Using a Centroid-based approach for a reliable identification of morels (Morchella spp.): A case study for food authentication

IF 3.2 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Journal of Food Science Pub Date : 2024-07-02 DOI:10.1111/1750-3841.17219
Melissa Cravero, Jean Ruelle, Saskia Bindschedler, Stefan Emler, Pilar Junier
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Abstract

Food fraud is a problematic yet common phenomenon in the food industry. It impacts numerous sectors, including the market of edible mushrooms. Morel mushrooms are prized worldwide for their culinary and medicinal use. They represent a taxonomically complex group in which food fraud has already been reported. Among the methods to evaluate food fraud, some rely on comparisons of genetic sequences obtained from a sample to existing databases. However, the quality and usefulness of the results are limited by the type of comparison tool and the quality of the database used. The Centroid-based approach is applied by SmartGene in a proprietary artificial intelligence-based method for the generation of automatically curated reference databases that can be further expert curated. In this study, using sequences of the ribosomal internal transcribed spacer (ITS) of the genus Morchella (true morels), we compared this approach to the traditional pairwise alignment tool using two other databases: UNITE and Mycobank (MLST). The Centroid-based approach using an expert-curated database was more performant for the identification of 53 representative ITS sequences corresponding to validated species (83% accuracy, compared to 36% and 47% accuracy for UNITE and MLST, respectively). The Centroid method also revealed an inaccurate taxonomic annotation for sequences of commercial cultivars submitted to public databases. Combined with the web-based commercial software IDNS® available at Smartgene, the Centroid-based approach constitutes a valuable tool to ensure the quality of morel products on the market for actors of the food industry.

Practical Application

The Centroid-based approach can be used by agri-food actors who need to identify true morels down to the species level without any prior taxonomical knowledge. These include routine laboratories of the food industry, food distributors, and public surveillance agencies. This is a reliable method that requires minimal skills and resources, therefore being particularly adapted for nonspecialists.

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使用基于中心点的方法可靠识别羊肚菌(Morchella spp.):食品认证案例研究。
食品欺诈是食品行业的一个常见问题。它影响着众多行业,包括食用菌市场。羊肚菌因其烹饪和药用价值而受到全世界的青睐。莫莱尔蘑菇在分类学上是一个复杂的类群,食品欺诈在该类群中已有报道。在评估食品欺诈的方法中,有些依赖于将从样本中获得的基因序列与现有数据库进行比较。然而,比较结果的质量和实用性受到比较工具类型和所用数据库质量的限制。SmartGene 将基于中心点的方法应用于一种基于人工智能的专有方法中,用于生成可进一步由专家策划的自动策划参考数据库。在这项研究中,我们使用羊肚菌属核糖体内部转录间隔序列(ITS),将这种方法与使用其他两个数据库的传统配对工具进行了比较:UNITE 和 Mycobank (MLST)。基于 Centroid 的方法使用专家整理的数据库,在鉴定与验证物种相对应的 53 个代表性 ITS 序列时表现更佳(准确率为 83%,而 UNITE 和 MLST 的准确率分别为 36% 和 47%)。对于提交到公共数据库的商业栽培品种序列,Centroid 方法也发现分类注释不准确。与 Smartgene 提供的基于网络的商业软件 IDNS® 结合使用,基于 Centroid 的方法成为食品行业确保市场上羊肚菌产品质量的重要工具。实际应用:基于中心点的羊肚菌鉴定方法可用于需要鉴定真正的羊肚菌直至其种类的农业食品从业者,而无需任何分类学知识。这些机构包括食品行业的常规实验室、食品经销商和公共监督机构。这是一种可靠的方法,只需最低限度的技能和资源,因此特别适合非专业人员使用。
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来源期刊
Journal of Food Science
Journal of Food Science 工程技术-食品科技
CiteScore
7.10
自引率
2.60%
发文量
412
审稿时长
3.1 months
期刊介绍: The goal of the Journal of Food Science is to offer scientists, researchers, and other food professionals the opportunity to share knowledge of scientific advancements in the myriad disciplines affecting their work, through a respected peer-reviewed publication. The Journal of Food Science serves as an international forum for vital research and developments in food science. The range of topics covered in the journal include: -Concise Reviews and Hypotheses in Food Science -New Horizons in Food Research -Integrated Food Science -Food Chemistry -Food Engineering, Materials Science, and Nanotechnology -Food Microbiology and Safety -Sensory and Consumer Sciences -Health, Nutrition, and Food -Toxicology and Chemical Food Safety The Journal of Food Science publishes peer-reviewed articles that cover all aspects of food science, including safety and nutrition. Reviews should be 15 to 50 typewritten pages (including tables, figures, and references), should provide in-depth coverage of a narrowly defined topic, and should embody careful evaluation (weaknesses, strengths, explanation of discrepancies in results among similar studies) of all pertinent studies, so that insightful interpretations and conclusions can be presented. Hypothesis papers are especially appropriate in pioneering areas of research or important areas that are afflicted by scientific controversy.
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