Related Experiment Video
Updated: Jan 26, 2026

Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
Multivariate Statistical Analyses and Predictive Model of Cold Resistance Associated with Eleven Crabapples and Fuji
1College of Horticulture, Gansu Agricultural University, Lanzhou 730070, China.
Background:
Cold is one of the bottlenecks restricting the development of apple industry in the Northwest Loess Plateau of China. Crabapples play indispensable roles in the apple industry as excellent rootstocks and potential pollination trees.
Objective:
The purpose of this experiment was to compare the cold resistance of crabapples and Fuji and provide reference for the simple evaluation of cold resistance.
Materials And Methods:
11 crabapples and '2001Fuji' were employed as test materials. Nine physiological parameters were measured under low temperature (0, -15, -20, -30, -35 and -40°C) treatments and the anatomical structures of the leaves were observed. Principal component analysis (PCA), regression analysis (RA) and system cluster analysis (SCA) were adopted to analyze the data of physiological parameters and leaf anatomical structure.
Results:
According to PCA, the cold resistance of 12 genotypes was identified and the order of cold resistance is as follows: HS, HB, HF, HY, FS, HS, XQ, XK, XL, DG, Q, and HL. Moreover, the regression equation evaluating cold resistance was obtained by RA and 12 genotypes were divided into 4 categories by SCA.
Conclusion:
Multivariate statistical analysis methods can overcome the defects of single index evaluation. The lethal-temperature (LT50) can more accurately reflect the cold resistance of plants than other physiological parameters.
Related Concept Videos
Statistical Significance
Responses to Heat and Cold Stress
Probability in Statistics
An example of a simple event is a coin toss. The result of a coin toss is either a head or a tail. Here, head and tail are two simple events. These two simple events make up the sample space. Further, the probability of an event occurring falls within the range of 0 to 1. The probability of an...
Introduction to Statistics
In statistics, the collection of individuals or objects under study is called population. The idea of sampling is to select a portion of the larger population...
Predicting Molecular Geometry
Statistical Analysis: Overview
One of the most commonly used statistical quantifiers is the mean, which is the ratio between the sum of the numerical values of all results and the...

