
==== Front
Int J Food Sci
Int J Food Sci
IJFS
International Journal of Food Science
2356-7015
2314-5765
Wiley

10.1155/2024/1596212
Research Article
Protein Quality of African Locust Bean—A High-Value Gathered Tree Food Contributing Protein and Palatability to Plant-Based Diets
https://orcid.org/0000-0001-5299-5415
Masters Eliot T. eliot.masters@nmit.ac.nz
1
https://orcid.org/0000-0002-1132-7063
Kelly Bokary Allaye 2
1 Applied Business Nelson Marlborough Institute of Technology (NMIT), Nelson, New Zealand
2 Programme Ressources Forestières Centre Régional de la Recherche Agronomique de Sikasso Institut d'Economie Rurale (IER), Sikasso, Mali
Academic Editor: Narashans Alok Sagar

2024
27 8 2024
2024 159621226 11 2023
12 6 2024
17 7 2024
Copyright © 2024 Eliot T. Masters and Bokary Allaye Kelly.
2024
https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
The African locust bean tree Parkia biglobosa (Jacq.) R.Br. ex G. Don is a leguminous species native to the Sudanian parkland of western Africa. The seed obtained from pods collected from trees by rural women is fermented into a dense and aromatic paste known as soumbala, dawadawa, or iru—a protein-rich condiment underlying much of West African cuisine, its rich umami base lending a depth of flavor as a “meat substitute” in plant-based diets for which animal protein is a limiting component. Here, we assess the protein quality of P. biglobosa seed and its fermented product (soumbala) from three locations of southern Mali comprising three different eco-climatic zones, to determine whether variation in nutritional composition and protein quality could be correlated with the geographic variables of latitude and elevation. Proximate composition was determined, and amino acid profiles were compiled for 19 amino acids, with results compared by location and eco-climatic zone. A protein quality test was conducted in the aggregate and for each zone using the WHO/FAO Protein Digestibility-Corrected Amino Acid Score (PDCAAS) method. Principal component analysis (PCA) was used to assess patterns of amino acid compositional variation between the three origins. The results underline the nutritional significance of African locust bean as a source of dietary protein and of a depth of flavor providing enhanced palatability to plant-based diets. Although the PCA biplot for the amino acid profiles does indicate geographic clustering, the variation in nutritional composition and protein quality is insignificant for the raw seed, but highly significant for the fermented product (soumbala). The results indicate no correlation between phytochemical parameters and geographic variables of latitude and elevation, suggesting that management and processing may contribute more to nutritional quality than product provenance. Further studies should assess specific processing methods and the ambient microbiome as factors contributing to protein quality.

Keywords

flavor compounds
nitrogen conversion factor
palatability
plant proteins
umami
Government of Mali0000206/MESRS-SG/Appel FCRIT/2017 Nelson Marlborough Institute of Technology2000021-4210-NPROT
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pmc1. Introduction

The African locust bean tree Parkia biglobosa (Jacq.) R.Br. ex G. Don is a valued nutritional resource across the western African savannah. The leguminous species occurs across the Sudanian biogeographical region extending from Senegal to South Sudan, a wooded savanna (or “dry forest”) on relatively fertile luvisols and cambisols with annual rainfall of 800–1500 mm [1]. Often found in association with the more widely known shea butter tree Vitellaria paradoxa C.F.Gaertn, P. biglobosa is a characteristic species of the parkland agroforestry system [2, 3], a traditional management practice characterized by protection of useful tree species when clearing fallow land, resulting in a mosaic landscape of cultivation and woodland. Over time, the selective conservation of individual trees with attributes favored by farming households has amounted to a state of “semidomestication” in some species [2–4]. The nutritional, livelihood, and economic value of parkland resources and the landscape-level environmental services they provide has attracted considerable research interest in recent decades, though attempts to quantify the value of wild and semidomesticated plant genetic resources within such systems have been limited [5], particularly with regard to their nutritional value and its intraspecies variation [6, 7].

After flowering (the double-lobed, or biglobose, flower accounting for its species name), the tree bears long fruit pods—the locust bean yielding a dry edible pulp and a seed rich in proteins and essential lipids which is traded widely across regional markets. The seed is not consumed directly but is fermented by ambient Bacillus species under alkaline conditions into a strong-smelling paste known as soumbala in the Francophone countries and dawadawa or iru elsewhere, the base of soups, stews, and the regional rice dishes thieboudienne, riz gras, and jollof rice.

When the testa is removed from the hard dry seed, it is easily fermented, a task undertaken by rural women involving an initial boil of 24 h or more, dehulling of the seeds, and a second boiling of 1–2 h, followed by aerobic fermentation over 24–72 h under ambient temperatures of 25°C–35°C, following which the fermented product is air-dried and molded into balls [1, 8]. Through fermentation, the hydrolytic degradation of seed proteins into free amino acids [8] creates a “precursor-rich environment” from which flavors can be developed through subsequent reactions [9], lending a depth and complexity to protein-limited plant-based meals typical across the region.

In addition to a protein content on the order of 40%, soumbala also provides essential lipids including polyunsaturated fatty acids, as well as riboflavin, a B vitamin otherwise deficient in West African diets [10]. During fermentation, while seed lipids are largely preserved, proteolytic activity generates increasing quantities of free amino acids along with a pronounced ammoniac odor. Fermentation also involves bacterial digestion of carbohydrates by galactosidase and sucrase activity, and also synthesis of the B vitamin riboflavin, levels of which treble while thiamine and niacin (as well as ascorbic acid) are significantly reduced along with antinutritional factors which impede protein availability, for example, phytic acid and oxalic acid [11].

While the protein content and quality of the fermented product are of great nutritional importance to the rural communities in which it is collected [10, 12], its market value is primarily based upon its taste profile, as a powerful source of umami underlying traditional cuisine, lending savory depth to a diet based largely on cereal staples and other plant-based foods limiting or deficient in protein. Adeyeye [13] calls it “a low-cost meat substitute” used by low-income households as “the premium meat of the stew”—improving the palatability and nutritional density of meals in which both flavor and protein are limiting factors [14, 15].

Production estimates from the 1980s cited by Adeyeye [13] suggest a population of 10 million trees distributed along a band of vegetation extending from Senegambia to Chad and Cameroon, producing a quarter of a million tons of locust bean, yielding about 170 thousand tons of the fermented bean product—annual per capita regional consumption of which has been estimated to range from 700 g to over 3.6 kg, reflecting its significance as a source of dietary protein.

Locust bean is significant in regional trade, as has been evident since the earliest recorded regional observations. Travelling through Northern Nigeria in 1853, Heinrich Barth encountered a caravan of donkeys loaded with cakes of soumbala at Zurmi, near the present-day Niger border [1]. Respondents interviewed in 2012 by EM at regional markets across the central basin region of West Africa from Côte d'Ivoire and Burkina Faso to Ghana, Togo, Benin, and Nigeria described northern trade corridors serving the Sahel region and southern corridors serving the immense market demand of Nigeria, with over 5000 MT moving between 12 regional markets in 100 kg bags of raw seed, at prices ranging between $440 and $1600 per metric ton. These figures indicate a thriving secondary market in local production of the fermented product—known as soumbala, nététou, dawadawa (or daddawa), and iru within the countries and areas of destination.

Regional trade in the fermented product is likewise brisk, with demand often exceeding supply—perhaps most notably between the Malian production zone and consumers in Senegal. The demand for Malian soumbala is so great in Senegal that as local stocks are depleted, Malian traders may sell a soumbala derived from fermented soya instead—a product commonly known as miso in Japan [16]. The evocative aroma of soumbala is primary sensory characteristic of the local markets on which it is sold by artisanal producers, and the regional markets on which it is traded in bulk as the most important food condiment of the western Africa region ([17] in [9]).

In their comprehensive review of in locust bean nutritional composition data, Termote et al. [18] called for further studies on the variability of nutrient composition according to ecoregion (agroecological zone), in order to identify the drivers of variation in nutrient content by distinguishing the influence of environmental characteristics (including soil, climate, and seasonality) from the innate varietal traits of genotype or provenance. Of the papers included in that review was a single study of nutritional composition between multiple sample sites in northern Benin [19], in which the authors speculated about the influence of geography yet did not interpret their results according to any specific geographic variables or ecotypes.

In a study of geographic patterns of genetic diversity in P. biglobosa which identified three major geographic clusters, Lompo et al. [20, 21] found the highest intrapopulation diversity in the central West Africa subregion including south-western Mali, which they characterized as a “hotspot” of P. biglobosa genetic diversity and an area of focus for genetic resources conservation. Gaisberger et al. [22] found that P. biglobosa was under severe threat in adjacent areas of Burkina Faso, under increasing climatic and anthropic pressures.

Species diversity is widely assumed to reflect a latitudinal distribution. Rohde [23], Vázquez and Stevens [24], and Willig and Presley [25] provide a detailed typology of the relevant ecological variables along latitudinal gradients, including temperature, rainfall, and seasonality (as a function of the angle of the sun above the horizon), and ecological factors of competition and environmental harshness. Araújo and Costa-Pereira [26] applied a latitudinal gradient to intraspecies diversity in 156 populations of 76 vertebrate and invertebrate animal taxa ranging between 54°S and 69°N, finding an inverse relationship between diversity and latitude. In the study area, latitude is directly correlated to altitude along the south side of the Niger River basin.

A series of earlier papers [27–29] assessed phenotypic variation, vegetative growth, and productivity of Parkia biglobosa at three locations of southeastern Mali selected so as to be representative of three distinct ecotypes or agroecological zones: the North Sudanian (500–800 mm rainfall on heavy soils), where natural vegetation is under severe anthropic pressure; the South Sudanian (800–1100 mm) with deep alluvial soils under continuous cultivation and short fallow; and North Guinean zone with over 1100 mm of annual precipitation, the longest fallow and highest density of woody species, bordering the forest zone to the south. The altitude of the study sites increases from north to south, ranging from the North Sudanian zone (275 m) to the South Sudanian (310 m) and North Guinean (330 m).

In the earlier studies cited above, the results were assessed by agroclimatic zone with three classification levels according to ecotype and the land use factor with two levels (fields and fallows). Within the study area, fixed plots of 50 by 50 m were established within cultivated fields and on fallow lands at 18 locations, comprising six fixed plots per ecological zone. Within each plots, five mature P. biglobosa trees of or exceeding 10 cm in diameter were measured, marked, and geolocated and were subsequently monitored over three annual cycles from 2019 to 2021 with data collected on flowering and fruiting phenology and on the yield of fruits, grains, and pulp.

Kelly, Kouyaté, and Dembélé [29] found no significant correlation between morphological traits and agroclimatic zones, whereas Kelly, Kouyaté, and Dembélé [27] found significant correlation between climatic zone and growth parameters, though not along a climatic gradient. Kelly, Kouyaté, and Dembélé [28] found that the density of the species was highest in the North Guinean zone, with decreasing density from south to north.

Drawing upon this earlier work and ongoing studies in the production zone of Mali, here, we evaluate protein content, composition and quality of P. biglobosa seed, and its fermented product (soumbala), in order to determine whether variation in the nutritional composition and protein quality could be linked to geographic variables along a latitudinal axis.

2. Materials and Methods

Whole dried seed and whole fermented seed were sampled in each of the three agroclimatic zones, on basis of the presence and frequency of P. biglobosa on cultivated fields and on fallow lands and the level of interest in participation on the part of local farmers.

Product samples were obtained at the study sites established in 2019, comprising as follows: Somasso (Bla district) in the North Sudanian zone (latitude 12.858611°, longitude −5.6075°), Zanzoni (Koutiala district) in the South Sudanian zone (lat. 12.614444°, lon. −5.534722°), and Diou (Kadiolo district) in the North Guinean zone (lat. 10.596111°, lon. −5.975833°).

Sample locations are indicated in Figure 1.

For the purpose of nutritional profiling, samples were obtained from three collaborating farmer households, consisting of three samples of dried seed and three samples of soumbala from each location. Seed samples reflect the combined harvest of a single household from multiple trees on one or more parcels (fields and fallows) under cultivation by, or otherwise accessible to, the respective farming household from which the sample originated. Samples of the fermented product likewise reflect the output of multiple trees on one or more parcels within the sampled location. Collaborating households were compensated for the samples according to current market value, at FCFA 1000 ($1.64) per kilogram of dried seed and FCFA 1500 ($2.48) per kilogram of soumbala.

All samples were dried in an electric oven at 50°C for 8 h and then milled to a fine powder using a Breville BCG 200 W grinder. Samples were packaged in clearly labelled cotton bags to avoid fungal growth and were sent by courier to analytical laboratories at the University of Nebraska in the United States for proximate nutritional analysis and to Macquarie University in Australia for amino acid profiling.

Proximate compositional profiles of all samples were obtained using AOAC official method 935.29 for moisture analysis, AOAC 985.01 for ash, and for protein AOAC 990.03 (combustion) using a nitrogen conversion factor of 6.25 for protein, in common with conventional practice for the species [18, 30]. Lipid extraction was undertaken using the FOSS Soxtec system according to manufacturer's suggestions, following which the carbohydrates were determined by calculation. Three replicate analyses were conducted for each test, and the results presented as an average (mean) with a standard deviation (SD) derived for each parameter.

Amino acid profiling analysis of all samples for all 20 proteinogenic amino acids including cysteine, tryptophan, hydroxyproline, and taurine was performed as per AOAC official methods 994.12 (amino acids in feeds), 982.30 (protein efficiency ratio), AOAC 988.15 (tryptophan), and AOAC 985.28 (sulfur amino acids), with minor modifications.

All samples were subjected to liquid hydrolysis by immersion in 6 M hydrochloric acid for 24 h at 110°C, whereby glutamine is converted into glutamic acid and asparagine is converted into aspartic acid; thus, the amounts of those acids reported here represent the total of their respective components. Following hydrolysis, labelling of amino acids was done using a Waters AccQ-Tag Ultra chemistry kit according to supplier recommendations and then analyzed using a Waters ACQUITY Premier Ultra-Performance Liquid Chromatography (UPLC) system. All samples were analyzed in duplicate, with results here expressed by average of the two replicate values.

A protein quality test was conducted using the WHO/FAO Protein Digestibility-Corrected Amino Acid Score (AAS) (PDCAAS) method, known by the acronym PDCAAS [31].   PDCAAS=mg of limiting amino acid in 1 g of test proteinmg of limiting amino acid in 1 g of reference protein×TD

where TD represents the true digestibility of the test protein, as determined by a rat fecal assay.

This test was applied using estimated TD values derived from Yakubu et al. [32, 33], which found in vitro protein digestibility of 65.91 g of hydrolyzed protein per 100 g protein in the raw seed and 74.56 g/100 g protein in the fermented product using the pepsin-pancreatin digestion method [33].

Analysis of variance (ANOVA) was applied to all analytical results in order to determine the relative significance of variance within and between the sample sites (zones) and whether any patterns of variation thus obtained could be associated with the geographic variables of latitude and elevation.

Tukey's HSD (honestly significant difference) test was used to assess the degree of variation between zones, and the null hypothesis (implying no difference between the population means for all pairs) was tested by the Tukey–Kramer test [34]. Significantly different values within a given parameter are indicated by the lowercase letters provided alongside value in parameters found to be significantly different [35], and SD is provided in all compositional tables and figures.

As a means of bringing a visual dimension to the complex patterns of variation within and between the amino acids profiles, diversity between sampled parameters was assessed using the principal component analysis (PCA) methodology, whereby complex data sets are reduced to the most diverse variables [36].

3. Results

3.1. Proximate Composition

Table 1 indicates the proximate composition of all samples by zone, showing insignificant difference between sites for the seed, but significant difference between sites for the fermented product (soumbala). In aggregate, the results indicate approximately 27 g per 100 g of protein in the seed and 39 g/100 g (with greater variation) in the fermented product, while the lipid content is approximately 14.5 g/100 g in the seed and over 40 g/100 g in the fermented product, presumably reflecting loss of carbohydrates through bacterial digestion during fermentation [1].

ANOVA results on composition show no statistical difference for any parameter for the raw seed, but significant difference (at a 95% confidence level) in the fermented product for protein (p = 0.00008724), lipids (p = 0.02244), and ash (p = 0.0009992).

The South Sudanian site of Zanzoni at the geographic median in latitude and elevation was found to have the highest protein and lowest lipid content, with no difference found between the other two sites, between which lie at the geographic extremes of the study area. For protein content, pairwise comparison of Zanzoni and Diou shows a p value of 0.0007893, between Zanzoni and Somasso (in closest geographic proximity) a p value of 0.0001552, and between Somasso and Diou (the most geographically distant sites) a p value of 0.7965, indicating no correlative relationship between protein content and the geographic variables of latitude and elevation.

3.2. Amino Acid Profiles

Figure 2 presents the aggregate amino acid profiles of the raw P. biglobosa seed and the fermented product (soumbala). Aside from arginine, all other amino acids are significantly higher in the fermented product, including all of the amino acids classified as nutritionally essential.

Table 2 provides the amino acid profiles of the raw seed and fermented seed (soumbala) samples by site (zone), with significant difference in most amino acids found between locations in the soumbala profiles.

Although no value for methionine was reported for the seed sample B-2 from the North Sudanian site of Somasso, an amount of methionine present in the sample was detected, but due to factors such as variable oxidation or matrix effects, a robust quantitation could not be achieved. As a result, the mean methionine value for that location presented here was obtained as an average of the two samples for which methionine was reported.

The variation between the sites is not statistically significant at a 95% confidence interval for any amino acid in the raw seed aside from alanine, a minor component and a nonessential amino acid. By contrast, variation in amino acid content is generally significant in the fermented product, aside from the essential amino acid cysteine and the nonessential glutamic acid and glycine.

3.3. Protein Quality Assessment

As indicated in Figure 3, of all the essential amino acids quantified, both methionine and cysteine were limiting in both the raw seed and the fermented product (soumbala), resulting in AAS of 57% in the raw seed and 73% in the fermented product.

Table 3 indicates the protein quality for all samples of the raw seed and the fermented product (soumbala) as determined by the PDCAAS method, the limiting amino acids being methionine and cysteine (indicated in italics).

Table 4 indicates protein quality variation by zone as determined by the PDCAAS method, indicating no statistical difference between the seed samples, but highly significant difference in fermented seed protein quality between the three zones. Table 5 illustrates the depth of this variation by paired comparison between sample sites, indicating that protein quality is significantly higher in the North Guinea zone and significantly lower in the South Sudanian zone.

3.4. PCA

Figure 4 provides a visual representation of diversity and similarity between the amino acid profiles of all sample sites, underlining the outlying position of the centrally located South Sudanian site of Zanzoni, as compared to the closer association between the more distant sites of Somasso and Diou, which lie at the latitudinal extremes of the study area.

The PCA results underline the outlier status of the samples from the latitudinal median location of Zanzoni as compared to those from Somasso and Diou, which display greater similarity in amino acid profiles for the seed and soumbala (more notably for the latter), although they originate from opposite extremes of the sampling axis.

4. Discussion

The results indicate no correlation between the assessed compositional parameters and the variable of latitude and as such are comparable to the findings of earlier studies of the vegetative and productive phenology of the associated agroforestry species Vitellaria paradoxa across the Sudanian parkland of southern Mali [37, 38]. In those studies, samples were obtained along a diagonal gradient extending from across southern Mali between 11°7.777 N 8°22.263 W and 14°06.48 03 N 3°30.246 W. As in our results, those studies found no correlation to the geographic variables of latitude, noting greater variation among parameters between more proximate sites, with the central South Sudanian site of Mperesso an outlier in the total seed lipids, fatty acid profiles, and tocopherol content, much as Zanzoni has been identified here as an outlier in protein and lipid content. Taken together, these results imply the influence of biotic and abiotic factors as yet undetermined which cannot be reduced to the known parameters associated with latitude.

By comparison to the proximate values obtained for the raw seed, the content of moisture, ash, and carbohydrate is reduced in the fermented product by 25%, 35%, and 80%, respectively. Although fermented product samples did not necessarily originate in the same trees represented in the seed samples, the analysis is broadly indicative of the compositional changes brought about through preparation of the raw seed (including heating and removal of the seed coat) and during fermentation. It has been documented in earlier studies that during fermentation, the seed carbohydrate content is reduced by half as the component sugars are taken up by bacteria, thus increasing the proportion of protein and lipids accordingly, while these components are subsequently broken down into free amino acids and fatty acids [1].

The protein content values as determined by compositional analysis appear consistently greater than the total proteinogenic amino acid content of all samples, which amounts to about 83% of the proximate values in both the seed (at 22.4 against 27 g/100 g) and in the fermented product (at 32.4 against 39.2 g/100 g). It is not clear why the values appear to diverge so significantly, since the analysis covered only 19 amino acids, including both the proteinogenic amino acids and the nonproteinogenic nitrogen-containing compounds [39], and furthermore, it seems likely that some amino acids would have been lost during the hydrolysis stage. However, the simplest explanation would be that the conventional nitrogen conversion factor of 6.25 (implying 16 g of N per 100 g protein) is unrealistically high, noting that recent studies have indicated true NCF values within the range of 5.54–5.7 [40–42]. It should be noted that an NCF of 5.3 (as originally proposed by the University of Nebraska laboratory as a generic grain protein value unconnected with the species in the literature) would have resulted in a protein content of 22.88 g/100 g ± 0.51 with an SD of 1.35 for the seed and 33.26 g/100 g ± 0.393 with an SD of 1.04 for the fermented product.

The nonessential amino acid hydroxyproline (a minor compound in the raw seed) was found not to be present in the fermented product. Given that hydroxyproline is a major component of cell wall glycoproteins in some leguminous species [43, 44], this loss may be explained by the removal of the seed coat during prefermentation processing, noting further that the levels present in the seed (a mean value of 0.66 mg/g) are not far above the limit of reporting (LOR) of 0.2 mg/g.

In the aggregate, processing and fermentation results in a significant improvement in protein quality, from a PDCAAS value of 37% for the raw grain, to 54% in the fermented product, methionine and cysteine nutritionally limiting in both products. The PDCAAS of 37% for the raw seed is comparable to black bean, whereas the PDCAAS of 54% for soumbala is comparable to fava bean, kidney bean, or conventional soya bean [45].

While the nutritional value of soumbala is the focus of this study, it must be recognized that consumer and market demand is based on its sensory and organoleptic attributes—the aroma and taste which provide savor and palatability to vegetable dishes [46]. The distinct aroma profile of soumbala derives from the hydrolysis of the seed proteins and lipids during alkaline bacterial fermentation into ammonium (2%), free amino acids (10%), and short-chain fatty acids [8, 47] with as many as 125 volatile organic compounds contributing to its distinctively pungent aroma [48]. The flavor compounds of soumbala include specific amino acids contributing to taste, which have been classified by Tseng et al. [49] as sweet or bitter (the former including serine, threonine, alanine, and glycine and the latter including methionine, phenylalanine, tryptophan, tyrosine, isoleucine, leucine, arginine, histidine, and valine).

However, the flavor profile of soumbala is dominated by just two amino acids, most notably glutamic acid (or its ionic form L-glutamate), constituting over 20% of amino acids present in all samples, and aspartic acid (over 10% in all samples, with a slight reduction in the fermented product), for which variation between samples by site was found to be insignificant.

Although glutamic acid is just 30% higher in the fermented product, this brings it from under half of the raw seed proteins (still the predominant amino acid by a factor of 2 over the second highest component) to over 60% of amino acid content in the fermented product. Glutamic and aspartic acids have long been recognized as the “building blocks” of the umami taste characteristic of meats, poultry, and fish [50, 51] and also found in hard cheeses, mushrooms, and seaweed [49]. Chandrashekar et al. [52] classify umami as the savory taste sensation (alongside sweet, bitter, sour, and salty), and it is precisely this savory property for which the fermented product is valued by consumers. Used as as a "meat substitute" contributing a depth of flavor to the protein-inadequate plant-based diets of the poor [53], fermented locust bean increases the palatability of foods otherwise lacking in the umami taste characteristic of the more expensive (and flavorful) animal proteins.

Moreover, these compounds are not mere elements of flavor but have been found to play a role in protein nutrition. In the words of Yamaguchi and Ninomiya [54], palatability is a crucial nutritional factor which “promotes the selection, intake, absorption and digestion of foods” by involving all of the senses, but primarily taste. Kawai, Uneyama, and Miyano [55] refer to glutamic acid as a “signal” compound in the protein nutrition pathway, noting that it occurs human milk in concentrations exceeding the threshold requirement for umami taste. Uneyama et al. [56] observed that glutamate is active in the gastrointestinal tract and also in the liver, as a signal compound involved in modulating protein ingestion, digestion, and metabolism.

Yamaguchi and Ninomiya [54] profile free glutamic acid in 47 foods, of which “Soumbara/locust beans (West Africa)” shows the highest content, at 1700 mg/100 g—higher even than Parmigiano Reggiano (parmesan cheese) at 1680 mg/100 g. The values obtained here are significantly higher still, with a mean glutamic acid content of over 4400 mg/100 g in the seed and over 6000 mg/100 g in the fermented product. Our results align with those of earlier studies including Oke and Umoh [57] as cited in [1] for the seed (19.5 g/100 g protein, or 4388 mg/100 g) and with Oluwanyi and Bazambo 2016 for the fermented product (17.36 g/100 g protein, or 5625 mg/100 g). While it is difficult to speculate on why the values presented by Yamaguchi and Ninomiya [54] are so much lower, it is possible that their method did not involve hydrolyzation of glutamine into glutamic acid as per our methods.

Ham [59] contends that the perceived palatability of the fermented product has declined in recent decades, reflecting a shift in consumer taste away from the characteristic odors of the traditional product, driven by increasing consumer demand for the bouillon cubes industrially manufactured by multinational companies as an umami base for soups and stews, using patented processes specifically drawn from the traditional artisanal methods of African locust bean fermentation to produce a comparable taste effect with a reduced aroma and higher marketability [9]. With a view to preserving the culinary heritage of fermented African locust bean, recent studies have explored biotic and procedural interventions aimed at reducing its characteristic odor as a means of maintaining market share of the traditional product alongside the deracinated industrial offering [60].

4.1. Limitations

Data on soil composition, site-specific temperature, and rainfall could not be obtained for all three sample locations, and so it was not possible to assess the potential influence of these possibly relevant variables on the compositional parameters assessed here.

Furthermore, sampling limitations excluded an assessment of intraspecies diversity, and comparison between the composition of raw seed and the fermented seed samples cannot be made directly, since the fermented samples were not derived specifically from the raw seeds sampled in each location and thus did not necessarily originate in the same trees represented in the seed samples. Future studies could sample individual trees within each location and arrange local processing of seed samples into the fermented product under ambient conditions to better elucidate the effect of genetic, technical, and environmental factors on compositional changes obtained by fermentation.

From the nutritional perspective, the results presented here are based on secondary estimates of protein digestibility and as such do not address the actual availability of protein, nor of specific amino acids. Although soumbala has been valued as a source of lysine, which is deficient in the regional staple grains sorghum and millet [10], other accounts suggest that heat treatment during the processing of legume seeds effectively renders the lysine unavailable [61]. Further research on in vivo digestibility and availability would thus be merited.

Although the study identifies the umami flavor precursors glutamic and aspartic acids as most abundant all samples, no other compounds relevant to flavor were studied here, and as such, it should be noted that a complexity of factors contributes to the flavor profile, which derives from the protein hydrolysis of proteins into free amino acids as well as peptides and volatile compounds including aldehydes, ketones, and pyrazines [62]. Frøst et al. [63] describe the contribution of volatile compounds such as methylbutanal to the umami taste of certain seaweeds and refer to an “odor-taste congruency” enhancing the umami taste (or flavor), whereby the role of odor might be used systematically to create more palatable foods. Given that processing methods and the microecology of the fermenting product vary significantly and are known to result in a diversity of secondary compounds contributing to the aggregate flavor profile [64], future studies should likewise assess variation in these compounds, which might be further correlated to consumer organoleptic preferences.

5. Conclusions

The results indicate that the phytochemical parameters assessed here cannot be linked to geographic variables of latitude and elevation along the latitudinal axis. Given the skewed distribution of the three sample sites (27 km latitudinal distance between Somasso and Zanzoni and 224 km latitudinal distance between Zanzoni and Diou), it would be expected that compositional variation between the three would show greater similarity between Somasso and Zanzoni, with Diou more of an outlier based on geographic variables of latitude and altitude—but results clearly indicate otherwise.

It was found that differences in the raw seed composition, amino acids, and in protein quality by zone were not statistically significant at 95% confidence. However, differences in composition, amino acids, and protein quality of the fermented product by zone were highly significant. The significance of difference between the fermented product samples by zone may possibly reflect compositional differences in the seed which were insignificant in our data at 95% confidence, or variation in the fermentation process, including processing methods extant in and between the sample locations as well as local and regional diversity of the ambient microbiome during fermentation.

The compositional results imply an inverse relationship between the protein and the lipid content, while amino acid profiles and PDCAAS results indicate a similar relationship between the total protein content and protein quality. Samples from the South Sudanian site of Zanzoni were found to contain the highest protein content (and total amino acids), while samples from the North Guinean site of Diou were found highest in protein quality of the fermented product.

In common with earlier studies on associated parkland species, the impact of a latitudinal climatic gradient on phytochemical content was not proven by this study, which implies that processing methods and genetic factors (both macro- and micro-) are more important as drivers of variation.

The results of this study provide insights on the effects of artisanal fermentation on the macronutrient content of the fermented seed and quantify the protein quality and nutritional value of the traditional product—underlining the importance of the species as a livelihood and economic resource for the rural communities, who manage the trees and the landscapes on which they occur.

Taken together, it is hoped that these results might serve to valorize the species and promote its development and conservation as a regional nutritional resource contributing to systemic resilience in an uncertain future.

Acknowledgments

The authors recognize with gratitude the contribution of the NMIT Research Trust for funding of the sampling and analysis phases of this study. The authors express their thanks to the Government of Mali for their financial support of the IER Parkia biglobosa project through the CFRTI. The authors likewise extend their appreciation and thanks to local authorities and communities of study area for permitting data collection on their lands and to study participants for their collaboration in field activities. The authors appreciate the good work of Isaïe Dembélé and Mamadou Diabaté, field technicians, who were responsible for data collection, monitoring, and recording. Proximate compositional analysis was performed by the Food Processing Center at the University of Nebraska-Lincoln, while amino acid analysis was undertaken by the Australian Proteome Analysis Facility (APAF) at Macquarie University, using infrastructure enabled by the Australia National Collaborative Research Infrastructure Strategy (NCRIS). The authors are grateful to these technical partners for their analytical support.

Data Availability Statement

The authors affirm the availability of the original data upon which the study is based, which will be shared by request with interested researchers.

Conflicts of Interest

The authors declare no conflicts of interest.

Funding

Sampling and analysis was funded under a competitive grant from the public sector Nelson Marlborough Institute of Technology (NMIT) Research Trust project 2000021-4210-NPROT (2019–2022). Institutional support within Mali was provided to the Institut d'Economie Rurale Programme Ressources Forestières by the Government of Mali under CFRTI grant 0000206/MESRS-SG/Appel FCRIT/2017.

Figure 1 Sample locations.

Figure 2 Amino acid profiles (aggregate).

Figure 3 Aggregate amino acid scores (AAS).

Figure 4 PCA results summary.

Table 1 Proximate composition, P. biglobosa raw seed, and fermented seed (soumbala).

	Somasso (NS)	Zanzoni (SS)	Diou (NG)	Between sites	p value	
Mean	Std. dev.	Mean	Std. dev.	Mean	Std. dev.	Sum of squares SS	Mean square MS	F -stat	
Seed (g per 100 g)											
 Moisture	10.71	0.34	10.47	0.51	10.62	0.46	0.27	0.14	0.70	0.509	
 Ash	4.58	0.67	4.13	0.62	4.30	0.70	0.95	0.48	1.08	0.356	
 Protein	26.81	1.89	27.17	1.49	26.96	1.55	0.57	0.29	0.10	0.901	
 Lipids	14.67	0.74	14.68	1.06	14.26	1.22	1.02	0.51	0.49	0.620	
 Carbohydrates	43.22	2.59	43.56	1.85	43.85	1.62	1.76	0.88	0.21	0.815	
Soumbala (g per 100 g)											
 Moisture	7.27	0.39	9.07	0.73	7.69	0.58	15.98	7.99	23.74	0.000	
 Ash	2.42	0.42	2.86	0.24	3.08	0.30	2.01	1.00	9.34	0.001	
 Protein	38.47b	0.16	40.47a	0.59	38.74b	1.37	21.20	10.60	14.15	0.000	
 Lipids	41.74a	1.77	38.82b	3.11	41.94a	2.39	55.18	27.59	4.47	0.022	
 Carbohydrates	10.09	1.74	8.79	4.02	8.55	2.57	12.47	6.24	0.72	0.495	
Note: Means without letters and means sharing the same letter are not significantly different at a significance level (α) of 0.5.

Table 2 Amino acid profiles by site (zone) with standard deviation (SD) and significance of difference (p value).

Amino acid (mg/g)	Seed	Soumbala	
Somasso (NS)	Zanzoni (SS)	Diou (NG)	p value	Somasso (NS)	Zanzoni (SS)	Diou (NG)	p value	
Mean	SD	Mean	SD	Mean	SD	Mean	SD	Mean	SD	Mean	SD	
Alanine	10.72b	0.09	11.86a	0.66	10.96b	0.23	0.03	15.48b	0.12	20.36a	0.15	15.31b	2.02	0.003	
Aspartic acid	23.14	0.81	25.41	1.75	23.27	1.32	0.15	32.86a	0.36	25.71b	0.86	31.043a	2.86	0.006	
Glutamic acid	46.25	2.35	50.88	4.18	44.54	1.68	0.09	59.58	0.62	62.46	0.57	58.45	3.72	0.149	
Hydroxyproline	0.75	0.08	0.57	0.08	0.65	0.07	0.07	—	—	—	—	—	—	—	
Serine	11.05	0.11	12.08	0.79	11.13	0.23	0.07	13.87a	0.09	9.10b	0.24	11.42ab	1.77	0.004	
Arginine	14.60	0.43	16.35	1.19	14.76	0.50	0.06	17.67a	0.22	10.82b	0.26	14.17ab	2.40	0.003	
Cysteine	1.87	0.24	2.06	0.25	1.95	0.18	0.60	2.17	0.07	1.72	0.04	2.39	0.48	0.065	
Glycine	11.07	0.14	11.83	0.54	11.17	0.22	0.07	14.41	0.08	14.76	0.42	14.61	0.56	0.597	
Proline	11.36	0.17	12.37	0.88	11.26	0.29	0.09	16.51ab	0.17	20.85a	0.19	14.58b	2.44	0.004	
Tyrosine	5.17	0.35	5.19	0.29	4.94	0.46	0.68	14.86b	0.10	17.03a	0.10	15.32b	0.32	0.000	
Histidine	6.88	0.13	7.48	0.52	6.85	0.21	0.10	8.90b	0.07	10.32a	0.17	9.12b	0.24	0.000	
Isoleucine	9.92	0.12	10.93	0.83	10.09	0.24	0.10	16.77b	0.04	18.69a	0.25	17.42b	0.76	0.006	
Leucine	17.23	0.21	18.97	1.36	17.37	0.35	0.07	26.53c	0.02	30.98a	0.37	29.20b	0.96	0.000	
Lysine	16.17	0.31	17.80	1.37	16.32	0.37	0.10	21.86c	0.18	30.45a	0.22	26.82b	1.51	0.000	
Methionine	0.56	0.04	0.71	0.11	0.68	0.04	0.16	3.25b	0.01	3.23b	0.05	3.53a	0.08	0.001	
Phenylalanine	11.09	0.14	12.22	0.96	11.19	0.20	0.10	20.41c	0.13	24.35a	0.27	22.3b	0.49	0.000	
Threonine	7.17	0.11	7.96	0.55	7.45	0.15	0.07	11.14a	0.08	9.90b	0.22	10.70ab	0.64	0.022	
Tryptophan	1.66	0.10	1.63	0.07	1.64	0.10	0.93	2.37b	0.05	2.76a	0.14	2.52b	0.01	0.004	
Valine	11.41	0.10	12.48	0.88	11.56	0.24	0.10	18.79c	0.05	22.39a	0.23	20.81b	0.51	0.000	
Total AAs	217.90	4.85	238.78	15.83	217.78	5.74	0.07	317.45	2.06	335.87	3.56	319.73	16.66	0.120	
Note: Means without letters and means sharing the same letter are not significantly different at a significance level (α) of 0.5.

Table 3 Protein quality by PDCAAS (aggregate values).

EAA	g of EAA in 100 g of tested food	mg of EAA in 1 g of tested protein	mg of EAA in 1 g of ideal protein	AAS	PD	PDCAAS	
Raw seed protein quality evaluation—PDCAAS	
 His	0.71	31.57	16	197	65		
 Ile	1.03	46.05	30	153	65		
 Leu	1.79	79.73	61	131	65		
 Lys	1.68	74.85	48	156	65		
 Met + Cys	0.29	13.09	23	57	65	0.37	
 Phe + Tyr	1.66	74.13	41	181	65		
 Thr	0.75	33.61	25	134	65		
 Trp	0.16	7.35	6.6	111	65		
 Val	1.18	52.77	40	132	65		
 Total	9.253 g	413 mg	291 mg	1253	—		
Soumbala protein quality evaluation—PDCAAS		
 His	0.94	29.11	16	182	75		
 Ile	1.76	54.34	30	181	75		
 Leu	2.89	89.11	61	146	75		
 Lys	2.64	81.33	48	169	75		
 Met + Cys	0.54	16.74	23	73	75	0.54	
 Phe + Tyr	3.81	117.47	41	287	75		
 Thr	1.06	32.61	25	130	75		
 Trp	0.25	7.86	6.6	119	75		
 Val	2.07	63.71	40	159	75		
 Total	15.967 g	492 mg	291 mg	1447	—		
Note: Aggregate values for methionine and cysteine are italicized here in order to reflect their status as limiting amino acids in both products.

Table 4 PDCAAS by location.

Zone	P. biglobosa raw seed	P. biglobosa fermented seed (soumbala)	
Sample 1	Sample 2	Sample 3	Mean	Std. dev.	Std. error	Sample 1	Sample 2	Sample 3	Mean	Std. dev.	Std. error	
Somasso
(NS)	0.345	0.234	0.293	0.29	0.0553	0.0319	0.563	0.555	0.536	0.56b	0.0043	0.0025	
Zanzoni
(SS)	0.338	0.286	0.364	0.33	0.0397	0.0229	0.473	0.480	0.488	0.48c	0.0075	0.0043	
Diou
(NG)	0.377	0.306	0.345	0.34	0.0356	0.0205	0.585	0.630	0.600	0.61a	0.0229	0.0132	
All
(n = 9)				0.32						0.55			
Note: Means without letters and means sharing the same letter are not significantly different at a significance level (α) of 0.5.

Table 5 Tukey HSD/Tukey–Kramer paired comparison on soumbala protein quality (PDCAAS) variation.

Pair	Difference	SE	Q	Lower CI	Upper CI	Critical mean	p value	Group	SS	NG	
NS-SS	0.080	0.008165	9.798	0.04457	0.1154	0.03543	0.001092	NS	0.08	0.045	
NS-NG	0.045	0.008165	5.5113	0.00957	0.08043	0.03543	0.01878	SS	0	0.13	
SS-NG	0.125	0.008165	15.3093	0.08957	0.1604	0.03543	0.00009075
==== Refs
1 Hall J. B. Tomlinson H. F. Oni P. I. Buchy M. Aebischer D. P. Parkia biglobosa: a monograph School of agricultural and forest sciences publication 1997 Bangor University of Wales
2 Pullan R. A. Farmed parkland in West Africa Savanna 1974 3 2 119 151
3 Boffa J. M. Agroforestry Parklands in Sub-Saharan Africa 1999 Rome FAO
4 Seignobos C. Matières grasses, parcs et civilisations agraires (Tchad et Nord-Cameroun) Les cahiers d'outre-mer 1982 35 139 229 269
5 Dawson I. K. Leakey R. Clement C. R. The management of tree genetic resources and the livelihoods of rural communities in the tropics: non-timber forest products, smallholder agroforestry practices and tree commodity crops Forest Ecology and Management 2014 333 9 21 10.1016/j.foreco.2014.01.021 2-s2.0-84912082294
6 Burlingame B. Charrondiere R. Mouille B. Food composition is fundamental to the cross-cutting initiative on biodiversity for food and nutrition Journal of Food Composition and Analysis 2009 22 5 361 365 10.1016/j.jfca.2009.05.003 2-s2.0-69549086232
7 Jamnadass R. Place F. Torquebiau E. Agroforestry, food and nutritional security ICRAF working paper no. 170 2013 Nairobi World Agroforestry Centre 10.5716/WP13054.PDF
8 Ouoba L. I. I. Rechinger K. B. Barkholt B. Diawara B. Traoré A. S. Jakobsen M. Degradation of proteins during the fermentation of African locust bean (Parkia biglobosa) by strains of Bacillus subtilis and Bacillus pumilus for production of soumbala Journal of Applied Microbiology 2003 94 3 396 402 10.1046/j.1365-2672.2003.01845.x 2-s2.0-0037221074 12588548
9 Beaumont M. Flavouring composition prepared by fermentation with Bacillus spp International Journal of Food Microbiology 2002 75 3 189 196 10.1016/S0168-1605(01)00706-1 2-s2.0-0037172345 12036142
10 Campbell-Platt G. African locust bean (Parkia species) and its west African fermented food product, dawadawa Ecology of Food and Nutrition 1980 9 2 123 132 10.1080/03670244.1980.9990590 2-s2.0-84947885670
11 Eka O. U. Effect of fermentation on the nutrient status of locust beans Food Chemistry 1980 5 4 303 308 10.1016/0308-8146(80)90051-5 2-s2.0-0019180975
12 Reddy N. R. Pierson M. D. Sathe S. K. Salunkhe D. K. Beuchat L. R. Legume-based fermented foods: their preparation and nutritional quality Critical Reviews in Food Science & Nutrition 1983 17 4 335 370 10.1080/10408398209527353 2-s2.0-84972812818 6759047
13 Adeyeye E. I. The effect of fermentation on the dietary quality of lipids from African locust bean (Parkia biglobosa) seeds Elixir Food Science 2013 58 14912 14922
14 Rackis J. J. Sessa D. J. Honig D. H. Flavor problems of vegetable food proteins Journal of the American Oil Chemists' Society 1979 56, 3 Part 2 262 271 10.1007/BF02671470 2-s2.0-51249181589
15 Roland W. S. Pouvreau L. Curran J. van de Velde F. de Kok P. M. Flavor aspects of pulse ingredients Cereal Chemistry 2017 94 1 58 65 10.1094/CCHEM-06-16-0161-FI 2-s2.0-85014119292
16 Bass H. H. Mali’s Agro-Industry: A SWOT-Analysis 2012 ITD annual Report 2011/2012
17 Odunfa S. A. Oyewole O. B. Identification of Bacillus species from ‘iru’, a fermented African locust bean product Journal of Basic Microbiology 1986 26 2 101 108 10.1002/jobm.3620260212 2-s2.0-0022590941
18 Termote C. Odongo N. O. Dreyer B. S. Guissou B. Parkouda C. Vinceti B. Nutrient composition of Parkia biglobosa pulp, raw and fermented seeds: a systematic review Critical Reviews in Food Science and Nutrition 2022 62 1 119 144 10.1080/10408398.2020.1813072 32914637
19 Urua I. S. Uyoh E. A. Ntui V. O. Okpako E. C. Effect of processing on proximate composition, anti-nutrient status and amino acid content in three accessions of African locust bean (Parkia biglobosa jacq.) benth International Journal of Food Sciences and Nutrition 2013 64 1 94 102 10.3109/09637486.2012.704903 2-s2.0-84872043650 22789074
20 Lompo D. Vinceti B. Konrad H. Gaisberger H. Geburek T. Phylogeography of African locust bean (Parkia biglobosa) reveals genetic divergence and spatially structured populations in West and Central Africa Journal of Heredity 2018 109 7 811 824 10.1093/jhered/esy047 2-s2.0-85055830895 30247720
21 Lompo D. Vinceti B. Gaisberger H. Genetic conservation in Parkia biglobosa (Fabaceae: Mimosoideae)-what do we know? Silvae Genetica 2017 66 1 10.1515/sg-2017-0001 2-s2.0-85050515237
22 Gaisberger H. Kindt R. Loo J. Schmidt M. Bognounou F. Da S. S. Spatially explicit multi-threat assessment of food tree species in Burkina Faso: a fine-scale approach PLoS One 2017 12 9, article e0184457 10.1371/journal.pone.0184457 2-s2.0-85029839081 28880962
23 Rohde K. Latitudinal gradients in species diversity: the search for the primary cause Oikos 1992 65 3 514 527 10.2307/3545569 2-s2.0-0027043618
24 Vázquez D. P. Stevens R. D. The latitudinal gradient in niche breadth: concepts and evidence The American Naturalist 2004 164 1 E1 E19 10.1086/421445 15266376
25 Willig M. R. Presley S. J. Della Sala D. A. Goldstein M. I. Latitudinal gradients of biodiversity: theory and empirical patterns Encyclopedia of the Anthropocene 2018 Amsterdam Elsevier 13 19 10.1016/B978-0-12-809665-9.09809-8
26 Araújo M. S. Costa-Pereira R. Latitudinal gradients in intraspecific ecological diversity Biology Letters 2013 9 6, article 20130778 10.1098/rsbl.2013.0778 2-s2.0-84891920926 24335269
27 Kelly B. A. Kouyaté A. M. Dembélé S. G. Leaf and fruit characteristics of Parkia biglobosa (Jacq.) Benth according to agro climatic zones and land use in southern Mali Research in Plant Biology 2022 12 1 9 10.25081/ripb.2022.v12.7238
28 Kelly B. A. Kouyaté A. M. Dembélé S. G. Effect of climatic zone and land use practices on pod, seed and pulp yield of Parkia biglobosa in southern Mali International Journal of Scientific Research Updates, 2022 2022 4 1 312 321 10.53430/ijsru.2022.4.1.0138
29 Kelly B. A. Kouyaté A. M. Dembélé S. G. Variation of Parkia biglobosa morphological traits according to land use and agro-climatic zones in southern Mali African Journal of Plant Science 2021 15 1 20 27 10.5897/AJPS2020.2018
30 Adeyeye E. I. Amino acids composition of fermented African locust bean (Parkia biglobosa) Journal of Applied and Environmental Sciences December 2006 2 2 154 158
31 Schaafsma G. The protein digestibility-corrected amino acid score (PDCAAS)—a concept for describing protein quality in foods and food ingredients: a critical review Journal of AOAC International 2005 88 3 988 994 10.1093/jaoac/88.3.988 16001875
32 Yakubu C. M. Sharma R. Sharma S. Fermentation of locust bean (Parkia biglobosa): modulation in the anti-nutrient composition, bioactive profile, in vitro nutrient digestibility, functional and morphological characteristics International Journal of Food Science & Technology 2022 57 2 753 762 10.1111/ijfs.15288
33 Yakubu C. M. Sharma R. Sharma S. Singh B. Influence of alkaline fermentation time on in vitro nutrient digestibility, bio- & techno-functionality, secondary protein structure and macromolecular morphology of locust bean (Parkia biglobosa) flour LWT–Food Science and Technology 2022 161, article 113295 10.1016/j.lwt.2022.113295
34 Jaccard J. Becker M. A. Wood G. Pairwise multiple comparison procedures: a review Psychological Bulletin 1984 96 3 589 596 10.1037/0033-2909.96.3.589 2-s2.0-0000849222
35 Piepho H. P. Letters in mean comparisons: what they do and don’t mean Agronomy Journal 2018 110 2 431 434 10.2134/agronj2017.10.0580 2-s2.0-85042851045
36 Morris E. K. Caruso T. Buscot F. Choosing and using diversity indices: insights for ecological applications from the German Biodiversity Exploratories Ecology and Evolution 2014 4 18 3514 3524 10.1002/ece3.1155 2-s2.0-84921917195 25478144
37 Kelly B. A. Davrieux F. Bouvet J.-M. A shea butter rich in tocopherols (vitamin E) at the Dogon plateau and Seno Bankass in Mali (West Africa) Journal of Phytology 2018 10 56 60 10.25081/jp.2018.v10.3743
38 Kelly B. A. Davrieux F. Piombo G. Kamissoko S. Senou O. Variation des constituants chimiques du beurre de Vitellaria paradoxa (karité) en fonction du gradient climatique Nord-Sud au Mali Les Cahiers de l'Economie rurale 2014 14 47 62
39 Shen G. Fan X. Yang Z. Han L. A feasibility study of non-targeted adulterant screening based on NIRM spectral library of soybean meal to guarantee quality: the example of non-protein nitrogen Food Chemistry 2016 210 35 42 10.1016/j.foodchem.2016.04.101 2-s2.0-84964691133 27211617
40 Angell A. R. Mata L. de Nys R. Paul N. A. The protein content of seaweeds: a universal nitrogen-to-protein conversion factor of five Journal of Applied Phycology 2016 28 1 511 524 10.1007/s10811-015-0650-1 2-s2.0-84957430545
41 Mossé J. Nitrogen-to-protein conversion factor for ten cereals and six legumes or oilseeds. A reappraisal of its definition and determination. Variation according to species and to seed protein content Journal of Agricultural and Food Chemistry 1990 38 1 18 24 10.1021/jf00091a004 2-s2.0-33751553722
42 Sosulski F. W. Imafidon G. I. Amino acid composition and nitrogen-to-protein conversion factors for animal and plant foods Journal of Agricultural and Food Chemistry 1990 38 6 1351 1356 10.1021/jf00096a011 2-s2.0-32844460538
43 Cassab G. I. Nieto-Sotelo J. Cooper J. B. van Holst G. J. Varner J. E. A developmentally regulated hydroxyproline-rich glycoprotein from the cell walls of soybean seed coats Plant Physiology 1985 77 3 532 535 10.1104/pp.77.3.532 16664092
44 Vanetten C. H. Miller R. W. Earle F. R. Wolffe I. A. Jones Q. Plant protein constituents, hydroxyproline content of seed meals and distribution of the amino acid in kernel, seed coat, and pericarp Journal of Agricultural and Food Chemistry 1961 9 6 433 435 10.1021/jf60118a006 2-s2.0-0003264704
45 Boye J. Wijesinha-Bettoni R. Burlingame B. Protein quality evaluation twenty years after the introduction of the protein digestibility corrected amino acid score method British Journal of Nutrition 2012 108 S2 S183 S211 10.1017/S0007114512002309 2-s2.0-84868112495 23107529
46 Shahidah A. A. Farouq A. A. Magashi M. A. Ibrahim A. D. Taste profile and consumer preference of “dawadawa” produced from the seeds of Parkia biglobosa, Glycine max and Hibiscus sabdariffa International Journal of Biological and Chemical Sciences 2019 13 1 178 185 10.4314/ijbcs.v13i1.15
47 Esse M. Y. Guehi T. S. Grabulos J. Fate of proteic and lipidic compounds during production of a traditional legume condiment (soumbala) made from African locust bean (Parkia biglobosa) seeds International Journal of Food Science & Technology 2021 56 2 804 813 10.1111/ijfs.14724
48 Ouoba L. I. I. Diawara B. Annan N. T. Poll L. Jakobsen M. Volatile compounds of soumbala, a fermented African locust bean (Parkia biglobosa) food condiment Journal of Applied Microbiology 2005 99 6 1413 1421 10.1111/j.1365-2672.2005.02722.x 2-s2.0-28444464514 16313414
49 Tseng Y. H. Lee Y. L. Li R. C. Mau J. L. Non-volatile flavour components of Ganoderma tsugae Food Chemistry 2005 90 3 409 415 10.1016/j.foodchem.2004.03.054 2-s2.0-5444254509
50 Yamaguchi S. The umami taste Boudreau 1979 Washington DC ACS Symposium Series 10.1021/bk-1979-0115.ch002
51 Mouritsen O. Styrbæk K. Umami: Unlocking the Secrets of the Fifth Taste 2014 Columbia University Press
52 Chandrashekar J. Hoon M. A. Ryba N. J. Zuker C. S. The receptors and cells for mammalian taste Nature 2006 444 7117 288 294 10.1038/nature05401 2-s2.0-33751084573 17108952
53 Sop M. M. K. Fotso M. Gouado I. Tetanye E. Zollo P. A. Nutritional survey, staple foods composition and the uses of savoury condiments in Douala, Cameroon African Journal of Biotechnology 2008 7 9
54 Yamaguchi S. Ninomiya K. Umami and food palatability The Journal of Nutrition 2000 130 4 921S 926S 10.1093/jn/130.4.921S 10736353
55 Kawai M. Uneyama H. Miyano H. Taste-active components in foods, with concentration on umami compounds Journal of Health Science 2009 55 5 667 673 10.1248/jhs.55.667 2-s2.0-70350212788
56 Uneyama H. Gabriel A. S. Kawai M. Tomoe M. Torii K. Physiological role of dietary free glutamate in the food digestion Asia Pacific Journal of Clinical Nutrition 2008 17 S1 372 375 18296382
57 Oke O. L. Umoh I. B. Lesser known oilseeds. 1. Chemical composition Nutrition Reports International, 1978 1978 17 3 293 297 10.5555/19781470730
58 Oluwaniyi O. Bazambo I. O. Nutritional and amino acid analysis of raw, partially fermented and completely fermented locust bean (Parkia biglobosa) seeds African Journal of Food, Agriculture, Nutrition and Development 2016 16 2 10866 10883 10.18697/ajfand.74.15025 2-s2.0-85019834034
59 Ham J. R. Cooking to be modern but eating to be healthy: the role of Dawa-Dawa in contemporary Ghanaian foodways Food, Culture & Society 2017 20 2 237 256 10.1080/15528014.2017.1305827 2-s2.0-85042563792
60 Amoa-Awua W. K. Awusi B. Owusu M. Reducing the atypical odour of dawadawa: effect of modification of fermentation conditions and post-fermentation treatment on the development of the atypical odour of dawadawa Food Control 2014 42 335 342 10.1016/j.foodcont.2014.02.016 2-s2.0-84897854140
61 Ibiyemi S. A. Ehusani R. O. Amaorgu F. B. Atteh J. A. Studies of the thermal effect on Parkia seeds Food Chemistry 1989 33 3 165 171 10.1016/0308-8146(89)90010-1 2-s2.0-45249129182
62 Azokpota P. Hounhouigan J. D. Annan N. T. Nago M. C. Jakobsen M. Diversity of volatile compounds of afitin, iru and sonru, three fermented food condiments from Benin World Journal of Microbiology and Biotechnology 2008 24 6 879 885 10.1007/s11274-007-9542-0 2-s2.0-42549160855
63 Frøst M. B. Hartmann A. Petersen M. A. Duelund L. Mouritsen O. G. Odour-induced umami–olfactory contribution to umami taste in seaweed extracts (dashi) by sensory interactions International Journal of Gastronomy and Food Science 2021 25, article 100363 10.1016/j.ijgfs.2021.100363
64 Odunfa S. A. Biochemical changes in fermenting African locust bean (Parkia biglobosa) during ‘iru’ fermentation International Journal of Food Science & Technology 1985 20 3 295 303 10.1111/j.1365-2621.1985.tb00379.x 2-s2.0-85005542727
