Logistic regression analysis of factors influencing core breakdown in 'Conference' pears

Core breakdown of ‘Conference’ pears (Pyrus communis L.) is characterised by softening and browning of tissue near the core and is associated with the development of cavities. The disorder causes large economic losses of ‘Conference’ pears in Belgium, stored under controlled atmospheres. Factors that influence development of the disorder, CO2 and O2 concentration, the size and weight of the pear, the picking date and the storage temperature, were investigated. Multiple logistic regression was used to establish prediction and classification models for both internal browning and cavity development. Over-mature fruit was more susceptible to core breakdown during storage. It was also found that pears with a large weight had a higher probability of developing brownheart. R 2 values from 0.7 to 0.92 were obtained between the predicted and measured percentages of brownheart and cavities. The models classified up to 86% of the pears correctly. In a final analysis, the time sequence of the symptoms occurring during core breakdown disorder development was modelled with a generalized logits model. © 2000 Elsevier Science B.V. All rights reserved.

[1]  Ron B. H. Wills,et al.  Postharvest: An Introduction to the Physiology and Handling of Fruit, Vegetables and Ornamentals , 1998 .

[2]  H. Akaike,et al.  Information Theory and an Extension of the Maximum Likelihood Principle , 1973 .

[3]  A. Kader,et al.  Effects of Elevated CO(2) Concentrations on Glycolysis in Intact ;Bartlett' Pear Fruit. , 1988, Plant physiology.

[4]  M. Graffar [Modern epidemiology]. , 1971, Bruxelles medical.

[5]  C. Brady,et al.  Respiration and protein synthesis in nongrowing cultured pear fruit cells in response to ethylene and modified atmospheres: a model system for fruits postharvest. , 1988, Plant physiology.

[6]  A. Kader Mode of action of oxygen and carbon dioxide on postharvest physiology of 'Bartlett' pears , 1989 .

[7]  David W. Hosmer,et al.  Applied Logistic Regression , 1991 .

[8]  P. McCullagh,et al.  Generalized Linear Models , 1992 .

[9]  M. Vendrell,et al.  Relationship between enzymatic browning and internal disorders in controlled‐atmosphere stored pears , 1998 .

[10]  D. Collett,et al.  Modelling Binary Data. , 1994 .

[11]  Stefan Persijn,et al.  Decreased ascorbic acid levels and brown core development in pears (Pyrus communis L. cv. Conference) , 1999 .

[12]  M. Vendrell,et al.  Harvest date affects the antioxidative systems in pear fruits , 1999 .

[13]  A. Agresti An introduction to categorical data analysis , 1997 .

[14]  M. Boersig,et al.  Aerobic–anaerobic Respiratory Transition in Pear Fruit and Cultured Pear Fruit Cells , 1988, Journal of the American Society for Horticultural Science.

[15]  A. Kader,et al.  Physiological and Quality Responses of `Bartlett' Pears to Reduced O2 and Enhanced CO2 Levels and Storage Temperature , 1990 .

[16]  A. Kader,et al.  Effects of CO2 on ethylene biosynthesis in ‘Bartlett’ pears , 1993 .

[17]  F. Mathooko Regulation of respiratory metabolism in fruits and vegetables by carbon dioxide , 1996 .