Literature DB >> 33567765

ANN-Based Integrated Risk Ranking Approach: A Case Study of Contaminants of Emerging Concern of Fish and Seafood in Europe.

Vikas Kumar1,2, Saurav Kumar1,3.   

Abstract

Seafood, one of the most important food commodities consumed worldwide, is considered a high-quality, healthy, and safe food option. However, marine ecosystems are the ultimate destination for a large group of chemicals, including contaminants of emerging concern, and seafood consumption is a major pathway of human exposure. With growing awareness of food safety and food quality, and increased demand for information on the risk of contaminants of emerging concern, there is a need to assess food safety issues related to harmful contaminants in seafood and ensure the safety of marine food resources. In this study, the risks of emerging compounds (endocrine disruptors, brominated flame retardants, pharmaceuticals and personal care products, and toxic elements) in fish and seafood were analyzed according to their PBT (persistence, bioaccumulation, toxicity) properties as well as in terms of their concentration levels in seafood. A hazard index (HI) was estimated for each compound by applying an artificial neural network (ANN) approach known as Self-Organizing-Maps. Subsequently, an integrated risk rank (IRI) was developed considering the values of HI and the concentrations of emerging compounds in seafood species gathered from the scientific literature. Current results identified HHCB, MeHg, NP, AHTN and PBDE209 as the top five highest ranked compounds present in seafood, according to the 50th percentile (mean) of the IRI. However, this ranking slightly changed when taking into account the 99th percentile of the IRI, showing toxic elements, methylmercury and inorganic arsenic, as having the highest risk. The outcome of this study identified the priority contaminants and should help in regulatory decision-making and scientific panels to design screening programs as well as to take the appropriate safety measures.

Entities:  

Keywords:  contaminants of emerging concern; hazard index; risk ranking; seafood; self-organizing maps

Mesh:

Substances:

Year:  2021        PMID: 33567765      PMCID: PMC7915293          DOI: 10.3390/ijerph18041598

Source DB:  PubMed          Journal:  Int J Environ Res Public Health        ISSN: 1660-4601            Impact factor:   3.390


  38 in total

1.  Pharmaceuticals, hormones, and other organic wastewater contaminants in U.S. streams, 1999-2000: a national reconnaissance.

Authors:  Dana W Kolpin; Edward T Furlong; Michael T Meyer; E Michael Thurman; Steven D Zaugg; Larry B Barber; Herbert T Buxton
Journal:  Environ Sci Technol       Date:  2002-03-15       Impact factor: 9.028

2.  Self-organizing maps for integrated environmental assessment of the Mid-Atlantic region.

Authors:  Liem T Tran; C Gregory Knight; Robert V O'Neill; Elizabeth R Smith; Michael O'Connell
Journal:  Environ Manage       Date:  2003-06       Impact factor: 3.266

3.  Use of advances in technology for maritime risk assessment.

Authors:  J Wang; H S Sii; J B Yang; A Pillay; D Yu; J Liu; E Maistralis
Journal:  Risk Anal       Date:  2004-08       Impact factor: 4.000

4.  Environmental contaminants of emerging concern in seafood--European database on contaminant levels.

Authors:  Griet Vandermeersch; Helena Maria Lourenço; Diana Alvarez-Muñoz; Sara Cunha; Jorge Diogène; German Cano-Sancho; Jens J Sloth; Christiaan Kwadijk; Damia Barcelo; Wim Allegaert; Karen Bekaert; José Oliveira Fernandes; Antonio Marques; Johan Robbens
Journal:  Environ Res       Date:  2015-06-27       Impact factor: 6.498

5.  Rapid analysis of multiclass antibiotic residues and some of their metabolites in hospital, urban wastewater and river water by ultra-high-performance liquid chromatography coupled to quadrupole-linear ion trap tandem mass spectrometry.

Authors:  Meritxell Gros; Sara Rodríguez-Mozaz; Damià Barceló
Journal:  J Chromatogr A       Date:  2013-01-10       Impact factor: 4.759

6.  Definition and GIS-based characterization of an integral risk index applied to a chemical/petrochemical area.

Authors:  Martí Nadal; Vikas Kumar; Marta Schuhmacher; José L Domingo
Journal:  Chemosphere       Date:  2006-01-26       Impact factor: 7.086

7.  Concentrations of arsenic, cadmium, mercury, and lead in common foods and estimated daily intake by children, adolescents, adults, and seniors of Catalonia, Spain.

Authors:  J M Llobet; G Falcó; C Casas; A Teixidó; J L Domingo
Journal:  J Agric Food Chem       Date:  2003-01-29       Impact factor: 5.279

8.  Policies for chemical hazard and risk priority setting: can persistence, bioaccumulation, toxicity, and quantity information be combined?

Authors:  Jon A Arnot; Don Mackay
Journal:  Environ Sci Technol       Date:  2008-07-01       Impact factor: 9.028

Review 9.  Liquid chromatography-(tandem) mass spectrometry of selected emerging pollutants (steroid sex hormones, drugs and alkylphenolic surfactants) in the aquatic environment.

Authors:  María J Lopez de Alda; Silvia Díaz-Cruz; Mira Petrovic; Damià Barceló
Journal:  J Chromatogr A       Date:  2003-06-06       Impact factor: 4.759

10.  Hormonal effects of tetrabromobisphenol A using a combination of in vitro and in vivo assays.

Authors:  Guo-Yong Huang; Guang-Guo Ying; Yan-Qiu Liang; Jian-Liang Zhao; Bin Yang; Shan Liu; You-Sheng Liu
Journal:  Comp Biochem Physiol C Toxicol Pharmacol       Date:  2013-03-14       Impact factor: 3.228

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