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Sleight TW, Sexton CN, Mpourmpakis G, Gilbertson LM, Ng CA. A Classification Model to Identify Direct-Acting Mutagenic Polycyclic Aromatic Hydrocarbon Transformation Products. Chem Res Toxicol 2021; 34:2273-2286. [PMID: 34662518 DOI: 10.1021/acs.chemrestox.1c00187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Polycyclic aromatic hydrocarbons (PAHs) are a complex group of environmental contaminants, many having long environmental half-lives. As these compounds degrade, the changes in their structure can result in a substantial increase in mutagenicity compared to the parent compound. Over time, each individual PAH can potentially degrade into several thousand unique transformation products, creating a complex, constantly evolving set of intermediates. Microbial degradation is the primary mechanism of their transformation and ultimate removal from the environment, and this process can result in mutagenic activation similar to the metabolic activation that can occur in multicellular organisms. The diversity of the potential intermediate structures in PAH-contaminated environments renders hazard assessment difficult for both remediation professionals and regulators. A mixture of structural and energetic descriptors has proven effective in existing studies for classifying which PAH transformation products will be mutagenic. However, most existing studies of environmental PAH mutagens primarily focus on nitrogenated derivatives, which are prevalent in the atmosphere and not as relevant in soil. Additionally, PAH products commonly found in the environment can range from as large as five rings to as small as a single ring, requiring a broadly inclusive methodology to comprehensively evaluate mutagenic potential. We developed a combination of supervised and unsupervised machine learning methods to predict environmentally induced PAH mutagenicity with improved performance over currently available tools. K-means clustering with principal component analysis allows us to identify molecular clusters that we hypothesize to have similar mechanisms of action. Recursive feature elimination identifies the most influential descriptors. The cluster-specific regression outperforms available classifiers in predicting direct-acting mutagens resulting from the microbial biodegradation of PAHs and provides direction for future studies evaluating the environmental hazards resulting from PAH biodegradation.
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Affiliation(s)
- Trevor W Sleight
- Civil & Environmental Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
| | - Caitlin N Sexton
- Chemical and Petroleum Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
| | - Giannis Mpourmpakis
- Chemical and Petroleum Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
| | - Leanne M Gilbertson
- Civil & Environmental Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States.,Chemical and Petroleum Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
| | - Carla A Ng
- Civil & Environmental Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States.,Environmental and Occupational Health, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
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da Silva Junior FC, Felipe MBMC, Castro DEFD, Araújo SCDS, Sisenando HCN, Batistuzzo de Medeiros SR. A look beyond the priority: A systematic review of the genotoxic, mutagenic, and carcinogenic endpoints of non-priority PAHs. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2021; 278:116838. [PMID: 33714059 DOI: 10.1016/j.envpol.2021.116838] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Revised: 02/06/2021] [Accepted: 02/21/2021] [Indexed: 06/12/2023]
Abstract
Knowledge of the toxic potential of polycyclic aromatic hydrocarbons (PAHs) has increased over time. Much of this knowledge is about the 16 United States - Environmental Protection Agency (US - EPA) priority PAHs; however, there are other US - EPA non-priority PAHs in the environment, whose toxic potential is underestimated. We conducted a systematic review of in vitro, in vivo, and in silico studies to assess the genotoxicity, mutagenicity, and carcinogenicity of 13 US - EPA non-priority parental PAHs present in the environment. Electronic databases, such as Science Direct, PubMed, Scopus, Google Scholar, and Web of Science, were used to search for research with selected terms without time restrictions. After analysis, following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) protocol, 249 articles, published between 1946 and 2020, were selected and the quality assessment of these studies was performed. The results showed that 5-methylchrysene (5-MC), 7,12-dimethylbenz[a]anthracene (7,12-DMBA), cyclopenta[cd]pyrene (CPP), and dibenzo[al]pyrene (Db[al]P) were the most studied PAHs. Moreover, 5-MC, 7,12-DMBA, benz[j]aceanthrylene (B[j]A), CPP, anthanthrene (ANT), dibenzo[ae]pyrene (Db[ae]P), and Db[al]P have been reported to cause mutagenic effects and have been being associated with a risk of carcinogenicity. Retene (RET) and benzo[c]fluorene (B[c]F), the least studied compounds, showed evidence of a strong influence on the mutagenicity and carcinogenicity endpoints. Overall, this systematic review provided evidence of the genotoxic, mutagenic, and carcinogenic endpoints of US - EPA non-priority PAHs. However, further studies are needed to improve the future protocols of environmental analysis and risk assessment in severely exposed populations.
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Affiliation(s)
- Francisco Carlos da Silva Junior
- Department of Cell Biology and Genetics, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil; Graduate Program in Molecular Biology and Biochemistry, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil
| | | | - Denis Elvis Farias de Castro
- Department of Cell Biology and Genetics, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil; Graduate Program in Molecular Biology and Biochemistry, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil
| | - Sinara Carla da Silva Araújo
- Department of Cell Biology and Genetics, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil; Graduate Program in Molecular Biology and Biochemistry, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil
| | - Herbert Costa Nóbrega Sisenando
- Department of Cell Biology and Genetics, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil; Department of Clinical and Toxicological Analysis, Health Sciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil
| | - Silvia Regina Batistuzzo de Medeiros
- Department of Cell Biology and Genetics, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil; Graduate Program in Molecular Biology and Biochemistry, Biosciences Center, Federal University of Rio Grande Do Norte, Natal, RN, Brazil.
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Laali KK, Borosky GL. Stable carbocations and onium ions from polycondensed aromatic and heteroaromatic compounds as models for biological electrophiles and DNA-transalkylating agents. ADVANCES IN PHYSICAL ORGANIC CHEMISTRY 2009. [DOI: 10.1016/s0065-3160(08)00004-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Kulkarni SA, Moir D, Zhu J. Influence of structural and functional modifications of selected genotoxic carcinogens on metabolism and mutagenicity - a review. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2007; 18:459-514. [PMID: 17654335 DOI: 10.1080/10629360701430090] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Alterations in molecular structure are responsible for the differential biological response(s) of a chemical inside a biosystem. Structural and functional parameters that govern a chemical's metabolic course and determine its ultimate outcome in terms of mutagenic/carcinogenic potential are extensively reviewed here. A large number of environmentally-significant organic chemicals are addressed under one or more broadly classified groups each representing one or more characteristic structural feature. Numerous examples are cited to illustrate the influence of key structural and functional parameters on the metabolism and DNA adduction properties of different chemicals. It is hoped that, in the event of limited experimental data on a chemical's bioactivity, such knowledge of the likely roles played by key molecular features should provide preliminary information regarding its bioactivation, detoxification and/or mutagenic potential and aid the process of screening and prioritising chemicals for further testing.
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Affiliation(s)
- S A Kulkarni
- Chemistry Research Division, Safe Environments Programme, Health Canada, AL: 0800C, Ottawa, Ontario, K1A 0L2, Canada
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Nandi S, Panda K, Suresh J, Ila H, Junjappa H. α-Oxoketene dithioacetal mediated aromatic annulation: highly efficient and concise synthetic routes to potentially carcinogenic polycyclic aromatic hydrocarbons. Tetrahedron 2004. [DOI: 10.1016/j.tet.2004.02.053] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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Abstract
This article reviews current knowledge of the metabolism of drugs that contain fluorine. The strategic value of fluorine substitution in drug design is discussed in terms of chemical structure and basic concepts in drug metabolism and drug toxicity.
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Affiliation(s)
- B K Park
- Department of Pharmacology and Therapeutics, New Medical Building, University of Liverpool, Liverpool, United Kingdom.
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Laali KK, Okazaki T, Kumar S, Galembeck SE. Substituent effects and charge delocalization mode in chrysenium, benzo[c]phenanthrenium, and benzo[g]chrysenium cations: a stable ion and electrophilic substitution study. J Org Chem 2001; 66:780-8. [PMID: 11430096 DOI: 10.1021/jo001268b] [Citation(s) in RCA: 21] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The first series of persistent carbocations derived from mono- and disubstituted chrysenes Ch (5- methyl- 3, 2-methoxy- 19, 2-methoxy-11-methyl- 20, 2-methoxy-5-methyl- 21, and 9-methyl-4H-cyclopenta[def]chrysene 22), monosubstituted benzo[c]phenanthrenes BcPh (3-methoxy- 23, 3-hydroxy- 24), and monosubstituted benzo[g]chrysenes BgCh (12-methoxy- 25; 12-hydroxy- 26) were generated in FSO3H/SO2ClF or FSO3H-SbF5 (4:1)/SO2ClF and studied by low-temperature NMR at 500 MHz. The methoxy and methyl substituents direct the protonation to their respective ortho positions. Whereas parent Ch 1 is protonated at C-6/C-12, 3 is protonated at C-6 (3aH+) and at C-12 (3bH+) with the latter being the thermodynamic cation. The 2-methoxy-Ch 19 is protonated at C-1 to give two conformationally distinct carboxonium ions (19aH+/19bH+). In the disubstituted Ch derivatives 20 and 21, the 2-methoxy overrides the 5-methyl and the predominant carbocations formed are via attack ortho to methoxy. For the methano derivative 22 (Me at C-9), a 3:1 mixture of 22aH+/22bH+ is formed. For parent BcPh 13, nitration and benzoylation are directed to C-5. With 3-methoxy-BcPh 23, the site of attack moves to C-4, thus producing two conformationally distinct carboxonium ions (23aH+/23bH+), whereas conventional nitration gave a 2:1 mixture of 23aNO2 and 23bNO2. In 3-hydroxy-BcPh 24, the carboxonium ion 24H+ is exclusively formed. For parent BgCh 16, protonation, nitration, and benzoylation are all directed to C-10 (16H+, 16NO2, 16COPh), but presence of OMe or OH substituent at C-12 changes the site of attack to C-11. Charge delocalization mode is probed based on magnitude of delta delta 13Cs and conformational aspects via NOED experiments. Complete NMR data are also reported for several benzoylation/nitration products. Using ab initio/GIAO (and NICS), the NMR chemical shifts (and aromaticity) in model carbocations A-D were evaluated. This work represents the first direct study of the carbocations derived from the methyl-, methoxy-/hydroxy-derivatives of three important classes of bay-region and fjord-region PAHs whose diol-epoxides extensively bind to DNA. It also extends the available data on electrophilic chemistry of BcPh and BgCh.
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Affiliation(s)
- K K Laali
- Department of Chemistry, Kent State University, Kent, Ohio 44242, USA.
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Szeliga J, Amin S. Quantitative reactions of anti 5,9-dimethylchrysene dihydrodiol epoxide with DNA and deoxyribonucleotides. Chem Biol Interact 2000; 128:159-72. [PMID: 11064001 DOI: 10.1016/s0009-2797(00)00184-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Native as well as denatured calf thymus DNA, deoxyguanylic and deoxyadenylic acid, respectively, were reacted with the racemic anti 5,9-dimethylchrysene dihydrodiol epoxide (5,9-DMCDE). The deoxyribonucleoside adducts were separated by HPLC and characterized by CD and NMR. Approximately 17% of the epoxide was trapped by native DNA and 76% of the adducts were derived from the RSSR enantiomer. The ratios of dAdo/dGuo modification in DNA were 14/86 and 19/81 for RSSR and SRRS enantiomers, respectively. By monitoring the product yields of anti 5,9-DMCDE with DNA and deoxyribonucleotides, we hoped to gain further insight into the factors responsible for deoxyguanosine adduct formation by 5-methylchrysene dihydrodiol epoxide (5-MCDE) compared to 5, 6-dimethylchrysene dihydrodiol epoxide (5,6-DMCDE). The adduct yields in deoxyribonucleotide reactions of 5,9-DMCDE were slightly higher than those from 5-MCDE. However, the reaction yields of 5, 9-DMCDE with DNA were lower than those with 5-MCDE in most cases, particularly for the cis and trans deoxyadenosine adducts. It seems that the 9-methyl group of 5,9-DMCDE significantly influences adduct formation with the deoxyadenosine residue in DNA in contrast to the 6-methyl group of 5,6-DMCDE. The 9-methyl group sterically decreases deoxyadenosine adduct yields more in reaction with native DNA than denatured DNA, but it has little effect on deoxyribonucleotide reactions. Adduct formation with deoxyguanosine residues in DNA by all three dihydrodiol epoxides correlate with their respective tumorigenic and mutagenic activities.
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Affiliation(s)
- J Szeliga
- Chemistry of Carcinogenesis Laboratory, NCI-Frederick Cancer Research and Development Center, Building 538, Room 114, PO Box B, 21702, Frederick, MD, USA
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Chang HF, Cho BP. Synthesis of anti- and syn-Diol Epoxides of trans-3,4-Dihydroxy-3,4-dihydrobenzo[ghi]fluoranthene: Model Planar Diol Epoxides. J Org Chem 1999. [DOI: 10.1021/jo9907944] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Hui-Fang Chang
- Department of Biomedical Sciences, College of Pharmacy, University of Rhode Island, Kingston, Rhode Island 02881
| | - Bongsup P. Cho
- Department of Biomedical Sciences, College of Pharmacy, University of Rhode Island, Kingston, Rhode Island 02881
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