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International Journal of Food Science logoLink to International Journal of Food Science
. 2020 Mar 11;2020:8243617. doi: 10.1155/2020/8243617

Characterization of Nutritional, Antinutritional, and Mineral Contents of Thirty-Five Sorghum Varieties Grown in Ethiopia

Masresha Minuye Tasie 1,, Belay Gezahegn Gebreyes 1
PMCID: PMC7086442  PMID: 32258096

Abstract

An experiment was carried out to characterize the proximate compositions and antinutritional and mineral contents of sorghum varieties released for production by the Ethiopian sorghum improvement programme. Sorghum is an extensively researched crop in Ethiopia. However, comprehensive information on nutritional, antinutritional, and mineral content has not been generated. In the present study, thirty-five sorghum varieties released by the national sorghum improvement programme were used and evaluated for their proximate compositions, tannin, and mineral nutrient. AOAC methods of analysis were used for proximate compositions and mineral content together, i.e., whereas for tannin, vanillin-HCL assay methods of analysis were used. Differences between sorghum varieties were significant (P ≤ 0.05) for all measured parameters. Proximate composition values such as moisture, ash, crude fat, crude fiber, crude protein, and CHO varied from 9.66 to 12.94, 1.12 to 2.29, 2.48 to 4.60, 2.17 to 8.59, 8.20 to 16.48, and 67.56 to 76.42, respectively. The highest mineral content of P (367.965), Na (6.151), Mg (207.526), K (314.011), Ca (67.159), Fe (14.018), and Zn (6.484) as measured by mg/100 g was found from the varieties Macia, Abshir, Chiro, Birmash, Dagem, and Assossa-1 (Fe and Zn), respectively. Maximum tannin values of 3337.200 and 2474.7 mg/100 g were obtained from Lalo and Dano, respectively. The varieties such as Miskir, Abshir, ESH-1, Meko-1, Red Swazi, and Karimtams have higher nutritional and mineral and lower antinutritional values among the tested varieties. The abovementioned varieties should be considered for food product development due to their nutritional qualities.

1. Introduction

Sorghum (Sorghum bicolor L. Moench) is the sixth most planted crop in the world, and it is one of the most important cereals used as a staple food for those primarily living in arid and semiarid areas [1]. In Africa, it is the second most important cereal in which around 300 million people depend on it as their daily consumptions (1). It is consumed mostly in northern China, India, and southern Russia, where about 85% of the crops are consumed directly as human food [2]. Sorghum has greater drought tolerance, soil toxicities, and temperature variation than other cereals and requires minimal fertilizers for cultivation, thus playing a critical role for food security in some semiarid areas of Asia, Africa, and Latin America [3]. It is considered one of the potential crops to alleviate the challenges of recurrent drought in Africa.

In Ethiopia, sorghum is the third (3rd) most important staple cereal crop after teff and maize [4]. Sorghum crop is grown in almost all regions of Ethiopia and used as a staple food crop on which the lives of millions of poor Ethiopians depend on it. Sorghum is used in various ways in our country; the grain is used for human foods such as injera, bread, porridge, Nifro, infant food, syrup, and local beverage known as “Tella” and “Arekie.” And also, the leaf and stalk are used for animal feed, and further, the stalks are used for the construction of houses and fences and as fuelwood. Melkassa center of the Ethiopian Institute of Agricultural Research has been working on the sorghum over the last many years; during this period, varieties of sorghum have been released. The released varieties had different specific qualities such as disease resistance, malt quality, and earliness. However, none of the varieties had no comprehensive nutritional profile data, since the quality of sorghum produced worldwide is affected by biotic and abiotic constraints [5]. Therefore, the aim of the present study was to profile the nutritional value, antinutritional value, and mineral contents of sorghum varieties grown in different agroecologies of Ethiopia. Knowing the sorghum nutritional diversity would have a direct impact on the improvement of sorghum for quality breeding and for food product development to reduce the prevalence of food insecurity, malnutrition, and mineral deficiency, especially for those low-income communities.

2. Materials and Methods

2.1. Materials

Studies were conducted in Melkassa Agricultural Research Center, which is one of the research centers of Ethiopian Institute of Agricultural Research (EIAR) found in the Ethiopian Rift Valley, 117 km away from Addis Ababa in the southeast direction located at 8024′N and 39012′E and an altitude of 1550 meters above sea level. The mean minimum and maximum temperatures of the environment are 13.8°C and 28.6°C, respectively. Andosol, which is of volcanic origin with pH value ranging from 7 to 8.2, is mostly the center soil type that the crop grow in. In this study, thirty-five Sorghum varieties obtained from the sorghum improvement programme based at the Melkassa center of EIAR were considered. Samples of this study were cleaned manually from dust particles, damaged seeds, and strange materials. Detail information about the selected sorghum grain is mentioned in Table 1. The facilities available in the food science lab of the Melkassa center of EIAR were used.

Table 1.

General physical characteristics of sorghum varieties.

Varieties Potential growth area Purpose of release Seed color
Abshir Dry lowlands (<1600 masl) Striga resistance White
Gubiye
Abuare Early White
Dekeba
Miskir
Hormat
ESH-1 High yielder White
ESH-3
Gambella-1107
Gedo
Red Swazi For malt Brown
Macia White
Teshale White
Meko-1 Early, quality
Melkam

Chiro Highlands (>1900 masl) High yielder, sweet stalk Brown
Al-70 High yielder, quality White
Dibaba High yielder Brown
Chelenko
Muyra-1
Muyra-2 White

Dagem Intermediate altitudes (1600) High yielder Brown
Baji
Birmash
Geremew
IS-9302
Aba-Melko High yielder, disease resistance
Lalo
Dano Orange

Emahoy Wet lowlands (<1600 masl) High yielder, disease resistance Brown
Adukara Red

2.2. Methods of Analysis

2.2.1. Nutritional Analysis

The representative samples of sorghum varieties moisture content, ash, fat, fiber, protein, total carbohydrate, food energy value, mineral content, and tannin were determined. All the determinations were done in triplicate, and the results were expressed as the average result of the value except for the mineral content.

(1) Moisture Determination. It is determined by the method of AOAC 925:10 [6]. Two grams (2 g) of well-homogenized sorghum flour samples was transferred to the dried and weighted dishes. Samples containing dishes were placed in the drying oven and dried for 1 h at 130°C/until the constant weight of the sample is maintained. Then, the dried samples were removed from the drying oven and then cooled in a desiccator at room temperature and reweighted.

Moisture %=W1W2100SW, (1)

where W1 is the weight of the cap and fresh sample, W2 is the weight of the dry sample and cap, and SW is the sample weight.

(2) Ash Determination. It is determined by methods of AOAC 923:03 [6]. Four (4) grams of well-homogenized sorghum flour was measured and put into a clean crucible of predetermined weight. The sample-containing crucible was placed in a muffle furnace at 550°C. The samples were ignited until light gray was obtained, and then, the sample was removed, cooled in a desiccator at room temperature, and weighted.

Ash %=W1W2100SW, (2)

where W1 is the weight of the ash+crucible after ashing, W2 is the weight of the empty crucible, and SW is the weight of the sample taken.

(3) Fat Content Determination. It was performed according to the method of AOAC 945:16 [6], Soxhlet extraction method. Two grams of sorghum flour was transferred into a previously prepared extraction thimble. The sample-containing thimble was plugged with fat-free absorbent cotton wool. The Soxhlet extraction apparatus was assembled and filled with petroleum ether spirit to a half capacity of the volume of the flask before the fat of the sample is extracted. Then, the extraction continued for 4 hours. After completing the time, the extracted fat was removed, and then, oil/fat-containing flasks were attached to the rotary evaporator to evaporate the major portion of the solvent. Using a dry oven to evaporate the last traces of the solvent at 103°C for 30 min, the flasks were later dried and cooled in a desiccator and reweighed.

Fat %=WfW100SW, (3)

where Wf is the weight of the receiver flask and fat deposit, W is the weight of the empty receiver flask only, and SW is the weight of the sample used.

(4) Crude Fiber Content Determination. The crude fiber content determination was performed according to the AOAC methods [6]. Two grams of predefatted samples was transferred into a one-liter (1 l) beaker, and then, a sample was digested in a hot plate for 1 h with a mixture of an equal volume of 2.5 M H2SO4 and 2.5 M NaOH. Then, filtering was performed by moisturizing with a small portion of ethanol. The filtrate was dried in an oven at 100°C until a constant weight was obtained (W1). Then, the oven-dried samples were again incinerated at 600°C for 3 h in a muffle furnace. Then, the incinerated sample cooled at room temperature and reweighed (W2).

Crude fiber %=W1W2100SW, (4)

where W1 is the weight of the porcelain crucible and sample before ashing, W2 is the weight of the porcelain crucible containing ash, and W is the weight of the sample.

(5) Protein Determination. The test was performed by the Kjeldahl method of [6]. 0.5 g of sorghum flour sample was weighted into a 50 ml Kjeldahl flask, and 8 ml of concentrated H2S04 was added with 2 grams of (copper and potassium sulfate) mixture catalyst. Samples were digested until pure colorless solution was observed. Then, digested samples were distilled by using Kjeldahl distiller, and the distilled steam gas (ammonia) was collected with 25 ml of the mixture of 2% boric acid mixed indicator of bromocresol green plus methyl red. The distilled sample was titrated by 0.1 N HCl until the first appearance of the pink color.

Crude protien %=ab146.25100W, (5)

where a is the normality of the acid; b is the volume of standard acid used (ml), corrected for the blank (i.e., the sample minus the blank); W is the sample weight (g); and 6.25 is the conversion factor for protein from %nitrogen.

(6) Total Carbohydrate. It is determined as a total carbohydrate by subtracting measured protein, fat, ash, and moisture from 100%. [7].

Total carbohydrate %=100Moisture %+Protein %+Fat %+Ash %. (6)

(7) The Gross Food Energy. The value was estimated by the following equation [8]:

Food energykcalg=%TC%CF×4+%TF×9+%CP×4, (7)

where TC is the total carbohydrate, CF is the crude fiber, TF is the total fat, and CP is the crude protein.

(8) Tannin Content. Tannin was determined by using vanillin-HCL assay methods using a UV spectrophotometer [9] as modified by [10] cereal chemistry. One gram of the sample in a screw cap test tube was measured, and then, 10 ml of 1% HCl in methanol was added to the tube containing the sorghum sample. The sample-containing tube was placed on a mechanical shaker for 24 h at room temperature, and then, the tube was centrifuged at 1000g for 5 minutes. One milliliter (1 ml) of supernatant was taken and mixed with 5 ml of vanillin-HCl reagent in another test tube. Then, the sample was allowed to wait for 20 minutes to complete the reaction, and then, the absorbance of the colored intensity of the sample was measured using a UV-visible spectrophotometer at 500 nm.

Tannin mgg=AsAbinterceptSlopedW10, (8)

where As is the sample absorbance, Ab is the blank absorbance, d is the density of the solution (0.791 g/ml), W is the weight of the sample in gram, and 10 is the aliquot.

(9) Analysis of the Mineral Composition. The standard method of [6], wet digestion method, was used; 0.5 grams of flour was taken and digested with 5 ml conc. nitric acid (HNO3) and 1 ml conc. perchloric acid (HCLO4); then, the digested sample was filtered and made up to 100 ml in a standard flask. The atomic absorption spectrophotometer was used to determine all the minerals (except phosphorus) using appropriate lamps. Phosphorus was determined by UV-visible spectrophotometric method.

2.2.2. Statistical Analysis

The results were subjected to analysis of variance (ANOVA) technique by using the completely randomized design (CRD) method, and all pair-wise comparison tests were used for mean comparison, whereas the least significant difference [11] test was used for mean separation technique at P < 0.05.

3. Results

3.1. Nutritional Compositions

Parameters such as moisture, ash, fat, crude fiber, protein content, total carbohydrate, food energy value, mineral, and tannin are shown in Tables 2 and 3 and Figures 1 and 2. Moisture content ranged from 9.661 to 12.937%, which was significantly different between varieties at P ≤ 0.05. The highest value was recorded from a variety of ESH-3 and the lowest from Karimtams. Ash value ranged from 1.119 to 2.294%. The highest ash (total mineral) value was recorded from Gubiye (2.294%), and the lowest value was found from Assossa-1 (1.119). Significant variation was observed at P ≤ 0.05 in fat, and its contents varied from 2.481 to 4.596% for the Dagem and Miskir varieties, respectively. Varieties also differed significantly for crude fiber, protein, and carbohydrate with values ranging from 1655 to 8.5865%, 8.201 to 16.476%, and 67.558 to 76.413%, respectively.

Table 2.

Nutritional compositions of sorghum varieties (g/100 g).

No. Varieties Moisture (%) Ash (%) Fat (%) Fiber (%) Protein (%) CHO (%)
1 Aba-Melko 10.411g-j 1.5100b-e 3.5625e-g 5.6010kl 8.9810m 75.536b-d
2 Abshir 10.984cd 1.6295b-e 4.0005cd 6.9995ef 12.716d 70.669qr
3 Abuare 10.244i-l 1.6010b-e 3.2715g-k 8.5865a 11.541f 73.343i-l
4 Adukara 10.429f-j 1.7140b-e 3.3955g-k 2.1655u 9.0180m 75.444b-e
5 Al-70 11.534b 1.6005b-e 3.9240cd 6.5915g 11.079gh 71.863no
6 Assossa-1 10.283h-l 1.1195f 3.2945g-k 3.1150qr 9.1610m 76.142ab
7 Baji 11.073c 1.4875c-e 3.5120e-i 6.0240h-j 9.8240kl 74.103g-i
8 Birmash 10.806c-f 1.8410b 3.5405e-h 3.4415o-q 10.870g-i 72.942j-l
9 Chelenko 9.9805k-n 1.6450b-e 4.5360ab 5.4420l 10.197jk 73.642h-j
10 Chiro 11.693b 1.7405b-d 3.8305de 6.4280g 11.644f 71.092pq
11 Dagem 10.637d-h 1.4315d-f 4.5960a 2.6160st 10.675hi 72.660k-m
12 Dano 10.251i-l 1.7365b-d 2.5705no 4.3435m 11.104g 74.338f-h
13 Dekeba 10.555e-i 1.6215b-e 2.5345no 6.5725g 9.9665kl 75.322c-e
14 Dibaba 10.563e-i 1.4605c-f 2.8040m-o 4.0055mn 9.0190m 76.154ab
15 Emahoy 10.276h-l 1.4720c-e 2.7530no 3.8435no 9.0865m 76.413a
16 ESH-1 10.602d-i 1.6140b-e 4.3420ab 3.1080qr 13.572c 69.870s
17 ESH-3 12.937a 1.6775b-e 3.1370k-m 7.0445ef 13.648c 68.601tu
18 ESH-4 11.482b 1.5055b-e 3.2780g-k 2.4015tu 16.178ab 67.558v
19 Gambella-1107 10.674d-g 1.4255d-f 3.4810f-j 8.0665bc 8.4250n 75.995a-c
20 Gedo 9.9690l-n 1.8015bc 2.7205no 3.3490pq 10.514ij 74.995d-f
21 Geremew 10.453f-j 1.7670b-d 4.2100bc 7.3385de 10.959gh 72.612l-n
22 Gubiye 10.730c-g 2.2940a 3.2905g-k 7.6890cd 13.718c 69.966rs
23 Hormat 10.476f-j 1.5595b-e 2.6165no 6.3535g-j 12.284e 73.063j-l
24 IS-9302 10.652d-h 1.7100b-e 3.5205e-i 6.4655g 10.697g-i 73.421i-k
25 Jiru 11.488b 1.4900c-e 3.2150h-k 5.3660l 8.2015n 75.606b-d
26 Karimtams 9.6605n 1.6140b-e 2.8440l-n 7.8385bc 15.913b 69.968rs
27 Lalo 9.7610mn 1.4860c-e 3.2000i-k 8.1615b 9.5955l 75.957a-c
28 Macia 10.398g-j 1.4405d-f 3.8155d-f 2.8480rs 12.447de 71.899m-o
29 Meko-1 10.110j-m 1.6615b-e 3.8005d-f 3.6010op 12.610de 71.819op
30 Melkam 11.724b 1.6695b-e 3.1550j-l 6.3870gh 9.5965l 73.855hi
31 Miskir 9.9590l-n 1.7295b-e 2.4810o 6.4735g 16.476a 69.355st
32 Muyra-1 10.473f-j 1.5140b-e 3.5705e-g 5.9830i-k 9.7425l 74.701e-g
33 Muyra-2 10.355g-k 1.5605b-e 3.8220de 6.6415fg 16.180ab 68.082uv
34 Red Swazi 10.956cd 1.6370b-e 3.3905g-k 7.0300ef 12.540de 71.477op
35 Teshale 10.880c-e 1.3885e-f 3.5735e-g 5.6805j-l 11.072gh 73.085j-l
SEM 0.134 0.119 0.117 0.140 0.145 0.2674
LSD at P < 0.05 0.3834 0.3419 0.3351 0.4031 0.4169 0.7676

Means with different superscripts are significantly different at P < 0.05.

Table 3.

Tannin content of sorghum (mg/100 g) and food energy (kcal/g) in dry base.

No. Varieties Tannin FE
1 Aba-Melko 2418.9c 347.73gh
2 Abshir BDL 341.55j-m
3 Abuare 15.752o 334.63pq
4 Adukara 488.27g 359.74b
5 Al-70 4.7050op 340.72k-n
6 Assossa-1 787.65e 358.40b
7 Baji 120.80n 343.22i-k
8 Birmash 158.75l 353.35de
9 Chelenko 12.523o 354.41c-e
10 Chiro 167.77j-l 339.71l-o
11 Dagem 120.95n 364.24a
12 Dano 2474.7b 347.53gh
13 Dekeba 4.9095op 337.67n-p
14 Dibaba 176.29j 349.91fg
15 Emahoy 755.77f 351.40ef
16 ESH-1 BDL 360.41b
17 ESH-3 BDL 329.05r
18 ESH-4 137.25m 354.84cd
19 Gambella-1107 BDL 336.74o-q
20 Gedo 5.0075op 353.12d-f
21 Geremew 160.65kl 342.82i-l
22 Gubiye 166.52j-l 333.60q
23 Hormat 6.5560op 339.52l-o
24 IS-9302 171.27jk 342.29j-l
25 Jiru 253.24h 342.70i-l
26 Karimtams 13.104o 337.77n-p
27 Lalo 3337.2a 338.37m-o
28 Macia BDL 360.33b
29 Meko-1 BDL 357.51bc
30 Melkam BDL 336.65o-q
31 Miskir 1.3660p 339.76l-o
32 Muyra-1 207.37i 345.97hi
33 Muyra-2 13.745o 344.88h-j
34 Red Swazi 902.48d 338.46m-o
35 Teshale BDL 346.07hi
SEM 3.8134
LSD 11.065

Means with different superscripts are significantly different at P < 0.05. BDL: below detection limit.

Figure 1.

Figure 1

Major mineral contents of sorghum varieties.

Figure 2.

Figure 2

Trace mineral contents of sorghum varieties.

3.2. Tannin and Energy Value

Varieties varied significantly for tannin content (Table 3). The detectable tannin content of the varieties varied from 1.366 to 3337.2 mg/100 g. The highest value was observed from the varieties Lalo, Dano, and Aba-Melko. The food energy value of sorghum varied from 329.05 to 364.24 kcal. Dagem (364.24 kcal/g) followed by ESH-1 (360.41 kcal/g) and Macia (360.33 kcal/g) resulted in the highest food energy value.

3.3. Mineral Composition

Phosphorus (P), zinc (Zn), iron (Fe), calcium (Ca), magnesium (Mg), potassium (K), and sodium (Na) contents are shown in Figures 1 and 2. The highest “P” concentration of 367.965 ppm was obtained from Macia followed by Karimtams with a value of 327.7056 mg/100 g. The lowest concentration of “P” was observed in Melkam varieties (112.554 mg/100 g). Sodium (Na) concentration varied from 2.229 to 6.151 mg/100 g, and the highest concentration was found from Abshir. The highest magnesium (Mg) concentration was found from Chiro whereas the lowest was recorded from Assossa-1 with the respective value of 207.53 mg/100 g and 62.09 mg/100 g. The calcium content was varied from 9.594 mg/100 g to 67.158 mg/100 g. Among the sorghum varieties, the highest “Fe” and “Zn” concentration (14.08 mg/100 and 6.484 mg/100 g, respectively) was found from Assossa-1. “Zn” content varied from 0.698 mg/100 g to 6.484 mg/100 g, and “Fe” content was found between 2.262 and 14.08 mg/100 g.

4. Discussion

Sorghum supplies important minerals, vitamins, protein, and micronutrients essential for optimal health, growth, and development [12, 13]. Assessing the nutritional value of sorghum varieties would have a direct impact on the improvement of sorghum for quality breeding and for food product development. The highest moisture content was observed in a variety of ESH-3 (12.937%). Our findings confirm that varieties of sorghum tested were not exposed to deterioration due to mold growth or any damage related to wetness. This could be attributed to a moisture level of less than 15% [14]. The highest ash (total mineral) value was recorded from Gubiye with a value of 2.294%. Different researchers reported variable values of ash for sorghum varieties tested: 1.30 to 3.40 [15], 0.77 to 1.39 [16], 1.43 to 1.92% [17], and 1.51 to 2.06% [18]. Gubiye varieties showed an exceptionally higher ash value than others, and this may be due to variability in agroecology (soil, water, altitude, and climate) at which the sorghum is cultivated [19]. The higher the ash value of the varieties, the higher the total mineral content. Our finding found fat content varied from 2.481 to 4.596% which is in line with reports of [20, 21], and others reported that fat content ranged from 3.44 to 4.90 and 1.38 to 4.50. Moreover, the study in [22] reported that fat value varied from 2.l to 7.6%. Fiber is an important part of carbohydrate; it is a collective name for those that do not readily digest. In this study, the highest value of crude fiber was observed from Abuare (8.5865%) tracked by Lalo (8.1615%) and Gambella-1107 (8.0665%). Accordingly, [15, 23] report fiber content ranging from 1.0 to 3.4% and 0.90 to 4.20%. However, in our study, the results reveal differences as compared to those mentioned in previous research reports. Variability may be attributed to the environment, soil type, genotype variabilities of sorghum, and methods. The varieties with a higher amount of crude fiber might not be good for food consumption because it binds minerals, making them unavailable for absorption [24], and this binding could produce essential mineral imbalance and deficiency. In contrast, it can be useful in products that require hydration, to improve yield and modify texture and viscosity due to its properties of water and oil holding capacity [25]. So, varieties such as Abuare, Lalo, Gambella-1107, and Karimtams are recommended for product development. Carbohydrates provide the majority of energy in the diets of most people. It is a desirable source of energy because it provides easily available energy for the oxidative metabolism of our body. The observed value of carbohydrate ranged from 67.558 to 76.413%. The variety Emahoy, Dibaba, and Assossa-1 had the highest value of 76.413, 76.154, and 76.142 g/100 g, respectively. Results were consistent with the report of [20, 26, 27] who found that the carbohydrate content varied from 67.61 to 73.70, 71.19 to 78.70, and 71.80 to 85.20, respectively. Sorghum is widely used in Ethiopia for human consumption, and it is considered one of the cheap sources of protein. Sorghum has an exogenous factor that influences the digestibility of proteins after cooking. Proteins of cooked sorghum are much less digestible than the proteins of other similarly cooked cereals such as wheat and maize. It is caused by both nonprotein and protein components as reported by [28, 29]. Protein crosslinking is the main factor that affects the low quality of sorghum protein digestibility [29]. Our investigations found that protein varied in the range of 8.201 to 16.476%. The highest protein content was obtained from varieties of Miskir (16.46%) followed by Muyra-2 (16.180%) and ESH-4 (16.178%), whereas the lowest was from Gambella-1107 (8.42%) and Jiru (8.20%). The present findings are in agreement with [2, 30, 31] who reported crude protein content ranging from 3.25 to 14.53%, 7 to 15%, and 10.30 to 14.90%, respectively. Furthermore, [16, 18, 32] reported that sorghum protein content varied from 11.23 to 13.42%, 8.32 to 11.82%, and 9.06 to 18.58%, respectively. The protein content difference that was observed may be attributed to the environment and genotype difference [33]. The varieties Miskir, Muyra-2, and ESH-4 have shown the highest protein content than the others. Identified sorghum varieties should be considered for food product development to combat protein malnutrition and for the breeders to improve sorghum nutritional quality. In this study, the tannin content of the sorghum varieties was also included. Tannin is the most abundant antinutritional factor in sorghum [34]. Multiple phenolic hydroxyl groups of tannins may form stable complexes with protein, metal ions, and other macromolecules like polysaccharides [35, 36] and will reduce the digestibility of the proteins and the availability of the nutrients in the gut. Interestingly, the highest tannin concentration was found in the variety of Lalo, with the average value of 3337.2 mg/100 g. Different tannin concentration of sorghum was previously reported by [37, 38] who found 10 mg/100 g to 351 mg/100 g and 0.021 to 0.681%. Besides, [39] in Tanzania reported a range of tannin content for 12 sorghum varieties which was found to be 2.18% to 5.76%. Food crops having high antinutritional content may not be good for food consumption, due to its negative impact on nutrient availability and digestibility unless processed very well. Besides, the sensory of the food product may not be accepted due to bitterness characteristics. So, the varieties Abshir, ESH-1, Esh-3, Gambela-1170, Macia, Meko-1, Melkam, and Teshale had very low tannin content and might be the best for food product making quality in both sensory attributes and mineral-protein bioavailability. In the developing country which has a high population growth rate, deficiency of mineral nutrient and protein source food is a critical problem. Mineral nutrients play an important role in the development of the human body [40]. In this study, important micronutrient mineral contents were investigated including phosphorus (P), magnesium (Mg), potassium (K), and sodium (Na). “P” concentration ranged from 112.554 mg/100 g (Melkam) to 367.965 mg/100 g (Macia). The results of “P” in this experiment are consistent with reports of [41, 42] who reported “P” concentration values ranging from 1498 mg kg−1 to 3787.25 mg kg−1 and 2505.83 mg kg–1 to 3453 mg kg–1. Some results of “P” were found below the reports, and it may arise from the soil type of the environment and the variety variability. Sodium “Na” concentration varied from 2.229 to 6.151 mg/100 g which is in agreement with the report of [41] that reported “Na” concentration varying from 11.5 to 54.38 mg/kg, 6.3 to 7.0 mg/100 g, and 5.83 to 6.18 mg/100 g, respectively. “Mg” concentration of this study varied between 207.53 mg/100 g and 62.09 mg/100 g. The result of “Mg” is fully in agreement with [31] who found a concentration of “Mg” ranging from 65.00 to 375.26 mg/100 g and 750 mg/kg to 1506.3 mg/kg. Calcium is a mineral necessary to build and maintain strong bones and teeth. The average calcium makes up about 2.3% of a person's body weight. The highest “Ca” content was obtained from Dagem (67.158 mg/100 g) whereas the lowest was found from Al-70 (9.594 mg/100 g) as shown in Figure 1. Dagem showed higher calcium value than other tested varieties. Accordingly, [41] report from 31 landraces of sorghum the highest and the lowest “Ca” concentration varying from 477.50 mg/kg to 207.50 mg/kg, respectively, and it is comparable to our findings. On the other hand, from the report of [31], “Ca” concentration for the popular varieties of sorghum ranged from 7.96 mg/100 g to 38.78 mg/100 g, and for the 91 germ plasma concentration, “Ca” varied from 2.10 mg/100 g to 255.26 mg/100 g. Iron and zinc are essential micronutrients in the body. Iron (Fe) is a core element in the synthesis of hemoglobin and myoglobin [43]. Its deficiency strongly relates to anemia, mental disorder, immunity problems [44] children's cognitive ability, poor pregnancy quality, and lower working capacity in adults [45]. Iron deficiency is mainly caused by low intake of heme iron and vitamin C. Iron contributes to the formation of heme enzymes and other Fe-containing enzymes that are important for energy production, immune defense, and thyroid function whereas zinc (Zn) is contributing as a good reducing agent. It can easily form a complex with other compounds including carbonates, phosphates, sulfates, oxalates, and phytates. An important function of zinc is an essential cofactor of more than 70 enzymes [46]. Its deficiency is ranked in the top five risk factors of disease and death in developing countries [47]. Zinc deficiency caused dermatitis, growth retardation, diarrhea, mental disturbances, and recurrent infections [48]. This deficiency generally relates to diet consumption with low zinc or high in phytates. Iron and zinc deficiency, a common nutritional disorder, is a substantial factor in health problems all over the world especially in the developing and low-income countries [48]. In the current research system of sorghum in Ethiopia, there is a need for further research to improve the iron and zinc contents of sorghum through modernizing breeding in addition to protein because of their high advantages in our body system in the processes of creating a healthy society. Due to micronutrient deficiency in food, interventions are targeting on iron and zinc deficiencies including dietary variation, food supplementation, (bio)fortification, and improvement in bioaccessibility and bioavailability. The finding shows that the highest “Fe” and “Zn” concentration is from Assossa-1 with the respective values of 14.08 mg/100 g and 6.484 mg/100 g. As reported in this study of [49] who found that the “Fe” content ranged from 4.70 to 14.05 mg per 100 g, the current study findings are also in line with this research report. Also, in [39], the iron concentration study on 12 varieties of sorghum from Tanzania showed iron content in the range of 5.50 mg/100 g to 182 mg/100 g. Zinc concentration varied from 0.698 mg/100 g to 6.484 mg/100 g. This is in accordance with reports of [22, 31, 50] but higher than the report of [41, 51]. In general, for iron, varieties Abshir, Abuare, Assossa-1, Birmash, Chiro, Macia, and Meko-1, whereas for Zinc, Abshir, Abuare, Assossa-1, Dekeba, ESH-1, Red Swazi, and Teshale, need to get attention for micronutrient enrichment for both food product development and for improving sorghum grain micronutrient quality. Accordingly, in the [52] research report, the grain of sorghum which has greater than 5 mg/100 g and 3.70 mg/100 g of Fe and Zn, respectively, has been recommended as the potential for grain micronutrient enrichment. The majority of Asian and African people consume sorghum as a whole grain. Although sorghum bran contains iron [53] phytate and sometimes tannins, depending on the cultivar, they reduce the availability of iron [54]. However, several studies have shown that in vitro bioavailability of iron and zinc improved by soaking and germination processing methods [55]. This research report reveals that both “K” and “P” were recorded in a dominant mineral in sorghum followed by “Mg,” and it has been stated by [56]. In general, the mineral contents of sorghum in this study were varied between the varieties, and it may arise from genotype differences, mineral concentration in the soil, environmental factors, and development period of the plants influence the final grain composition [41].

4.1. Pearson's Correlations

The tannin was negatively correlated with ash, fat, moisture, and protein as shown in Table 4, but the correlation is not significant except protein. Protein is significantly negatively correlated with tannin (P value, 0.0312). The protein of cereals is less digestible than animal proteins, due to the presence of different antinutritional factors. Tannin-protein interaction in sorghum involves hydrogen bonding and hydrophobic interactions whereby tannins are capable of binding and precipitating at least 12 times their weight of protein [57]. In the case of sorghum, protein is less digestible than that of other cereals, thus reducing the bioavailability of the protein. This poor digestibility is due to extensive polymerization of kafirins upon cooking and the presence of tannins in certain sorghum lines [28].

Table 4.

Pearson correlations of proximate compositions of sorghum.

Ash Fat Fiber Moisture Protein
Fat -0.0472
P value 0.7349
Fiber 0.2336 -0.0148
0.0891 0.9157
Moisture 0.0770 0.2682 -0.1220
0.5799 0.0499 0.3795
Protein 0.2580 -0.1173 0.2658 -0.0618
0.0597 0.3981 0.0520 0.6572
Tannin -0.1448 -0.1460 0.0494 -0.2665 -0.2935∗∗
0.2963 0.2922 0.7226 0.0514 0.0312∗∗

∗∗Significantly correlated.

5. Conclusion

In our investigation, we found that varieties of sorghum had shown differences in all tested parameters. Differences were attributed to the genetical difference of sorghum varieties, environmental conditions, and soil type. Varieties of sorghum have their nutritional quality. However, the researchers recommend that Assossa-1, Abuare, Abshir, Meko-1, Red Swazi, and Birmash varieties of sorghum will be a good source of iron and zinc micronutrient whereas Miskir, Muyra-2, ESH-4, and Karimtams for protein content. To summarize, Abshir, ESH-1, Meko-1, Red Swazi, and Karimtams contain a well-adjusted protein, mineral (Fe, Zn, and Ca), and less tannin content. So, the food industries, consumers, and breeders need to be considering those selected varieties for food product development and for generating quality sorghum grain for combatting malnutrition in our country. Thus, in the light of scientific data of the present investigation, it may be concluded that evaluating the nutritional values of different varieties of sorghum is very important for designing and developing products of higher nutritional quality for ensuring food quality and helping the sorghum breeders for further improvement of varieties based on the nutrition aspect. In this study, the researchers recommend that low-income communities better use those selected varieties of sorghum to prevent the prevalence of childhood undernutrition since economic and contextual factors are strong determinants of child nutritional status [5860]. The researchers suggest that further study on the functional property of the flour, phytate, protein digestibility, and mineral bioavailability for selected sorghum varieties is needed.

Acknowledgments

This study was carried out with the financial support of the Ethiopian Institute of Agricultural Research (EIAR), Agricultural and Nutrition Research Directorate. The authors are indebted to the Ethiopian Institute of Agricultural Research (EIAR), Melkasa Agricultural Research Center. We would like to thank the National Sorghum Research Team of Melkassa Agricultural Research Center for providing quality samples of sorghum varieties with detailed information of each variety. Special thanks go to Dr. Gashawbeza Ayalew for his effort in enriching this study while preparing the full write-up of the manuscript.

Data Availability

We assure that the data availability is a must and all the results are available.

Conflicts of Interest

The authors declare that they have no conflicts of interest.

References

  • 1.Zhao Z.-Y., Che P., Glassman K., Albertsen M. Nutritionally enhanced sorghum for the arid and semiarid tropical areas of Africa. In: Zhao Z. Y., Dahlberg J., editors. Sorghum. Vol. 1931. New York, NY, USA: Humana Press; 2019. (Methods in Molecular Biology). [DOI] [PubMed] [Google Scholar]
  • 2.Dicko M. H., Gruppen H., Traoré A. S., Voragen A. G., van Berkel W. J. Sorghum grain as human food in Africa: relevance of content of starch and amylase activities. African Journal of Biotechnology. 2006;5(5):384–395. [Google Scholar]
  • 3.Kumar S. V., Sajeevkumar V., George J., Kumar S. Enhancing properties of polyvinyl alcohol film using sorghum starch nanocrystals – a cost effective filler from natural source. Defence Life Science Journal. 2017;2(2):169–177. doi: 10.14429/dlsj.2.11380. [DOI] [Google Scholar]
  • 4.Spielman D. J., Kelemwork D., Alemu D. Food and agriculture in Ethiopia: Progress and policy challenges. International Food Policy Research Institute (IFPRI); 2012. Seed, fertilizer, and agricultural extension in Ethiopia; pp. 190–216. [Google Scholar]
  • 5.Boudries N., Belhaneche N., Nadjemi B., et al. Physicochemical and functional properties of starches from sorghum cultivated in the Sahara of Algeria. Carbohydrate Polymers. 2009;78(3):475–480. doi: 10.1016/j.carbpol.2009.05.010. [DOI] [Google Scholar]
  • 6.Horwitz W. Official Methods of Analysis of AOAC International 17th Edition. Gaithersburg, MD, USA: Journal of the Association of Official Analytical Chemists; 2000. [Google Scholar]
  • 7.Pearson D. Butterworth International Conference on Appplied. Butter Worth; 1976. The Dictionary of Nutrition and Food Technology. [Google Scholar]
  • 8.Edeoga H., Okwu D., Mbaebie B. Minerals and nutritive value of some Nigerian medicinal plants. Journal of Medicinal and Aromatic Plant Science. 2003;25:1010–1015. [Google Scholar]
  • 9.Burns R. E. Method for estimation of tannin in grain sorghum 1. Agronomy Journal. 1971;63(3):511–512. doi: 10.2134/agronj1971.00021962006300030050x. [DOI] [Google Scholar]
  • 10.Maxson E., Rooney L. Evaluation of methods for tannin analysis in sorghum grain. Cereal Chemistry. 1972;49(6):p. 719. [Google Scholar]
  • 11.Steel R. G. D., Torrie J. H. Principles and Procedures of Statistics. New York, Toronto, London: McGraw-Hill Book Company, Inc.; 1960. [Google Scholar]
  • 12.Chan S. S. L., Ferguson E. L., Bailey K., Fahmida U., Harper T. B., Gibson R. S. The concentrations of iron, calcium, zinc and phytate in cereals and legumes habitually consumed by infants living in East Lombok, Indonesia. Journal of Food Composition and Analysis. 2007;20(7):609–617. doi: 10.1016/j.jfca.2007.03.003. [DOI] [Google Scholar]
  • 13.Salgueiro M. J., Zubillaga M. B., Lysionek A. E., Caro R. A., Weill R., Boccio J. R. The role of zinc in the growth and development of children. Nutrition. 2002;18(6):510–519. doi: 10.1016/S0899-9007(01)00812-7. [DOI] [PubMed] [Google Scholar]
  • 14.Onimawo I. A., Oteno F., Orokpo G., Akubor P. I. Physicochemical and nutrient evaluation of African bush mango (Irvingia gabonensis) seeds and pulp. Plant Foods for Human Nutrition. 2003;58(3):1–6. doi: 10.1023/b:qual.0000040320.33549.df. [DOI] [Google Scholar]
  • 15.Moharram Y., Youssef A. Developments in Food Science. Elsevier; 1995. Sorghum grain and quality of its edible products; pp. 111–146. [Google Scholar]
  • 16.Chung I.-M., Kim E. H., Yeo M. A., Kim S. J., Seo M.–. C., Moon H. I. Antidiabetic effects of three Korean sorghum phenolic extracts in normal and streptozotocin-induced diabetic rats. Food Research International. 2011;44(1):127–132. doi: 10.1016/j.foodres.2010.10.051. [DOI] [Google Scholar]
  • 17.Pontieri P., Di Fiore R., Troisi J., et al. Chemical composition and fatty acid content of white food sorghums grown in different environments. Maydica. 2012;56(1) [Google Scholar]
  • 18.Hamad R. M. E. Preliminary studies on the popping characteristics of sorghum grains. Sudan Academy of Sciences, Khartoum (Sudan), Thesis/Dissertation, INIS; 2006. [Google Scholar]
  • 19.Bryden W., Selle P. H., Cadogan D. J., et al. A review of the nutritive value of sorghum for broilers, Publication No. 09/077. Canberra, Australia: Rural Industries Research and Development Corporation (RIRDC); 2009. [Google Scholar]
  • 20.Okoh P. N., Obilana A. T., Njoku P. C., Aduku A. O. Proximate analysis, amino acid composition and tannin content of improved Nigerian sorghum varieties and their potential in poultry feeds. Animal Feed Science and Technology. 1982;7(4):359–364. doi: 10.1016/0377-8401(82)90005-0. [DOI] [Google Scholar]
  • 21.Buffo R. A., Weller C. L., Parkhurst A. M. Relationships among grain sorghum quality factors. Cereal Chemistry. 1998;75(1):100–104. doi: 10.1094/CCHEM.1998.75.1.100. [DOI] [Google Scholar]
  • 22.Jambunathan R. Improvement of the nutritional quality of sorghum and pearl millet. Food and Nutrition Bulletin. 1980;2(1):1–6. doi: 10.1177/156482658000200111. [DOI] [Google Scholar]
  • 23.Jambunathan R., Singh U., Subramanian V. Grain Quality of Sorghum, Pearl Millet, Pigeon-pea, and Chick-pea. Patancheru, India: International Crops Research Institute for the Semi-arid Tropics; 1981. [Google Scholar]
  • 24.Nilka de Oliveira M., Ponte Freitas A., Urano Carvalho A., et al. Nutritive and non-nutritive attributes of washed-up seaweeds from the coast of Ceara, Brazil. Food Chemistry. 2009;115(1):254–259. doi: 10.1016/j.foodchem.2008.12.004. [DOI] [Google Scholar]
  • 25.Elleuch M., Bedigian D., Roiseux O., Besbes S., Blecker C., Attia H. Dietary fibre and fibre-rich by-products of food processing: characterisation, technological functionality and commercial applications: a review. Food Chemistry. 2011;124(2):411–421. doi: 10.1016/j.foodchem.2010.06.077. [DOI] [Google Scholar]
  • 26.Desai B. B., Inamdar D. G., Chavan U. D., Naik R. M. Proximate composition and protein-fractions of some promising sorghum cultivars. Journal of Maharashtra Agricultural Universities. 1984;9:p. 263. [Google Scholar]
  • 27.Neucere N. J., Sumrell G. Chemical composition of different varieties of grain sorghum. Journal of Agricultural and Food Chemistry. 1980;28(1):19–21. doi: 10.1021/jf60227a022. [DOI] [PubMed] [Google Scholar]
  • 28.Duodu K. G., Taylor J. R. N., Belton P. S., Hamaker B. R. Factors affecting sorghum protein digestibility. Journal of Cereal Science. 2003;38(2):117–131. doi: 10.1016/S0733-5210(03)00016-X. [DOI] [Google Scholar]
  • 29.Duodu K. G., Nunes A., Delgadillo I., et al. Effect of grain structure and cooking on sorghum and maize in vitro protein digestibility. Journal of Cereal Science. 2002;35(2):161–174. doi: 10.1006/jcrs.2001.0411. [DOI] [Google Scholar]
  • 30.Johnson W. B., Ratnayake W. S., Jackson D. S., et al. Factors affecting the alkaline cooking performance of selected corn and sorghum hybrids. Cereal Chemistry. 2010;87(6):524–531. doi: 10.1094/CCHEM-06-10-0087. [DOI] [Google Scholar]
  • 31.Badigannavar A., Girish G., Ramachandran V., Ganapathi T. R. Genotypic variation for seed protein and mineral content among post-rainy season-grown sorghum genotypes. The Crop Journal. 2016;4(1):61–67. doi: 10.1016/j.cj.2015.07.002. [DOI] [Google Scholar]
  • 32.Gu-Ayebeafo Okrah S. Screening of six local sorghum varieties for their malting and brewing qualities. MS.c. Thesis Degree in Food Science and Technology, KNUSTSpace; 2008. http://dspace.knust.edu.gh/ [Google Scholar]
  • 33.Deosthale Y., Nagarajan V., Rao K. V. Some factors influencing the nutrient composition of sorghum grain. Indian Journal of Agricultural Sciences. 1972;42:100–108. [Google Scholar]
  • 34.Selle P. H., Cadogan D. J., Li X., Bryden W. L. Implications of sorghum in broiler chicken nutrition. Animal Feed Science and Technology. 2010;156(3-4):57–74. doi: 10.1016/j.anifeedsci.2010.01.004. [DOI] [Google Scholar]
  • 35.Choct M., Hughes R. J. Chemical and physical characteristics of grains related to variability in energy and amino acid availability in poultry. Australian Journal of Agricultural Research. 1999;50(5):689–702. doi: 10.1071/AR98161. [DOI] [Google Scholar]
  • 36.Kondo M., Kita K., Yokota H.-o. Ensiled or oven-dried green tea by-product as protein feedstuffs: effects of tannin on nutritive value in goats. Asian-Australasian Journal of Animal Sciences. 2007;20(6):880–886. doi: 10.5713/ajas.2007.880. [DOI] [Google Scholar]
  • 37.Radhakrishnan M. R., Sivaprasad J. Tannin content of sorghum varieties and their role in iron bioavailability. Journal of Agricultural and Food Chemistry. 1980;28(1):55–57. doi: 10.1021/jf60227a038. [DOI] [PubMed] [Google Scholar]
  • 38.Sedghi M., Golian A., Soleimani-Roodi P., Ahmadi A., Aami-Azghadi M. Relationship between color and tannin content in sorghum grain: application of image analysis and artificial neural network. Brazilian Journal of Poultry Science. 2012;14(1):57–62. doi: 10.1590/S1516-635X2012000100010. [DOI] [Google Scholar]
  • 39.Kaijage J., Mutayoba S., Katule A. Chemical composition and nutritive value of Tanzanian grain sorghum varieties. Livestock Research for Rural Development. 2014;26:p. 177. [Google Scholar]
  • 40.Ng’uni D., Geleta M., Hofvander P., Fatih M., Bryngelsson T. Comparative genetic diversity and nutritional quality variation among some important Southern African sorghum accessions [‘Sorghum bicolor’(L.) Moench] Australian Journal of Crop Science. 2012;6(1):p. 56. [Google Scholar]
  • 41.Shegro A., Shargie N. G., van Biljon A., Labuschagne M. T. Diversity in starch, protein and mineral composition of sorghum landrace accessions from Ethiopia. Journal of Crop Science and Biotechnology. 2012;15(4):275–280. doi: 10.1007/s12892-012-0008-z. [DOI] [Google Scholar]
  • 42.Gerrano A., Labuschagne M. T., van Biljon A., Shargie N. G. Quantification of mineral composition and total protein content in sorghum [Sorghum bicolor (L.) Moench] genotypes. Cereal Research Communications. 2016;44(2):272–285. doi: 10.1556/0806.43.2015.046. [DOI] [Google Scholar]
  • 43.Nkhata S. G., Ustunol Z., Menevseoglu A. Iron fortification of yogurt and pasteurized milk, [M.S. thesis] Michigan State University; 2013. Food Science-Master of Science. [Google Scholar]
  • 44.Gaucheron F. Iron fortification in dairy industry. Trends in Food Science & Technology. 2000;11(11):403–409. doi: 10.1016/S0924-2244(01)00032-2. [DOI] [Google Scholar]
  • 45.Derbyshire E., Brennan C. S., Li W., Bokhari F. Iron deficiency–is there a role for the food industry? International Journal of Food Science & Technology. 2010;45(12):2443–2448. doi: 10.1111/j.1365-2621.2010.02431.x. [DOI] [Google Scholar]
  • 46.Berdanier C. D., Berdanier L. A. Advanced nutrition: macronutrients, micronutrients, and metabolism. CRC Press; 2015. [Google Scholar]
  • 47.World Health Organization. The world health report 2002: reducing risks, promoting healthy life. World Health Organization; 2002. [Google Scholar]
  • 48.Dary O., Hurrell R. Guidelines on Food Fortification with Micronutrients. Geneva: Switzerland World Health Organization, Food and Agricultural Organization of the United Nations; 2006. [Google Scholar]
  • 49.Deosthale Y., Belavady B. Mineral and trace element composition of sorghum grain: effect of variety, location and application of the nitrogen fertilizer. Indian Journal of Nutrition and Dietetics. 1978;15(9):302–308. [Google Scholar]
  • 50.Kayodé A. P., Linnemann A. R., Hounhouigan J. D., Nout M. J., van Boekel M. Genetic and environmental impact on iron, zinc, and phytate in food sorghum grown in Benin. Journal of Agricultural and Food Chemistry. 2006;54(1):256–262. doi: 10.1021/jf0521404. [DOI] [PubMed] [Google Scholar]
  • 51.Patekar S., Moreand D., Hashmi S. Studies on physico-chemical properties and minerals content from different sorghum genotypes. Journal of Pharmacognosy and Phytochemistry. 2017;6(5):600–604. [Google Scholar]
  • 52.Ashok Kumar A., Reddy B. V., Ramaiah B., Sanjana Reddy P., Sahrawat K. L., Upadhyaya H. D. Genetic variability and plant character association of grain Fe and Zn in selected core collection accessions of sorghum germplasm and breeding lines. Journal of SAT Agricultural Research. 2009;7:1–4. [Google Scholar]
  • 53.Mahgoub S. E., Elhag S. A. Effect of milling, soaking, malting, heat-treatment and fermentation on phytate level of four Sudanese sorghum cultivars. Food Chemistry. 1998;61(1-2):77–80. doi: 10.1016/S0308-8146(97)00109-X. [DOI] [Google Scholar]
  • 54.Hunt J. R. Bioavailability of iron, zinc, and other trace minerals from vegetarian diets. The American Journal of Clinical Nutrition. 2003;78(3):633S–639S. doi: 10.1093/ajcn/78.3.633S. [DOI] [PubMed] [Google Scholar]
  • 55.Afify A. E.-M. M., El-Beltagi H. S., Abd El-Salam S. M., Omran A. A. Bioavailability of iron, zinc, phytate and phytase activity during soaking and germination of white sorghum varieties. PLoS One. 2011;6(10, article e25512) doi: 10.1371/journal.pone.0025512. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 56.Khalil J., Sawaya W. N., Safi W. J., Al-Mohammad H. M. Chemical composition and nutritional quality of sorghum flour and bread. Plant Foods for Human Nutrition. 1984;34(2):141–150. doi: 10.1007/BF01094842. [DOI] [Google Scholar]
  • 57.Butler L. G., Riedl D. J., Lebryk D. G., Blytt H. J. Interaction of proteins with sorghum tannin: mechanism, specificity and significance. Journal of the American Oil Chemists’ Society. 1984;61(5):916–920. doi: 10.1007/BF02542166. [DOI] [Google Scholar]
  • 58.Hatløy A., Hallund J., Diarra M. M., Oshaug A. Food variety, socioeconomic status and nutritional status in urban and rural areas in Koutiala (Mali) Public Health Nutrition. 2000;3(1):57–65. doi: 10.1017/s1368980000000628. [DOI] [PubMed] [Google Scholar]
  • 59.Agee M. D. Reducing child malnutrition in Nigeria: combined effects of income growth and provision of information about mothers’ access to health care services. Social Science & Medicine. 2010;71(11):1973–1980. doi: 10.1016/j.socscimed.2010.09.020. [DOI] [PubMed] [Google Scholar]
  • 60.Kanjilal B., Mazumdar P., Mukherjee M., Rahman M. H. Nutritional status of children in India: household socio-economic condition as the contextual determinant. International Journal for Equity in Health. 2010;9(1):p. 19. doi: 10.1186/1475-9276-9-19. [DOI] [PMC free article] [PubMed] [Google Scholar]

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Data Availability Statement

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