1
|
Zhou Y, Zhai S, Yao G, Li J, Li Z, Ma Z, Ma Q. Formation and prediction of heterocyclic amines and N-nitrosamines in smoked sausages using back propagation artificial neural network. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2024; 104:4083-4096. [PMID: 38323696 DOI: 10.1002/jsfa.13291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 11/11/2023] [Accepted: 12/26/2023] [Indexed: 02/08/2024]
Abstract
BACKGROUND Heterocyclic amines (HAs) and N-nitrosamines (NAs) are formed easily during the thermal processing of food, and epidemiological studies have demonstrated that consuming HAs and NAs increases the risk of cancer. However, there are few studies on the application of back propagation artificial neural network (BP-ANN) models to simultaneously predict the content of HAs and NAs in sausages. This study aimed to investigate the effects of cooking time and temperature, smoking time and temperature, and fat-to-lean ratio on the formation of HAs and NAs in smoked sausages, and to predict their total content based on the BP-ANN model. RESULTS With an increase in processing time, processing temperature and fat ratio, the content of HAs and NAs in smoked sausages increased significantly, while the content of HA precursors and nitrite residues decreased significantly. The optimal network topology of the BP-ANN model was 5-11-2, the correlation coefficient values for training, validation, testing and all datasets were 0.99228, 0.99785, 0.99520 and 0.99369, respectively, and the mean squared error value of the best validation performance was 0.11326. The bias factor and the accuracy factor were within acceptable limits, and the predicted values approximated the true values, indicating that the model has good predictive performance. CONCLUSION The contents of HAs and NAs in smoked sausages were significantly influenced by the cooking conditions, smoking conditions and fat ratio. The BP-ANN model has high application value in predicting the contents of HAs and NAs in sausages, which provides a theoretical basis for the suppression of carcinogen formation. © 2024 Society of Chemical Industry.
Collapse
Affiliation(s)
- Yajun Zhou
- College of Food Science and Engineering, Jilin University, Changchun, China
| | - Shimin Zhai
- College of Food Science and Engineering, Jilin University, Changchun, China
| | - Guangming Yao
- College of Food Science and Engineering, Jilin University, Changchun, China
| | - Jihong Li
- College of Food Science and Engineering, Jilin University, Changchun, China
| | - Zongping Li
- National Drinking Water Product Quality Supervision and Inspection Center, Jilin, China
| | - Zhiyuan Ma
- High-tech Industry Promotion Center, Jilin, China
| | - Qingshu Ma
- National Drinking Water Product Quality Supervision and Inspection Center, Jilin, China
| |
Collapse
|
2
|
Aoudeh E, Oz E, Oz F. Understanding the heterocyclic aromatic amines: An overview and recent findings. ADVANCES IN FOOD AND NUTRITION RESEARCH 2024; 110:1-66. [PMID: 38906585 DOI: 10.1016/bs.afnr.2024.02.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/23/2024]
Abstract
Heterocyclic aromatic amines (HAAs) constitute a group of highly toxic organic compounds strongly associated with the onset of various types of cancer. This paper aims to serve as a valuable resource for food scientists working towards a better understanding of these compounds including formation, minimizing strategies, analysis, and toxicity as well as addressing existing gaps in the literature. Despite extensive research conducted on these compounds since their discovery, several aspects remain inadequately understood, necessitating further investigation. These include their formation pathways, toxic mechanisms, effective mitigation strategies, and specific health effects on humans. Nonetheless, recent research has yielded promising results, contributing significantly to our understanding of HAAs by proposing new potential formation pathways and innovative strategies for their reduction.
Collapse
Affiliation(s)
- Eyad Aoudeh
- Department of Food Engineering, Agriculture Faculty, Ataturk University, Erzurum, Türkiye
| | - Emel Oz
- Department of Food Engineering, Agriculture Faculty, Ataturk University, Erzurum, Türkiye
| | - Fatih Oz
- Department of Food Engineering, Agriculture Faculty, Ataturk University, Erzurum, Türkiye.
| |
Collapse
|
3
|
Heterocyclic amines in cooked meat products, shortcomings during evaluation, factors influencing formation, risk assessment and mitigation strategies. Meat Sci 2021; 184:108693. [PMID: 34775303 DOI: 10.1016/j.meatsci.2021.108693] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Revised: 09/29/2021] [Accepted: 10/04/2021] [Indexed: 01/02/2023]
Abstract
At this point in time, the evidence of a link between well-done meat intake and the incidence of cancer is stronger than it was 20 years ago. Several cohort and case-control studies have confirmed this evidence, and have shown a higher odd ratio and increased exposure to heterocyclic amines (HCAs) among those who frequently consume red meat. However, in most epidemiological studies, dietary assessment, combined with analytical data, is used to estimate the intake of HCAs, which has many inconsistencies. In addition, there is a lack of findings indicating a substantial correlation between various factors, like types of raw meat, types of meat products, and cooking methods that directly or indirectly influence the occurrence of cancer. Although numerous mitigation strategies have been developed to reduce HCAs levels in meat, there is still a high prevalence of carcinogenesis caused by HCAs in humans. The aim of this review is to summarise conflicting reports, address shortcomings and identify emerging trends of cutting-edge research related to HCAs.
Collapse
|
4
|
Advances in Analysis of Contaminants in Foodstuffs on the Basis of Orbitrap Mass Spectrometry: a Review. FOOD ANAL METHOD 2021. [DOI: 10.1007/s12161-021-02168-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
|
5
|
Olalekan Adeyeye SA, Ashaolu TJ. Heterocyclic Amine Formation and Mitigation in Processed Meat and Meat Products: A Mini-Review. J Food Prot 2021; 84:1868-1877. [PMID: 33956955 DOI: 10.4315/jfp-20-471] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 05/05/2021] [Indexed: 11/11/2022]
Abstract
ABSTRACT This review provides an assessment of heterocyclic amine (HCA) formation and mitigation in processed meat and meat products. HCAs are formed when amino acids react with creatine during thermal processing of meat and meat products. The formation of HCAs depends on various factors, including the temperature, cooking time, fat contents, and presence of HCA precursors such as water, lipids, and marinades. Additional factors that could affect HCA formation are pH, meat type, and ingredients added during cooking such as antioxidants, amino acids, ions, fat, and sugars, which promote production of HCAs. 2-Amino-1-methyl-6-phenylimidazo[4,5-b]pyridine, 2-amino-3,8-dimethylimidazo[4,5-f]quinoxaline, 2-amino-3,4,8-trimethylimidazo[4,5-f]quinoxaline, 2-amino-3-methylimidazo-[4,5-f]quinoline, and 2-amino-3,4-dimethylimidazo[4,5-f]quinoline are HCAs of importance because of their link to cancer in humans. More than 25 HCAs have been identified in processed foods. Of these, nine HCAs are possible human carcinogens (group 2B) and one is a probable human carcinogen (group 2A). To mitigate HCA generation during heat processing, various techniques have been used, including recipe variations, adjustments of thermal processing conditions, addition of flavorings, pretreatments such as microwave heating, and addition of naturally occurring and artificial antioxidants. HIGHLIGHTS
Collapse
Affiliation(s)
- Samuel Ayofemi Olalekan Adeyeye
- Department for Management of Science & Technology Development and Faculty of Environment and Labor Safety, Ton Duc Thang University, Ho Chi Minh City, Vietnam
| | - Tolulope Joshua Ashaolu
- Institute of Research and Development and Faculty of Environmental and Chemical Engineering, Duy Tan University, Da Nang 550000, Vietnam
| |
Collapse
|
6
|
A review on β-carboline alkaloids and their distribution in foodstuffs: A class of potential functional components or not? Food Chem 2021; 348:129067. [PMID: 33548760 DOI: 10.1016/j.foodchem.2021.129067] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 12/14/2020] [Accepted: 01/06/2021] [Indexed: 11/23/2022]
Abstract
Pharmacologically active β-carboline alkaloids (βCs) such as harman, norharman and some others are naturally present in plants and occur in many foodstuffs. They have a lot of pharmacological properties, including antitumor, antioxidant, anti-inflammatory and antimicrobial effects, and possess the potential for treating Alzheimer's disease, Parkinson's disease, depression and other central nervous system diseases. Dietary intake is proven to be an important source of βCs. Therefore, it is important to know the amounts of βCs that can be gotten from daily diets. This review summarizes the pharmacological activities, toxicology and formation of βCs, and gives collective information on contents of βCs in different foodstuffs.
Collapse
|
7
|
Chen X, Jia W, Zhu L, Mao L, Zhang Y. Recent advances in heterocyclic aromatic amines: An update on food safety and hazardous control from food processing to dietary intake. Compr Rev Food Sci Food Saf 2019; 19:124-148. [DOI: 10.1111/1541-4337.12511] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2019] [Revised: 10/17/2019] [Accepted: 10/30/2019] [Indexed: 01/14/2023]
Affiliation(s)
- Xiaoqian Chen
- Zhejiang Key Laboratory for Agro‐Food Processing, National Engineering Laboratory of Intelligent Food Technology and Equipment, College of Biosystems Engineering and Food ScienceZhejiang University Hangzhou China
| | - Wei Jia
- Zhejiang Key Laboratory for Agro‐Food Processing, National Engineering Laboratory of Intelligent Food Technology and Equipment, College of Biosystems Engineering and Food ScienceZhejiang University Hangzhou China
| | - Li Zhu
- Zhejiang Key Laboratory for Agro‐Food Processing, National Engineering Laboratory of Intelligent Food Technology and Equipment, College of Biosystems Engineering and Food ScienceZhejiang University Hangzhou China
| | - Lei Mao
- Department of NutritionSchool of Public Health, Zhejiang University School of Medicine Hangzhou China
| | - Yu Zhang
- Zhejiang Key Laboratory for Agro‐Food Processing, National Engineering Laboratory of Intelligent Food Technology and Equipment, College of Biosystems Engineering and Food ScienceZhejiang University Hangzhou China
| |
Collapse
|
8
|
Gibis M. Heterocyclic Aromatic Amines in Cooked Meat Products: Causes, Formation, Occurrence, and Risk Assessment. Compr Rev Food Sci Food Saf 2016; 15:269-302. [PMID: 33371602 DOI: 10.1111/1541-4337.12186] [Citation(s) in RCA: 217] [Impact Index Per Article: 27.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2015] [Revised: 11/29/2015] [Accepted: 12/01/2015] [Indexed: 12/29/2022]
Abstract
Meat products are sources of protein with high biological value and an essential source of other nutrients, such as vitamins and minerals. Heating processes cause food to become more appetizing with changes in texture, appearance, flavor, and chemical properties by the altering of protein structure and other ingredients. During heat treatment, heterocyclic aromatic amines (HAAs), potent mutagens/carcinogens, are formed due to the Maillard reaction. The HAAs are classified in at least 2 groups: thermic HAAs (100 to 300 °C) and pyrolytic HAAs (>300 °C). This review focuses on the parameters and precursors which affect the formation of HAAs: preparation, such as the marinating of meat, and cooking methods, including temperature, duration, and heat transfer, as well as levels of precursors. Additionally, factors are described subject to pH, and the type of meat and ingredients, such as added antioxidants, types of carbohydrates and amino acids, ions, fat, and other substances inhibiting or enhancing the formation of HAAs. An overview of the different analytical methods available is shown to determine the HAAs, including their preparation to clean up the sample prior to extraction. Epidemiological results and human daily intake of HAAs obtained from questionnaires show a relationship between the preference for very well-done meat products with increased HAA levels and an enhanced risk of the incidence of cancer, besides other carcinogens in the diet. The metabolic pathway of HAAs is governed by the activity of several enzymes leading to the formation of DNA adducts or HAA excretion and genetic sensitivity of individuals to the impact of HAAs on human cancer risk.
Collapse
Affiliation(s)
- Monika Gibis
- Dept. of Food Physics and Meat Science, Inst. of Food Science and Biotechnology, Univ. of Hohenheim, Garbenstrasse 21/25, 70599, Stuttgart, Germany
| |
Collapse
|
9
|
Gibis M, Kruwinnus M, Weiss J. Impact of different pan-frying conditions on the formation of heterocyclic aromatic amines and sensory quality in fried bacon. Food Chem 2015; 168:383-9. [DOI: 10.1016/j.foodchem.2014.07.074] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2014] [Revised: 06/09/2014] [Accepted: 07/14/2014] [Indexed: 10/25/2022]
|