Hazard identification of nanomaterials: In silico unraveling of descriptors for cytotoxicity and genotoxicity

被引:24
作者
El Yamani, Naouale [1 ]
Mariussen, Espen [1 ,2 ]
Gromelski, Maciej [3 ]
Wyrzykowska, Ewelina [3 ]
Grabarek, Dawid [3 ]
Puzyn, Tomasz [3 ,4 ]
Tanasescu, Speranta [5 ]
Dusinska, Maria [1 ]
Runden-Pran, Elise [1 ]
机构
[1] Norwegian Inst Air Res, Dept Environm Chem, Hlth Effects Lab, NILU, N-2007 Kjeller, Norway
[2] Norwegian Inst Publ Hlth, Dept Air Qual & Noise, N-0456 Oslo, Norway
[3] QSAR Lab Ltd, Trzy Lipy 3, PL-80172 Gdansk, Poland
[4] Univ Gda nsk, Fac Chem, Lab Environm Chemoinformat, Wita Stwosza 63, PL-80308 Gdansk, Poland
[5] Inst Phys Chem Ilie Murgulescu Romanian Acad, Bucharest 060021, Romania
关键词
Nanoparticles; Similarity analysis; Cheminformatics modeling; Physicochemical parameters; DNA damage; ALTERNATIVE TESTING STRATEGIES; ZINC-OXIDE; TIO2; NANOPARTICLES; TITANIUM-DIOXIDE; INORGANIC NANOPARTICLES; SILVER NANOPARTICLES; OXIDATIVE STRESS; CERIUM OXIDE; COMET ASSAY; TOXICITY;
D O I
10.1016/j.nantod.2022.101581
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Hazard identification and safety assessment of the huge variety of nanomaterials (NMs), calls for robust and validated toxicity screening tests in combination with cheminformatics approaches to identify factors that can drive toxicity. Cytotoxicity and genotoxicity of seventeen JRC repository NMs, derived from titanium dioxide, zinc oxide, silver and silica, were tested in vitro using human lung alveolar epithelial cells A549. Cytotoxicity was assessed with the AlamarBlue (AB) and colony forming efficiency (CFE) assays, and genotoxicity by the enzyme-linked version of the comet assay. Nanoparticle tracking analysis (NTA) was used to measure size of the NMs in stock and in cell culture medium at different time points. Categorization and ranking of cytotoxic and genotoxic potential were performed (EU-NanoREG2 project approach). Descriptors for prediction of NMs toxicity were identified by quantitative structure-activity relationship (QSAR) ana-lysis. Our results showed that ZnO NMs (NM-110 and NM-111), and Ag NMs (NM-300K and NM-302) were cytotoxic, while the TiO2 and SiO2 NMs were non-cytotoxic. Regarding genotoxicity, TiO2 NM-10 0, ZnO NM -110, SiO2 NM-203 and Ag NM-300K were categorized as positive. Cheminformatics modeling identified electron properties and overall chemical reactivity as important descriptors for cytotoxic potential, HOMO-LUMO energy parameter, ionization potential, pristine size for the NMs acute accent genotoxic potential, and presence of surface coating as descriptor for induction of DNA oxidized base lesions.(C) 2022 The Authors. Published by Elsevier Ltd. CC_BY_4.0
引用
收藏
页数:13
相关论文
共 81 条
[1]   Polymorph- and Size-Dependent Uptake and Toxicity of TiO2 Nanoparticles in Living Lung Epithelial Cells [J].
Andersson, Per Ola ;
Lejon, Christian ;
Ekstrand-Hammarstrom, Barbro ;
Akfur, Christine ;
Ahlinder, Linnea ;
Bucht, Anders ;
Osterlund, Lars .
SMALL, 2011, 7 (04) :514-523
[2]  
[Anonymous], 2017, Read-Across Assessment Framework (RAAF)
[3]  
[Anonymous], Better Regulation in Europe: Austria 2010, DOI [DOI 10.1787/EAG-2010-EN.45926093.PDF(OECD.ORG), DOI 10.1787/9789264094772-EN, 10.1787/9789264094772-en]
[4]   Case studies putting the decision-making framework for the grouping and testing of nanomaterials (DF4nanoGrouping) into practice [J].
Arts, Josje H. E. ;
Irfan, Muhammad-Adeel ;
Keene, Athena M. ;
Kreiling, Reinhard ;
Lyon, Delina ;
Maier, Monika ;
Michel, Karin ;
Neubauer, Nicole ;
Petry, Thomas ;
Sauer, Ursula G. ;
Warheit, David ;
Wiench, Karin ;
Wohileben, Wendel ;
Landsiedel, Robert .
REGULATORY TOXICOLOGY AND PHARMACOLOGY, 2016, 76 :234-261
[5]   A decision-making framework for the grouping and testing of nanomaterials (DF4nanoGrouping) [J].
Arts, Josje H. E. ;
Hadi, Mackenzie ;
Irfan, Muhammad-Adeel ;
Keene, Athena M. ;
Kreiling, Reinhard ;
Lyon, Delina ;
Maier, Monika ;
Michel, Karin ;
Petry, Thomas ;
Sauer, Ursula G. ;
Warheit, David ;
Wiench, Karin ;
Wohlleben, Wendel ;
Landsiedel, Robert .
REGULATORY TOXICOLOGY AND PHARMACOLOGY, 2015, 71 (02) :S1-S27
[6]   Toxicity and chemical transformation of silver nanoparticles in A549 lung cells: dose-rate-dependent genotoxic impact [J].
Bobyk, Laure ;
Tarantini, Adeline ;
Beal, David ;
Veronesi, Giulia ;
Kieffer, Isabelle ;
Motellier, Sylvie ;
Valsami-Jones, Eugenia ;
Lynch, Iseult ;
Jouneau, Pierre-Henri ;
Pernet-Gallay, Karin ;
Aude-Garcia, Catherine ;
Sauvaigo, Sylvie ;
Douki, Thierry ;
Rabilloud, Thierry ;
Carriere, Marie .
ENVIRONMENTAL SCIENCE-NANO, 2021, 8 (03) :806-821
[7]   An updated review of the genotoxicity of respirable crystalline silica [J].
Borm, Paul J. A. ;
Fowler, Paul ;
Kirkland, David .
PARTICLE AND FIBRE TOXICOLOGY, 2018, 15
[8]   Assessment of the in vitro genotoxicity of TiO2 nanoparticles in a regulatory context [J].
Charles, Sandrine ;
Jomini, Stephane ;
Fessard, Valerie ;
Bigorgne-Vizade, Emilie ;
Rousselle, Christophe ;
Michel, Cecile .
NANOTOXICOLOGY, 2018, 12 (04) :357-374
[9]   Sensitive detection of DNA oxidation damage induced by nanomaterials [J].
Collins, Andrew ;
El Yamani, Naouale ;
Dusinska, Maria .
FREE RADICAL BIOLOGY AND MEDICINE, 2017, 107 :69-76
[10]   High throughput toxicity screening and intracellular detection of nanomaterials [J].
Collins, Andrew R. ;
Annangi, Balasubramanyam ;
Rubio, Laura ;
Marcos, Ricard ;
Dorn, Marco ;
Merker, Carolin ;
Estrela-Lopis, Irina ;
Cimpan, Mihaela Roxana ;
Ibrahim, Mohamed ;
Cimpan, Emil ;
Ostermann, Melanie ;
Sauter, Alexander ;
El Yamani, Naouale ;
Shaposhnikov, Sergey ;
Chevillard, Sylvie ;
Paget, Vincent ;
Grall, Romain ;
Delic, Jozo ;
Goni-de-Cerio, Felipe ;
Suarez-Merino, Blanca ;
Fessard, Valerie ;
Hogeveen, Kevin N. ;
Fjellsbo, Lise Maria ;
Pran, Elise Runden ;
Brzicova, Tana ;
Topinka, Jan ;
Silva, Maria Joao ;
Leite, P. E. ;
Ribeiro, A. R. ;
Granjeiro, J. M. ;
Grafstrom, Roland ;
Prina-Mello, Adriele ;
Dusinska, Maria .
WILEY INTERDISCIPLINARY REVIEWS-NANOMEDICINE AND NANOBIOTECHNOLOGY, 2017, 9 (01)