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horticulturae
Opinion
Seed Shape Description and Quantification by
Comparison with Geometric Models
Emilio Cervantes * and JoséJavier Martín Gómez
IRNASA-CSIC, Cordel de Merinas, 40, E-37008 Salamanca, Spain
*Correspondence: emilio.cervantes@irnasa.csic.es; Tel.: +34-9-2321-9606
Received: 21 May 2019; Accepted: 6 August 2019; Published: 19 August 2019
Abstract:
Modern methods of image analysis are based on the coordinates of the points making
the silhouette of an image and allow the comparison between seed shape in different species and
varieties. Nevertheless, these methods miss an important reference point because they do not take
into consideration the similarity of seeds with geometrical figures. We propose a method based on
the comparison of the bi-dimensional images of seeds with geometric figures. First, we describe six
geometric figures that may be used as models for shape description and quantification and later
on, we give an overview with examples of some of the types of seed morphology in angiosperms
including families of horticultural plants and addressing the question of how is the distribution of
seed shape in these families. The relationship between seed shape and other characteristics of plant
species is discussed.
Keywords: geometric curves; J index image analysis; morphology; seed; shape
1. Introduction
Shape is an important property of plants that has been used for the description of organs and
structures since the origins of botany. Some plant species were termed on the basis of the shape of their
leaves (for example Drosera rotundifolia,Plantago ovata), others according to the shape of their fruits
(Coronilla scorpioides,Eugenia pyriformis), and others following the forms of their seeds (Vicia platysperma).
Seed shape is an interesting property that has been used in the taxonomy of the Caryophyllaceae [
1
–
3
],
Orchidaceae [4], Papilionaceae [5], and Zingiberaceae [6].
Seed shape is related to dispersal. The potential for dispersal is increased by the growth of
extra-ovular structures such as plumes, wings, hooks, oil bodies, and diverse types of arils [
7
] that
complicate the analysis of seed morphology. But, leaving out such structures, seed description may
be based on similarity to geometrical figures such as the oval, ellipse, cardioid, and others. The
comparison of seed images with these figures gives a precise description that can be quantitative,
allowing the comparison between genotypes or seeds grown in different conditions.
Recent methods for the comparison of seed shapes depend on high-throughput systems based
on digital image analysis [
8
,
9
]. The methods combine artificial vision technologies with statistical
algorithms and may be very efficient for the discrimination of seeds and fruits in a range of plant
species and varieties [
10
–
13
]. Nevertheless, these methods have two main drawbacks: (1) Their results
do not give a magnitude that can be associated with seed shape for a particular group of seeds, and
(2) they do not take into consideration the similarity of seeds with geometrical figures, missing an
important reference point. This has resulted in a “gap” in the current scientific literature on seed shape.
Current methods based on artificial vision, algorithms, and statistical analysis need to go back to the
initial seed images, combining geometric models with quantitative and statistical methods to analyze
seed shapes.
Horticulturae 2019,5, 60; doi:10.3390/horticulturae5030060 www.mdpi.com/journal/horticulturae
Horticulturae 2019,5, 60 2 of 18
In this review, we first describe the geometric models that may be applied for seed shape
quantification in diverse plant families including important horticultural plants. Then, we present
some examples of families where the models have been applied and discuss possible models in families
of interest in horticulture. Finally, we discuss the relationship between seed shape and other plant
characteristics and the potential of seed morphology in taxonomy.
2. Geometric Models
Figure 1presents a summary of the geometric models used for the description and quantification
of seed shape. These are: The cardioid and derivatives; the ellipse; the oval; the contour of Fibonacci’s
spiral, heart-shaped curves, and lenses of varied proportions.
Horticulturae 2019, 5, x FOR PEER REVIEW 2 of 19
some examples of families where the models have been applied and discuss possible models in
families of interest in horticulture. Finally, we discuss the relationship between seed shape and other
plant characteristics and the potential of seed morphology in taxonomy.
2. Geometric Models
Figure 1 presents a summary of the geometric models used for the description and quantification
of seed shape. These are: The cardioid and derivatives; the ellipse; the oval; the contour of Fibonacci’s
spiral, heart-shaped curves, and lenses of varied proportions.
Figure 1. Main models used in the description and quantification of seeds. (1) Cardioid and
derivatives; (2) ellipse; (3) oval and elongated oval; (4) the contour of Fibonacci’s spiral; (5) heart-
shaped curves; (6) lens.
In this section, we describe each of these models. The origin of the images used is indicated in
the appendix A.
2.1. Cardioid
The cardioid is the curve traced by a point on the perimeter of a circle that is rolling around a
fixed circle of the same radius. Another definition is that of the envelope of a pencil of circles formed
in a way that their mid points lie on the perimeter of the fixed generator circle [14]. The cardioid has
been long recognized as a tool to describe biological structures during development because it
corresponds to the figure generated by an organ that grows from a fixed point of insertion [15]. Thus,
plane figures of animal embryos, leaves, and seeds resemble the cardioid (Figure 2).
Figure 1.
Main models used in the description and quantification of seeds. (
1
) Cardioid and derivatives;
(
2
) ellipse; (
3
) oval and elongated oval; (
4
) the contour of Fibonacci’s spiral; (
5
) heart-shaped curves;
(6) lens.
In this section, we describe each of these models. The origin of the images used is indicated in the
Appendix A.
2.1. Cardioid
The cardioid is the curve traced by a point on the perimeter of a circle that is rolling around a fixed
circle of the same radius. Another definition is that of the envelope of a pencil of circles formed in a
way that their mid points lie on the perimeter of the fixed generator circle [
14
]. The cardioid has been
long recognized as a tool to describe biological structures during development because it corresponds
to the figure generated by an organ that grows from a fixed point of insertion [
15
]. Thus, plane figures
of animal embryos, leaves, and seeds resemble the cardioid (Figure 2).
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Figure 2. (a) The cardioid visualized as the envelope of a pencil of circles formed in a way that their
midpoints lie on the perimeter of the fixed generator circle. The cardioid shape is common in embryos
(b) and leaves (c).
2.2. Ellipse
The ellipse is defined as a regular oval shape, traced by a point moving in a plane so that the
sum of its distances from two fixed points (the foci) is constant, or resulting when a cone is cut by an
oblique plane that does not intersect the base [16]. An ellipse is defined by the length of the major
and minor axes. Changing the relations between the axes results in different ellipses, more or less
elongated. Leaves of many species tend to an elliptical shape, which is also common among diverse
animals like for example Stylostomum ellipse, a platelmynth (Figure 3) [17].
Figure 3. (a) The ellipse is a regular oval curve, traced by a point moving in a plane so that the sum
of its distances from two other points (the foci, F1 and F2) is constant. The ellipse is observed in the
image of a platelmynth (b) and in leaves of many species (c).
Figure 2.
(
a
) The cardioid visualized as the envelope of a pencil of circles formed in a way that their
midpoints lie on the perimeter of the fixed generator circle. The cardioid shape is common in embryos
(b) and leaves (c).
2.2. Ellipse
The ellipse is defined as a regular oval shape, traced by a point moving in a plane so that the
sum of its distances from two fixed points (the foci) is constant, or resulting when a cone is cut by an
oblique plane that does not intersect the base [
16
]. An ellipse is defined by the length of the major
and minor axes. Changing the relations between the axes results in different ellipses, more or less
elongated. Leaves of many species tend to an elliptical shape, which is also common among diverse
animals like for example Stylostomum ellipse, a platelmynth (Figure 3) [17].
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Figure 2. (a) The cardioid visualized as the envelope of a pencil of circles formed in a way that their
midpoints lie on the perimeter of the fixed generator circle. The cardioid shape is common in embryos
(b) and leaves (c).
2.2. Ellipse
The ellipse is defined as a regular oval shape, traced by a point moving in a plane so that the
sum of its distances from two fixed points (the foci) is constant, or resulting when a cone is cut by an
oblique plane that does not intersect the base [16]. An ellipse is defined by the length of the major
and minor axes. Changing the relations between the axes results in different ellipses, more or less
elongated. Leaves of many species tend to an elliptical shape, which is also common among diverse
animals like for example Stylostomum ellipse, a platelmynth (Figure 3) [17].
Figure 3. (a) The ellipse is a regular oval curve, traced by a point moving in a plane so that the sum
of its distances from two other points (the foci, F1 and F2) is constant. The ellipse is observed in the
image of a platelmynth (b) and in leaves of many species (c).
Figure 3.
(
a
) The ellipse is a regular oval curve, traced by a point moving in a plane so that the sum of
its distances from two other points (the foci, F1 and F2) is constant. The ellipse is observed in the image
of a platelmynth (b) and in leaves of many species (c).
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2.3. Oval
An oval is a curve resembling a squashed circle but, unlike the ellipse, without a precise
mathematical definition. The word oval is derived from the Latin word “ovus” meaning egg. Unlike
ellipses, ovals have only a single axis of reflection symmetry (instead of two). The oval may be obtained
by the combination of four arcs of circle, one of which is a semi-circle (AB), the other two have their
centers in the extreme points of the semicircle (A, B), and the fourth arc closes the image with a quarter
of circle traced from the point (C), equidistant to A and B [
18
]. Typical ovals are observed in eggs and
in some fruits such as avocado (Figure 4).
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2.3. Oval
An oval is a curve resembling a squashed circle but, unlike the ellipse, without a precise
mathematical definition. The word oval is derived from the Latin word “ovus” meaning egg. Unlike
ellipses, ovals have only a single axis of reflection symmetry (instead of two). The oval may be
obtained by the combination of four arcs of circle, one of which is a semi-circle (AB), the other two
have their centers in the extreme points of the semicircle (A, B), and the fourth arc closes the image
with a quarter of circle traced from the point (C), equidistant to A and B [18]. Typical ovals are
observed in eggs and in some fruits such as avocado (Figure 4).
Figure 4. (a) The oval is a curve resembling a squashed circle but, unlike the ellipse, without a precise
mathematical definition. In the image, the oval is obtained as a combination of four arcs of circle. The
oval is observed in eggs (b) and avocado fruit (c).
2.4. Contour of Fibonacci’s Spiral
Successive points dividing a golden rectangle into squares lie on a logarithmic spiral, which is
sometimes known as the golden spiral [19,20] (Figure 5). The logarithmic spiral is a spiral whose
polar equation is given by
r = ae^(b θ)
where r is the distance from the origin, θ is the angle from the x-axis, and a and b are arbitrary
constants [21].
Figure 4.
(
a
) The oval is a curve resembling a squashed circle but, unlike the ellipse, without a precise
mathematical definition. In the image, the oval is obtained as a combination of four arcs of circle. The
oval is observed in eggs (b) and avocado fruit (c).
2.4. Contour of Fibonacci’s Spiral
Successive points dividing a golden rectangle into squares lie on a logarithmic spiral, which is
sometimes known as the golden spiral [
19
,
20
] (Figure 5). The logarithmic spiral is a spiral whose polar
equation is given by
r=aeˆ(b θ)
where r is the distance from the origin,
θ
is the angle from the x-axis, and a and b are arbitrary
constants [21].
2.5. Heart Curve
There are a number of mathematical curves that produced heart shapes, some of which are
illustrated below (Figure 6) [22].
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Figure 5. (a) Construction of a Fibonacci spiral. The Fibonacci spiral is observed in sea shells of the
species Argonauta argo (b) as well as in the growth of some species of ferns (c).
2.5. Heart Curve
There are a number of mathematical curves that produced heart shapes, some of which are
illustrated below (Figure 6) [22].
Figure 6. (a) An example of heart-shaped curve (a) and similar images in sea snails of the species
Corculum cardissa (b) and leaves of alfalfa (Medicago sativa) (c).
2.6. Lens
A lens is a lamina formed by the intersection of two offset disks of unequal radii such that the
intersection is not empty, one disk does not completely enclose the other, and the centers of
Figure 5.
(
a
) Construction of a Fibonacci spiral. The Fibonacci spiral is observed in sea shells of the
species Argonauta argo (b) as well as in the growth of some species of ferns (c).
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Figure 5. (a) Construction of a Fibonacci spiral. The Fibonacci spiral is observed in sea shells of the
species Argonauta argo (b) as well as in the growth of some species of ferns (c).
2.5. Heart Curve
There are a number of mathematical curves that produced heart shapes, some of which are
illustrated below (Figure 6) [22].
Figure 6. (a) An example of heart-shaped curve (a) and similar images in sea snails of the species
Corculum cardissa (b) and leaves of alfalfa (Medicago sativa) (c).
2.6. Lens
A lens is a lamina formed by the intersection of two offset disks of unequal radii such that the
intersection is not empty, one disk does not completely enclose the other, and the centers of
Figure 6.
(
a
) An example of heart-shaped curve (
a
) and similar images in sea snails of the species
Corculum cardissa (b) and leaves of alfalfa (Medicago sativa) (c).
2.6. Lens
A lens is a lamina formed by the intersection of two offset disks of unequal radii such that the
intersection is not empty, one disk does not completely enclose the other, and the centers of curvatures
are on opposite sides of the lens. Images of some fishes as well as fruits resemble lenses (Figure 7).
If the centers of curvature are on the same side, the resulting figure is called a lune [23].
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curvatures are on opposite sides of the lens. Images of some fishes as well as fruits resemble lenses
(Figure 7). If the centers of curvature are on the same side, the resulting figure is called a lune [23].
Figure 7. (a) The lens is the figure produced by the intersection of two circles. (b) Solea solea sp., a fish
of the family Soleidaidae. (c) A lemon fruit (Citrus sp. Rutaceae).
3. Models Predominant in Particular Species and Taxonomic Groups
3.1. Variations in Seed Shape
In general, seed shape is conserved at the species level. Nevertheless, shape is the result of a
growth process and even in the same plant, or also in the same fruit, there may be differences in the
shape of seeds depending on many factors such as the ongoing developmental status or the position
of the seed in the plant, in the inflorescence or in the fruit, and depending as well on the type of fruit.
In fruits forming aggregates of seeds, such as in some capsules, the shape of each individual seed
depends upon its position. This occurs in species of the Meliaceae (for example Swietenia mahogany
Jacq.), Myrtaceae (Eucalyptus L’Hér.) [24], and Nitrariaceae (Peganum harmala L.) (Figure 8), as well as
in Nictaginaceae and other families.
Figure 8. In fruits forming aggregates of seeds, the position of a seed in the aggregate determines their
shape. Examples: Peganum harmala L., (Nitrariaceae); Eucalyptus sp. L’Hér. (Myrtaceae); Swietenia
mahogany Jacq. (Meliaceae).
Figure 7.
(
a
) The lens is the figure produced by the intersection of two circles. (
b
)Solea solea sp., a fish
of the family Soleidaidae. (c) A lemon fruit (Citrus sp. Rutaceae).
3. Models Predominant in Particular Species and Taxonomic Groups
3.1. Variations in Seed Shape
In general, seed shape is conserved at the species level. Nevertheless, shape is the result of a
growth process and even in the same plant, or also in the same fruit, there may be differences in the
shape of seeds depending on many factors such as the ongoing developmental status or the position of
the seed in the plant, in the inflorescence or in the fruit, and depending as well on the type of fruit.
In fruits forming aggregates of seeds, such as in some capsules, the shape of each individual seed
depends upon its position. This occurs in species of the Meliaceae (for example Swietenia mahogany
Jacq.), Myrtaceae (Eucalyptus L’H
é
r.) [
24
], and Nitrariaceae (Peganum harmala L.) (Figure 8), as well as
in Nictaginaceae and other families.
Horticulturae 2019, 5, x FOR PEER REVIEW 6 of 19
curvatures are on opposite sides of the lens. Images of some fishes as well as fruits resemble lenses
(Figure 7). If the centers of curvature are on the same side, the resulting figure is called a lune [23].
Figure 7. (a) The lens is the figure produced by the intersection of two circles. (b) Solea solea sp., a fish
of the family Soleidaidae. (c) A lemon fruit (Citrus sp. Rutaceae).
3. Models Predominant in Particular Species and Taxonomic Groups
3.1. Variations in Seed Shape
In general, seed shape is conserved at the species level. Nevertheless, shape is the result of a
growth process and even in the same plant, or also in the same fruit, there may be differences in the
shape of seeds depending on many factors such as the ongoing developmental status or the position
of the seed in the plant, in the inflorescence or in the fruit, and depending as well on the type of fruit.
In fruits forming aggregates of seeds, such as in some capsules, the shape of each individual seed
depends upon its position. This occurs in species of the Meliaceae (for example Swietenia mahogany
Jacq.), Myrtaceae (Eucalyptus L’Hér.) [24], and Nitrariaceae (Peganum harmala L.) (Figure 8), as well as
in Nictaginaceae and other families.
Figure 8. In fruits forming aggregates of seeds, the position of a seed in the aggregate determines their
shape. Examples: Peganum harmala L., (Nitrariaceae); Eucalyptus sp. L’Hér. (Myrtaceae); Swietenia
mahogany Jacq. (Meliaceae).
Figure 8.
In fruits forming aggregates of seeds, the position of a seed in the aggregate determines their
shape. Examples: Peganum harmala L., (Nitrariaceae); Eucalyptus sp. L’H
é
r. (Myrtaceae); Swietenia
mahogany Jacq. (Meliaceae).
Intra-specific variability in seed shape may be due to causes other than differences between seeds
of the same plant. Differences between seeds may occur between wild-type and cultivated subspecies
and varieties, as reported for Triticum aestivum L. [
25
]. In wheat, differences in shape have been reported
between ancestral genotypes (ssp. spelta (L.) Thell., sive Triticum spelta L.) and modern bread subspecies
and varieties (ssp. aestivum, cv. Torke or Zebra for example), the latter being more rounded [
25
,
26
].
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Also, seed shape may vary in plants grown in different geographic regions or climatic conditions,
as observed in Olea europaea L. [
27
], Jatropha curcas L. [
28
], and Ricinus communis L. [
29
,
30
]. Finally,
quantitative differences in seed shape between wild-type seeds and mutants have been also reported
for Arabidopsis thaliana,Medicago truncatula, and Lotus japonicus [
31
–
33
]. Nevertheless, and taking into
account all these cases of variation, seed shape may be considered relatively constant for the majority
of species under normal growth conditions. In contrast, there may be large differences in seed shape
between species of the same family, but, also in some families, a model may be predominant. Even in
some orders, most of the genera and species may have their seeds resembling a few particular models.
In the following sections, we review the cases where particular geometric figures have been used
for the description and quantification of seed shape in some species and higher taxonomic groups,
allowing the analysis of seed shape with practical applications. Cardioid-derived figures were used in
the model plant Arabidopsis thaliana (L.), Heynh. (Brassicaceae) [
32
], as well as in the model legume
Medicago truncatula Gaertn. (Fabaceae) [
33
,
34
]. The cardioid was also the figure used in the model
legume Lotus japonicus L. (Fabaceae) [
33
], and in Capparis spinosa L. (Capparaceae) [
35
]. The ellipse was
the model in Jatropha curcas L. and Ricinus communis L. (Euphorbiaceae) [
28
–
30
], and in Quercus species
(Fagaceae) [36].
We also review the cases of some families that have seeds resembling a predominant model or in
which the application of a model has allowed a new point of view on taxonomic relationships. Finally,
we discuss the cases where a given morphotype is abundant in an order. The oval and the ellipse
are the predominant types in the Cucurbitales and the heart-shaped curve the predominant type in
the Vitales.
3.2. The Cardioid as a Tool for Seed Shape Quantification in Model Species
The magnitude used to describe the similarity between the geometric model (cardioid) and the
seed image is called J index. J index is the percent of similarity between both images, geometric model
(cardioid), and seed image. It is the percent of the total surface of both images that is shared (ratio
shared/not shared
×
100; see, for example, [
32
–
35
,
37
]). Arabidopsis seeds resemble cardioids elongated
in the direction of the symmetry axis by a factor of Phi (the Golden Proportion). Their values of J index
are over 90 and increase in the course of imbibition before germination, reaching maximum values
of 95 and over at 20 h imbibition [
38
]. Differences in seed shape revealed as differences in J index
were described with reduced values respect to the wild type for mutants in both the ethylene signal
transduction [
32
] and cellulose biosynthesis [
38
] pathways in Arabidopsis thaliana. Similarly, seeds
of the model legumes Lotus japonicus and Medicago truncatula were found to resemble, respectively,
the cardioid and the cardioid elongated by a factor of Phi. Values of J index increase in the course of
imbibition [
34
] and differences were found between wild-type seeds and ethylene pathway mutants in
both species [33].
3.3. The Cardioid Applies also to Capparis Seeds Allowing Description of Intra-Specific Variability
Capparis spinosa L. belongs to the family Capparaceae, related to the Brassicaceae in the order
Brassicales. Two subspecies are described of Capparis spinosa in Tunisia: ssp. spinosa and ssp.
rupestris [
39
,
40
]. C. spinosa subsp. rupestris is more creeping and smaller, and adapted to a variety of
diverse conditions including drought and arid conditions in southern regions, where mean annual
precipitation is under 100 mm. In addition, seeds are smaller in subsp. rupestris. Based on seed shape
quantification with the cardiod model, results showed a larger diversity in seed shape in populations
of C. spinosa subsp. rupestris than in ssp. spinosa [35].
3.4. The Cardioid as a Tool for Seed Shape Quantification in Other Species of Brassicaceae and Legumes
The cardioid or modified cardioid may be useful for seed quantification in many members of the
families Brassicaceae and Fabaceae (Figures 9–11). Many species give J index values over 90 with these
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models, and in some genera such as Medicago, different models can be applied with species resembling
the cardioid (Figure 10) and others elongated cardioids (Figure 11) [34].
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3.4. The Cardioid as a Tool for Seed Shape Quantification in Other Species of Brassicaceae and Legumes
The cardioid or modified cardioid may be useful for seed quantification in many members of
the families Brassicaceae and Fabaceae (Figures 9–11). Many species give J index values over 90 with
these models, and in some genera such as Medicago, different models can be applied with species
resembling the cardioid (Figure 10) and others elongated cardioids (Figure 11) [34].
Figure 9. The cardioid and modified cardioid (elongated in the horizontal direction) can be used for
seed shape quantification in the Brassicaceae. The values indicated correspond to J index in the images
shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
Figure 10. The cardioid can be used for seed shape quantification in many species of legumes,
including the model species Lotus japonicus. The values indicated correspond to J index in the images
shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
Figure 9.
The cardioid and modified cardioid (elongated in the horizontal direction) can be used for
seed shape quantification in the Brassicaceae. The values indicated correspond to J index in the images
shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
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3.4. The Cardioid as a Tool for Seed Shape Quantification in Other Species of Brassicaceae and Legumes
The cardioid or modified cardioid may be useful for seed quantification in many members of
the families Brassicaceae and Fabaceae (Figures 9–11). Many species give J index values over 90 with
these models, and in some genera such as Medicago, different models can be applied with species
resembling the cardioid (Figure 10) and others elongated cardioids (Figure 11) [34].
Figure 9. The cardioid and modified cardioid (elongated in the horizontal direction) can be used for
seed shape quantification in the Brassicaceae. The values indicated correspond to J index in the images
shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
Figure 10. The cardioid can be used for seed shape quantification in many species of legumes,
including the model species Lotus japonicus. The values indicated correspond to J index in the images
shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
Figure 10.
The cardioid can be used for seed shape quantification in many species of legumes, including
the model species Lotus japonicus. The values indicated correspond to J index in the images shown and
do not represent mean values for each particular species. Bar equals 0.5 mm.
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Figure 11. The cardioid elongated by a factor of Phi (The Golden Ratio) either in the horizontal axis
(top), or in the vertical axis (bottom) is the figure for seed shape quantification in many species of
legumes, including the model species Medicago truncatula. The values indicated correspond to J index
in the images shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
3.5. The Cardioid as a Model in Seeds of Other Families
In addition to the observed cases in the Brassicaceae or Capparaceae (Brassicales), and the
Fabaceae (Fabales), seeds resembling the cardioid occur in the Aizoaceae and are common in the
Papaveraceae (Ranunculales), Malvaceae (Malvales), Caryophyllaceae (Caryophyllales), as well as in
other families.
3.5.1. Papaveraceae
The Papaveraceae contain 44 genera with about 770 species, mostly herbs, with only one tree,
Bocconia, and several shrubs. Seeds of species in the Papaveraceae adjust well to a cardioid (Figure
12) [41].
Figure 11.
The cardioid elongated by a factor of Phi (The Golden Ratio) either in the horizontal axis
(top), or in the vertical axis (bottom) is the figure for seed shape quantification in many species of
legumes, including the model species Medicago truncatula. The values indicated correspond to J index
in the images shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
3.5. The Cardioid as a Model in Seeds of Other Families
In addition to the observed cases in the Brassicaceae or Capparaceae (Brassicales), and the Fabaceae
(Fabales), seeds resembling the cardioid occur in the Aizoaceae and are common in the Papaveraceae
(Ranunculales), Malvaceae (Malvales), Caryophyllaceae (Caryophyllales), as well as in other families.
3.5.1. Papaveraceae
The Papaveraceae contain 44 genera with about 770 species, mostly herbs, with only one
tree, Bocconia, and several shrubs. Seeds of species in the Papaveraceae adjust well to a cardioid
(Figure 12) [41].
3.5.2. Malvaceae
In contrast to the Papaveraceae, the family Malvaceae contains herbs, shrubs, and trees. The
diverse life forms in the family allow testing our hypothesis of a relationship between life form and
similarity to the cardioid in the seeds. In the Malvaceae, seed shape was investigated in a total of
53 genera (118 species) [
42
]. The greatest resemblance of seeds to a cardioid was found in seeds of
herbs (Figure 13, Table 1), whereas less cases of similarity to the cardioid and reduced values of the J
index were found in trees. Among the subfamilies of the Malvaceae, the Malvoideae presented most
herbaceous species. Out of 77 species analyzed in this subfamily, 53 were herbs and 24 shrubs or trees.
The seeds of woody species in this family presented reduced similarity to the cardioid and lower
values of the J index than in herbaceous species [42].
Horticulturae 2019,5, 60 10 of 18
Horticulturae 2019, 5, x FOR PEER REVIEW 10 of 19
Figure 12. The cardioid is a model for seed shape description and quantification in species of the
Papaveraceae. The values indicated correspond to J index in the images shown and do not represent
mean values for each particular species. Bar equals 0.5 mm.
3.5.2. Malvaceae
In contrast to the Papaveraceae, the family Malvaceae contains herbs, shrubs, and trees. The
diverse life forms in the family allow testing our hypothesis of a relationship between life form and
similarity to the cardioid in the seeds. In the Malvaceae, seed shape was investigated in a total of 53
genera (118 species) [42]. The greatest resemblance of seeds to a cardioid was found in seeds of herbs
(Figure 13, Table 1), whereas less cases of similarity to the cardioid and reduced values of the J index
were found in trees. Among the subfamilies of the Malvaceae, the Malvoideae presented most
herbaceous species. Out of 77 species analyzed in this subfamily, 53 were herbs and 24 shrubs or
trees. The seeds of woody species in this family presented reduced similarity to the cardioid and
lower values of the J index than in herbaceous species [42].
Table 1. Summary of J index values in the Malvaceae. Adapted from [42]. Mean values of the J index
were compared by ANOVA (Scheffé’s test; IBM SPSS statistics v25) between three groups of species
according to their life form (trees, shrubs, and herbs). Different letters indicate significant differences
at p = 0.05.
Plant
Form
Number of
Species
Maximum
Value
Minimum
Value
Standard
Deviation
Mean Values of the Subsets
Different for p = 0.05
Trees 20 87.6 50.0 10.0 70.1 (a)
Shrubs 26 92.8 55.2 9.2 79.6 (b)
Herbs 56 92.8 66.6 5.7 84.9 (c)
Figure 12.
The cardioid is a model for seed shape description and quantification in species of the
Papaveraceae. The values indicated correspond to J index in the images shown and do not represent
mean values for each particular species. Bar equals 0.5 mm.
Horticulturae 2019, 5, x FOR PEER REVIEW 11 of 19
Figure 13. The cardioid is a model for seed shape description and quantification in species in the
Malvaceae. All the species represented are herbs, except Abutilon, which is a sub-shrub. The values
indicated correspond to J index in the images shown and do not mean values for each particular
species. Bar equals 0.5 mm.
3.5.3. Caryophyllaceae
The cardioid model applies also to species in the Caryophyllaceae, in particular to plant species
of small size with short life cycles (Figure 14) [43].
Figure 14. The cardioid is a model for seed shape description and quantification in species of
Caryophyllales (Caryophyllaceae). The values indicated correspond to J index in the images shown
and do not represent mean values for each particular species. Bar equals 0.5 mm.
Figure 13.
The cardioid is a model for seed shape description and quantification in species in the
Malvaceae. All the species represented are herbs, except Abutilon, which is a sub-shrub. The values
indicated correspond to J index in the images shown and do not mean values for each particular species.
Bar equals 0.5 mm.
Horticulturae 2019,5, 60 11 of 18
Table 1.
Summary of J index values in the Malvaceae. Adapted from [
42
]. Mean values of the J index
were compared by ANOVA (Scheff
é
’s test; IBM SPSS statistics v25) between three groups of species
according to their life form (trees, shrubs, and herbs). Different letters indicate significant differences at
p=0.05.
Plant
Form
Number
of Species
Maximum
Value
Minimum
Value
Standard
Deviation
Mean Values of the Subsets
Different for p=0.05
Trees 20 87.6 50.0 10.0 70.1 (a)
Shrubs 26 92.8 55.2 9.2 79.6 (b)
Herbs 56 92.8 66.6 5.7 84.9 (c)
3.5.3. Caryophyllaceae
The cardioid model applies also to species in the Caryophyllaceae, in particular to plant species of
small size with short life cycles (Figure 14) [43].
Horticulturae 2019, 5, x FOR PEER REVIEW 11 of 19
Figure 13. The cardioid is a model for seed shape description and quantification in species in the
Malvaceae. All the species represented are herbs, except Abutilon, which is a sub-shrub. The values
indicated correspond to J index in the images shown and do not mean values for each particular
species. Bar equals 0.5 mm.
3.5.3. Caryophyllaceae
The cardioid model applies also to species in the Caryophyllaceae, in particular to plant species
of small size with short life cycles (Figure 14) [43].
Figure 14. The cardioid is a model for seed shape description and quantification in species of
Caryophyllales (Caryophyllaceae). The values indicated correspond to J index in the images shown
and do not represent mean values for each particular species. Bar equals 0.5 mm.
Figure 14.
The cardioid is a model for seed shape description and quantification in species of
Caryophyllales (Caryophyllaceae). The values indicated correspond to J index in the images shown
and do not represent mean values for each particular species. Bar equals 0.5 mm.
3.6. The Ellipse Is a Model for Seed Morphology in Diverse Families
3.6.1. Euphorbiaceae
Morphological seed description of Jatropha and Ricinus in the Euphorbiaceae allows the
identification of variations in the comparison between intra-specific groups.
Seeds of Jatropha curcas resemble an ellipse whose proportion between major and minor axes is
equal to the Golden Ratio [
20
]. Comparison of seed shape between nine varieties of Jatropha curcas
obtained from different origins and grown in Tunisia indicated a relationship between seed yield, size,
and shape. Lowest yield was obtained in the accessions with smaller and more circular seeds, whose
shape adjusted less well to an ellipse (lower J index values) [28].
Seeds of Ricinus communis L. also resemble an ellipse. J index was evaluated in populations of
Ricinus cultivated in different geographic localizations and found to be lower in the populations grown
in the desert [29,30].
Horticulturae 2019,5, 60 12 of 18
3.6.2. Oleaceae
Seeds and fruits of species Olea europaea, in the Oleaceae, adjust well to an ellipse allowing the
comparison between subspecies and varieties [27].
3.6.3. Campanulaceae
Seeds in the Campanulaceae and many genera of the Asteraceae (Asterales) resemble the ellipse
(Figure 15), but the oval is also frequent in the Asteraceae.
Horticulturae 2019, 5, x FOR PEER REVIEW 12 of 19
3.6. The Ellipse Is a Model for Seed Morphology in Diverse Families
3.6.1. Euphorbiaceae
Morphological seed description of Jatropha and Ricinus in the Euphorbiaceae allows the
identification of variations in the comparison between intra-specific groups.
Seeds of Jatropha curcas resemble an ellipse whose proportion between major and minor axes is
equal to the Golden Ratio [20]. Comparison of seed shape between nine varieties of Jatropha curcas
obtained from different origins and grown in Tunisia indicated a relationship between seed yield,
size, and shape. Lowest yield was obtained in the accessions with smaller and more circular seeds,
whose shape adjusted less well to an ellipse (lower J index values) [28].
Seeds of Ricinus communis L. also resemble an ellipse. J index was evaluated in populations of
Ricinus cultivated in different geographic localizations and found to be lower in the populations
grown in the desert [29,30].
3.6.2. Oleaceae
Seeds and fruits of species Olea europaea, in the Oleaceae, adjust well to an ellipse allowing the
comparison between subspecies and varieties [27].
3.6.3. Campanulaceae
Seeds in the Campanulaceae and many genera of the Asteraceae (Asterales) resemble the ellipse
(Figure 15), but the oval is also frequent in the Asteraceae.
Figure 15. Seeds resembling an ellipse (Campanulaceae). The values indicated correspond to J index
in the images shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
3.6.4. Fagaceae
The ellipse describes well the images of the glands of Quercus suber, as well as other species in
the Fagales.
Figure 15.
Seeds resembling an ellipse (Campanulaceae). The values indicated correspond to J index in
the images shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
3.6.4. Fagaceae
The ellipse describes well the images of the glands of Quercus suber, as well as other species in
the Fagales.
3.7. The Oval Describes the Bi-Dimensional Image of Seeds in the Cucurbitaceae Well as in Other Families
Seed images of many species in order Cucurbitales adjust well to an oval (Figure 16) [
44
].
This figure is useful for seed quantification in other families, for example Apiaceae, and may also
apply to species in the Amborellaceae (Amborellales), Apocynaceae (Gentianales), Caryophyllaceae
(Caryophyllales), Rutaceae (Sapindales), as well as to genera and species in the Asteraceae.
3.8. Seed Images Resembling Lenses
The lenses are figures similar to the ellipses but have higher curvature values in their poles [
45
,
46
].
Adjust to a lens is good in Stemonurus sp. (Stemonuraceae) and Ilex sp. (Aquifoliaceae), both in the
order Aquifoliales), as well as in some species of the Arecaceae (Arecales) and Calycera (Calyceraceae,
Asterales), as well as in the Celastrales.
3.9. Other Geometric Figures Useful in Seed Description and Quantification
3.9.1. Heart-Shaped Curves
Diverse heart-shaped curves define morphological types in the Vitaceae (Vitales; Figure 17).
Horticulturae 2019,5, 60 13 of 18
Horticulturae 2019, 5, x FOR PEER REVIEW 13 of 19
3.7. The Oval Describes the Bi-Dimensional Image of Seeds in the Cucurbitaceae Well as in Other Families
Figure 16. Seed images resemble ovals in the Cucurbitaceae. The values indicated correspond to J
index in the images shown and do not represent mean values for each particular species. Bar equals
0.5 mm.
Seed images of many species in order Cucurbitales adjust well to an oval (Figure 16) [44]. This
figure is useful for seed quantification in other families, for example Apiaceae, and may also apply
to species in the Amborellaceae (Amborellales), Apocynaceae (Gentianales), Caryophyllaceae
(Caryophyllales), Rutaceae (Sapindales), as well as to genera and species in the Asteraceae.
3.8. Seed Images Resembling Lenses
The lenses are figures similar to the ellipses but have higher curvature values in their poles
[45,46]. Adjust to a lens is good in Stemonurus sp. (Stemonuraceae) and Ilex sp. (Aquifoliaceae), both
in the order Aquifoliales), as well as in some species of the Arecaceae (Arecales) and Calycera
(Calyceraceae, Asterales), as well as in the Celastrales.
3.9. Other Geometric Figures Useful in Seed Description and Quantification
3.9.1. Heart-Shaped Curves
Diverse heart-shaped curves define morphological types in the Vitaceae (Vitales; Figure 17).
Figure 16.
Seed images resemble ovals in the Cucurbitaceae. The values indicated correspond to J
index in the images shown and do not represent mean values for each particular species. Bar equals
0.5 mm.
Horticulturae 2019, 5, x FOR PEER REVIEW 14 of 19
Figure 17. Heart-shaped curves in the Vitales. The values indicated correspond to J index in the
images shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
3.9.2. Seeds Resembling the Contour of Fibonacci’s Spiral
We have found seeds resembling the contour of Fibonacci’s spiral in the Coriariaceae
(Cucurbitales; Figure 18) as well as in the Alismataceae (Alismatales; Figure 19).
Figure 18. Seeds resembling the contour of Fibonacci’s spiral in species of Coriaria. The values
indicated correspond to J index in the images shown and do not represent mean values for each
particular species. Bar equals 0.5 mm.
Figure 17.
Heart-shaped curves in the Vitales. The values indicated correspond to J index in the images
shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
3.9.2. Seeds Resembling the Contour of Fibonacci’s Spiral
We have found seeds resembling the contour of Fibonacci’s spiral in the Coriariaceae (Cucurbitales;
Figure 18) as well as in the Alismataceae (Alismatales; Figure 19).
Horticulturae 2019,5, 60 14 of 18
Horticulturae 2019, 5, x FOR PEER REVIEW 14 of 19
Figure 17. Heart-shaped curves in the Vitales. The values indicated correspond to J index in the
images shown and do not represent mean values for each particular species. Bar equals 0.5 mm.
3.9.2. Seeds Resembling the Contour of Fibonacci’s Spiral
We have found seeds resembling the contour of Fibonacci’s spiral in the Coriariaceae
(Cucurbitales; Figure 18) as well as in the Alismataceae (Alismatales; Figure 19).
Figure 18. Seeds resembling the contour of Fibonacci’s spiral in species of Coriaria. The values
indicated correspond to J index in the images shown and do not represent mean values for each
particular species. Bar equals 0.5 mm.
Figure 18.
Seeds resembling the contour of Fibonacci’s spiral in species of Coriaria. The values indicated
correspond to J index in the images shown and do not represent mean values for each particular species.
Bar equals 0.5 mm.
Horticulturae 2019, 5, x FOR PEER REVIEW 15 of 19
Figure 19. Seeds resembling the contour of Fibonacci’s spiral in species of the Alismataceae. The
values indicated correspond to J index in the images shown and do not represent mean values for
each particular species. Bar equals 0.5 mm.
4. Discussion
The lack of methods to quantify seed shape results in a difficulty to define shape at the species
level, and consequently, to describe with accuracy both intra- as well as inter-specific variations in
seed shape.
Variations in seed shape may be due to many reasons, for example: (1) Adaptations for dispersal,
(2) structural restrictions and conditions inside the ovary in which the seeds develop, such as in the
Nictaginaceae and Nitrariaceae, and (3) other intra-specific variations are due to seed formation in
different parts of the inflorescence, or seeds formed under different environmental conditions.
Nevertheless, in general, seed shape is conserved at the species level. The description of shape
variations requires a method to quantify seed shape.
Seed shape quantification is more feasible in those cases where seeds resemble geometric figures
and whose shape is relatively constant. We have seen many examples of the presence of such
geometrically shaped seeds in different families. The seeds of the model species (Arabidopsis thaliana,
in the Cruciferae; Lotus japonicus and Medicago truncatula, in the Fabaceae) resemble geometric figures,
thus raising the possibility that the conditions of life shared by model species may be related to
aspects of the geometry of their seeds. In fact, seeds resembling simple geometric shapes are common
in fast-growing annual species in other taxonomic groups such as the Caryophyllales, the Malvales,
and the Ranunculales. Among them, cardioid-shaped seeds are common in fast growing species, such
as Silene, Spergula, Stellaria, and Saponaria in the Caryophyllaceae, as well as many species in the
Papaveraceae (Ranunculales).
The genetic control of seed shape is far from being resolved. Species from different taxonomic
groups may have a similar seed shape in common, and on the contrary, close relatives in the same
family may have different seed shapes. Seeds are forms specialized for survival during long periods
of time under difficult conditions such as water and nutrient restrictions. Many metabolic pathways
have to be coordinately regulated during seed formation. In their aspect of resistance forms, seeds
resemble the pupal phase of insects [47]. In both cases, a complex genetic regulation must be set up
involving the coordinated regulation of complex developmental pathways. Work with model
systems may be of great help for the identification of the pathways and mechanisms responsible for
each type of seed shape. In this context, it is interesting that the ats mutant described in Arabidopsis
has cardioid-shaped seeds [31] instead of the normal shape of an elongated cardioid. However, shape
is a complex character and most probably under the control of diverse pathways and it is possible
Figure 19.
Seeds resembling the contour of Fibonacci’s spiral in species of the Alismataceae. The
values indicated correspond to J index in the images shown and do not represent mean values for each
particular species. Bar equals 0.5 mm.
4. Discussion
The lack of methods to quantify seed shape results in a difficulty to define shape at the species
level, and consequently, to describe with accuracy both intra- as well as inter-specific variations in
seed shape.
Variations in seed shape may be due to many reasons, for example: (1) Adaptations for dispersal,
(2) structural restrictions and conditions inside the ovary in which the seeds develop, such as in
the Nictaginaceae and Nitrariaceae, and (3) other intra-specific variations are due to seed formation
in different parts of the inflorescence, or seeds formed under different environmental conditions.
Horticulturae 2019,5, 60 15 of 18
Nevertheless, in general, seed shape is conserved at the species level. The description of shape
variations requires a method to quantify seed shape.
Seed shape quantification is more feasible in those cases where seeds resemble geometric figures
and whose shape is relatively constant. We have seen many examples of the presence of such
geometrically shaped seeds in different families. The seeds of the model species (Arabidopsis thaliana,
in the Cruciferae; Lotus japonicus and Medicago truncatula, in the Fabaceae) resemble geometric figures,
thus raising the possibility that the conditions of life shared by model species may be related to aspects
of the geometry of their seeds. In fact, seeds resembling simple geometric shapes are common in
fast-growing annual species in other taxonomic groups such as the Caryophyllales, the Malvales,
and the Ranunculales. Among them, cardioid-shaped seeds are common in fast growing species,
such as Silene,Spergula,Stellaria, and Saponaria in the Caryophyllaceae, as well as many species in the
Papaveraceae (Ranunculales).
The genetic control of seed shape is far from being resolved. Species from different taxonomic
groups may have a similar seed shape in common, and on the contrary, close relatives in the same
family may have different seed shapes. Seeds are forms specialized for survival during long periods
of time under difficult conditions such as water and nutrient restrictions. Many metabolic pathways
have to be coordinately regulated during seed formation. In their aspect of resistance forms, seeds
resemble the pupal phase of insects [
47
]. In both cases, a complex genetic regulation must be set up
involving the coordinated regulation of complex developmental pathways. Work with model systems
may be of great help for the identification of the pathways and mechanisms responsible for each
type of seed shape. In this context, it is interesting that the ats mutant described in Arabidopsis has
cardioid-shaped seeds [
31
] instead of the normal shape of an elongated cardioid. However, shape is a
complex character and most probably under the control of diverse pathways and it is possible that this
phenotype change in ats mutants may be obtained by other genetic alterations. For example, mutants
in brassinolide pathway also have shortened seeds [
48
]. Quantitative trait loci analysis is a powerful
method to identify genomic components involved in seed shape [
49
]. The application of this and other
modern methods requires the identification of morphological characters independent of size. The
work presented here for the description of seed shape opens the way to combine seed morphology
with other methods such as visible and near-infrared hyperspectral imaging [
50
] that may result in the
discovery of new relationships in taxonomy and phylogeny.
5. Conclusions
(1) A method to define and quantify seed shape is described based on the comparison with
geometric models. (2) Geometric models include the cardioid, ellipse, oval, contour of Fibonacci’s
spiral, lens, and diverse heart-shaped curves. (3) The combination of geometric models with statistical
methods allows the quantitative analysis of seed shapes and opens the way to shape description
and quantification in seeds of diverse plant families. (4) The method may be useful to discover
new relationships in taxonomy and phylogeny as well as in the description of mutants and shape
modifications in diverse growth conditions.
Author Contributions:
Conceptualization, E.C.; methodology, J.J.M.G.; software, J.J.M.G.; formal analysis,
J.J.M.G.; investigation, E.C. and J.J.M.G.; data curation, E.C. and J.J.M.G.; writing—original draft preparation, E.C.;
writing—review and editing, E.C.
Funding: This research received no external funding
Acknowledgments:
Seeds of the Campanulaceae in Figure 15 were kindly provided by Juan Jos
é
Aldasoro and
Marisa Alarcón.
Conflicts of Interest: The authors declare no conflict of interest.
Appendix A. Origin of the Images Used in the Figures
The images whose precedence is not mentioned belong to our image collection at IRNASA-CSIC.
Horticulturae 2019,5, 60 16 of 18
Figure 2:
Cardioid: like2do.com
Cyclamen: https://wildflowerfinder.org.uk/Flowers/S/Sowbread(Eastern)/Sowbread(Eastern).htm.
Photo: ©Angela Stephens.
Embryo: http://www.meihsieh.com/meid2go/hereissomething-globalsoftpirka,https:
//creepypasta.fandom.com/wiki/Creepypasta_Wiki:Creepy_Images/Page_52
Figure 3:
Paramecium: https://www.asturnatura.com/especie/stylostomum-ellipse.html
Figure 4:
Argonaute: https://www.3djuegos.com/comunidad-foros/tema/6199248/0/argonauta-argonauta-
argo/
Figure 7: Sole from: https://conxemar.com/es/lenguado-europeo
Figure 9: Diplotaxis erucoides, Cardamine cordifolia, Lunaria annua from USDA. Iodanthus
pinnatifidus from University of Minnesota (TMI).
Figure 10: Genista tinctoria, Derris robusta from USDA. Ononis repens, Astragalus bhotanensis
from herbarium (PE).
Figure 11: Adesmia muricata, Adenocarpus viscosum, Medicago hispida from herbarium (PE).
Daviesia pubigera from RBG Kew.
Figure 12:Dicentra chrysantha from USDA.
Figure 13: Malvastrum hispidum, Lavatera thuringiaca, Abelmoschus esculentus, Abutilon
lignosum, Hibiscus trionum, from USDA.
Figure 14: Silene coronaria, Silene noctifolia from USDA. Stellaria media, Agrostemma ghithago,
Cucubalus baccifer, Arenaria serpyllifolia from herbarium (PE).
Figure 16:Cucurbita maxima from the Department of Horticulture and Crop Science (The Ohio
State University); Bryonia alba,Citrullus lanatus,Scyos angulatus,Trichosanthes subvelutina,Coccinia
eglandulosa from USDA.
Figure 17: Ampelopsis arborea, Vitis cinerea, Parthenocissus tricuspidata, Parthenocissus
quinquefolia from USDA.
Figure 18:Sagitaria longiloba (Alismataceae) and Echinodorus tenellus (Alismataceae) from USDA;
Coriaria arborea and Coriaria japonica from herbarium (PE).
References
1.
Minuto, L.; Fior, S.; Roccotiello, E.; Casazza, G. Seed morphology in Moehringia L. and its taxonomic
significance in comparative studies within the Caryophyllaceae. Plant Syst. Evol. 2006. [CrossRef]
2.
Sukhorukov, A.P.; Mavrodiev, E.V.; Struwig, M.; Nilova, M.V.; Dzhalilova, K.K.; Balandin, S.A.; Erst, A.;
Krinitsyna, A.A. One-Seeded Fruits in the Core Caryophyllales: Their Origin and Structural Diversity.
PLoS ONE 2015,10, e0117974. [CrossRef] [PubMed]
3.
Dadandi, M.Y.; Yildiz, K. Seed morphology of some Silene L. (Caryophyllaceae) species collected from Turkey.
Turk. J. Bot. 2015,39, 280–297. [CrossRef]
4.
Clifford, H.T.; Smith, W.K. Seed morphology and classification of Orchidaceae. Phytomorphology
1969
,19,
133–139.
5.
Sahai, K.; Kaur, H.; Pal, A. Macro-and micromorphological seed characteristics of some Cassia species and
their taxonomic significance. Phytomorphology 1997,47, 273–279.
6.
Benedict, J.C.; Smith, S.Y.; Collinson, M.E.; Škorniˇckov
á
, J.L.; Specht, C.D. Seed morphology and anatomy
and its utility in recognizing subfamilies and tribes of Zingiberaceae. Am. J. Bot.
2015
,102, 1814–1841.
[CrossRef]
7.
Harper, J.L.; Lovell, P.H.; Moore, K.G. The Shapes and Sizes of Seeds. Annu. Rev. Ecol. Syst.
1970
,1, 327–356.
[CrossRef]
8.
Sonka, M.; Hlavac, V.; Boyle, R. Image Processing, Analysis, and Machine Vision; Thompson learning: Boston,
Massachusetts, 2008.
Horticulturae 2019,5, 60 17 of 18
9.
Rovner, I.; Gyulai, F. Computer-assisted morphometry: A new method for assessing and distinguishing
morphological variation in wild and domestic seed populations. Econ. Bot. 2007,61, 154–172. [CrossRef]
10.
Killiç, K.; Boyaci, I.H.; Koksel, H.; Kusmenoglu, I. A classification system for beans using computer vision
system and artificial neural networks. J. Food Eng. 2007,78, 897–904. [CrossRef]
11.
Venora, G.; Grillo, O.; Ravalli, C.; Cremonini, R. Tuscany beans landraces, on-line identification from seeds
inspection by image analysis and Linear Discriminant Analysis. Agrochimica 2007,51, 254–268.
12.
Pinna, M.S.; Grillo, O.; Mattana, E.; Cañadas, E.M.; Bacchetta, G. Inter-and intraspecific morphometric
variability in Juniperus L. seeds (Cupressaceae). Syst. Biodivers. 2014,12, 211–223. [CrossRef]
13.
Piras, F.; Grillo, O.; Venora, G.; Lovicu, G.; Campus, M.; Bacchetta, G. Effectiveness of a computer vision
technique in the characterization of wild and farmed olives. Comput. Electron. Agric.
2016
,122, 86–93.
[CrossRef]
14.
Cardioid—From Wolfram MathWorld. Available online: http://mathworld.wolfram.com/Cardioid.html
(accessed on 19 August 2019).
15. Thompson, D.W. On Growth and Form; Cambridge University Press: London, UK, 1917; p. 1116.
16.
Ellipse—From Wolfram MathWorld. Available online: http://mathworld.wolfram.com/Ellipse.html (accessed
on 19 August 2019).
17.
Tyler, S.; Artois, T.; Schilling, S.; Hooge, M.; Bush, L.F. (Eds.) World List of turbellarian worms: Acoelomorpha,
Catenulida, Rhabditophora. In Stylostomum Ellipse (Dalyell, 1853); Flanders Marine Institute: OOSTENDE,
Belgium, 2006–2019; Available online: http://www.marinespecies.org/aphia.php?p=taxdetails&id=142822
(accessed on 19 August 2019).
18.
Oval—From Wolfram MathWorld. Available online: http://mathworld.wolfram.com/Oval.html (accessed on
19 August 2019).
19. Wells, D. The Penguin Dictionary of Curious and Interesting Geometry; Penguin: London, UK, 1991; pp. 67–68.
20.
Livio, M. The Golden Ratio: The Story of Phi, the World’s Most Astonishing Number; Broadway Books: New York,
NY, USA, 2002; pp. 116–120.
21.
Logarithmic Spiral—From Wolfram MathWorld. Available online: http://mathworld.wolfram.com/
LogarithmicSpiral.html (accessed on 19 August 2019).
22.
Heart Curve—From Wolfram MathWorld. Available online: http://mathworld.wolfram.com/HeartCurve.
html (accessed on 19 August 2019).
23.
Lens—From Wolfram MathWorld. Available online: http://mathworld.wolfram.com/Lens.html (accessed on
19 August 2019).
24.
About eucalypts. Available online: https://www.anbg.gov.au/cpbr/cd-keys/euclid3/euclidsample/html/learn.
htm (accessed on 19 August 2019).
25.
Goriewa-Duba, K.; Duba, S.; Wachowska, U.; Wiwart, M. An Evaluation of Variation in the Morphometric
Parameters of Grain of Six Triticum Species with the Use of Digital Image Analysis. Agronomy
2018
,8, 296.
[CrossRef]
26.
Mart
í
n-G
ó
mez, J.J.; Rewicz, A.; Goriewa-Duva, K.; Wiwart, M.; Tocino,
Á
.; Cervantes, E. Morphological
description of wheat kernels based in geometric models. Agronomy 2019,9, 399. [CrossRef]
27.
Hannachi, H.; Mart
í
n G
ó
mez, J.J.; Saadaoui, E.; Cervantes, E. Stone diversity in wild and cultivated olive
trees (Olea europaea L.). Dendrobiology 2017,77, 19–32. [CrossRef]
28.
Saadaoui, E.; Mart
í
n-G
ó
mez, J.J.; Bouazizi, R.; Romdhane, C.B.; Gira, M.; Abdelkabir, S.; Med, L.K.;
Cervantes, E. Phenotypic variability and seed yield of Jatropha curcas L. introduced to Tunisia. Acta Bot. Mex.
2015,110, 121–136. [CrossRef]
29.
Mart
í
n-G
ó
mez, J.J.; Saadaoui, E.; Cervantes, E. Seed Shape of Castor Bean (Ricinus communis L.) Grown in
Different Regions of Tunisia. J. Agric. Ecol. Res. Int. 2016,8, 1–11.
30.
Saadaoui, E.; Mart
í
n-G
ó
mez, J.J.; Ghazel, N.; Ben Yahia, K.; Tlili, N.; Cervantes, E. Genetic variation and seed
yield in Tunisian castor bean (Ricinus communis, L.). Bot. Sci. 2017,95, 271–281. [CrossRef]
31.
L
é
on-Kloosterziel, K.M.; Keijzer, C.K.; Koornneef, M. A Seed Shape Mutant of Arabidopsis That Is Affected
in Integument Development. Plant Cell 1994,6, 385–392. [CrossRef]
32.
Cervantes, E.; Mart
í
n-G
ó
mez, J.J.; Ardanuy, R.; de Diego, J.G.; Tocino,
Á
. Modeling the Arabidopsis seed
shape by a cardioid: Efficacy of the adjustment with a scale change with factor equal to the Golden Ratio and
analysis of seed shape in ethylene mutants. J. Plant Physiol. 2010,67, 408–410. [CrossRef]
Horticulturae 2019,5, 60 18 of 18
33.
Cervantes, E.; Mart
í
n-G
ó
mez, J.J.; Chan, P.K.; Gresshoff, P.M.; Tocino,
Á
. Seed shape in model legumes:
Approximation by a cardioid reveals differences in ethylene insensitive mutants of Lotus japonicus and
Medicago truncatula.J. Plant Physiol. 2012,169, 1359–1365. [CrossRef]
34.
Cervantes, E.; Saadaoui, E.; Tocino,
Á
.; Mart
í
n G
ó
mez, J.J. Seed shape quantification in the model legumes:
Methods and applications. In The Model Legume Medicago Truncatula; de Bruijn, F., Ed.; Wiley-Blackwell:
Hoboken, NJ, USA, 2019; in press.
35.
Saadaoui, E.; Mart
í
n-G
ó
mez, J.J.; Cervantes, E. Seed morphology in Tunisian wild populations of Capparis
spinosa L. Acta Biol. Crac. Ser. Bot. 2013,55, 99–106. [CrossRef]
36. Ben Yahia, K.; Martín-Gómez, J.J.; Saadaoui, E.; Cervantes, E. In preparation 2019.
37.
Cervantes, E.; Mart
í
n-G
ó
mez, J.J.; Saadaoui, E. Updated Methods for Seed Shape Analysis. Scientifica (Cairo)
2016, 5691825. [CrossRef]
38.
Mart
í
n-G
ó
mez, J.J.; Tocino,
Á
.; Ardanuy, R.; de Diego, J.G.; Cervantes, E. Dynamic analysis of Arabidopsis
seed shape reveals differences in cellulose mutants. Acta Physiol. Plant. 2014,36, 1585–1592. [CrossRef]
39.
Fici, S. Intraspecific variation and evolutionary trends in Capparis spinosa L. (Capparaceae). Plant Syst. Evol.
2001,228, 123–141. [CrossRef]
40. Higton, R.N.; Akeroyd, J.R. Variation in Capparis spinosa L. in Europe. Bot. J. Linn. Soc. 1991,106, 104–112.
41.
Mart
í
n-G
ó
mez, J.J.; Rewicz, A.; Cervantes, E. Seed Shape Variability in the Order Ranunculales. Horticulturae.
In preparation 2019.
42.
Mart
í
n-G
ó
mez, J.J.; Guti
é
rrez del Pozo, D.; Cervantes, E. Seed shape quantification in the Malvaceae reveals
cardioid-shaped seeds predominantly in herbs. Bot. Lith. 2019,25. in press.
43.
Mart
í
n-G
ó
mez, J.J.; Guti
é
rrez del Pozo, D.; Cervantes, E. Seed shape quantification by a cardioid model in
species of the order Caryophyllales: Relationship of seed shape with life style. In preparation 2019.
44.
Cervantes, E.; Mart
í
n-G
ó
mez, J.J. Seed shape quantification in the order Cucurbitales. Mod. Phytomorphology
2018,12, 1–13. [CrossRef]
45.
Cervantes, E.; Tocino,
Á
. Geometric analysis of Arabidopsis root apex reveals a new aspect of the ethylene
signal transduction pathway in development. J. Plant Physiol. 2005,162, 1038–1045. [CrossRef]
46.
Tocino,
Á
.; Cervantes, E. Curvature analysis reveals new functions for ethylene signaling pathway in shape
determination of seed poles and root apices. Plant Signal. Behav. 2008,3, 362–366. [CrossRef]
47.
Williamson, D.I. Caterpillars evolved from onychophorans by hybridogenesis. Proc. Natl. Acad. Sci. USA
2009. [CrossRef]
48.
Jiang, W.B.; Huang, H.Y.; Hu, Y.W.; Zhu, S.W.; Wang, Z.Y.; Lin, W.H. Brassinosteroid regulates seed size and
shape in Arabidopsis. Plant Physiol. 2013,162, 1965–1977. [CrossRef]
49.
Moore, C.R.; Gronwall, D.S.; Miller, N.D.; Spalding, E.P. Mapping Quantitative Trait Loci Affecting Arabidopsis
thaliana Seed Morphology Features Extracted Computationally from Images. G3 (Bethesda)
2013
,3, 109–118.
[CrossRef]
50.
He, X.; Feng, X.; Sun, D.; Liu, F.; Bao, Y.; He, Y. Rapid and Nondestructive Measurement of Rice Seed Vitality
of Different Years Using Near-Infrared Hyperspectral Imaging. Molecules 2019,24, 2227. [CrossRef]
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