313884 · DOI · Paper page
  50. Rauch C. Feifel E. Amann E.-M. Spötl H. P. Schennach H. Pfaller W. (2011). Alternatives to the use of fetal bovine serum: human platelet lysates as a serum substitute in cell culture media. ALTEX - Altern. animal Exp. 28 (4), 305– 316. 10.14573/altex.2011.4.305 22130485 · DOI
  51. Ridge K. M. Eriksson J. E. Pekny M. Goldman R. D. (2022). Roles of vimentin in health and disease. Genes Dev. 36 (7-8), 391– 407. 10.1101/gad.349358.122 35487686 PMC9067405 · DOI
  52. Sabella S. Carney R. P. Brunetti V. Malvindi M. A. Al-Juffali N. Vecchio G. (2014). A general mechanism for intracellular toxicity of metal-containing nanoparticles. Nanoscale 6 (12), 7052– 7061. 10.1039/c4nr01234h 24842463 PMC4120234 · DOI
  53. Sakuratani Y. Horie M. Leinala E. (2018). Integrated approaches to testing and assessment: OECD activities on the development and use of adverse outcome pathways and case studies. Basic and Clin. Pharmacol. and Toxicol. 123 (S5), 20– 28. 10.1111/bcpt.12955 29316278 · DOI
  54. Scanlon C. S. Van Tubergen E. A. Inglehart R. C. D'Silva N. J. (2013). Biomarkers of epithelial-mesenchymal transition in squamous cell carcinoma. J. Dent. Res. 92 (2), 114– 121. 10.1177/0022034512467352 23128109 PMC3545688 · DOI
  55. Shannahan J. H. Podila R. Aldossari A. A. Emerson H. Powell B. A. Ke P. C. (2015). Formation of a protein corona on silver nanoparticles mediates cellular toxicity via scavenger receptors. Toxicol. Sci. 143 (1), 136– 146. 10.1093/toxsci/kfu217 25326241 PMC4274384 · DOI
  56. Smith B. T. (1977). Cell line A549: a model system for the study of alveolar type II cell function. Am. Rev. Respir. Dis. 115 (2), 285– 293. 10.1164/arrd.1977.115.2.285 842942 · DOI
  57. Stone V. Gottardo S. Bleeker E. A. Braakhuis H. Dekkers S. Fernandes T. (2020). A framework for grouping and read-across of nanomaterials-supporting innovation and risk assessment. Nano Today 35, 100941. 10.1016/j.nantod.2020.100941 · DOI
  58. Stucki A. O. Barton-Maclaren T. S. Bhuller Y. Henriquez J. E. Henry T. R. Hirn C. (2022). Use of new approach methodologies (NAMs) to meet regulatory requirements for the assessment of industrial chemicals and pesticides for effects on human health. Front. Toxicol. 4, 964553. 10.3389/ftox.2022.964553 36119357 PMC9475191 · DOI
  59. Sutherland-Smith A. J. (2011). Filamin structure, function and mechanics: are altered filamin-mediated force responses associated with human disease? Biophys. Rev. 3 (1), 15– 23. 10.1007/s12551-011-0042-y 28510233 PMC5425660 · DOI
  60. Vertegel A. A. Siegel R. W. Dordick J. S. (2004). Silica nanoparticle size influences the structure and enzymatic activity of adsorbed lysozyme. Langmuir 20 (16), 6800– 6807. 10.1021/la0497200 15274588 · DOI
  61. Viau S. Chabrand L. Eap S. Lorant J. Rouger K. Goudaliez F. (2017). Pathogen reduction through additive-free short-wave UV light irradiation retains the optimal efficacy of human platelet lysate for the expansion of human bone marrow mesenchymal stem cells. PLOS ONE 12 (8), e0181406. 10.1371/journal.pone.0181406 28763452 PMC5538655 · DOI
  62. Weber T. Bajramovic J. Oredsson S. (2024). Preparation of a universally usable, animal product free, defined medium for 2D and 3D culturing of normal and cancer cells. MethodsX 12, 102592. 10.1016/j.mex.2024.102592 38445175 PMC10912720 · DOI · Paper page
  63. Weber T. Wiest J. Oredsson S. Bieback K. (2022). Case studies exemplifying the transition to animal component-free cell culture. Altern. Laboratory Animals 50 (5), 330– 338. 10.1177/02611929221117999 35983799 · DOI
  64. Wu J. Wang Y. Liu G. Jia Y. Yang J. Shi J. (2017). Characterization of air-liquid interface culture of A549 alveolar epithelial cells. Braz J. Med. Biol. Res. 51 (2), e6950. 10.1590/1414-431x20176950 29267508 PMC5731333 · DOI
  65. Zhang P. Cao M. Chetwynd A. J. Faserl K. Abdolahpur Monikh F. Zhang W. (2024). Analysis of nanomaterial biocoronas in biological and environmental surroundings. Nat. Protoc. 19, 3000– 3047. 10.1038/s41596-024-01009-8 39044000 · DOI
  66. Zook J. M. Maccuspie R. I. Locascio L. E. Halter M. D. Elliott J. T. (2011). Stable nanoparticle aggregates/agglomerates of different sizes and the effect of their size on hemolytic cytotoxicity. Nanotoxicology 5 (4), 517– 530. 10.3109/17435390.2010.536615 21142841 · DOI

Authors
Fraser, R., Campbell, K., Pokorski, P., MacKinnon, E., McAllister, K., Neves, K. B., & Murphy, F.
Venue
Frontiers in Bioengineering and Biotechnology
Published
2025-02-12
Volume
13
ISSN
2296-4185
Cited by
4
References
1
Funders
Animal Free Research United Kingdom

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