Phenotypic and Isoenzymatic Variations in Amaranthus Species
Reda H. Sammour*,
Mohammed Mira and Safa A. Radwan
Botany and Microbiology Department, College of
Sciences, King Saud University, Riyadh, Saudi Arabia
*For correspondence: rsammour@ksu.edu.sa
Received 26 June 2021; Accepted 29 July 2021;
Published 15 November 2021
Abstract
This work was aimd at to estimate the amount of genetic variability
within Amaranthus spp. accessions collected from different regions of
the world using phenotypic and isoenzymatic markers. The analysis of the morphological characters showed
that A. cruentus Ames 5310 from Mexico,
Sonora had large seeds; A. quitensis PI511744
from Ecuador and A. powellii ssp. bouchonii Ames 5304 from Washington, USA were with the
longest stem; and A. hypochondriacus PI337611
from Uganda, A. hybridus PI605351 from Greece and A. cruentus Ames 5310 from Mexico, Sonora were produced
the largest leaf area. These accessions can be used for improving grains yield
and plant vigor in amaranths. The correlations between the color of lower
surface of cotyledonary leaves, color of plumule and color of stem were useful
indices in the classification of vegetable amaranths whereas the correlation
between seed size and each of stem diameter, color of veins, leaf area and
length of blade indicated the potential for the improvement of these
characters. The cluster analysis of the morphological and isoenzymatic
data indicated that the environment had no influence on the distribution of the
studied accessions. The principal component analysis defined the accessions
that had high values for height of stem, seed size, stem diameter, leaf area
and branching to be used in future hybridization work. The detection of allele
C of the isozymes α-Est-1C, α-Est-2C, α-Est-3C
and Per-1C in wild species only suggested its role in the adaption of
the wild accessions to environmental stresses. Cluster analysis of the isozymes
data confirmed the monophyletic origin of grains amaranths, being originated
from A. hybridus. Results of this research showed great variations
between accessions in morphological and isoenzymatic
characters that breeders can use to improve the commercial cultivars of grains
and leafy amaranths. © 2021 Friends Science
Publishers
Keywords: Amaranthus spp.; Phenotypic markers;
Isozymes markers; Pearson correlation; Correspondence analysis
Introduction
Amaranthus L. (Amaranthaceae)
is a genus comprising of about 400 species; few of which are found worldwide
(Rastogi and Shukla 2013). It comprised grains, vegetables, ornamental and
weedy varieties (Andini et al. 2013; Adhikary and and Pratt 2015). Amaranthus
species have different origins and centers of distribution. They are widely
distributed in Africa, Australia, tropical America, Greece, India, China, Italy
and Nepal (Akin-Idowu et al. 2016). They have a great amount of genetic
variability with diversity in protein content, plant type, number of
inflorescences, seed color, earliness, height of the plant, green matter and
seed and yield (Jacobsen et al. 2000). They also resist
heat and drought, adapts to adverse growing conditions, grows easily in
agriculturally marginal lands and have no major disease problem (Casini and Rocca 2014; Thapa and Blair 2018).
Although, most of
grain leafy and wild amaranths are self-pollinated, outcrossing is also
possible (Ray and Roy 2009). The mean outcrossing rates under field
conditions have been variously estimated at 3.5 to 34% for the grain species (Espitia-Rangel 1994). In A. lividus
and A. tricolor as vegetable species outcrossing is substantially lower
(Khoshoo and Pal 1972). Some wild Amaranthus
species are dioecious and, therefore, must outcross (Sauer 1957).
Amaranth is
underutilized but highly nutritious crop. It is rich in proteins, minerals,
vitamin A and C (Repo-Carrasco et al. 2003). Leafy plants are consumed
as vegetables at the pre-flowering stage when the protein concentration in the
leaves reaches 25.3–32.9% and the levels of oxalates and nitrates are low
(Shukla et al. 2010; Akin-Idowu et al. 2016). Amaranthus spp.
can be used as commercial food coloring, as an alternative for the pigments
from red beet (Beta vulgaris L.) plant (Cai and Corke
2000). Amaranthus spp. are recommended as a good food that have
medicinal value for lactating mothers, young children and for patients who
suffer from anemia, constipation, hemorrhage, fever or kidney complaints (Alegbejo 2013; Peter and Ganfhi 2017).
Knowledge of the amount and allocation of genetic
diversity within a species is vital for selecting germplasm to be included in a
breeding program and for helping in managing plant genetic resources (Yu et
al. 2001). Estimations of genetic variability are based on molecular,
biochemical, cytological and morphological traits.
The morphological
markers have been used by geneticists and evolutionists to describe genetic
variation within and among populations of the same species (Oboh
2007; Zhang et al. 2007). They are based on the phenotypic traits of the
plants, which are often susceptible to phenotypic plasticity. However, the effect
of the environment can be overcome if the plants were grown under adjusted
growth conditions (Govindaraj et al. 2015).
The morphological markers are still having advantage, particularly for
distinguishing the mature plants from their genetic contamination in the field,
for example, flower/leaf color variants, bristled panicle and spiny seeds. A
great variation in morphological and nutritional characters was observed among
genotypes within the same species and among different Amaranthus species
(Xiao et al. 2000; Sarker et al. 2015;
Akin-Idowu et al. 2016).
Using isozymes markers, Chan and Sun (1997) observed
100% polymorphism at the interspecific level. They also observed high levels of
inter-accessional genetic diversity within species and genetic uniformity within
most accessions. On the contrary, Yudina et al.
(2005) found low allozyme variation among various populations of the cultivated
and weedy Amaranthus species. The objective of this work was to estimate
the genetic variations in accessions of Amaranthus spp. using
morphological and isoenzymatic characters. The data
of this research may be useful in the understanding of the diversity of Amaranthus
spp. accessions collected worldwide and also it may be used for the breeding
purposes.
Materials
and Methods
Plant
materials
Twenty-four
accessions of Amaranthus L. spp. represented nine species were used in
this research. They were obtained as donation from United State Department of
Agriculture (USDA), Agricultural Research Service (ARS). The origin and the accession
number of the 24 accessions are recorded in Table 1.
Greenhouse
planting
The
studied accessions were grown in greenhouse located at the Department of
Botany, College of Science, Tanta University, Tanta, Egypt, at 25–30°C. Seeds
of the accessions were subjected to cold treatment for the first 24 h to
improve germination, then germinated in plastic trays (5 x 5 holes; diameter,
5.0 cm; depth, 5.0 cm) containing ‘‘Perlite’’ (Carolina Perlite Company, USA)
for three weeks. Five plants per accession from plants grown on ‘‘Perlite’’
were transplanted into pot containing bottoms as biological fertilizer mixed
with silt in a 1:4 ratio respectively. The pots were arranged in completely
randomized design, five pots for each accession.
Morphological
characterization
Phenotypic
traits were assessed five times per accession. Each time were assessed randomly
on three tagged plants in a pot. Thus, a total of 15 observations were taken
for each trait. The phenotypic traits recorded include stem habit, height of
stem, diameter of stem, branching of stem, stipules, petiole color, color of
vines, leaf shape, leaf blade shape, leaf apex width, leaf area, length of
blade, spines at the apex of leaf, leaf apex notching, leaf base, shape of leaf
margin, color of leaf margin and position of seed head. Slide caliper, from Digimatic Solar DC-S15 m, Mitutoyo, Japan, was used to
measure stem diameter (mm); VH-analyzer image analysis software, version 2.20,
Keyence Co., Ltd., Osaka, Japan, was used to determine the leaf area. Before
leaf area measurement, the leaves were arranged on a white paper background and
scanned on a GT-9800 F Scanner (EPSON, Tokyo, Japan). A 1-cm2 color
marker was used as the standard.
To
prepare isozymes crude extracts, 20 mg young leaves of 15 days old seedlings
were macerated with 1 mL of extraction buffer consisted of 0.05M sodium
phosphate buffer (pH 7.2), 20% v/v glycerol, 14 mM 2-mercaptoethanol and 0.05%
v/v triton X-100 (Manchenko 1994). A clear
supernatant was applied directly on 7% PAGE at 4°C in a Mini Protean III unit (BioRad, California, USA), under a constant current of 100
mA for 5 to 6 h, until the tracking dye had moved 5 to 7cm from the cathodal
end. The gels were subjected to staining for acid phosphatase (Acp), alkaline phosphatase (Alp),
α-Esterase (α-Est), β-Esterase (β-Est) and
peroxidase (Per) isozymes following the protocols of Pasteur et al.
(1988). Phosphorylase gels were incubated in 100 mL of 0.1 M sodium phosphate buffer
(pH 5.1) at 37oC for 3 to 5 h, then stained in 10 mM I2 mixed
with 14 mM KI, developing white bands on a dark blue background. At the bottom
of phosphorylase gels, amylase isozymes appeared as chromatic or light brown
bands. Catalase gels were stained in 1:1 mixture of solutions 2% potassium
ferricyanide and 2% ferric chloride after incubation in a solution of 3% H2O2
for about 15 min, and then washed in water with agitation for a few minutes.
After washing, catalase activity bands appeared in yellow color on background
with a blue-green color. The gels of α and ẞ-esterases
were incubated in 100 mL staining solution consisted of 0.05 M phosphate buffer
(pH 7.2) containing 1% α or β naphthyl acetate for α and
ẞ-esterases respectively and 50 mg Fast Blue RR
at 37°C for 15 min until brown colored bands appeared. The stained gels were
immediately photographed and stored in 3% acetic acid. At least 5 and generally
10 plants per accession were examined for isozymes patterns.
Results
Morphological
analysis
Qualitative
character: The resultes of
the assessement of gentic diversity in qualitative morphological characters of Amaranthus
spp. showed that two alleles were responsible on controling stipules, color of vines, leaf
shape, spines at apex of leaves, shape of leaf margin and color of leaf margin
(Table 2). The stipules were present in 4.17% of assessed accessions and absent
in 95.83%. The color of veins was found to be green in 87.5% and purple in
12.5%, whereas the color of leaf margin was found to be green in 62.5% and
purple in 37.5%. The leaf shape was found to be either V-shaped (70.83%) or
Egg-shaped (29.17%). The spines at apex of leaves were found to be absent in
37.5% and present in 62.5%, whereas the shape of leaf margin was entire in
58.3% and emarginated in 41.7%. The other assessed qualitative characters were
controlled by more than two alleles.
Diversity indices for morphological characters: The diversity indices were estimated for morphological
characters (Table 4). Diversity indices ranged between 1.561 for branching of
stem and 3.167 for stem habit and color of veins. In general, all the
characters showed high diversity indices, with the exception of branching of
stem, spines at apex of leaves, leaf apex notching and position of seed head.
Cluster analysis: The accessions were separated into two groups, named
G1 and G2 at genetic distance of 16.5 (Fig. 1). Majority of the accessions of A. hypochondriacus and A. caudatus were clustered in G2. The accessions of the
other species were separated in G1 with A.
hypochondriacus PI 540446 and A.
caudatus PI 619264. At genetic distance 7, the accessions were separated
into 7 clusters named C1, C2, C3, C4, C5, C6, C7. The accessions of A.
hybridus were distributed in C1 and C5. The two accessions of A.powellii
ssp.bouchonii were separated in C3 with A. palmeria PI 604557 Mexico,
Puebla. The other accessions of A. palmeria were collected in C4 with A.
spinosus. The two accessions of A. cruentus were clusstered in C1
and C2 which were grouped at genetic distance 9.
Principal component analysis: The
principal component analysis grouped the accessions over the quadrants based on
the traits of their morphological characters (Fig. 2 and 3).The accessions in
the top right quadrat (A. palmeria PI
604557 Mexico, Puebla, A. hypochondriacus PI
540446 Pakistan, A. cruentus Ames 5310 Mexico,
Sonora, A. cruentusPI
628793 Zaire, Shaba, A. hybridus Ames 21188 South Africa, A. hybridus
PI 605351 Greece) were closely associated with the traits of color of plumule,
height of stem after 2 months, stipules, petiole color, leaf blade shape, leaf
base, color of margin, margin shape. The right bottom quadrate consisted of the accessions (A. hypochondriacus except A. hypochondriacus
PI 540446 Pakistan, A. caudatus, A. quitensis and A. retroflexus)
of related traits of size of seeds, color of upper surface of cotyledonary
leaves, color of stem, diameter of stem, color of vines, leaf shape, leaf area,
length of blade, spines at apex of leaves, leaf apex notching. The accessions
in the top left quadrate (A. hybridus PI 636181 USA, Delaware, A. hybridus
Ames 23369 Brazil, Goias, A. hybridus Ames
26852 Portugal, Coimbra, A. palmeria PI 607455
USA, Kansas, A. palmeria PI 607461 USA, Kansas
and A. powellii ssp.) were closely related in
the terms of color of seeds, radical length, color of lower surface of
cotyledonary leaves, leaf apex width, position of seed head. The bottom left
quadrate clustered A. spinosus PI619234 from
Indonesia, Sumatra with the characters of plumule length, height of stem,
branching of stem.
Isozymes
analysis
Table 1: The accession number and the origin of the studied
accessions of Amaranthus species
Code |
Species |
Accession
Number |
Origin |
Code |
Species |
Accession
Number |
Origin |
A |
A.
hypochondriacus |
PI
274279 |
India,
Himachal Pradesh |
M |
A.
hybridus |
PI
636181 |
USA,
Delaware |
B |
A.
hypochondriacus |
PI
337611 |
Uganda |
N |
A.
hybridus |
Ames
23369 |
Brazil,
Goias |
C |
A.
hypochondriacus |
PI
477917 |
Mexico |
O |
A.
hybridus |
Ames
26852 |
Portugal,
Coimbra |
D |
A.
hypochondriacus |
PI
540446 |
Pakistan |
P |
A. palmeria |
PI
604557 |
Mexico,
Puebla |
E |
A.
caudatus |
PI
166045 |
India |
Q |
A. palmeria |
PI
607455 |
USA,
Kansas |
F |
A.
caudatus |
PI
619264 |
Nepal |
R |
A.
palmeria |
PI
607461 |
USA,
Kansas |
G |
A.
caudatus |
PI
553073 |
USA,
new jersey |
S |
A.
palmeria |
PI
632235 |
USA,
Arizona |
H |
A.
caudatus |
PI
511679 |
Argentina |
T |
A.
quitensis |
PI
511744 |
Ecuador |
I |
A.
cruentus |
Ames
5310 |
Mexico,
Sonora |
U |
A.
retroflexus |
PI
572263 |
USA,
Iowa |
J |
A.
cruentus |
PI
628793 |
Zaire,
Shaba |
V |
A. spinosus |
PI619234 |
Indonesia,
Sumatra |
K |
A.
hybridus |
Ames
21188 |
South
Africa |
W |
A.
powelliissp.bouchonii |
Ames
5304 |
USA,
Washington |
L |
A.
hybridus |
PI
605351 |
Greece |
X |
A.
powelliissp.bouchonii |
PI
572262 |
France |
Table
2: Qualitative traits noted on 24 accessions of Amaranthus species
Character |
Trait |
% age |
Stipules (Spiny) |
Absent |
95.83 |
Present |
4.17 |
|
Color of veins |
Green |
87.5 |
Purple |
12.5 |
|
Leaf shape |
V-shape |
70.83 |
Egg-shape |
29.17 |
|
Spines at apex of leaves |
Absent |
37.5 |
Present |
62.5 |
|
Shape of leaf margin |
Entire |
58.3 |
Emarginated |
41.7 |
|
Color of leaf margin |
Green |
62.5 |
Purple |
37.5 |
Fig. 1: UPGMA dendrogram of 24 accessions of Amaranthus
species based on phenotypic characteristics
Loci
and alleles scored: Enzyme electrophoresis resulted in clear staining for four enzymes
encoded by 18 polymorphic putative loci (Table 5). A total of 40 alleles were
observed across the 18 loci. Average allele frequency was ranged between 0.008
in α-Est-2C and 0.86 in α-Est-5A. The frequency of Alp-1A, α-Est-1B,
α-Est-2C and Per-1C were 0.008, 0.09 and 0.008 respectively.
The mean frequency of allele was 0.38. The average allele frequency of
accessions ranged between o.43 in A. powellii
ssp. Bouchonii, accession PI 572262, from France and
0.73 in A. cruentus, accession Ames 5310 from
Sonora, Mexico. The allele’s α-Est-1C, α-Est-2C, α-Est-3C and
Per-1C were detected in wild species only, whereas the allele Alp-1C was
present in cultivated and wild species. The average of allele’s frequency in
the cultivated accessions (0.577) and wild accessions (0.559) was approximately
the same. The highest mean number of alleles per locus was noted in A. caudatus PI 511679 from Argentina, A. cruentus Ames 5310 from Sonora- Mexico, A. palmeria PI 604557 from Puebla-Mexico, and A. palmeria PI 607461 form Kansas - USA.
Table 3: Pearson correlation coefficient
among 26 traits of Amaranthus species
Code |
Character |
A |
B |
C |
D |
E |
F |
G |
H |
I |
J |
K |
L |
M |
N |
O |
P |
Q |
R |
S |
T |
U |
V |
W |
X |
Y |
Z |
A.
|
Size of seeds |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
B.
|
Color of seeds |
-0.4 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
C.
|
Radical L. |
-0.1 |
0.3 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
D.
|
Color of upper surface of cot.
Leaves |
0.1 |
0.1 |
-0.1 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
E.
|
Color of lower surface of cot.
Leaves |
-0.1 |
0.4 |
-0.1 |
0.4 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
F.
|
Color of plumule |
0.1 |
0.3 |
-0.2 |
0.4 |
0.9 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
G.
|
Plumule length |
-0.3 |
-0.1 |
0.5 |
-0.1 |
0.1 |
-0.2 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
H.
|
Color of stem |
0.4 |
0.1 |
-0.1 |
0.3 |
0.6 |
0. 7 |
0.1 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
I.
|
Stem habit |
0.3 |
-0.1 |
-0.1 |
0.1 |
-0.1 |
0.1 |
-0.3 |
0.1 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
J.
|
Height of stem after 2 month |
0.2 |
-0.1 |
0.1 |
-0.1 |
-0.2 |
-0.1 |
0.2 |
0.2 |
-0.1 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
K.
|
Diameter of stem |
0.7 |
-0.5 |
-0.2 |
0.1 |
-0.4 |
-0.1 |
-0.4 |
0.1 |
0.3 |
0.4 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
L.
|
Branching of stem |
-0.4 |
0.1 |
0.3 |
-0.1 |
0.1 |
-0.1 |
0.3 |
-0.1 |
-0.9 |
-0.1 |
-0.4 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
M. |
Stipules |
-0.5 |
0.2 |
0.1 |
0.1 |
0.1 |
-0.1 |
0.1 |
-0.3 |
-0.4 |
-0.4 |
-0.3 |
0.7 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
N.
|
Petiole color |
0.3 |
0.1 |
-0.1 |
0.1 |
0.1 |
0.4 |
-0.1 |
0.5 |
0.4 |
0.1 |
0.4 |
-0.4 |
-0.2 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
|
O.
|
Color of vines |
0.5 |
0.1 |
0.2 |
0.2 |
-0.2 |
0.1 |
-0.2 |
0.3 |
0.2 |
0.31 |
0.5 |
-0.2 |
-0.1 |
0.7 |
1.0 |
|
|
|
|
|
|
|
|
|
|
|
P.
|
Leaf shape |
-0.1 |
-0.3 |
-0.2 |
0.2 |
-0.3 |
-0.3 |
0.2 |
-0.1 |
0.3 |
-0.1 |
0.1 |
-0.3 |
-0.1 |
0.1 |
-0.2 |
1.0 |
|
|
|
|
|
|
|
|
|
|
Q.
|
Leaf blade shape |
-0.1 |
0.2 |
0.2 |
-0.4 |
-0.4 |
-0.4 |
-0.2 |
-0.2 |
-0.1 |
0.2 |
0.2 |
0.1 |
-0.1 |
0.1 |
0.3 |
-0.3 |
1.0 |
|
|
|
|
|
|
|
|
|
R.
|
1)
Leaf apex width |
-0.5 |
0.6 |
0.2 |
0.1 |
0.2 |
0.1 |
0.1 |
-0.2 |
-0.4 |
-0.1 |
-0.5 |
0.5 |
0.5 |
-0.3 |
-0.1 |
-0.3 |
-0.1 |
1.0 |
|
|
|
|
|
|
|
|
S.
|
Leaf area |
0.6 |
-0.3 |
-0.1 |
0.5 |
-0.1 |
0.1 |
-0.4 |
0.2 |
0.4 |
-0.2 |
0.6 |
-0.4 |
-0.3 |
0.3 |
0.3 |
0.3 |
-0.2 |
-0.4 |
1.0 |
|
|
|
|
|
|
|
T.
|
1)
Length of blade |
0.7 |
-0.4 |
-0.2 |
0.4 |
-0.2 |
0.1 |
-0.4 |
0.2 |
0.5 |
0.1 |
0.7 |
-0.5 |
-0.3 |
0.4 |
0.4 |
0.2 |
-0.2 |
-0.4 |
0.9 |
1.0 |
|
|
|
|
|
|
U.
|
Spines at apex of leaves |
-0.1 |
-0.4 |
-0.1 |
-0.1 |
-0.1 |
-0.1 |
0.1 |
-0.1 |
0.2 |
0.1 |
0.2 |
-0.1 |
0.1 |
-0.1 |
-0.2 |
0.3 |
-0.3 |
-0.3 |
-0.2 |
-0.1 |
1.0 |
|
|
|
|
|
V.
|
Leaf apex notching |
-0.6 |
0.5 |
0.2 |
0.2 |
0.1 |
0.1 |
-0.1 |
-0.3 |
-0.2 |
0.1 |
-0.3 |
0.3 |
0.6 |
-0.2 |
-0.1 |
-0.2 |
-0.1 |
0.7 |
-0.3 |
-0.2 |
-0.1 |
1.0 |
|
|
|
|
W. |
Leaf base |
-0.1 |
0.1 |
0.1 |
0.1 |
-0.1 |
-0.1 |
0.1 |
-0.1 |
0.1 |
-0.1 |
0.1 |
-0.1 |
-0.1 |
0.1 |
-0.2 |
0.4 |
-0.1 |
0.1 |
0.2 |
0.1 |
-5.4 |
0.1 |
1.0 |
|
|
|
X.
|
Shape of leaf margin |
0.2 |
-0.1 |
-0.5 |
-0.1 |
-0.2 |
0.1 |
-0.5 |
-0.1 |
-0.2 |
0.1 |
0.4 |
0.2 |
0.2 |
0.1 |
0.2 |
-0.1 |
0.2 |
0.1 |
0.1 |
0.1 |
-0.1 |
0.2 |
0.1 |
1.0 |
|
|
Y.
|
Color of leaf margin |
0.2 |
0.2 |
0.1 |
-0.2 |
0.1 |
0.2 |
0.1 |
0.3 |
0.4 |
0.1 |
0.1 |
-0.4 |
-0.2 |
0.8 |
0.5 |
-0.1 |
0.3 |
-0.3 |
-0.1 |
-0.1 |
0.1 |
-0.3 |
-0.1 |
-0.1 |
1.0 |
|
Z.
|
Position of seed head |
-0.4 |
0.6 |
0.4 |
-0.1 |
0.1 |
-0.1 |
0.3 |
-0.2 |
-0.5 |
0.1 |
-0.6 |
0.5 |
0.3 |
-0. 4 |
-0.2 |
-0.3 |
-0.1 |
0.8 |
-0.5 |
-0.5 |
-0.4 |
0.5 |
0.2 |
0.1 |
-0.2 |
1.0 |
Table
4: Estimates of
diversity indices for morphological characters among Amaranthus species
Charactes |
Diversity index (HI) |
Code |
Charactes |
Diversity index (HI) |
|
A |
Size of seeds |
3.144 |
N |
Petiole color |
3.091 |
B |
Color of seeds |
3.08 |
O |
Color of veins |
3.167 |
C |
Radical L. |
3.105 |
P |
Leaf shape |
3.121 |
D |
Color of upper surface of cot. Leaves |
3.113 |
Q |
Leaf blade shape |
3.075 |
E |
Color of lower surface of cot. Leaves |
3.119 |
R |
2)
Leaf apex width |
3.096 |
F |
Color of plumule |
3.122 |
S |
Leaf area |
3.125 |
G |
Plumule length |
3.12 |
T |
2)
Length of blade |
3.09 |
H |
Color of stem |
3.142 |
U |
Spines at apex of leaves |
2.708 |
I |
Stem habit |
3.167 |
V |
Leaf apex notching |
2.967 |
J |
Height of stem |
3.149 |
W |
Leaf base |
3.086 |
K |
Diameter of stem |
3.11 |
X |
Shape of leaf margin |
3.119 |
L |
Branching of stem |
1.561 |
Y |
Color of leaf margin |
3.118 |
M |
Stipules |
0 |
Z |
Position of seed head |
2.598 |
Fig. 2: Principal component
analysis loading plot of 26 phenotypic traits of 24 Amaranthus
accessions. The accession numbers were shown in Table 1
Pearson
correlations: Based
on Pearson correlation analysis, accessions of A. hypochondriacus
were correlated with values of 0.4 or more. The accessions of A. caudatus were significantly correlated, except A. caudatus PI 511679 from Argentina which was correlated
with A. hybridus PI 605351Greece and A. hybridus PI 636181 USA,
Delaware. A. palmeria, A. quitensis, A. retroflexus and A. spinosus
were significantly correlated. A. hybridus PI 636181 USA, Delaware was
highly correlated with A. hybridus Ames 23369 from Goias,
Brazil, at genetic diversity 0.7. A. hybridus Ames 21188 from South Africa was highly
correlated with A. hybridus PI 605351 from Greece and A. hybridus
PI 636181 from Delaware, USA. A. palmeria PI
632235 from Arizona, USA was correlated with accessions of A. hypochondriacus and accessions A. caudatus with exception of A. caudatus
PI 511679 from Argentina.
Cluster
analysis: Cluster dendrograsm based on isozymes
data divided the accessions into two groups: G1 and G2 at genetic distance
10.2. G2 contained the accessions of A. hypochondriacus and the Asian
accessions of A. caudatus (PI166045 from India and PI619264 from Nepal). The other species were
separated in G2. At genetic distance 4.8, the accessions were grouped into 5 clusters
named C1, C2, C3, C4 and C5. C1 inclded the American accessions of A.
caudatus. The accessions of A. hybridus were distributed in C1, C3 and C4. A.
spinosus and A.powellii ssp.bouchonii were separated in C3. A.
quitensis and A. retroflexus were grouped in
C2. The accessions of A. palmeria were distrbuted in C1, C2 and C4. The
accessions of A. cruentus were separted in C2 (A. cruentus Ames
5310 from Sonora, Mexico,) and C3 (A. cruentus PI628793 from Shaba,
Zaire).
Discussion
Amaranthus spp. have a great amount of
genetic diversity which can be used in management of Amaranthus
germplasm and in designing breeding programs for improving the characters that
favorable for farmers and households.
The resultes of the assessement of
genetic diversity in stipules
(spiny), color of veins, leaf shape, spines at apex of leaves, shape of leaf
margin and color of leaf margin showed that these characters were controlled by two alleles. Gottlieb (1984) and Dasriani et al. (2020) reported that a significant
proportion of the differences in plant structure and shape is governed by one
or two gene loci; and the variation in the quantitative characters are usually
governed by many genes. Although the color of the seeds has six traits of
yellow pale, yellow pale with purple margin, dark yellow, faint purple with
yellow margin, brown and black; 50% of accessions was with black color and
20.8% was with brown one. This suggested that multiple alleles of a single gene
were controlling the inheritance of seed color and dominance of the black
allele over brown allele over other alleles, as has been reported in testa of lentil (Bakhsh et al. 2013). The seed size
of Amaranthus spp. was small, intermediate and big. The accessions with
intermediate seeds represented 50%, whereas the accessions with small seeds
represented 41.7% and the accessions of big seeds were 4.16 %. The accession
with big seeds was A. cruentus Ames 5310 from
Mexico, Sonora. The accessions with the biggest stem height were A. quitensis PI511744, Ecuador and A. powellii ssp. bouchonii Ames
5304, USA, Washington. The accessions with largest leaf area were A. hypochondriacus PI337611 from Uganda, A. hybridus
PI605351 from Greece and A. cruentus Ames 5310
from Mexico, Sonora. Accessions with large and intermediate seed size can be
used for improving seeds yield of grains amaranths; and the accessions with
large leaf area can be used for improving plant vigor in leafy amaranths.
The significant correlation between the color of lower surface
of cotyledonary leaves, color of plumule and color of stem were useful indices
in the classification of vegetable amaranths (Akin-Idowu et al. 2016).
The significant correlation between seed size and each of stem diameter, color
of veins, leaf area and length of blade indicated the potentiality of the improvement of
these characters through selection to enhance seed yield and plant vigor. The significant
correlation between leaf area and plant height in Leafy and grain amaranths in
South Africa and South West Nigeria respectively was also reported by
Akin-Idowu et
al. (2016) and Gerrano et al. (2015) respectively. A negative
correlation between branching, plant height, stem habit and stem diameter is an
indication that most
of the tall plants had few number of branches, narrow stem diameter and erect
stem. A positive correlation between and among characters indicated that
selection and improving of the primary characters of interest would have a
positive effect on the secondary traits in the breeding program.
Cluster dendrogram based on morphological characters
separated the studied accessions into two groups: G2 includes cultivated
accessions and G1 includes wild and cultivated accessions. Furthermore, the
studied accessions were not separated on the basis of geographical regions. In
this respect Hadian et al. (2008) reported
little geographic cohesiveness in the distribution of genetic diversity among
accessions of Amaranthus; and did not agree with the work of
Akin-Akin-Idowu et al. (2016) who showed some extent of geographic
cohesiveness in their study on grain Amaranthus spp,
in South West Nigeria. The discrepancy between our data and the data of
Akin-Idowu et al. (2016) could be due to that their study was carried
out on local taxa and on grains amaranths only. The grouping of A. palmeria PI604557 from Puebla, Mexico, with A. powellii ssp. Bouchonii
indicated that they may be closely related in terms of phenotypic
characteristics.
Fig. 3: Principal
component analysis score plot of the first and second principal components. The
accession numbers were shown in Table 1
Fig. 4: UPGMA clustering of 24 accessions of Amaranthus
species based on isozymes data
The principal
component analysis grouped the accessions over the quadrants based on the
traits of their morphological characters. The accessions in the tope right
quadrate had high values for height of stem; the accessions in the right bottom
quadrate having high values for size of seeds, diameter of stem, leaf area; the
accessions in the bottom left quadrate having high values for branching. These
accessions could serve as promising sources of genes for these characters in
future hybridization work.
Although, most of
the species of Amaranthus are predominantly self-pollinated, the frequency
of the 18 putative loci observed herein was greater than it is expected for
this type of breeding system. Such an allele frequency in Amaranthus
spp. could be due to the reason that some species can cross freely as in the
progenitor species of the cultivated species (Sauer 1957; 1967; 1972) or can cross with difficulty
giving few fertile seeds as in the species of the secondary gene pool of Amaranthus
(Jain et al. 1982). Higher allelic frequencies could also be interpreted on
the basis of the wide range of morphological diversity in accessions of Amaranthus
spp. and on the wide geographical distance between the locations of the collected
accessions (Palomino and Ruby 1991). Although, 18 loci were polymorphic, the extent
of polymorphism varied from 43% in A. powellii
ssp. bouchonii PI572262 from France to 73% in A. cruentus Ames 5310 from Sonora, Mexico. High isozymes variation
in the present work agreed with data of Hauptli and
Jain (1984) and Chan and Sun (1997) and contradicted the works of Jain et al. (1980) and Iudina
et al. (2005) who found that allozyme variation in the cultivated and weedy
Amaranthus spp. was low; many of them were monomorphic for the enzymes
examined. The frequency of Alp-1A, α-Est-1B, α-Est-2C
and Per-1C were 0.008, 0.09 and 0.008 respectively. The allele had this
percentage of frequency known as rare alleles. The presence of this allele
could be due to deleterious mutations or may be due to evolutionary relics (Sammour et al. 2019). The detection of rare allele
in combination with high allelic frequency of other loci led to the conclusion
that the studied accessions had obvious genetic differentiation. The allele C
of the isozymes α-Est-1C, α-Est-2C, α-Est-3C
and Per-1C were detected in wild species only, whereas the allele C of Alp-1C
was present in cultivated and wild species. The frequency of Alp-1C in
cultivated species (0.65) was higher than in the wild species (0.41). The disappearance
of the Allele C of α-Est and Per-1C in the cultivated
species could be due: (1) the effect of genetic drift of the multiple breeding
of these species and (2) these alleles could play a role in the adaptation of
the wild accessions to environmental stresses. Therefore, the transfer of the
genes controlling these alleles to the cultivated species could make them
tolerant to environmental stresses.
Table
5: Allelic
frequencies for 18 isozyme loci in 24 accessions of Amaranthus species
Allele
No. |
Loci |
Allele Code |
A |
B |
C |
D |
E |
F |
G |
H |
I |
J |
K |
L |
M |
N |
O |
P |
Q |
R |
S |
T |
U |
V |
W |
X |
Mean Frequency of allele |
Probability |
1 |
Acp-1 |
A |
0.8 |
0.8 |
0.8 |
1 |
0.8 |
0.8 |
0.6 |
0 |
1 |
0.9 |
0.2 |
0.2 |
0 |
1 |
0 |
0.8 |
1 |
1 |
1 |
0.8 |
1 |
1 |
0.8 |
0.8 |
0.71 |
0* |
2 |
Acp-1 |
B |
0.2 |
0.2 |
0.2 |
0 |
0.2 |
0.2 |
0.4 |
1 |
0 |
0.1 |
0.8 |
0.8 |
1 |
0 |
1 |
0.2 |
0 |
0 |
0 |
0.2 |
0 |
0 |
0.2 |
0.2 |
0.29 |
|
3 |
Acp-2 |
A |
0.5 |
0.5 |
0.5 |
0.1 |
0.1 |
0 |
0 |
0.2 |
0.5 |
0.8 |
1 |
0 |
1 |
1 |
1 |
0 |
1 |
0.4 |
1 |
0.8 |
0.8 |
1 |
0.8 |
0.8 |
0.58 |
0* |
4 |
Acp-2 |
B |
0.5 |
0.5 |
0.5 |
0.9 |
0.9 |
1 |
1 |
0.8 |
0.5 |
0.2 |
0 |
1 |
0 |
0 |
0 |
1 |
0 |
0.6 |
0 |
0.2 |
0.2 |
0 |
0.2 |
0.2 |
0.43 |
|
5 |
Alp-1 |
A |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.1 |
0 |
0.1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.008 |
0.445 |
6 |
Alp-1 |
B |
0.5 |
0.5 |
0.5 |
0.6 |
0.2 |
0.2 |
0 |
0.5 |
0.5 |
0 |
0.5 |
0.5 |
0.5 |
0.5 |
0 |
0.5 |
1 |
1 |
0 |
0.5 |
0.5 |
0.5 |
1 |
1 |
0.48 |
|
7 |
Alp-1 |
C |
0.5 |
0.5 |
0.5 |
0.4 |
0.8 |
0.8 |
1 |
0.5 |
0.5 |
1 |
0.5 |
0.4 |
0.5 |
0.4 |
1 |
0.5 |
0 |
0 |
1 |
0.5 |
0.5 |
0.5 |
0 |
0 |
0.51 |
|
8 |
Alp-2 |
A |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
1 |
0 |
0.13 |
|
9 |
α-Est-1 |
A |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
0 |
0 |
0.3 |
0 |
0 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
0 |
0 |
0.5 |
0.4 |
0 |
0.63 |
0* |
10 |
α-Est-1 |
B |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0.4 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.5 |
0.2 |
0 |
0.09 |
|
11 |
α-Est-1 |
C |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.3 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.2 |
1 |
0.15 |
|
12 |
α-Est-2 |
A |
1 |
1 |
1 |
1 |
1 |
1 |
0.8 |
0.5 |
0 |
0.3 |
0 |
0 |
0 |
0.4 |
0 |
0 |
0 |
0 |
0.5 |
0.5 |
0.5 |
0 |
0.2 |
0.5 |
0.43 |
0* |
13 |
α-Est-2 |
B |
0 |
0 |
0 |
0 |
0 |
0 |
0.2 |
0.5 |
1 |
0.6 |
1 |
1 |
1 |
0.6 |
1 |
1 |
1 |
1 |
0.5 |
0.5 |
0.5 |
1 |
0.7 |
0.5 |
0.57 |
|
14 |
α-Est-2 |
C |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.1 |
0 |
0.008 |
|
15 |
α-Est-3 |
A |
0.5 |
0 |
0.6 |
0.6 |
0.3 |
1 |
0 |
0 |
0 |
0.4 |
1 |
0.8 |
1 |
0 |
0.4 |
0.8 |
0.4 |
0 |
0.2 |
0 |
0 |
0 |
0.5 |
0 |
0.35 |
0.000086* |
16 |
α-Est-3 |
B |
0.5 |
1 |
0.4 |
0.4 |
0.7 |
0 |
0 |
0 |
0 |
0.1 |
0 |
0.2 |
0 |
0.5 |
0.3 |
0.2 |
0.6 |
1 |
0.8 |
1 |
0.6 |
1 |
0 |
0 |
0.39 |
|
17 |
α-Est-3 |
C |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.5 |
0 |
0 |
0 |
0.5 |
0.3 |
0 |
0 |
0 |
0 |
0 |
0.4 |
0 |
0.5 |
1 |
0.13 |
|
18 |
α-Est-4 |
A |
0 |
0 |
0.4 |
0.8 |
0.6 |
0 |
0 |
1 |
1 |
0 |
1 |
0.6 |
1 |
0.5 |
0.38 |
0 |
1 |
0 |
0.5 |
0.75 |
0.5 |
0.5 |
0 |
0.5 |
0.46 |
0.1343 |
19 |
α-Est-4 |
B |
0 |
0 |
0.6 |
0.2 |
0.4 |
1 |
0 |
0 |
0 |
0 |
0 |
0.4 |
0 |
0.5 |
0.68 |
0 |
0 |
0 |
0.5 |
0.25 |
0.5 |
0.5 |
1 |
0.5 |
0.30 |
|
20 |
α-Est-5 |
A |
1 |
1 |
1 |
1 |
1 |
1 |
0.4 |
1 |
0.2 |
1 |
1 |
1 |
1 |
1 |
0 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
1 |
0 |
0.86 |
0* |
21 |
α-Est-5 |
B |
0 |
0 |
0 |
0 |
0 |
0 |
0.6 |
0 |
0.8 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.10 |
|
22 |
β-Est-1 |
A |
0.4 |
0.2 |
0 |
0.4 |
0.2 |
0 |
1 |
1 |
0.6 |
0.5 |
0 |
0 |
1 |
1 |
0 |
1 |
0 |
0 |
0.38 |
0 |
0.5 |
0.7 |
1 |
1 |
0.45 |
0* |
23 |
β-Est-1 |
B |
0.6 |
0.8 |
1 |
0.6 |
0.8 |
1 |
0 |
0 |
0.4 |
0.5 |
1 |
1 |
0 |
0 |
0 |
0 |
1 |
1 |
0.63 |
1 |
0.5 |
0.3 |
0 |
0 |
0.51 |
|
24 |
β-Est-2 |
A |
1 |
1 |
1 |
0.4 |
0.2 |
0 |
0.5 |
0.5 |
0.25 |
1 |
0.6 |
0 |
1 |
0.8 |
0.6 |
1 |
0 |
0 |
0.5 |
0.5 |
0.5 |
1 |
1 |
1 |
0.60 |
0* |
25 |
β-Est-2 |
B |
0 |
0 |
0 |
0.6 |
0.8 |
1 |
0.5 |
0.5 |
0.75 |
0 |
0.4 |
1 |
0 |
0.2 |
0.4 |
0 |
0 |
0 |
0.5 |
0.5 |
0.5 |
0 |
0 |
0 |
0.32 |
|
26 |
β-Est-3 |
A |
1 |
1 |
1 |
0.4 |
0.2 |
0 |
0 |
1 |
0 |
0.5 |
0.5 |
0.7 |
1 |
1 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
0.5 |
0.17 |
0 |
0.46 |
0* |
27 |
β-Est-3 |
B |
0 |
0 |
0 |
0.6 |
0.8 |
1 |
0 |
0 |
0 |
0.5 |
0.5 |
0.3 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.5 |
0.83 |
1 |
0.25 |
|
28 |
β-Est-4 |
A |
0 |
0 |
0 |
0.5 |
0.5 |
0.88 |
1 |
0 |
0 |
0.3 |
1 |
0.63 |
1 |
0.5 |
0.63 |
0 |
1 |
1 |
0.5 |
0.5 |
0 |
0.9 |
1 |
1 |
0.54 |
0.689 |
29 |
β-Est-4 |
B |
0 |
0 |
0 |
0.5 |
0.5 |
0.13 |
0 |
0 |
0 |
0.7 |
0 |
0.38 |
0 |
0.5 |
0.38 |
0 |
0 |
0 |
0.5 |
0.5 |
1 |
0.1 |
0 |
0 |
0.22 |
|
30 |
β-Est-5 |
A |
0 |
0.8 |
0.4 |
0.6 |
0.13 |
0 |
0 |
0 |
1 |
0.7 |
0.2 |
0.5 |
1 |
1 |
1 |
1 |
0.2 |
0 |
0.5 |
0 |
1 |
0.5 |
0.7 |
0 |
0.47 |
0.00002* |
31 |
β-Est-5 |
B |
1 |
0.2 |
0.6 |
0.4 |
0.88 |
1 |
0 |
0 |
0 |
0.3 |
0.8 |
0.5 |
0 |
0 |
0 |
0 |
0.8 |
1 |
0.5 |
0 |
0 |
0.5 |
0.3 |
0 |
0.37 |
|
32 |
Per-1 |
A |
0.2 |
1 |
0 |
1 |
1 |
0.8 |
0.2 |
0 |
0 |
1 |
0 |
0.4 |
0 |
0.5 |
1 |
0.2 |
0 |
0 |
0.3 |
0.4 |
0 |
0.5 |
0.5 |
1 |
0.42 |
0* |
33 |
Per-1 |
B |
0.8 |
0 |
0 |
0 |
0 |
0.2 |
0.8 |
1 |
0 |
0 |
0 |
0.6 |
1 |
0.5 |
0 |
0.8 |
0 |
1 |
0.7 |
0.6 |
0.8 |
0.1 |
0 |
0 |
0.37 |
|
34 |
Per-1 |
C |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0.2 |
0.4 |
0.5 |
0 |
0.09 |
|
35 |
Per-2 |
A |
0.1 |
0.8 |
0.8 |
0.1 |
0 |
0.2 |
0.2 |
0.4 |
0.2 |
0.8 |
0 |
0.7 |
0 |
0 |
1 |
1 |
1 |
1 |
0.1 |
0 |
0 |
0.5 |
1 |
1 |
0.45 |
0* |
36 |
Per-2 |
B |
0.9 |
0.2 |
0.2 |
0.9 |
1 |
0.8 |
0.8 |
0.6 |
0.8 |
0.2 |
1 |
0.3 |
1 |
1 |
0 |
0 |
0 |
0 |
0.9 |
1 |
1 |
0.5 |
0 |
0 |
0.55 |
|
37 |
Per-3 |
A |
0 |
0 |
0 |
1 |
1 |
1 |
1 |
0 |
1 |
0 |
0 |
0.5 |
0 |
0 |
1 |
1 |
0.9 |
0.5 |
1 |
1 |
1 |
1 |
0.8 |
0.4 |
0.59 |
0* |
38 |
Per-3 |
B |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0.5 |
1 |
1 |
0 |
0 |
0.1 |
0.5 |
0 |
0 |
0 |
0 |
0.2 |
0.6 |
0.20 |
|
39 |
Per-4 |
A |
1 |
1 |
1 |
0 |
0.6 |
1 |
0.4 |
0.2 |
0.5 |
1 |
0 |
0 |
1 |
1 |
1 |
0.2 |
0.3 |
0.5 |
1 |
1 |
1 |
0.8 |
1 |
0.8 |
0.68 |
0* |
40 |
Per-4 |
B |
0 |
0 |
0 |
0 |
0.4 |
0 |
0.6 |
0.8 |
0.5 |
0 |
1 |
1 |
0 |
0 |
0 |
0.8 |
0.7 |
0.5 |
0 |
0 |
0 |
0.2 |
0 |
0.2 |
0.28 |
|
Mean
number of alleles/ locus |
0.55 |
0.5 |
0.45 |
0.53 |
0.63 |
0.55 |
0.6 |
0.7 |
0.73 |
0.53 |
0.53 |
0.5 |
0.53 |
0.65 |
0.68 |
0.7 |
0.53 |
0.7 |
0.45 |
0.63 |
0.55 |
0.5 |
0.45 |
0.43 |
0.38** |
0.07 |
**Average
of the mean frequency of alleles
*
Significant at p< 0.05
Based on Pearson correlation analysis, A. hypochondriacus and A. caudatus
were the most closely related pair in grain Amaranthus spp. These
results agreed with the findings of Gupta and Gudu
(1991) and Chan and Sun (1997). The close relationship between A. caudatus on one hand, and A. hybridus and A. hypochondriacus on the other hand supported the results
of Akin-Idowu et al. (2016) in their study on grain amaranth using RAPD
analysis. Cluster analysis of the isozymes data showed that at least one of the
accessions of A. hybridus was correlated with accessions of grains
amaranths. This supported the monophyletic hypothesis of Sauer (1967) that
suggested that A. hybridus is most likely the common ancestor of the
grain amaranths.
Conclusion
This research
work gave a comprehensive insight into the genetic diversity among accessions
of cultivated and wild Amaranth
collected from different geographical regions using phenotypic and isoenzymatic markers. The results obtained indicated a
considerable genetic diversity among Amaranthus accessions. This
diversity is not connected to geographical distribution of the studied
accessions, and useful in management of genetic resources and favorable
breeding programs. However, there is a desperate need for extensive future
molecular studies to affirm the genetic diversity between Amaranthus
accessions from different regions of the world.
Acknowledgments
This project was
supported by King Saud University, Deanship of Scientific Research, College of
Science, Research Center, Saudi Arabia.
Author
Contributions
Reda H. Sammour: Conceptualization, methodology, investigation, software,
formal analysis, writing - review and editing; Mohammed Mira: Methodology,
investigation, software, formal analysis, writing - original draft; Safa A.
Radwan: Methodology, validation, supervision, writing – original draft.
Conflicts of Interest
All
authors declare no conflict of interest
Data
Availability
Data
presented in this study will be available on a fair request to the
corresponding author
Ethics
Approval
Not
applicable in this paper
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