Assessment of wheat grain quality in China during harvest and storage using a mycobiome approach

被引:1
作者
Qi, Zhihui [1 ,2 ]
Zhou, Xin [3 ,4 ]
Tian, Lin [1 ,2 ]
Zhang, Haiyang [1 ,2 ]
Lei, Yuqing [1 ,2 ]
Tang, Fang [1 ,2 ]
机构
[1] Acad Natl Food & Strateg Reserv Adm, Beijing 100037, Peoples R China
[2] Natl Engn Res Ctr Grain Storage & Logist, Beijing 102209, Peoples R China
[3] Chinese Acad Sci, Inst Microbiol, State Key Lab Mycol, Beijing 100101, Peoples R China
[4] Univ Chinese Acad Sci, Coll Life Sci, Beijing 100049, Peoples R China
关键词
Fungal communities; Random Forest; Quality; Freshness; Wheat grains; Storage; CONTAMINATION; FUNGI; TEMPERATURE;
D O I
10.1007/s12571-024-01499-0
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Fungal activity in stored wheat grains can lead to quality deterioration, especially in the form of mycotoxin accumulation. This study proposes an approach for assessing wheat quality by analyzing the wheat grain mycobiome using high-throughput sequencing technology. Wheat grain samples were collected from China's major production areas during both the harvest and storage stages to investigate the temporal and spatial trends in fungal distribution. The results revealed significant differences in the fungal diversity and communities during different stages of wheat processing, with a more complex fungal co-occurrence network in stored wheat than in harvested wheat. Aspergillus was the keystone taxon in the network of the stored wheat mycobiome. It was assigned to the "Unspecified_saprotroph" group and was found to contribute significantly to the differences in fungal community structure between harvested and stored wheat. We also constructed a Random Forest (RF) model to predict the freshness of the wheat grains. The RF model exhibited a strong ability to correctly determine the wheat grain stage based on the mycobiome present on the surface of the wheat grains, achieving a 98.28% accuracy rate, which confirmed the potential of mycobiome analysis for assessing wheat grain quality. This study provides a new perspective for assessing grain quality and sanitation security, which is significant for the supervision of food safety.
引用
收藏
页码:1619 / 1632
页数:14
相关论文
共 48 条
[1]   Wheat yield potential in controlled-environment vertical farms [J].
Asseng, Senthold ;
Guarin, Jose R. ;
Raman, Mahadev ;
Monje, Oscar ;
Kiss, Gregory ;
Despommier, Dickson D. ;
Meggers, Forrest M. ;
Gauthier, Paul P. G. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2020, 117 (32) :19131-19135
[2]   Network analysis reveals functional redundancy and keystone taxa amongst bacterial and fungal communities during organic matter decomposition in an arable soil [J].
Banerjee, Samiran ;
Kirkby, Clive A. ;
Schmutter, Dione ;
Bissett, Andrew ;
Kirkegaard, John A. ;
Richardson, Alan E. .
SOIL BIOLOGY & BIOCHEMISTRY, 2016, 97 :188-198
[3]   Physicochemical characterization and microbiology of wheat and rye flours [J].
Cardoso, Rossana V. C. ;
Fernandes, Angela ;
Heleno, Sandrina A. ;
Rodrigues, Paula ;
Gonzalez-Paramas, Ana M. ;
Barros, Lillian ;
Ferreira, Isabel C. F. R. .
FOOD CHEMISTRY, 2019, 280 :123-129
[4]   Integrated management of the risks of stored grain spoilage by seedborne fungi and contamination by storage mould mycotoxins - An update [J].
Fleurat-Lessard, Francis .
JOURNAL OF STORED PRODUCTS RESEARCH, 2017, 71 :22-40
[5]   Discrimination of the geographic origins and varieties of wine grapes using high-throughput sequencing assisted by a random forest model [J].
Gao, Feifei ;
Zeng, Guihua ;
Wang, Bin ;
Xiao, Jing ;
Zhang, Liang ;
Cheng, Weidong ;
Wang, Hua ;
Li, Hua ;
Shi, Xuewei .
LWT-FOOD SCIENCE AND TECHNOLOGY, 2021, 145
[6]   Identification of wheat quality using THz spectrum [J].
Ge, Hongyi ;
Jiang, Yuying ;
Xu, Zhaohui ;
Lian, Feiyu ;
Zhang, Yuan ;
Xia, Shanhong .
OPTICS EXPRESS, 2014, 22 (10) :12533-12544
[7]   Comparative assessments between conventional and promising technologies for wheat aging or mold detection [J].
Gong, Yue-hong ;
Yang, Tie-jun ;
Liang, Yi-tao ;
Ge, Hong-yi ;
Shen, Er-bo .
CEREAL RESEARCH COMMUNICATIONS, 2021, 49 (04) :511-519
[8]   Non-destructive detection method for wheat freshness degree based on delayed luminescence [J].
Gong, Yuehong ;
Yu, Liuyuan ;
Liu, Yukun ;
Zhao, Weiting ;
Peng, Weiguo ;
Nie, Xiaoxue ;
Ge, Hongyi .
JOURNAL OF CEREAL SCIENCE, 2023, 113
[9]   Taxonomic Characterization and Secondary Metabolite Profiling of Aspergillus Section Aspergillus Contaminating Feeds and Feedstuffs [J].
Greco, Mariana ;
Kemppainen, Minna ;
Pose, Graciela ;
Pardo, Alejandro .
TOXINS, 2015, 7 (09) :3512-3537
[10]   Co-Cultivation of Fusarium, Alternaria, and Pseudomonas on Wheat-Ears Affects Microbial Growth and Mycotoxin Production [J].
Hoffmann, Annika ;
Lischeid, Gunnar ;
Koch, Matthias ;
Lentzsch, Peter ;
Sommerfeld, Thomas ;
Muller, Marina E. H. .
MICROORGANISMS, 2021, 9 (02) :1-23