偏最小二乘回归                        
                
                                
                        
                            主成分分析                        
                
                                
                        
                            灯泡                        
                
                                
                        
                            代谢组学                        
                
                                
                        
                            线性判别分析                        
                
                                
                        
                            化学计量学                        
                
                                
                        
                            百合科                        
                
                                
                        
                            生物                        
                
                                
                        
                            化学                        
                
                                
                        
                            植物                        
                
                                
                        
                            色谱法                        
                
                                
                        
                            数学                        
                
                                
                        
                            生物信息学                        
                
                                
                        
                            统计                        
                
                        
                    
            作者
            
                Wanjun Long,Siyu Wang,Chengying Hai,Hengye Chen,Hui‐Wen Gu,Xiaoli Yin,Jian Yang,Haiyan Fu            
         
                    
        
    
            
            标识
            
                                    DOI:10.1016/j.jfca.2023.105194
                                    
                                
                                 
         
        
                
            摘要
            
            Lily bulbs have been historically used as an edible and medicinal homologous plant. Identifying the geographical origins of lily bulbs produced in specific origin is of great importance since the geographical origins of lily bulbs influence their quality and price greatly. In this work, an untargeted metabolomic method based on UHPLC-QTOF-MS was established for revealing the differential chemical constituents of lily bulbs among different origins and predicting the geographical origins of them by chemometric modeling. A total of 15 differential compounds were screened and identified from untargeted metabolomic data of 50 lily bulb samples by our previously developed AntDAS software. Principal component analysis (PCA) and hierarchical cluster analysis (HCA) showed that samples from five different origins were obviously distinguished based on the differential compounds. What's more, 7 and 6 key characteristic markers were discovered by partial least squares-discriminant analysis (PLS-DA) and orthogonal partial least squares-discriminant analysis (OPLS-DA), respectively. Finally, heatmap, PLS-DA and OPLS-DA models were reconstructed based on the discovered key characteristic markers, and external validation lily bulb samples were successfully discriminated, with recognition rate of 100 %. This study demonstrated that the proposed strategy has great potentials for the differentiation and identification of the geographical origins of lily bulbs.
         
            
 
                 
                
                    
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