Next Article in Journal
How Do Plant Landscapes Provide Health Benefits to Residents in Urban Green Spaces? Exploring the Role of Restorative Experiences
Next Article in Special Issue
Phytosociological Analysis of the Boreal Oligotrophic Pine Forests in the Southern Ural Region (Russia)
Previous Article in Journal
Timber Extraction by Farm Tractors in Low-Removal-Intensity Continuous Cover Forestry: A Simulation of Operational Performance and Fuel Consumption
Previous Article in Special Issue
Modelling Distribution of an Endangered Longhorn Beetle, Callipogon relictus (Coleoptera: Cerambycidae), in Northeast Asia
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Evaluation of the Morphological and Physicochemical Diversity of Carob (Ceratonia siliqua, Fabaceae) Germplasm from Algeria

by
Oussama Smaili
1,2,
Nadjiba Chebouti-Meziou
1,
Francesco Scollo
3,
Stefano La Malfa
3,
Alessandra Gentile
3,
Gaetano Distefano
3,
Leonardo Paul Luca
3,* and
Chiara Catalano
3
1
Laboratory of Soft Technologies, Valorization, Physicochemistry of Biological Materials and Biodiversity, Boumerdes University, Boumerdes 35000, Algeria
2
National Seeds and Plants Control and Certification Center, Setif 19000, Algeria
3
Department of Agriculture, Food and Environment (Di3A), University of Catania, 95123 Catania, Italy
*
Author to whom correspondence should be addressed.
Forests 2024, 15(8), 1423; https://doi.org/10.3390/f15081423
Submission received: 16 July 2024 / Revised: 10 August 2024 / Accepted: 12 August 2024 / Published: 13 August 2024
(This article belongs to the Special Issue Forest Biodiversity Conservation)

Abstract

:
Despite the economic and ecological importance of the carob tree, few studies are available on the morphological characterization and chemical composition of carob in Algeria. This has resulted in the lack of selection of commercial cultivars of high seed and sugar content. The present study aims to assess the diversity of 11 wild and 1 cultivated carob populations in various regions of Algeria, characterized by diverse geographical and climatic conditions. The final objective is to assess the diversity of neglected carob plants that exhibit superior fruit quality traits and/or are well adapted to different pedoclimatic conditions. The current study focuses on analyzing pod and seed diversity by investigating 12 morphological and 5 physiochemical traits. The analysis of variance revealed significant differences between populations (p < 0.001) for all traits studied, indicating high morphological and chemical variability among these carob populations. Principal component analysis (PCA) was employed to study the relationship between these traits and the geographical origin. High seed yields characterized wild populations, whereas cultivated populations were rich in sugar. Based on morphological traits of pods, seeds and chemical compositions, a hierarchical clustering grouped the carob populations into four groups. The findings of this study represent a significant advancement towards establishing effective cultivar breeding programs in Algeria. They demonstrate that the germplasm examined in this research exhibits an optimal level of morphological and chemical diversity, which is instrumental in the identification of specific traits of both commercial and environmental significance.

1. Introduction

Carob (Ceratonia siliqua L.) is a diploid (2n = 24) evergreen perennial tree belonging to the Fabaceae family, subfamily Caesalpinioideae [1]. This species is dioecious but may occasionally exhibit hermaphroditic or monoecious conditions. Carob originates from the pre-Mediterranean tropical area and has been dispersed throughout the world’s Mediterranean-climate regions [2]. The carob tree can thrive in natural and highly intensive cultivated environments [3]. This plant has a broad, semispherical corona, a sturdy trunk covered in rough brown crust, and strong branches. It can reach a height of 8 to 17 m [4]. It is characterized by its high adaptive potential at various altitudes and in humid, sub-humid, semi-arid, and arid climates [5].
In Mediterranean areas, various components of the carob plant (seeds, pods, leaves, flowers, wood, roots, and bark) have historically held significant value. They are used not only for food production but also in traditional medicinal practices to address various health issues, including gastrointestinal disorders, hypertension, and diabetes [6]. The unit of weight for gemstones, known as the carat, is thought to have originated from the uniform weight of carob seeds [7].
Currently, carob tree products have various applications in different industrial sectors, such as food and beverage, pharmaceuticals, cosmetics, animal feed, and agroforestry systems, serving as a significant economic resource [8]. The richness in sugar content of carob pods [9,10,11,12], along with their high fiber content [13,14], and the presence of secondary metabolites such as polyphenols, flavonoids, and tannins, largely account for this high economic and industrial potential [15,16,17]. Moreover, carob pods contain calcium, phosphate, and potassium [9,18], making them an alternative source of minerals. Furthermore, these seeds are rich in galactomannan, a food additive (E410) [19] widely used by the food industry as a stabilizer and thickener [20]. To date, the main products made from seedless pods are flour and syrup, which can be used as food substitutes for chocolate or cocoa [21]. Additionally, it offers valuable environmental and ecological benefits. Its crucial role in halting soil degradation and erosion positively impacts the mitigation of desertification [22]. The great variability within carob accessions has been assessed through morphological [1,5,23,24,25], physicochemical [10,11], and molecular analysis [20,26,27,28,29,30,31]. According to Mahdad and Gaouar [2], world carob production has declined significantly over the past seven decades, dropping by 72% from 650,000 to 183,915 tonnes. The most significant loss has been in Spain, where production has fallen from 420,000 to 48,756 tonnes, representing a loss of 88%. In Algeria, carob production was reduced by 86% from 24,000 to 3219 tonnes [2]. This significant drop in production is mainly due to a reduction in the total harvested area, the lack of reforestation programs and the creation of new plantations. Carob tree farming in the European Union has become unprofitable due to the introduction of less expensive locust bean gum alternatives, for instance, guar gum, xanthan gum, and tara gum, which are also used as thickeners, polymers for food packaging, and binding agents [32]. In Algeria, the carob tree has recently been registered by the Ministry of Agriculture as a new field crop. It has been added to the species list used to contrast desertification in the Green Dam project. The Algerian carob variety catalog has not been updated to date [5], and there is a need to enhance and identify new carob accessions that can meet the needs of the carob production sector. The objective of this study is to characterize twelve populations of Ceratonia siliqua in Algeria from both a morphological and physiochemical perspective. The aim is to identify the most suitable accessions for different climatic areas. The focus is on uncharacterized wild carob populations to showcase the potential of Algerian carob germplasm. Through detailed analyses of pods and seeds, we aim to identify and characterize the most valuable carob population with optimal traits for industrial applications. These populations will then be selected to meet the Algerian Ministry of Agriculture requirements and the international market.

2. Materials and Methods

2.1. Plant Material

A total of twelve populations of Ceratonia siliqua were sampled at twelve geographical sites across Algeria, characterized by different altitudes and bioclimates (arid, semi-arid, subhumid, and humid) according to Emberger [33] (Figure 1). Out of these 12 populations, 11 are considered wild and have never been characterized before (Chlef, Algiers, Boumerdes, Tizi Ouzou, Bejaia, Jijel, Skikda, Constantine, Oum El Bouaghi, Souk Ahras, and Biskra), while only 1 (Blida, also known as Tlemseni by the inhabitants of this region) is a cultivated variety (Figure 2). The geographical coordinates of the 12 carob tree populations for each ecoregion are presented in Table 1.

2.2. Sampling Method

The pods were harvested in August 2021. Ten trees were randomly selected for each population, and thirty pods were randomly taken from each tree’s harvest. After the pods had been measured, three seeds per pod (90 seeds per population) were randomly selected from each tree for each population.

2.3. Morphological Analysis of Pod and Seed

Twelve morphological traits for the silique, eight for the pods and four for the seeds were measured to characterize populations of Ceratonia siliqua from Algeria (Table 2) using a digital caliper and a digital balance with an accuracy of 0.01 mm and 0.001 g, respectively. The traits measured included pod length (cm), pod width (mm), pod thickness (mm), pod weight (g), pulp weight (g), pulp percentage (%), seed length (mm), seed width (mm), seed thickness (mm), seed weight per pod (g), number of seeds, and seed yield (%). These traits were measured in accordance with the methodology described by Tous et al. [4].

2.4. Physicochemical Analysis

Upon measuring the pods, the pulp was subsequently crushed and ground into a powder with particles not exceeding 500 μm in size. All physicochemical analyses were conducted on these samples, encompassing assessments of moisture content, ash content, fiber composition, total sugars, and protein content. The fresh samples were oven-dried at 60 °C for 48 h until a constant mass was obtained before assaying. The moisture content was determined in accordance with the AOAC standard 925.10 by drying the sample to constant weight at 105 °C [35]. The ash content was determined in accordance with AOAC 972.15 by incinerating two grams of dry sample overnight in a controlled muffle furnace preheated to 600 °C [36]. Protein content was calculated using a nitrogen-to-protein conversion factor of 6.25 per gram of sample [37], in accordance with the procedures prescribed by Kirk [38] and the micro-Kjeldahl method. The fiber content of carob powder was determined using the Weende AOAC 978.10 method [39], which involves etching two grams of the sample with 0.128 M sulfuric acid, followed by 0.313 M NaOH. Total sugars were analyzed using the sulfuric phenol method and determined by colorimetry at 485 nm [40].

2.5. Statistical Analysis

The results obtained in this study were subjected to a one-factor analysis of variance ANOVA after testing for normality (Shapiro–Wilk test p-value > 0.05) and homogeneity of variance (Bartlett’s test p-value < 0.001). The statistical significance of the differences between the population means was evaluated using Duncan’s post hoc tests at a level of significance α = 0.05, employing the SPSS version 26 software.
Multivariate analyses were conducted for all the quantitative parameters using RStudio software (v. 4.2.1), and the principal component analysis (PCA) was carried out using R packages “FactoMineR” and “factoextra” package within the R environment [41,42]. Hierarchical clustering (HC) was performed using the “ward.D2” method and Euclidean distance as the dissimilarity measure using the hclust function and corrplot [43] for correlation analyses using the Pearson method.

3. Results

3.1. Morphological and Physicochemical Diversity

The results of morphological analyses conducted on various carob populations are summarized in Table 2.
The carob pods from the Blida population were the longest, widest, thickest, and heaviest and had the highest pulp yield compared to all the other populations examined. The measurements of the pods were found to be as follows: length of 19.03 ± 0.18 cm, width of 25.63 ± 0.12 mm, thickness of 11.41 ± 0.07 mm, weight of 33.34 ± 0.52 g, and pulp yield of 91.55 ± 0.10%.
On the other hand, pods from the Souk Ahres population are the shortest, narrowest, thinnest, and lightest; they measure 12.32 ± 0.08 cm in length, 17.52 ± 0.08 mm in width, 5.29 ± 0.04 mm in thickness, and 6.77 ± 0.11 g in weight.
Furthermore, carob pods from the Biskra population exhibit similar characteristics to those from the Blida population, with the pods measuring 16.66 ± 0.11 cm long. Carob pods from the Skikda population also share similar characteristics with pods from the Blida region, including the widest pods and seeds, as well as the highest pulp yield, with mean values of 23.58 ± 0.13 mm, 7.11 ± 0.03 mm, and 88.49 ± 0.23%, respectively. Chlef, Biskra, Blida, and Algiers populations exhibited the highest average number of seeds per pod at 13.27 ± 0.16, 13.09 ± 0.18 and 13.05 ± 0.16, respectively. The Jijel, Chelef, and Souk Ahres populations showed high average seed yields, with mean values of 25.95 ± 0.33%, 23.89 ± 0.43%, and 21.27 ± 0.45%, respectively.
Regarding seed traits, the Skikda and Constantine populations exhibited the highest values for length, with a mean value of 9.98 ± 0.03 mm and 9.32 ± 0.03 mm, respectively. In contrast, the widest, thickest, and heaviest seeds were found in the Blida population, with a mean value of 7.35 ± 0.02 mm, 4.63 ± 0.01 mm, and 2.77 ± 0.04 g, respectively. The Blida population exhibited the greatest seed size, with a mean length of 7.35 ± 0.02 mm, width of 4.63 ± 0.01 mm, and weight of 2.77 ± 0.04 g. Seeds from the Chelef population exhibited similar characteristics to those of the Blida population, with a thickness of 4.19 ± 0.02 mm and a weight of 2.37 ± 0.03 g. Concerning the physiochemical analysis results (Table 3), the Boumerdes, Tizi Ouzou, and Bejaia populations exhibited the highest moisture content, with values of 12.70% ± 0.13, 12.16% ± 0.08, and 12.26% ± 0.11, respectively. However, the Souk Ahres population pods showed the lowest moisture content, 8.29 ± 0.09%. The Algiers and Chelef populations showed the highest levels (3.22 ± 0.09% and 3.66 ± 0.20%, respectively). However, the Tizi Ouzou population had the lowest ash content, with a value of 1.89%. Protein levels were also found to be higher in the populations of Skikda, Biskra, Alger, Chlef, and Oum El Bouaghi with mean values of 5.54 ± 0.15%; 5.34 ± 0.42%; 4.97 ± 0.21%; 4.73 ± 0.41%, and 4.54 ± 0.16%, respectively. The fiber content of the samples ranged from 5.69 ± 0.33% to 10.86 ± 0.48%. The populations with the highest rates were Jijel, Boumerdes, and Souk Ahras, with mean values of 10.86 ± 0.48%, 8.23 ± 0.85%, and 7.94 ± 0.40%, respectively. The carob populations from the Algiers, Bejaia, and Blida ecoregions exhibited higher levels of sugar content, with values of 47.08 ± 1.65%, 47.50 ± 1.76%, and 55.51 ± 2.31%, respectively. However, the values reported for the Skikda and Constantine populations are lower, at 40.33 ± 0.40% and 41.25 ± 0.20%, respectively.
Table 2. Morphological characterization of pods and seeds of 12 populations of Ceratonia siliqua from Algeria.
Table 2. Morphological characterization of pods and seeds of 12 populations of Ceratonia siliqua from Algeria.
PopulationPodsSeeds
Length
(cm)
Width
(mm)
Thickness
(mm)
Weight
(g)
Pulp Weight
(g)
Number of SeedsSeed Yield
(%)
Pulp Percentage
(%)
Length
(mm)
Width
(mm)
Thickness
(mm)
Weight per Pod
(g)
P115.63 ± 0.11 cd18.59 ± 0.21 f5.97 ± 0.08 f10.38 ± 0.20 g8.01 ± 0.20 g13.60 ± 0.15 a23.89 ± 0.43 b76.11 ± 0.43 i8.77 ± 0.03 f6.81 ± 0.03 e4.19 ± 0.02 b2.37 ± 0.03 b
P219.03 ± 0.18 a25.63 ± 0.12 a11.41 ± 0.07 a33.34 ± 0.52 a30.57 ± 0.49 a13.09 ± 0.18 b8.45 ± 0.10 j91.55 ± 0.10 a8.91 ± 0.02 e7.35 ± 0.02 a4.63 ± 0.01 a2.77 ± 0.04 a
P315.33 ± 0.17 d20.94 ± 0.13 e8.47 ± 0.11 b14.52 ± 0.28 c12.24 ± 0.25 c13.05 ± 0.16 b16.31 ± 0.25 f83.69 ± 0.25 e9.20 ± 0.04 c6.66 ± 0.03 fg4.08 ± 0.03 c2.28 ± 0.04 c
P414.23 ± 0.10 f20.68 ± 0.13 e7.64 ± 0.09 d13.21 ± 0.20 e11.05 ± 0.20 d12.41 ± 0.13 cd17.10 ± 0.25 e82.90 ± 0.25 f9.29 ± 0.04 bc6.60 ± 0.03 g4.04 ± 0.03 c2.17 ± 0.02 d
P513.38 ± 0.12 g22.70 ± 0.13 c7.74 ± 0.06 d13.64 ± 0.19 de11.95 ± 0.19 c9.64 ± 0.13 g12.79 ± 0.18 h87.21 ± 0.18 c8.93 ± 0.04 e7.01 ± 0.02 c4.09 ± 0.02 c1.69 ± 0.02 f
P614.82 ± 0.07 e22.13 ± 0.16 d7.63 ± 0.07 d14.23 ± 0.22 cd12.06 ± 0.21 c12.04 ± 0.11 d16.24 ± 0.27 f83.76 ± 0.27 e9.08 ± 0.02 d7.01 ± 0.02 c3.95 ± 0.02 d2.17 ± 0.02 d
P711.75 ± 0.11 i17.95 ± 0.10 g5.72 ± 0.06 g6.34 ± 0.10 h4.74 ± 0.08 h10.35 ± 0.14 f25.95 ± 0.33 a74.05 ± 0.33 j8.99 ± 0.04 de6.76 ± 0.03 e3.77 ± 0.02 e1.60 ± 0.02 g
P813.65 ± 0.11 g23.58 ± 0.13 b8.17 ± 0.08 c15.77 ± 0.26 b14.06 ± 0.25 b9.35 ± 0.14 g11.51 ± 0.23 i88.49 ± 0.23 b9.98 ± 0.03 a7.11 ± 0.03 b3.70 ± 0.02 fg1.72 ± 0.03 f
P915.25 ± 0.12 d22.00 ± 0.14 d5.63 ± 0.05 g11.72 ± 0.18 f10.04 ± 0.17 e10.17 ± 0.12 f14.81 ± 0.20 g85.19 ± 0.20 d9.32 ± 0.03 b7.06 ± 0.03 bc3.64 ± 0.02 g1.68 ± 0.02 fg
P1015.77 ± 0.15 c20.99 ± 0.12 e6.63 ± 0.07 e13.59 ± 0.22 de11.58 ± 0.22 cd12.53 ± 0.14 c15.69 ± 0.25 f84.31 ± 0.25 e9.05 ± 0.04 d6.92 ± 0.03 d3.65 ± 0.02 g2.01 ± 0.03 e
P1112.32 ± 0.08 h17.52 ± 0.08 h5.29 ± 0.04 h6.77 ± 0.11 h5.37 ± 0.11 h11.09 ± 0.15 e21.27 ± 0.45 c78.73 ± 0.45 h9.23 ± 0.05 bc6.21 ± 0.03 h3.44 ± 0.02 h1.40 ± 0.02 h
P1216.66 ± 0.11 b18.61 ± 0.12 f6.71 ± 0.06 e11.24 ± 0.17 f9.23 ± 0.16 f13.27 ± 0.16 ab18.67 ± 0.27 d81.33 ± 0.27 g8.62 ± 0.03 g6.74 ± 0.03 ef3.76 ± 0.02 ef2.01 ± 0.02 e
Mean14.81 ± 0.0521.13 ± 0.067.29 ± 0.0313.73 ± 0.1311.75 ± 0.1211.60 ± 0.0516.54 ± 0.1183.46 ± 0.119.13 ± 0.016.88 ± 0.013.90 ± 0.011.98 ± 0.01
CV%18.2714.5426.1951.5157.6623.5737.857.507.357.0911.6028.40
Significance************************************
p-value<0.001<0.001<0.001<0.001<0.001<0.001<0.001<0.001<0.001<0.001<0.001<0.001
F218.20289.24431.41671.63680.41115.26328.42328.4298.6589.81166.76160.83
Data are expressed as means ± standard error. Different letters indicate significant differences among populations according to Duncan post hoc test (p < 0.05). *** Statistically significant differences between populations at p < 0.001.
Table 3. Results of physicochemical measurements of pods of 12 populations of Ceratonia siliqua from Algeria.
Table 3. Results of physicochemical measurements of pods of 12 populations of Ceratonia siliqua from Algeria.
PopulationMoisture (%)Ash (%)Protein (%)Fibre (%)Total Sugars (%)
P19.89 ± 0.11 g3.22 ± 0.09 b4.73 ± 0.41 bc7.41 ± 0.63 bcd47.08 ± 1.65 bc
P211.74 ± 0.06 bcd2.28 ± 0.03 ef3.03 ± 0.16 de5.69 ± 0.33 d55.51 ± 2.31 a
P311.00 ± 0.19 ef3.66 ± 0.20 a4.97 ± 0.21 abc6.89 ± 0.41 bcd42.23 ± 0.36 de
P412.70 ± 0.13 a2.07 ± 0.04 efg3.31 ± 0.19 d8.23 ± 0.85 b44.75 ± 0.79 bcde
P512.16 ± 0.08 ab1.89 ± 0.07 g3.21 ± 0.13 de7.67 ± 0.46 bc44.71 ± 1.15 bcde
P612.26 ± 0.11 ab2.02 ± 0.10 fg2.52 ± 0.20 e7.37 ± 0.52 bcd47.50 ± 1.76 b
P711.70 ± 0.08 bcd2.79 ± 0.07 c3.13 ± 0.18 de10.86 ± 0.48 a42.70 ± 0.51 cde
P811.51 ± 0.27 cde2.09 ± 0.05 efg5.54 ± 0.15 a6.03 ± 0.47 cd40.33 ± 0.40 e
P911.33 ± 0.16 def2.21 ± 0.05 efg3.37 ± 0.18 d7.86 ± 0.44 bc41.25 ± 0.20 e
P1012.00 ± 0.11 bc2.68 ± 0.04 cd4.54 ± 0.16 c7.73 ± 0.57 bc43.61 ± 2.14 bcde
P118.29 ± 0.09 h2.41 ± 0.03 de3.10 ± 0.07 de7.94 ± 0.40 b45.94 ± 2.65 bcd
P1210.90 ± 0.15 f2.27 ± 0.07 ef5.34 ± 0.42 ab7.17 ± 0.56 bcd43.16 ± 1.55 bcde
Mean 11.46 ± 0.072.49 ± 0.053.99 ± 0.117.61 ± 0.1944.41 ± 0.64
CV%10.2329.1831.9126.1012.55
Significance***************
p-value<0.001<0.001<0.001<0.001<0.001
F27.2631.0825.805.927.95
Data are expressed as means ± standard error. Different letters indicate significant differences among populations according to Duncan post hoc test (p < 0.05). *** Statistically significant differences between populations at p < 0.001.

3.2. Correlation Analysis

The results of the correlations among all morphological traits, fiber content and total sugars are presented in Figure 3. A strong negative correlation was found between pulp yield and seed yield (r = −1). The correlation between pod weight and the variables pod length, width and thickness is highly positive, with correlation coefficients of r = 0.76, 0.84, and 0.93, respectively. Moreover, seed yield is negatively correlated with the three morphological traits of the pod: length, width, and thickness. The correlation coefficients are r = −0.51, −0.94, and −0.77, respectively. A negative correlation was observed between seed yield and pod weight (r = −0.79). In addition, the total pulp sugar content was positively correlated with pod weight, pulp weight, pod thickness, and pod length, with correlation coefficients of r= 0.70, 0.67, 0.59, and 0.56, respectively. Furthermore, a robust correlation was observed between seed weight and pod length (r = 0.83). Finally, all pod traits show a negative correlation with fiber content, except for seed yield, which has a positive correlation (r = 0.75).

3.3. Multivariate Analyses

Figure 4 depicts the principal component analysis (PCA) of all morphological and chemical traits. The first two principal components, with eigenvalues greater than one (8.36% and 3.09%, respectively), explain 81.8% of the total variance, with the first axis explaining 59.7% and the second axis 22.1%. The first axis is primarily influenced by most variables, except for the number of seeds per pod and seed length, which are represented in the second axis. According to Figure 4, the populations can be divided into three groups, with an additional ungrouped population that stands out due to its high thickness, width, length, pulp weight, and sugar content relative to the others.
The analysis was completed by a hierarchical clustering analysis based on morphological and chemical results (Figure 5), which was conducted to investigate similarities between the 12 populations. Four clusters were identified: three groups and one ungrouped population cluster. This confirmed the results of the PCA. The first group comprises most of the populations, namely Oum El Bouaghi, Algiers, Boumerdes, Bejaia, Constantine, and Biskra, distributed across different bioclimatic areas. The average measurements for all parameters are compared with those of the other groups in Figure 5. The second group comprises the populations of Skikda and Tizi Ouzou, which are situated within the humid bioclimatic zone and exhibit a low number of seeds compared to the other groups. The third group includes populations from Souk Ahras, Chlef, and Jijel and is characterized by very short, narrow, light pods with a high seed yield if compared to the other groups. Finally, the ungrouped population is that of Blida, which belongs to the subhumid bioclimatic zone and is characterized by the largest pods with a high pulp yield, low seed yield, low fiber content, and high total sugar content.

4. Discussion

The carob tree, which has always been considered neglected and of poor commercial value, represents a potentially key agricultural and industrial resource for many countries of the Mediterranean basin [44]. Despite this, research has not focused much on its characterization, and varietal catalogs do not comprehensively represent the biodiversity of this tree crop, particularly in Algeria [11]. The Blida carob population is among the most widely cultivated and characterized Algerian carob populations. The findings of the present study on the Blida carob population confirmed morphometrics characteristics that have been previously reported. Several studies have shown that longer, wider, and thicker pods with higher pulp weight lead to lower seed yields [5,23,24,45,46]. Furthermore, the results obtained from the analysis of the wild-type carob population are consistent with the findings of researchers who have shown that wild-type carob pods produce higher seed yields compared to cultivated varieties [11,47].
Also notable is the result of the mean seed yield that the Algerian carob populations of this study displayed (16.54%), which is higher compared to other Mediterranean countries, such as Spain with 12.11% [48], Portugal with 13.11% [1], Lebanon with 13.13% [46], and Turkey with 8.79% [49]. This morphological variability observed in the present study is dependent on the plant genotype, as evidenced by studies conducted in various countries within the Mediterranean region [5,14,50].
The moisture content results are similar to those found in other Mediterranean countries, ranging from 6% to 16.7%, such as Spain [51], Italy [52], and Morocco [53]. Ash contents varied from 2% to 6% for eleven distinct populations, with the Tizi Ouzou population having less than 2% ash content. Protein content ranged from 3% to 7.6%, except for the Bejaia population, aligning with the work of several authors [9,10,45,52,53,54,55]. Furthermore, the high protein content of the Biskra population might be attributed to the saline soil in this area. The fiber content results are consistent with other works, ranging from 4.20% to 11.85% [10,11,45,55,56,57]. The presented data for sugar content are in line with the findings of Lipumbu et al. [58] and Goulas et al. [13]. The chemical composition of carob can vary significantly and is influenced by various factors, including the plant’s genotype, the geographical location of cultivation, and the specific climatic conditions in that region. Different genotypes can lead to variations in nutrient content, flavor, and other chemical properties of the carob. The geographical origin is important because soil composition, altitude, and local agricultural practices can all impact the chemical profile of the carob pods. Climatic conditions, such as temperature, rainfall, and humidity, further contribute to these differences, affecting the plant’s growth cycle and metabolic processes. A comprehensive study that analyzed carob samples from various Mediterranean countries confirmed this variability in chemical composition. The study revealed that carob plants from different areas have distinct chemical characteristics, emphasizing the significance of environmental and genetic factors. These findings highlight the complexity of carob’s chemical composition and stress the need to consider these variables when studying and using carob in food and nutritional applications [11,23,24,44,59,60,61].
The correlation analysis results of the present study (Figure 3) agreed with those reported by Boublenza et al. [11] and Mahdad et al. [5], who identified a significant negative correlation between pulp yield and seed yield. Furthermore, the results from the populations under study were consistent with those reported by Sidina et al. [24], Haraddach et al. [10], Chiami et al. [46], Mahdad et al. [5], and Barceló-Anguiano et al. [62] who indicated that the variable; seed yield is negatively correlated with the three morphological characteristics of the pod: length, width, and thickness. This explains why the pods with the highest seed yield are the shortest, thinnest and narrowest. Furthermore, these results concur with those of Barracosa et al. [1], who indicated that seed yield and pod weight were negatively correlated. In addition, total pulp sugar content is positively correlated with pod weight, pulp weight, pod thickness, and pod length, which agrees with the results of Boublenza et al. [11]. This explains why pods with a high sugar content are fleshy pods. Furthermore, fiber content is negatively correlated with pulp traits, which is in line with the results of Boublenza et al. [11] and explains why pods with a high fiber content are thin pods. In addition, a strong correlation between seed weight and pod length was found; these results agree with those of Boublenza et al. [11] and Bolaric et al. [29].
The PCAs (Figure 4) and the hierarchical clustering analyses (Figure 5) demonstrate that cultivated carob trees are distinguished by a high pod weight, which is positively correlated with pod length, width, and thickness, and are rich in sugar. In contrast, wild-type carob trees exhibit a high seed yield and a high crude fiber content. These findings are consistent with a study conducted by Fadel et al. [63], which compared the fruits of a private plantation and a forest carob tree. The study demonstrated that the carob in the private domain is heavier and wider than in the forest domain.

5. Conclusions

The results of the present study investigated the high degree of morphological and chemical variability in local Algerian carob germplasm. This variability is of great importance for selecting cultivars with desirable characteristics for future breeding programs. The results of the multivariate and correlation analyses between all the traits studied enabled the characterization of the 12 Algerian populations into three groups. The first group was represented by the populations of Oum El Bouaghi, Algiers, Boumerdes, Bejaia, Constantine, and Biskra; the second group included those of Skikda and Tizi Ouzou, and the third those of Souk Ahras, Chlef, and Jijel. The latter group included wild-type samples and accessions that exhibited high seed yields, a trait well-suited to the agri-food industry due to its richness in the food additive E410. In addition, a non-grouped cluster composed by Blida was identified. This carob population encompasses cultivated varieties characterized by large pods with a high sugar content. Finally, the results of this study have enabled the identification of poorly characterized wild carob accessions that exhibit high performance for future reforestation programs, with the objective of improving the quality and quantity of Algerian carob.

Author Contributions

Conceptualization, O.S. and N.C.-M.; methodology, O.S. and N.C.-M.; validation, O.S. and L.P.L.; investigation, O.S.; writing—original draft preparation, O.S. and L.P.L.; writing—review and editing, F.S., S.L.M., G.D., A.G. and C.C.; funding, S.L.M., A.G. and G.D. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Data Availability Statement

The original contributions presented in the study are included in the article, further inquiries can be directed to the corresponding author.

Acknowledgments

We are grateful to Ikram Boublenza and the Boublenza Company for their outstanding help. We appreciate the assistance with fieldwork provided by A Smaili, K Halimi, A Smaili, S Boubrima, Z Aliche, A Smaili, H Halimi, A Didane, and N Elcherif. We express our gratitude to AR Foudil and A Lakhal for their invaluable assistance in figure design.

Conflicts of Interest

The authors declare no conflicts of interest.

References

  1. Barracosa, P.; Osorio, J.; Cravador, A. Evaluation of fruit and seed diversity and characterization of carob (Ceratonia siliqua L.) cultivars in Algarve region. Sci. Hortic. 2007, 114, 250–257. [Google Scholar] [CrossRef]
  2. Mahdad, Y.M.; Gaouar, S.B.S. Origin, distribution and domestication of the carob tree (Ceratonia siliqua L.). Turk. J. Bot. 2023, 47, 89–96. [Google Scholar] [CrossRef]
  3. Benmahioul, B.; Kaïd-Harche, M.; Dagun, F. Le caroubier, une espèce méditerranéenne à usages multiples. Forêt Méditerranée 2011, 51–58. [Google Scholar]
  4. Tous, J.; Romero, A.; Batlle, I. The Carob tree: Botany, horticulture, and genetic resources. In Horticultural Reviews, 1st ed.; Janick, J., Ed.; John Wiley & Sons, Inc.: Hoboken, NJ, USA, 2013; Volume 41, pp. 385–446. [Google Scholar] [CrossRef]
  5. Mahdad, Y.M.; Mediouni, R.M.; Selka, N.; Viruel, J.; Gaouar, S.B.S. Functional Diversity Based on Morphometric Analysis and Identification of the Algerian Carob Tree (Ceratonia siliqua L.) Cultivars. Genet. Biodivers. J. 2022, 6, 1–20. [Google Scholar] [CrossRef]
  6. Dahmani, W.; Elaouni, N.; Abousalim, A.; Akissi, Z.L.E.; Legssyer, A.; Ziyyat, A.; Sahpaz, S. Exploring Carob (Ceratonia siliqua L.): A Comprehensive Assessment of Its Characteristics, Ethnomedicinal Uses, Phytochemical Aspects, and Pharmacological Activities. Plants 2023, 12, 3303. [Google Scholar] [CrossRef] [PubMed]
  7. Turnbull, L.A.; Santamaria, L.; Martorell, T.; Rallo, J.; Hector, A. Seed size variability: From carob to carats. Biol. Lett. 2006, 2, 397–400. [Google Scholar] [CrossRef] [PubMed]
  8. Martins-Loução, M.A.; Correia, P.J.; Romano, A. Carob: A Mediterranean Resource for the Future. Plants 2024, 13, 1188. [Google Scholar] [CrossRef] [PubMed]
  9. Ayaz, F.A.; Torun, H.; Ayaz, S.; Correia, P.J.; Alaiz, M.; Sanz, C.; Gruz, J.I.; Stand, M. Determination of chemical composition of anatolian carob pod (Ceratonia siliqua L.): Sugars, amino and organic acids, minerals and phenomic compounds. Food Qual. 2007, 30, 1040–1055. [Google Scholar] [CrossRef]
  10. Haddarah, A.; Ismail, A.; Bassal, A.; Hamieh, T.; Ioannou, I.; Ghoul, M. Morphological and chemical variability of Lebanese carob varieties. Eur. Sci. J. 2013, 9, 353–369. [Google Scholar]
  11. Boublenza, I.; Ghezlaoui, S.; Mahdad, M.; Vasaï, F.; Chemat, F. Algerian carob (Ceratonia siliqua L.) populations. Morphological and chemical variability of their fruits and seeds. Sci. Hortic. 2019, 256, 108537. [Google Scholar] [CrossRef]
  12. Correia, P.J.; Pestana, M. Sugars and phenols in carob tree fruits from different producing countries: A short review. Heliyon 2024, 10, E30922. [Google Scholar] [CrossRef] [PubMed]
  13. Goulas, V.; Stylos, E.; Chatziathanasiadou, M.V.; Mavromoustakous, T.; Tzakos, A.G. Review functional component of carob fruit: Linking the chemical and biological space. Int. J. Mol. Sci. 2016, 17, 1875. [Google Scholar] [CrossRef] [PubMed]
  14. Korkmaz, N.; Kin, M.; Koc, A.; Eyduran, S.P.; Ilhan, G.; Sagbas, H.I.; Ercisli, S. Morphological and biochemical diversity among wild-grown carob trees (Ceratonia siliqua L.). Folia Hortic. 2020, 32, 69–78. [Google Scholar] [CrossRef]
  15. Ben Othmen, K.; Elfalleh, W.; Lachiheb, B.; Haddad, M. Evolution of phytochemical and antioxidant activity of Tunisian carob (Ceratonia siliqua L.) pods during maturation. EuroBiotech J. 2019, 3, 135–142. [Google Scholar] [CrossRef]
  16. Ayad, R.; Ayad, R.; Bourekoua, H.; Lefahal, M.; Makhloufi, E.H.; Akkal, S.; Medjroubi, K.; Nieto, G. Process Optimization of Phytoantioxidant and Photoprotective Compounds from Carob Pods (Ceratonia siliqua L.) Using Ultrasonic Assisted Extraction Method. Molecules 2022, 27, 8802. [Google Scholar] [CrossRef] [PubMed]
  17. Ioannou, G.D.; Savva, I.K.; Christou, A.; Stavrou, I.J.; Kapnissi-Christodoulou, C.P. Phenolic Profile, Antioxidant Activity, and Chemometric Classification of Carob Pulp and Products. Molecules 2023, 28, 2269. [Google Scholar] [CrossRef] [PubMed]
  18. Ayaz, F.A.; Torun, H.; Glew, R.H.; Bak, Z.D.; Chuang, L.T.; Presley, J.M.; Andrews, R. Nutrient content of carob pod (Ceratonia siliqua L.) flour prepared commercially and domestically. Plant Foods Hum. Nutr. 2009, 64, 286–292. [Google Scholar] [CrossRef] [PubMed]
  19. Patmore, J.V.; Goff, H.D.; Fandes, S. Cryo-gelation of galactomannans in ice cream model systems. Food Hydrocoll. 2003, 17, 161–169. [Google Scholar] [CrossRef]
  20. Di Guardo, M.; Scollo, F.; Ninot, A.; Rovira, M.; Hermoso, J.F.; Distefano, G.; La Malfa, S.; Batlle, I. Genetic structure analysis and selection of a core collection for carob tree germplasm conservation and management. Tree Genet. Genomes 2019, 15, 41–54. [Google Scholar] [CrossRef]
  21. Santonocito, D.; Granata, G.; Geraci, C.; Panico, A.; Siciliano, E.A.; Raciti, G.; Puglia, C. Carob seeds: Food waste or source of bioactive compounds? Pharmaceutics 2020, 12, 1090. [Google Scholar] [CrossRef]
  22. Zouhair, O. Le caroubier, Situation Actuelle et Perspectives D’avenir; Document Interne: Eaux de Forêt, Morocco, 1996; 22p. [Google Scholar]
  23. Neghmouchi, S.; Khouja, M.L.; Khaldi, A.; Rejeb, M.N.; Zgoulli, S.; Thonart, P.; Boussaid, M. Biochemical Diversity of Wild Carob Tree Populations and Its Economic Value. In Topics in Conservation Biology; Povilitis, T., Ed.; InTech: Rijeka, Croatia, 2012; pp. 27–42. [Google Scholar] [CrossRef]
  24. Sidina, M.M.; El-Hansali, M.; Wahid, N.; Ouatmane, A.; Boulli, A.; Haddioui, A. Fruit and seed diversity of domesticated carob (Ceratonia siliqua L.) in Morocco. Sci. Hortic. 2009, 123, 110–116. [Google Scholar] [CrossRef]
  25. El Kahkahi, R.; Zouhair, R.; Ait Chitt, M.; Errakhi, R. Morocco carob (Ceratonia siliqua L.) populations: Morphological variability of Pods and Kernel. Int. J. Pure Appl. Biosci. 2014, 2, 38–47. [Google Scholar]
  26. Barracosa, P.; Lima, P.; Lima, M.B.; Cravador, A. Analysis of genetic diversity in Portuguese Ceratonia siliqua L. cultivars using RAPD and AFLP markers. Sci. Hortic. 2008, 118, 189–199. [Google Scholar] [CrossRef]
  27. Caruso, M.; La Malfa, S.; Pavlíček, T.; Frutos Tomñs, D.; Gentile, A.; Tribulato, E. Characterisation and assessment of genetic diversity in cultivated and wild carob (Ceratonia siliqua L.) genotypes using AFLP markers. J. Hortic. Sci. Biotechnol. 2008, 83, 177–182. [Google Scholar] [CrossRef]
  28. La Malfa, S.; Currò, S.; Douglas, A.B.; Brugaletta, M.; Caruso, M.; Gentile, A. Genetic diversity revealed by EST-SSR markers in carob tree (Ceratonia siliqua L.). Biochem. Syst. Ecol. 2014, 55, 205–211. [Google Scholar] [CrossRef]
  29. Bolaric, S.; Müller, I.D.; Vokurka, A.; Cepo, D.V.; Ruscic, M.; Srecec, S.; Kremer, D. Morphological and molecular characterization of Croatian carob tree (Ceratonia siliqua L.) germplasm. Turk. J. Agric. For. 2021, 45, 807–818. [Google Scholar] [CrossRef]
  30. Baumel, A.; Nieto Feliner, G.; Médail, F.; La Malfa, S.; Di Guardo, M.; Bou Dagher Kharrat, M.; Lakhal-Mirleau, F.; Frelon, V.; Ouahmane, L.; Diadema, K.; et al. Genome-wide footprints in the carob tree (Ceratonia siliqua) unveil a new domestication pattern of a fruit tree in the Mediterranean. Mol. Ecol. 2022, 31, 4095–4111. [Google Scholar] [CrossRef] [PubMed]
  31. Giovino, A.; Marchese, A.; Bonanno, F.; Sala, G.; Marra, F.P.; Domina, G. Morphological and molecular characterization of Sicilian carob (Ceratonia siliqua L.) accessions. Caryologia 2023, 76, 39–49. [Google Scholar] [CrossRef]
  32. Laaraj, S.; Salmaoui, S.; Addi, M.; El-Rhouttais, C.; Tikent, A.; Elbouzidi, A.; Taibi, M.; Hano, C.; Noutfa, Y.; Elfazazi, K. Carob (Ceratonia siliqua L.) seed constituents: A comprehensive review of composition, chemical profile, and diverse applications. J. Food Qual. 2023, 2023, 3438179. [Google Scholar] [CrossRef]
  33. Emberger, L. Une Classification Biogéographique des Climats; Recherches et travaux de Laboratoires de Géologie, Botanique et Zoologie, Faculté des Sciences: Montpellier, France, 1955; Volume 7, pp. 1–43. [Google Scholar]
  34. Algeria-Subnational Administrative Boundaries. Available online: https://data.humdata.org/dataset/cod-ab-dza (accessed on 12 January 2024).
  35. AOAC Official Method 925.10; Official Methods of Analysis of AOAC International. 18th ed. AOAC International: Gaithersburg, MD, USA, 2005.
  36. AOAC Official Method 972.15; Official Methods of Analysis of AOAC International. 18th ed. AOAC International: Gaithersburg, MD, USA, 2006.
  37. Wursch, P.; Del Vedovo, S.; Rosset, J.; Smiley, M. The tannin granules from ripe carob pod. Lebensm. Wiss. Technol. 1984, 17, 351–354. [Google Scholar]
  38. Kirk, P.L. Kjeldahl Method for Total Nitrogen. Anal. Chem. 1950, 22, 354–358. [Google Scholar] [CrossRef]
  39. AOAC Official Method 978.10; Official Methods of Analysis of AOAC International. 18th ed. AOAC International: Gaithersburg, MD, USA, 2005.
  40. Dubois, M.; Gilles, K.A.; Hamilton, J.K.; Pebers, P.A.; Smith, F. Colorimetric method for determination of sugars and related substances. Anal. Chem. 1956, 28, 350–356. [Google Scholar] [CrossRef]
  41. Lê, S.; Josse, J.; Husson, F. FactoMineR: An R package for multivariate analysis. J. Stat. Softw. 2008, 25, 1–18. [Google Scholar] [CrossRef]
  42. Kassambara, A.; Mundt, F. Factoextra: Extract and Visualize the Results of Multivariate Data Analyses. R Package Version 1.0.7. 2020. Available online: https://CRAN.R-project.org/package=factoextra (accessed on 7 March 2024).
  43. Taiyun, W.; Viliam, S. R Package ‘Corrplot’: Visualization of a Correlation Matrix (Version 0.92). 2021. Available online: https://github.com/taiyun/corrplot (accessed on 7 March 2024).
  44. Battle, I.; Tous, J. Promoting the Conservation and Use of Under-Utilised and Neglected Crops 17 Carob Tree Ceratonia siliqua L.; Institute of Plant Genetics and Crop Plant Research, Gatersleben/International Plant Genetic Resources Institute: Rome, Italy, 1997; 92p. [Google Scholar]
  45. Elfazazi, K.; Jbilou, M.; Assaidi, A.; Benbati, M.; Harrak, H. Morphological and Chemical Variability of Moroccan Carob (Ceratonia siliqua L.) Produced in Beni Mellal Region. Int. J. Pure Appl. Biosci. 2017, 5, 14–21. [Google Scholar] [CrossRef]
  46. Chami, M.; Hajj, A.; Kahwaji, J.; Youssef, H.; Ghaith, S.; Fakih, L.; Smaha, M.; Nabbout, R.; El Riachy, M.; As-Sadi, F.; et al. Assessment of Ancient Carob Germplasm of Lebanon by Morphological Traits. J. Am. Pomol. Soc. 2018, 72, 260–278. [Google Scholar]
  47. Marakis, S.; Kalaitzakis, J.; Mitrakos, K. Criteria for recognizing carob tree varieties. In Proceedings of the II International Carob Symposium, Valencia, Spain, 29 September–1 October 1988; Fito, P., Mulet, A., Eds.; pp. 558–566. [Google Scholar]
  48. Albanell, E.; Caja, G.; Plaixats, J. Characterization of carobs fruits (Ceratonia siliqua L.), cultivated in Spain for Agro-industrial use. Int. Tree Crops J. 1996, 9, 1–9. [Google Scholar] [CrossRef]
  49. Tetik, N.; Turhan, I.; Oziyci, H.R.; Gubbuk, H.; Karhan, M.; Ercisli, S. Physical and chemical characterization of Ceratonia siliqua L. germplasm in Turkey. Sci. Hortic. 2011, 129, 583–589. [Google Scholar] [CrossRef]
  50. Kyratzis, A.C.; Antoniou, C.; Papayiannis, L.C.; Graziani, G.; Rouphael, Y.; Kyriacou, M.C. Pod Morphology, Primary and Secondary Metabolite Profiles in Non-grafted and Grafted Carob Germplasm Are Configured by Agro-Environmental Zone, Genotype, and Growing Season. Front. Plant Sci. 2021, 11, 612376. [Google Scholar] [CrossRef] [PubMed]
  51. Calixto, F.S.; Canellas, J. Components of nutritional interest in carob pods Ceratonia siliqua L. J. Sci. Food Agric. 1982, 33, 1319–1323. [Google Scholar] [CrossRef]
  52. Avallone, R.; Plessi, M.; Baraldi, M.; Manzani, A. Determination of chemical composition of carob (Ceratonia siliqua L.): Protein, Fat, Carbohydrates, and Tannins. J. Food Compos. Anal. 1997, 10, 166–172. [Google Scholar] [CrossRef]
  53. Fadel, F.; El Mehrach, K.; Chebli, B.; Fahmi, F.; El Hafa, M.; Amri, O.; Ait Bihi, M.; Hatimi, A.; Tahrouch, S. Morphometric and physicochemical characteristics of carob pods in three geographical regions of Morocco. SN Appl. Sci. 2020, 2, 1–8. [Google Scholar] [CrossRef]
  54. Albanell, E.; Caja, G.; Plaixats, J. Characteristics of Spanish carob pods and nutritive value of carob kibbles. Options Mediterr. Ser. A Semin. Mediterr. (CIHEAM) 1991, 16, 135–136. [Google Scholar]
  55. Youssef, M.K.E.; El-Manfaloty, M.M.; Ali, H.M. Assessment of proximate chemical compossition, nutritional status, fatty acid composition and phenolic compounds of carob (Ceratonia siliqua L.). Food Public Health 2013, 3, 304–308. [Google Scholar] [CrossRef]
  56. Thomson, P. Carob in California. In California Rare Fruit Growers Yearbook; University of California: Berkley, CA, USA, 1971; Volume 3, pp. 61–102. [Google Scholar]
  57. Shawakfeh, K.; Ereifej, K.I. Pod Characteristics of two Ceratonia siliqua L. Varieties from Jordan. Ital. J. Food Sci. 2005, 17, 187–194. [Google Scholar]
  58. Lipumbu, L.; Sigge, G.O.; Britz, T.J. Compositional Analysis of Locally Cultivated Carob (Ceratonia siliqua L.) Cultivars and Development of Nutritional Food Products for a Range of Market Sectors; Faculty of Agri Sciences, Department of Food Sciences, Stellenbosch University: Stellenbosch, South Africa, 2008. [Google Scholar]
  59. Owen, R.W.; Haubner, R.; Hull, W.E.; Erben, G.; Spiegelhalder, B.; Bartsch, H.; Haber, B. Isolation and structure elucidation of the major individual polyphenols in carob fibre. Food Chem. Toxicol. 2003, 41, 1727–1738. [Google Scholar] [CrossRef] [PubMed]
  60. Ramlu, P.; Raho, P.U. Total insoluble and soluble dietary fiber contents of Indian fruits. J. Food Compos. Anal. 2003, 16, 677–685. [Google Scholar] [CrossRef]
  61. Biner, B.; Gubbuk, H.; Karhan, M.; Pekmezci, M. Sugar profiles of the pods of cultivated and wild types of carob bean (Ceratonia siliqua L.) in Turkey. Food Chem. 2007, 100, 1453–1455. [Google Scholar] [CrossRef]
  62. Barceló-Anguiano, M.; Llompart, M.; Pou, J.; Luna, J.; Garau, M.C. Agronomical and Morphological Diversity of Carob (Ceratonia siliqua L.) Cultivars: A Case of a Semi-arid Region in Majorca (Spain); Research Square: Durham, NC, USA, 2024. [Google Scholar] [CrossRef]
  63. Fadel, F.; Tahrouch, S.; Elmadidi, S.; Benddou, A.; Hatimi, A. Etude morphométrique et physicochimique comparative du caroubier forestier et celui d’une plantation privée. Biomatec-Echo. Maroc. 2011, 4, 3–10. [Google Scholar]
Figure 1. Geographical distribution of 12 populations of Ceratonia siliqua from Algeria on several bioclimatic stages [34].
Figure 1. Geographical distribution of 12 populations of Ceratonia siliqua from Algeria on several bioclimatic stages [34].
Forests 15 01423 g001
Figure 2. Pods and seeds of 12 populations of Ceratonia siliqua from Algeria.
Figure 2. Pods and seeds of 12 populations of Ceratonia siliqua from Algeria.
Forests 15 01423 g002
Figure 3. Pearson correlation plot depicting the morphological and chemical traits of the 12 populations of Ceratonia siliqua from Algeria (*** statistical significance at p < 0.001; ** statistical significance at p < 0.01; * statistical significance at p < 0.05; ns not statistical significance).
Figure 3. Pearson correlation plot depicting the morphological and chemical traits of the 12 populations of Ceratonia siliqua from Algeria (*** statistical significance at p < 0.001; ** statistical significance at p < 0.01; * statistical significance at p < 0.05; ns not statistical significance).
Forests 15 01423 g003
Figure 4. Principal component analysis (PCA) of 12 populations of Ceratonia siliqua from Algeria based on morphological and chemical traits. In the left panel, the variables plot (a) and, in the right panel, the individuals plot (b).
Figure 4. Principal component analysis (PCA) of 12 populations of Ceratonia siliqua from Algeria based on morphological and chemical traits. In the left panel, the variables plot (a) and, in the right panel, the individuals plot (b).
Forests 15 01423 g004
Figure 5. Heatmap and hierarchical clustering of 12 populations of Ceratonia siliqua from Algeria by morphological and chemical characteristics.
Figure 5. Heatmap and hierarchical clustering of 12 populations of Ceratonia siliqua from Algeria by morphological and chemical characteristics.
Forests 15 01423 g005
Table 1. Geographical coordinates and bioclimatic conditions of 12 populations of Ceratonia siliqua from Algeria.
Table 1. Geographical coordinates and bioclimatic conditions of 12 populations of Ceratonia siliqua from Algeria.
EcoregionsPopulationLatitudeLongitudeAltitude (m)Bioclimate
ChlefP136°09′52″ N1°20′10″ E132Semi Arid
BlidaP236°31′51″ N2°55′46″ E112Sub Humid
AlgiersP336°45′09″ N2°59′43″ E245Humid
BoumerdesP436°39′27″ N3°32′02″ E392Sub Humid
Tizi OuzouP536°45′32″ N4°22′14″ E356Humid
BejaiaP636°31′47″ N4°57′51″ E515Humid
JijelP736°40′12″ N6°16′21″ E73Humid
SkikdaP836°43′22″ N7°16′28″ E45Humid
ConstantineP936°23′45″ N6°38′59″ E901Semi Arid
Oum El BouaghiP1035°52′01″ N7°08′18″ E900Semi Arid
Souk AhrasP1136°24′31″ N8°21′51″ E255Semi Arid
BiskraP1234°50′38″ N5°44′03″ E109Arid
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Smaili, O.; Chebouti-Meziou, N.; Scollo, F.; La Malfa, S.; Gentile, A.; Distefano, G.; Luca, L.P.; Catalano, C. Evaluation of the Morphological and Physicochemical Diversity of Carob (Ceratonia siliqua, Fabaceae) Germplasm from Algeria. Forests 2024, 15, 1423. https://doi.org/10.3390/f15081423

AMA Style

Smaili O, Chebouti-Meziou N, Scollo F, La Malfa S, Gentile A, Distefano G, Luca LP, Catalano C. Evaluation of the Morphological and Physicochemical Diversity of Carob (Ceratonia siliqua, Fabaceae) Germplasm from Algeria. Forests. 2024; 15(8):1423. https://doi.org/10.3390/f15081423

Chicago/Turabian Style

Smaili, Oussama, Nadjiba Chebouti-Meziou, Francesco Scollo, Stefano La Malfa, Alessandra Gentile, Gaetano Distefano, Leonardo Paul Luca, and Chiara Catalano. 2024. "Evaluation of the Morphological and Physicochemical Diversity of Carob (Ceratonia siliqua, Fabaceae) Germplasm from Algeria" Forests 15, no. 8: 1423. https://doi.org/10.3390/f15081423

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop