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

  • Dades identificatives

    Identificador: imarina:9173246
    Autors:
    Kumar, VikasKumar, Saurav
    Resum:
    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 t
  • Altres:

    Autor segons l'article: Kumar, Vikas; Kumar, Saurav;
    Departament: Enginyeria Química
    Autor/s de la URV: Kumar, Vikas
    Paraules clau: Water pollutants, chemical Water pollutant Venlafaxine Trimethoprim Triclosan Triclocarban Toxicity Sulfamethoxazole Sertraline Self-organizing maps Seafood Sea food Risk ranking Risk assessment Ranking Propyl paraben Propranolol Pollution exposure Paroxetine Norsertraline Norfluoxetine Nonhuman Neural networks, computer Methylmercury Methyl paraben Marine pollution Humans Human Hazard index Hazard assessment Gemfibrozil Food safety Food quality Food contamination Fluoxetine Flame retardant Fish Europe Ethyl paraben Erythromycin Endocrine disruptor Ecosystem Diphenhydramine Diltiazem Diazepam Decision making Contaminants of emerging concern Concentration (parameter) Citalopram Carbamazepine Caffeine Butyl paraben Bioaccumulation Benzyl paraben Atenolol Artificial neural network Article Arsenic Animals Animal 4,4' isopropylidenediphenol
    Resum: 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.
    Àrees temàtiques: Zootecnia / recursos pesqueiros Serviço social Saúde coletiva Química Public, environmental & occupational health Public health, environmental and occupational health Psicología Pollution Odontología Nutrição Medicina iii Medicina ii Medicina i Materiais Interdisciplinar Health, toxicology and mutagenesis Geografía Geociências Farmacia Environmental studies Environmental sciences Ensino Engenharias ii Engenharias i Enfermagem Educação física Educação Ciências biológicas iii Ciências biológicas ii Ciências biológicas i Ciências ambientais Ciências agrárias i Ciência da computação Biotecnología Biodiversidade Astronomia / física Administração pública e de empresas, ciências contábeis e turismo
    Accès a la llicència d'ús: https://creativecommons.org/licenses/by/3.0/es/
    Adreça de correu electrònic de l'autor: vikas.kumar@urv.cat
    Identificador de l'autor: 0000-0002-9795-5967
    Data d'alta del registre: 2024-07-27
    Versió de l'article dipositat: info:eu-repo/semantics/publishedVersion
    URL Document de llicència: https://repositori.urv.cat/ca/proteccio-de-dades/
    Referència a l'article segons font original: International Journal Of Environmental Research And Public Health. 18 (4): 1-17
    Referència de l'ítem segons les normes APA: Kumar, Vikas; Kumar, Saurav; (2021). ANN-Based Integrated Risk Ranking Approach: A Case Study of Contaminants of Emerging Concern of Fish and Seafood in Europe. International Journal Of Environmental Research And Public Health, 18(4), 1-17. DOI: 10.3390/ijerph18041598
    Entitat: Universitat Rovira i Virgili
    Any de publicació de la revista: 2021
    Tipus de publicació: Journal Publications
  • Paraules clau:

    Environmental Sciences,Health, Toxicology and Mutagenesis,Pollution,Public Health, Environmental and Occupational Health,Public, Environmental & Occupational Health
    Water pollutants, chemical
    Water pollutant
    Venlafaxine
    Trimethoprim
    Triclosan
    Triclocarban
    Toxicity
    Sulfamethoxazole
    Sertraline
    Self-organizing maps
    Seafood
    Sea food
    Risk ranking
    Risk assessment
    Ranking
    Propyl paraben
    Propranolol
    Pollution exposure
    Paroxetine
    Norsertraline
    Norfluoxetine
    Nonhuman
    Neural networks, computer
    Methylmercury
    Methyl paraben
    Marine pollution
    Humans
    Human
    Hazard index
    Hazard assessment
    Gemfibrozil
    Food safety
    Food quality
    Food contamination
    Fluoxetine
    Flame retardant
    Fish
    Europe
    Ethyl paraben
    Erythromycin
    Endocrine disruptor
    Ecosystem
    Diphenhydramine
    Diltiazem
    Diazepam
    Decision making
    Contaminants of emerging concern
    Concentration (parameter)
    Citalopram
    Carbamazepine
    Caffeine
    Butyl paraben
    Bioaccumulation
    Benzyl paraben
    Atenolol
    Artificial neural network
    Article
    Arsenic
    Animals
    Animal
    4,4' isopropylidenediphenol
    Zootecnia / recursos pesqueiros
    Serviço social
    Saúde coletiva
    Química
    Public, environmental & occupational health
    Public health, environmental and occupational health
    Psicología
    Pollution
    Odontología
    Nutrição
    Medicina iii
    Medicina ii
    Medicina i
    Materiais
    Interdisciplinar
    Health, toxicology and mutagenesis
    Geografía
    Geociências
    Farmacia
    Environmental studies
    Environmental sciences
    Ensino
    Engenharias ii
    Engenharias i
    Enfermagem
    Educação física
    Educação
    Ciências biológicas iii
    Ciências biológicas ii
    Ciências biológicas i
    Ciências ambientais
    Ciências agrárias i
    Ciência da computação
    Biotecnología
    Biodiversidade
    Astronomia / física
    Administração pública e de empresas, ciências contábeis e turismo
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