Genomic Approach to the Assessment of Adverse Effects of Particulate Matters on Skin Cancer and Other Disorders and Underlying Molecular Mechanisms
Open accessAbstract
Air pollutants are in the spotlight because the human body can easily be exposed to them. Among air pollutants, the particulate matter (PM) represents one of the most serious toxicants that can enter the human body through various exposure routes. PMs have various adverse effects and classified as severe carcinogen by International Agency for Research on Cancer. Their physical and chemical characteristics are distinguished by their size. In this review, we summarized the published information on the physicochemical characteristics and adverse effects of PMs on the skin, including carcinogenicity. Through comparisons of biological networks constructed from relationships discussed in the previous scientific publications, we show it is possible to predict skin cancers and other disorders from particle-size-specific signaling alterations of PM-responsive genes. Our review not only helps to grasp the biological association between ambient PMs and skin diseases including cancer, but also provides new approaches to interpret chemical-gene-disease associations regarding the adverse effects of these heterogeneous particles.
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Several epidemiological studies suggest a link between chronic exposure to particulate matter and increased risk of non-melanoma skin cancer, likely through oxidative stress, mutagenic DNA damage, and persistent activation of pathways including the AhR.
“Several epidemiological studies suggest a link between chronic exposure to particulate matter and increased risk of non-melanoma skin cancer, likely through oxidative stress, mutagenic DNA damage, and persistent activation of pathways including the AhR [79].”
From The Environmental Determinants of Skin Health: Linking Climate Change, Air Pollution, and the Dermatologic Disease Burden (2025) · cites this paper as [79]
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Experimental — accuracy not yet measuredCohort data from urban populations have reported a positive correlation between PM2.5 levels and skin cancer incidence.
“Cohort data from urban populations have reported a positive correlation between PM2.5 levels and skin cancer incidence, emphasizing the need for public health mitigation and further study [79].”
From The Environmental Determinants of Skin Health: Linking Climate Change, Air Pollution, and the Dermatologic Disease Burden (2025) · cites this paper as [79]
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Cites
Size-dependent toxicity of metal oxide particles—A comparison between nano- and micrometer size
Karlsson, H. L., Gustafsson, J., Cronholm, P., & Möller, L. (2009) · Toxicology Letters · doi:10.1016/j.toxlet.2009.03.014 · Cited by 949 · see citing works
Heilborn, J. D., Nilsson, M. F., Sørensen, O., Ståhle-Bäckdahl, M., Kratz, G., Weber, G., & Borregaard, N. (2003) · Journal of Investigative Dermatology · doi:10.1046/j.1523-1747.2003.12069.x · Cited by 572 · see citing works
Atopic diseases, allergic sensitization, and exposure to traffic-related air pollution in children.
Morgenstern, V., Zutavern, A., Cyrys, J., Brockow, I., Koletzko, S., Krämer, U., Behrendt, H., Herbarth, O., von Berg, A., Bauer, C. P., et al. (2008) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.200701-036oc · Cited by 567 · see citing works
Piao, M. J., Ahn, M. J., Kang, K. A., Ryu, Y. S., Hyun, Y. J., Shilnikova, K., Zhen, A. X., Jeong, J. W., Choi, Y. H., Kang, H. K., et al. (2018) · Archives of Toxicology · doi:10.1007/s00204-018-2197-9 · Cited by 339 · cited 1× · see citing works
“5, which may drive keratinocyte dysfunction [53,54].”
Pan, T.-L., Wang, P.-W., Aljuffali, I. A., Huang, C.-T., Lee, C.-W., & Fang, J.-Y. (2015) · Journal of Dermatological Science · doi:10.1016/j.jdermsci.2015.01.011 · Cited by 158 · see citing works
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Research works printed but not linked: 71
- [2]Wallace L 2006 Indoor sources of ultrafine and accumulation mode particles: size distributions, size-resolved concentrations, and source strengths Aerosol Sci Technol 40 348 60 10.1080/02786820600612250 · DOI
- [3]Leung DYC 2015 Outdoor-indoor air pollution in urban environment: challenges and opportunity Front Environ Sci 2 69 10.3389/fenvs.2014.00069 · DOI
- [4]Davidson CI Phalen RF Solomon PA 2005 Airborne particulate matter and human health: a review Aerosol Sci Technol 39 737 49 10.1080/02786820500191348 · DOI
- [5]Sarigiannis DΑ Karakitsios SP Zikopoulos D Nikolaki S Kermenidou M 2015 Lung cancer risk from PAHs emitted from biomass combustion Environ Res 137 147 56 10.1016/j.envres.2014.12.009 25543545 · DOI
- [6]Esposito V Lucariello A Savarese L Cinelli MP Ferraraccio F Bianco A 2012 Morphology changes in human lung epithelial cells after exposure to diesel exhaust micron sub particles (PM1.0) and pollen allergens Environ Pollut 171 162 7 10.1016/j.envpol.2012.07.006 22922455 · DOI
- [7]Oberdörster G 2001 Pulmonary effects of inhaled ultrafine particles Int Arch Occup Environ Health 74 1 8 10.1007/s004200000185 11196075 · DOI
- [8]Schulz H Harder V Ibald-Mulli A Khandoga A Koenig W Krombach F 2005 Cardiovascular effects of fine and ultrafine particles J Aerosol Med 18 1 22 10.1089/jam.2005.18.1 15741770 · DOI
- [9]Ristovski ZD Miljevic B Surawski NC Morawska L Fong KM Goh F 2012 Respiratory health effects of diesel particulate matter Respirology 17 201 12 10.1111/j.1440-1843.2011.02109.x 22126432 · DOI
- [10]Jin SP Li Z Choi EK Lee S Kim YK Seo EY Urban particulate matter in air pollution penetrates into the barrier-disrupted skin and produces ROS-dependent cutaneous inflammatory response in vivo [published online ahead of print April 30, 2018] J Dermatol Sci doi: 10.1016/j.jdermsci. 2018.04.015 10.1016/j.jdermsci.2018.04.015 29731195 · DOI · Paper page
- [11]Kim KE Cho D Park HJ 2016 Air pollution and skin diseases: adverse effects of airborne particulate matter on various skin diseases Life Sci 152 126 34 10.1016/j.lfs.2016.03.039 27018067 · DOI · Paper page
- [12]Li R Zhou R Zhang J 2018 Function of PM2.5 in the pathogenesis of lung cancer and chronic airway inflammatory diseases Oncol Lett 15 7506 14 10.3892/ol.2018.8355 29725457 PMC5920433 · DOI
- [13]Raaschou-Nielsen O Andersen ZJ Beelen R Samoli E Stafoggia M Weinmayr G 2013 Air pollution and lung cancer incidence in 17 European cohorts: prospective analyses from the European Study of Cohorts for Air Pollution Effects (ESCAPE) Lancet Oncol 14 813 22 10.1016/S1470-2045(13)70279-1 23849838 · DOI
- [14]Liu C Guo H Cheng X Shao M Wu C Wang S 2015 Exposure to airborne PM2.5 suppresses microRNA expression and deregulates target oncogenes that cause neoplastic transformation in NIH3T3 cells Oncotarget 6 29428 39 10.18632/oncotarget.5005 26338969 PMC4745737 · DOI
- [15]Li X Lv Y Gao N Sun H Lu R Yang H 2016 microRNA-802/Rnd3 pathway imposes on carcinogenesis and metastasis of fine particulate matter exposure Oncotarget 7 35026 43 10.18632/oncotarget.9019 27144337 PMC5085207 · DOI
- [16]Pershagen G 1990 Air pollution and cancer IARC Sci Publ 104 240 51 2228122
- [17]Bauer A 2016 Skin cancer as occupational disease Hautarzt 67 884 90 German 10.1007/s00105-016-3877-0 27680010 · DOI
- [18]Puri P Nandar SK Kathuria S Ramesh V 2017 Effects of air pollution on the skin: a review Indian J Dermatol Venereol Leprol 83 415 23 10.4103/0378-6323.199579 28195077 · DOI · Paper page
- [20]Ciencewicki J Jaspers I 2007 Air pollution and respiratory viral infection Inhal Toxicol 19 1135 46 10.1080/08958370701665434 17987465 · DOI · Paper page
- [21]Kim KH Kabir E Kabir S 2015 A review on the human health impact of airborne particulate matter Environ Int 74 136 43 10.1016/j.envint.2014.10.005 25454230 · DOI
- [22]Cheung K Daher N Kam W Shafer MM Ning Z Schauer JJ 2011 Spatial and temporal variation of chemical composition and mass closure of ambient coarse particulate matter (PM10-2.5) in the Los Angeles area Atmos Environ 45 2651 62 10.1016/j.atmosenv.2011.02.066 · DOI
- [24]Zhao H Xia B Fan C Zhao P Shen S 2012 Human health risk from soil heavy metal contamination under different land uses near Dabaoshan Mine, Southern China Sci Total Environ 417-418 45 54 10.1016/j.scitotenv.2011.12.047 22257507 · DOI
- [25]Li N Sioutas C Cho A Schmitz D Misra C Sempf J 2003 Ultrafine particulate pollutants induce oxidative stress and mitochondrial damage Environ Health Perspect 111 455 60 10.1289/ehp.6000 12676598 PMC1241427 · DOI · Paper page
- [26]Srimuruganandam B Shiva Nagendra SM 2012 Source characterization of PM10 and PM2.5 mass using a chemical mass balance model at urban roadside Sci Total Environ 433 8 19 10.1016/j.scitotenv.2012.05.082 22766423 · DOI
- [27]Kim W Jeong SC Shin C Song MK Cho Y Lim J 2018 A study of cytotoxicity and genotoxicity of particulate matter (PM2.5) in human lung epithelial cells (A549) Mol Cell Toxicol 14 163 72 10.1007/s13273-018-0018-0 · DOI
- [28]Jeong SC Shin CY Song MK Cho Y Ryu JC 2014 Gene expression profiling of human alveolar epithelial cells (A549 cells) exposed to atmospheric particulate matter 2.5 (PM2.5) collected from Seoul, Korea Mol Cell Toxicol 10 361 8 10.1007/s13273-014-0040-9 · DOI
- [29]Tian YZ Shi GL Huang-Fu YQ Song DL Liu JY Zhou LD 2016 Seasonal and regional variations of source contributions for PM10 and PM2.5 in urban environment Sci Total Environ 557-558 697 704 10.1016/j.scitotenv.2016.03.107 27037891 · DOI
- [30]Fruin S Urman R Lurmann F McConnell R Gauderman J Rappaport E 2014 Spatial variation in particulate matter components over a large urban area Atmos Environ 83 211 9 10.1016/j.atmosenv.2013.10.063 24578605 PMC3932493 · DOI
- [31]Zhang W Lei T Lin ZQ Zhang HS Yang DF Xi ZG 2011 Pulmonary toxicity study in rats with PM10 and PM2.5: differential responses related to scale and composition Atmos Environ 45 1034 41 10.1016/j.atmosenv.2010.10.043 · DOI
- [32]Ferrer I Zugazagoitia J Herbertz S John W Paz-Ares L Schmid-Bindert G 2018 KRAS-Mutant non-small cell lung cancer: from biology to therapy Lung Cancer 124 53 64 10.1016/j.lungcan.2018.07.013 30268480 · DOI
- [33]Forgacs E Biesterveld EJ Sekido Y Fong K Muneer S Wistuba II 1998 Mutation analysis of the PTEN/MMAC1 gene in lung cancer Oncogene 17 1557 65 10.1038/sj.onc.1202070 9794233 · DOI
- [34]Iggo R Gatter K Bartek J Lane D Harris AL 1990 Increased expression of mutant forms of p53 oncogene in primary lung cancer Lancet 335 675 9 10.1016/0140-6736(90)90801-B 1969059 · DOI
- [35]Chen S Li D Zhang H Yu D Chen R Zhang B 2019 The development of a cell-based model for the assessment of carcinogenic potential upon long-term PM2.5 exposure Environ Int 131 104943 10.1016/j.envint.2019.104943 31295644 · DOI
- [36]Diociaiuti M Balduzzi M De Berardis B Cattani G Stacchini G Ziemacki G 2001 The two PM(2.5) (fine) and PM(2.5-10) (coarse) fractions: evidence of different biological activity Environ Res 86 254 62 10.1006/enrs.2001.4275 11453676 · DOI
- [37]Choi JH Kim JS Kim YC Kim YS Chung NH Cho MH 2004 Comparative study of PM2.5 - and PM10 - induced oxidative stress in rat lung epithelial cells J Vet Sci 5 11 8 10.4142/jvs.2004.5.1.11 15028881 · DOI
- [38]Yang J Chen Y Yu Z Ding H Ma Z 2019 The influence of PM2.5 on lung injury and cytokines in mice Exp Ther Med 18 2503 11 10.3892/etm.2019.7839 31572502 PMC6755482 · DOI
- [39]Pozzi R De Berardis B Paoletti L Guastadisegni C 2003 Inflammatory mediators induced by coarse (PM2.5-10) and fine (PM2.5) urban air particles in RAW 264.7 cells Toxicology 183 243 54 10.1016/S0300-483X(02)00545-0 12504355 · DOI
- [40]Yang B Xiao C 2018 PM2.5 exposure significantly improves the exacerbation of A549 tumor-bearing CB17-SCID mice Environ Toxicol Pharmacol 60 169 75 10.1016/j.etap.2018.04.025 29730225 · DOI
- [41]World Health Organization 2016 Ambient air pollution: a global assessment of exposure and burden of disease World Health Organization Geneva 10.17159/2410-972X/2016/v26n2a4 · DOI
- [42]Dockery DW Pope CA 3rd Xu X Spengler JD Ware JH Fay ME 1993 An association between air pollution and mortality in six U.S. cities N Engl J Med 329 1753 9 10.1056/NEJM199312093292401 8179653 · DOI · Paper page
- [43]Jia YY Wang Q Liu T 2017 Toxicity research of PM2.5 compositions in vitro Int J Environ Res Public Health 14 232 10.3390/ijerph14030232 28245639 PMC5369068 · DOI
- [44]Pope CA 3rd Bates DV Raizenne ME 1995 Health effects of particulate air pollution: time for reassessment? Environ Health Perspect 103 472 80 10.1289/ehp.95103472 7656877 PMC1523269 · DOI
- [45]Nguyen AV Soulika AM 2019 The dynamics of the skin's immune system Int J Mol Sci 20 1811 10.3390/ijms20081811 31013709 PMC6515324 · DOI
- [46]Park M Joo HS Lee K Jang M Kim SD Kim I 2018 Differential toxicities of fine particulate matters from various sources Sci Rep 8 17007 10.1038/s41598-018-35398-0 30451941 PMC6242998 · DOI
- [47]Song S Lee K Lee YM Lee JH Lee SI Yu SD 2011 Acute health effects of urban fine and ultrafine particles on children with atopic dermatitis Environ Res 111 394 9 10.1016/j.envres.2010.10.010 21367405 · DOI · Paper page
- [49]Annesi-Maesano I Moreau D Caillaud D Lavaud F Le Moullec Y Taytard A 2007 Residential proximity fine particles related to allergic sensitisation and asthma in primary school children Respir Med 101 1721 9 10.1016/j.rmed.2007.02.022 17442561 · DOI · Paper page
- [50]Ngoc LTN Park D Lee Y Lee YC 2017 Systematic review and meta-analysis of human skin diseases due to particulate matter Int J Environ Res Public Health 14 1458 10.3390/ijerph14121458 29186837 PMC5750877 · DOI · Paper page
- [51]Magnani ND Muresan XM Belmonte G Cervellati F Sticozzi C Pecorelli A 2016 Skin damage mechanisms related to airborne particulate matter exposure Toxicol Sci 149 227 36 10.1093/toxsci/kfv230 26507108 · DOI
- [53]Lin ZC Lee CW Tsai MH Ko HH Fang JY Chiang YC 2016 Eupafolin nanoparticles protect HaCaT keratinocytes from particulate matter-induced inflammation and oxidative stress Int J Nanomedicine 11 3907 26 10.2147/IJN.S109062 27570454 PMC4986973 · DOI
- [55]Park SY Byun EJ Lee JD Kim S Kim HS 2018 Air pollution, autophagy, and skin aging: impact of particulate matter (PM10) on human dermal fibroblasts Int J Mol Sci 19 2727 10.3390/ijms19092727 30213068 PMC6163910 · DOI
- [56]Avogbe PH Ayi-Fanou L Autrup H Loft S Fayomi B Sanni A 2005 Ultrafine particulate matter and high-level benzene urban air pollution in relation to oxidative DNA damage Carcinogenesis 26 613 20 10.1093/carcin/bgh353 15591089 · DOI · Paper page
- [57]Liu J Chen Y Cao H Zhang A 2019 Burden of typical diseases attributed to the sources of PM2.5-bound toxic metals in Beijing: an integrated approach to source apportionment and QALYs Environ Int 131 105041 10.1016/j.envint.2019.105041 31377599 · DOI · Paper page
- [58]Zhang Y Zheng L Tuo J Liu Q Zhang X Xu Z 2017 Analysis of PM2.5-induced cytotoxicity in human HaCaT cells based on a microfluidic system Toxicol In Vitro 43 1 8 10.1016/j.tiv.2017.04.018 28431925 · DOI
- [59]Gorgizadeh M Azarpira N Dehdari Veis R Sattarahmady N 2019 Repression of melanoma tumor in vitro and in vivo by photothermal effect of carbon xerogel nanoparticles Colloids Surf B Biointerfaces 176 449 55 10.1016/j.colsurfb.2019.01.032 30682617 · DOI
- [60]Haigh PI Lucci A Turner RR Bostick PJ Krasne DL Stern SL 2001 Carbon dye histologically confirms the identity of sentinel lymph nodes in cutaneous melanoma Cancer 92 535 41 10.1002/1097-0142(20010801)92:3<535::AID-CNCR1352>3.0.CO;2-3 11505397 · DOI
- [61]F'guyer S Afaq F Mukhtar H 2003 Photochemoprevention of skin cancer by botanical agents Photodermatol Photoimmunol Photomed 19 56 72 10.1034/j.1600-0781.2003.00019.x 12945805 · DOI · Paper page
- [62]Godic A Poljšak B Adamic M Dahmane R 2014 The role of antioxidants in skin cancer prevention and treatment Oxid Med Cell Longev 2014 860479 10.1155/2014/860479 24790705 PMC3984781 · DOI · Paper page
- [63]Giglia-Mari G Sarasin A 2003 TP53 mutations in human skin cancers Hum Mutat 21 217 28 10.1002/humu.10179 12619107 · DOI
- [64]Kunstfeld R Hirakawa S Hong YK Schacht V Lange-Asschenfeldt B Velasco P 2004 Induction of cutaneous delayed-type hypersensitivity reactions in VEGF-A transgenic mice results in chronic skin inflammation associated with persistent lymphatic hyperplasia Blood 104 1048 57 10.1182/blood-2003-08-2964 15100155 · DOI
- [65]Huggenberger R Ullmann S Proulx ST Pytowski B Alitalo K Detmar M 2010 Stimulation of lymphangiogenesis via VEGFR-3 inhibits chronic skin inflammation J Exp Med 207 2255 69 10.1084/jem.20100559 20837699 PMC2947063 · DOI
- [66]Cheng X Jin J Hu L Shen D Dong XP Samie MA 2010 TRP channel regulates EGFR signaling in hair morphogenesis and skin barrier formation Cell 141 331 43 10.1016/j.cell.2010.03.013 20403327 PMC2858065 · DOI
- [67]Zenz R Eferl R Kenner L Florin L Hummerich L Mehic D 2005 Psoriasis-like skin disease and arthritis caused by inducible epidermal deletion of Jun proteins Nature 437 369 75 10.1038/nature03963 16163348 · DOI
- [68]Zenz R Wagner EF 2006 Jun signalling in the epidermis: from developmental defects to psoriasis and skin tumors Int J Biochem Cell Biol 38 1043 9 10.1016/j.biocel.2005.11.011 16423552 · DOI
- [70]Bhora FY Dunkin BJ Batzri S Aly HM Bass BL Sidawy AN 1995 Effect of growth factors on cell proliferation and epithelialization in human skin J Surg Res 59 236 44 10.1006/jsre.1995.1160 7543631 · DOI
- [71]Lee CW Lin ZC Hu SC Chiang YC Hsu LF Lin YC 2016 Urban particulate matter down-regulates filaggrin via COX2 expression/PGE2 production leading to skin barrier dysfunction Sci Rep 6 27995 10.1038/srep27995 27313009 PMC4911555 · DOI · Paper page
- [72]Schikowski T Hüls A 2020 Air pollution and skin aging Curr Environ Health Rep 7 58 64 10.1007/s40572-020-00262-9 31927691 · DOI
- [73]Ahn K 2014 The role of air pollutants in atopic dermatitis J Allergy Clin Immunol 134 993 9 discussion 1000 10.1016/j.jaci.2014.09.023 25439225 · DOI · Paper page
- [74]Kim JH Son JW Kim J Kim MG Jeong SH Park TJ 2020 Particulate matter (PM)2.5 affects keratinocytes via endoplasmic reticulum (ER) stress-mediated suppression of apoptosis Mol Cell Toxicol 16 129 37 10.1007/s13273-019-00065-6 · DOI
- [75]Box NF Terzian T 2008 The role of p53 in pigmentation, tanning and melanoma Pigment Cell Melanoma Res 21 525 33 10.1111/j.1755-148X.2008.00495.x 18761658 · DOI
- [76]Bhang SH Sun AY Yang HS Rhim T Kim DI Kim BS 2011 Skin regeneration with fibroblast growth factor 2 released from heparin-conjugated fibrin Biotechnol Lett 33 845 51 10.1007/s10529-010-0492-5 21140191 · DOI
- [77]Purwar R Wittmann M Zwirner J Oppermann M Kracht M Dittrich-Breiholz O 2006 Induction of C3 and CCL2 by C3a in keratinocytes: a novel autocrine amplification loop of inflammatory skin reactions J Immunol 177 4444 50 10.4049/jimmunol.177.7.4444 16982879 · DOI
- [78]Matsunaga T Katayama I Yokozeki H Nishioka K 1996 ICAM-1 expression on keratinocytes in mechanically-injured skin of a patient with atopic dermatitis J Dermatol Sci 12 219 26 10.1016/0923-1811(95)00476-9 8884526 · DOI
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Sorted by citations
Zieneldien, T., Ma, S., Tan, I. J., Kim, J., Busot, D., & Cohen, B. A. (2025) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph22121820 · Cited by 7 · see citing works
“Co-hort Co-hort data from urban populations have reported a positive correlation between PM 2.5 levels and skin cancer incidence, emphasizing the need for public health mitigation and further study [79].”
Influential
- Authors
- Kee, N. G., Kim, H. S., Choi, H., Kim, H.-J., & Seo, Y. R.
- Affiliations
- Dongguk University (KR)
- Amorepacific (South Korea) (KR)
- Corresponding author
- Kim, Hyoung-June
- Seo, Young Rok
- Venue
- Journal of Cancer Prevention
- Publisher
- Korean Society of Cancer Prevention
- Published
- 2021-09-30
- Volume
- 26
- Issue
- 3
- Pages
- 153-161
- ISSN
- 2288-3649 (ISSN-L)
- 2288-3657
- PMC
- PMC8511580
- OpenAlex
- W3205957171
- Cited by
- 8
- References
- 5
- Citations by year
- 2025: 4 · 2023: 3 · 2022: 1
- FWCI
- 0.10
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Licence
- cc-by-nc
- Locations
- Journal of Cancer Prevention (publishedVersion, cc-by-nc)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- Funders
- Amorepacific Corporation
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Air Quality and Health Impacts
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Carcinogens and Genotoxicity Assessment
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Toxic Organic Pollutants Impact
- Keywords
- particulate matter, air pollution, skin cancer, skin diseases, carcinogenicity, particle size, gene expression, biological networks, molecular mechanisms of toxicity, exposure routes
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