C. Zhang et al., PROBING THE MORPHOLOGICAL DEVELOPMENTAL PATH OF PLANT EMBRYOS BY IMAGE TRACKING, Biotechnology and bioengineering, 60(4), 1998, pp. 425-433
An image analysis and pattern recognition system was applied to track
the morphological changes of individual plant somatic embryos during t
he course of their development into mature embryos. A Fourier descript
or was used to transform the morphological information into quantitati
ve features (Fourier features), which are amenable to mathematical and
statistical analysis. At a given time point, the status of each devel
oping embryo is represented by a point in the multidimension feature s
pace spanned by these Fourier features. Connecting each point represen
ting the individual embryos over time gives a trajectory which depicts
the embryos' developmental ''path'' or history. Large variations in e
mbryo development were observed, which is consistent with the populati
on heterogeneity seen in batch embryo cultures. The rate at which each
embryo progresses in the feature space was measured by a developmenta
l vector. For embryos in a given class or developmental stage, the mag
nitude of the developmental vector exhibited a wide distribution. The
results revealed that embryos with a higher developmental rate during
the early stage of development had a higher chance of reaching the mat
ure stage in a relatively short time. This single embryo tracking meth
od is potentially a valuable tool in developing a correlation between
the embryo's morphological features during the early stage of developm
ent and its eventual developmental fate. (C) 1998 John Wiley & Sons, I
nc.