| Literature DB >> 35878211 |
Abdi Mohammed1, Zelalem Bekeko1, Mawardi Yusufe2, Michael Sulyok3, Rudolf Krska3,4.
Abstract
Sorghum is the main staple food crop in developing countries, including Ethiopia. However, sorghum grain quantity and quality are affected by contaminating fungi both under field and post-harvest stage. The aim of the current study was to assessed fungal species and multi-mycotoxins associated with sorghum grain in post-harvest samples collected from eastern Ethiopia. Fungal genera of Aspergillus, Alternaria, Bipolaris, Fusarium, Mucor, Penicillium, and Rhizoctonia were recovered in the infected grain. A liquid chromatography-tandem mass spectrometric (LC-MS/MS) was used for quantification of multiple mycotoxins/fungal metabolites. Overall, 94 metabolites were detected and grouped into eight categories. All metabolites were detected either in one or more samples. Among major mycotoxins and derivatives, deoxynivalenol (137 μg/kg), zearalenone (121 μg/kg), ochratoxin A (115 μg/kg), and fumonisin B1 (112 μg/kg) were detected with maximum concentrations, while aflatoxin B1 had relatively lower concentrations (23.6 μg/kg). Different emerging mycotoxins were also detected, with tenuazonic acid (1515 μg/kg) occurring at the maximum concentration among Alternaria metabolites. Fusaric acid (2786 μg/kg) from Fusarium metabolites and kojic acid (4584 μg/kg) were detected with the maximum concentration among Fusarium and Aspergillus metabolites, respectively. Unspecific metabolites were recognized with neoechinulin A (1996 μg/kg) at the maximum concentration, followed by cyclo (L-Pro-L-Tyr) (574 μg/kg) and cyclo (L-Pro-L-Val) (410 μg/kg). Moreover, metabolites form other fungal genera and bacterial metabolites were also detected at varying levels. Apparently, the study revealed that sorghum grains collected across those districts were significantly contaminated with co-occurrences of several mycotoxins. Farmers should be the main target groups to be trained on the improved management of sorghum production.Entities:
Keywords: eastern Ethiopia; multi-mycotoxins; sorghum grain
Mesh:
Substances:
Year: 2022 PMID: 35878211 PMCID: PMC9315719 DOI: 10.3390/toxins14070473
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 5.075
Figure 1Incidences of infected samples by different fungal species across the sampled districts.
Figure 2Prevalence of sorghum grain samples’ contaminated fungi.
Incidence (%) of mycotoxins contaminated sorghum grain samples (n = 80) from different districts of Eastern Ethiopia, from the 2021 harvesting season.
| Mycotoxins Group | Doba | Fedis | Goro Gutu | Miesso |
|---|---|---|---|---|
| Major mycotoxins and derivatives | 40.0 | 15.0 | 40.0 | 65.0 |
| 95.0 | 100 | 100 | 100 | |
| 100 | 60.0 | 95.0 | 90.0 | |
| 100 | 100 | 100 | 100 | |
| 90.0 | 100 | 95.0 | 100 | |
| Metabolites from other fungal genera | 100 | 100 | 100 | 100 |
| Bacterial metabolites | 60.0 | 55.0 | 80.0 | 95.0 |
| Unspecified metabolites | 100 | 100 | 100 | 100 |
Multi-mycotoxin groups and metabolites detected in sorghum grain samples (n = 80) collected at post-harvest stage from eastern Ethiopia, 2021 harvesting season.
| Mycotoxins Group | Specific Metabolites | % Positive Samples | Concentration (μg/kg) | ||
|---|---|---|---|---|---|
| Mean | Median | Max | |||
| Major mycotoxins and derivatives | Aflatoxin B1 | 1 (1.25) | 0.29 | <LOD | 23.6 |
| Aflatoxin B2 | 1 (1.25) | 0.01 | <LOD | 0.79 | |
| Aflatoxin G1 | 1 (1.25) | 0.01 | <LOD | 0.62 | |
| Ochratoxin A | 4 (5.0) | 2.89 | <LOD | 115 | |
| Ochratoxin B | 4 (5.0) | 0.28 | <LOD | 13.8 | |
| Fumonisin B1 | 5 (6.25) | 2.78 | <LOD | 112 | |
| Fumonisin B2 | 2 (2.5) | 0.52 | <LOD | 30.3 | |
| Deoxynivalenol | 5 (6.25) | 2.70 | <LOD | 137 | |
| Nivalenol | 13 (16) | 1.66 | <LOD | 22.3 | |
| Monoacetoxyscirpenol | 8 (10) | 2.38 | <LOD | 59.1 | |
| Diacetoxyscirpenol | 13 (16) | 0.88 | <LOD | 15.3 | |
| Zearalenone | 19 (24) | 3.62 | <LOD | 121 | |
| alpha-Zearalenol | 1 (1.25) | 0.08 | <LOD | 6.52 | |
| Moniliformin | 74 (93) | 58.0 | 25.62 | 437 | |
| Beauvericin | 17 (21) | 0.57 | <LOD | 10.2 | |
| Enniatin A1 | 2 (2.50) | 0.02 | <LOD | 0.95 | |
| Enniatin B | 8 (10) | 0.02 | <LOD | 0.65 | |
| Enniatin B1 | 3 (3.75) | 0.03 | <LOD | 1.14 | |
| Antibiotic Y | 3 (3.75) | 0.15 | <LOD | 8.29 | |
| Aurofusarin | 15 (19) | 4.79 | <LOD | 116 | |
| Bikaverin | 67 (84) | 80.9 | 42.3 | 468 | |
| Chrysogin | 20 (25) | 1.72 | <LOD | 34 | |
| Deoxyfusapyron | 39 (49) | 14.8 | <LOD | 306 | |
| Epiequisetin | 4 (5.00) | 0.02 | <LOD | 0.61 | |
| Equisetin | 23 (29) | 2.42 | <LOD | 32.9 | |
| Fusapyron | 7 (8.80) | 0.99 | <LOD | 27.3 | |
| Fusaric acid | 43 (54) | 204 | 36.6 | 2790 | |
| Gibepyron D | 2 (2.50) | 1.18 | <LOD | 50.9 | |
| Sambutoxin | 6 (7.50) | 0.02 | <LOD | 0.71 | |
| Siccanol | 70 (88) | 240 | 110 | 2374 | |
| W493 | 6 (7.50) | 1.25 | <LOD | 31.9 | |
| Sterigmatocystin | 24 (30) | 2.80 | <LOD | 50.5 | |
| Methoxysterigmatocystin | 5 (6.25) | 0.80 | <LOD | 29.7 | |
| Versicolorin C | 8 (10) | 0.19 | <LOD | 6.08 | |
| Averufin | 23 (29) | 0.66 | <LOD | 11.7 | |
| 8-O-Methylaverufin | 12 (15) | 0.32 | <LOD | 8.54 | |
| Kojic acid | 8 (10) | 197 | <LOD | 4580 | |
| 3-Nitropropionic acid | 49 (61) | 67.8 | 9.07 | 817 | |
| Asperflavine | 27 (34) | 3.83 | <LOD | 63 | |
| Asperfuran | 28 (35) | 218 | <LOD | 2630 | |
| Asperloxine A | 1 (1.25) | 0.04 | <LOD | 3.05 | |
| Aspochracin | 8 (10) | 6.42 | <LOD | 226 | |
| Sydonic acid | 2 (2.50) | 0.04 | <LOD | 2.77 | |
| Viomellein | 2 (2.50) | 21.2 | <LOD | 1410 | |
| Mycophenolic acid | 48 (60) | 242 | 8.40 | 8300 | |
| Mycophenolic acid IV | 16 (20) | 1.13 | <LOD | 47 | |
| 1-Deoxypebrolide | 38 (48) | 5.46 | <LOD | 127 | |
| 7-Hydroxypestalotin | 6 (7.50) | 0.44 | <LOD | 13.4 | |
| Barceloneic acid | 13 (16) | 1.27 | <LOD | 32.8 | |
| Chanoclavin | 4 (5.00) | 0.06 | <LOD | 1.71 | |
| Cycloaspeptide A | 5 (6.25) | 1.28 | <LOD | 90.5 | |
| Cyclopenin | 4 (5.00) | 0.08 | <LOD | 2.47 | |
| Cyclopenol | 5 (6.25) | 0.93 | <LOD | 33.5 | |
| Dechlorogriseofulvin | 6 (7.50) | 0.52 | <LOD | 23.5 | |
| Dehydrogriseofulvin | 2 (2.50) | 0.01 | <LOD | 0.47 | |
| F01 1358-A | 1 (1.25) | 0.10 | <LOD | 8.38 | |
| Flavoglaucin | 80 (100) | 128 | 12.8 | 1870 | |
| Griseofulvin | 15 (19) | 0.96 | <LOD | 25.3 | |
| NP1793 | 5 (6.25) | 3.23 | <LOD | 129 | |
| O-Methylviridicatin | 4 (5.00) | 0.08 | <LOD | 5.29 | |
| Penicillic acid | 3 (3.75) | 0.66 | <LOD | 27.9 | |
| Quinolactacin A | 4 (5.00) | 0.07 | <LOD | 3.78 | |
| Quinolactacin B | 1 (1.25) | 0.01 | <LOD | 0.41 | |
| PF 1163A | 2 (2.50) | 0.02 | <LOD | 1.33 | |
| Rugulovasine A | 5 (6.25) | 0.58 | <LOD | 24.8 | |
| Tenuazonic acid | 74 (93) | 155 | 70.5 | 1520 | |
| Alternariol | 47 (59) | 3.39 | 0.73 | 46.4 | |
| Alternariolmethylether | 40 (50) | 2.38 | 0.26 | 35.2 | |
| Tentoxin | 46 (58 | 1.07 | 0.45 | 9.33 | |
| Macrosporin | 57 (71) | 5.61 | 2.32 | 77.1 | |
| Radicinin | 13 (16) | 6.19 | <LOD | 126 | |
| Metabolites from other fungal genera | Abscisic acid | 80 (100) | 17.5 | 15.8 | 46.5 |
| Cytochalasin B | 2 (2.50) | 1.45 | <LOD | 109 | |
| Destruxin A | 3 (3.75) | 0.06 | <LOD | 2.37 | |
| Monocerin | 50 (63) | 6.05 | 0.69 | 119 | |
| Preussin | 5 (6.25) | 0.61 | <LOD | 28.3 | |
| Terphenyllin | 26 (33) | 61.6 | <LOD | 1980 | |
| Terrein | 1 (1.25) | 1.49 | <LOD | 120 | |
| Trichodermamide C | 4 (5.00) | 0.40 | <LOD | 11.1 | |
| Bacterial metabolites | Chloramphenicol | 55 (69) | 0.39 | 0.24 | 4.98 |
| Monactin | 2 (2.50) | 0.02 | <LOD | 1.06 | |
| Nonactin | 4 (5.00) | 0.12 | <LOD | 5.4 | |
| Puromycin | 3 (3.75) | 0.35 | <LOD | 14.1 | |
| Unspecific metabolites | Asperglaucide | 32 (40) | 76.52 | <LOD | 1583 |
| Brevianamid F | 26 (33) | 2.86 | <LOD | 110 | |
| cyclo(L-Pro-L-Tyr) | 80 (100) | 33.58 | 20.90 | 574 | |
| cyclo(L-Pro-L-Val) | 8 (10) | 5.71 | <LOD | 410 | |
| Emodin | 30 (38) | 1.13 | <LOD | 24.6 | |
| Fallacinol | 22 (28) | 3.32 | <LOD | 46 | |
| N-Benzoyl-Phenylalanine | 25 (31) | 2.56 | <LOD | 51 | |
| Neoechinulin A | 44 (55) | 172 | 7.85 | 2000 | |
| Neoechinulin D | 54 (68) | 27.5 | 0.94 | 329 | |
| Physcion | 18 (23) | 21.2 | <LOD | 309 | |
| Tryptophol | 11 (14) | 5.08 | <LOD | 210 | |
LOD = Limit of Detection.
Concentrations (μg/kg) of means and standard deviations (SD) of multi-mycotoxins detected in sorghum samples of 2021, across the sampled districts.
| Mycotoxin Groups | Specific Metabolites | Doba | Fedis | Goro Gutu | Miesso |
|---|---|---|---|---|---|
| Means ± SD | Means ± SD | Means ± SD | Means ± SD | ||
| Major mycotoxins and derivatives | Aflatoxin B1 | <LOD | <LOD | 1.18 ± 5.28 | <LOD |
| Aflatoxin B2 | <LOD | <LOD | 0.04 ± 0.18 | <LOD | |
| Aflatoxin G1 | <LOD | <LOD | 0.03 ± 0.14 | <LOD | |
| Ochratoxin A | 7.86 ± 26.2 | <LOD | 3.71 ± 16.57 | <LOD | |
| Ochratoxin B | 0.43 ± 1.10 | <LOD | 0.69 ± 3.08 | <LOD | |
| Fumonisin B1 | 7.00 ± 25.45 | <LOD | <LOD | 4.12 ± 9.50 | |
| Fumonisin B2 | 1.52 ± 6.78 | <LOD | <LOD | 0.58 ± 2.59 | |
| Deoxynivalenol | 8.45 ± 30.74 | <LOD | <LOD | 2.36 ± 7.96 | |
| Nivalenol | <LOD | 0.51 ± 2.28 | 1.08 ± 2.77 | 5.05 ± 7.13 | |
| Monoacetoxyscirpenol | 1.08 ± 4.83 | 2.96 ± 13.22 | <LOD | 5.49 ± 10.1 | |
| Diacetoxyscirpenol | 0.70 ± 3.13 | 0.76 ± 3.42 | 0.24 ± 0.92 | 1.84 ± 3.47 | |
| Zearalenone | 2.15 ± 7.65 | 0.08 ± 0.38 | 9.47 ± 27.97 | 2.77 ± 5.98 | |
| alpha-Zearalenol | <LOD | <LOD | 0.33 ± 1.46 | <LOD | |
| Moniliformin | 26.5 ± 38.1 | 27.1 ± 22.3 | 29.5 ± 27.9 | 149 ±99.1 | |
| Beauvericin | 0.14 ± 047 | 0.06 ± 0.15 | 0.56 ± 2.19 | 1.53 ± 2.95 | |
| Enniatin A1 | <LOD | <LOD | 0.09 ± 0.28 | <LOD | |
| Enniatin B | 0.02 ± 0.01 | 0.01 ± 0.02 | 0.07 ± 0.17 | 0.01 ± 0.03 | |
| Enniatin B1 | <LOD | 0.02 ± 0.07 | 0.09 ± 0.31 | <LOD | |
| Antibiotic Y | <LOD | 0.15 ± 0.65 | <LOD | 0.47 ± 1.86 | |
| Aurofusarin | 1.37 ± 5.54 | 2.76 ± 12.36 | 5.13 ± 16.8 | 9.92 ± 26.14 | |
| Bikaverin | 23.1 ± 51.1 | 68.3 ± 41.8 | 50.2 ± 98.6 | 182 ± 111 | |
| Chrysogin | 2.53 ± 7.73 | <LOD | 2.48 ± 3.84 | 1.85 ± 2.62 | |
| Deoxyfusapyron | 3.53 ± 13.9 | 10.5 ± 20.5 | 4.66 ± 11.5 | 40.4 ± 66.1 | |
| Epiequisetin | 0.02 ± 0.08 | 0.02 ± 0.07 | <LOD | 0.05 ± 0.15 | |
| Equisetin | 0.97 ± 3.11 | 0.97 ± 2.26 | 2.92 ± 6.63 | 4.79 ± 8.53 | |
| Fusapyron | <LOD | <LOD | 0.50 ± 2.26 | 3.49 ± 6.83 | |
| Fusaric acid | 41.8 ± 115 | 65.4 ± 80.8 | 82.4 ± 184 | 628 ± 649 | |
| Gibepyron D | <LOD | <LOD | <LOD | 4.73 ± 14.6 | |
| Sambutoxin | 0.01 ± 0.02 | <LOD | <LOD | 0.06 ± 0.17 | |
| Siccanol | 46.5 ± 47.9 | 274 ± 502 | 135 ± 243 | 506 ± 544 | |
| W493 | 0.76 ± 3.39 | 1.55 ± 6.93 | 2.53 ± 7.49 | 0.15 ± 0.67 | |
| Sterigmatocystin | 2.86 ± 11.27 | 2.18 ± 4.74 | 1.66 ± 4.88 | 4.49 ± 11.0 | |
| Methoxysterigmatocystin | 1.78 ± 6.70 | 0.06 ± 0.27 | 1.38 ± 4.33 | <LOD | |
| Versicolorin C | 0.34 ± 1.36 | 0.11 ± 0.37 | 0.29 ± 0.72 | 0.04 ± 0.19 | |
| Averufin | 0.73 ± 2.64 | 0.48 ± 0.82 | 0.82 ± 2.29 | 0.59 ± 1.44 | |
| 8-O-Methylaverufin | 0.13 ± 0.52 | 0.07 ± 0.22 | 0.37 ± 1.51 | 0.73 ± 1.98 | |
| Kojic acid | 235 ± 1024 | <LOD | 546 ± 1301 | 9.31 ± 34.0 | |
| 3-Nitropropionic acid | 85.0 ± 115 | 9.47 ± 40.36 | 84.2 ± 124 | 92.7 ± 199 | |
| Asperflavine | 4.41 ± 10.23 | 9.55 ± 18.35 | 1.01 ± 1.66 | 0.34 ± 1.00 | |
| Asperfuran | 307 ± 639 | 92.2 ±149 | 235 ± 419 | 238 ± 466 | |
| Asperloxine A | 0.15 ± 0.68 | <LOD | <LOD | <LOD | |
| Aspochracin | 1.77 ± 5.54 | 11.3 ± 50.6 | 4.12 ± 15.1 | 8.49 ± 36.2 | |
| Sydonic acid | <LOD | 0.14 ± 0.62 | 0.03 ± 0.11 | <LOD | |
| Viomellein | 70.6 ± 316 | <LOD | 14.1 ± 63.1 | <LOD | |
| Mycophenolic acid | 167 ± 273 | 33.8 ±138 | 763 ±1801 | 3.07 ± 5.57 | |
| Mycophenolic acid IV | 0.70 ± 1.37 | 0.32 ± 1.45 | 3.51 ± 10.4 | <LOD | |
| 1-Deoxypebrolide | 8.50 ± 8.53 | 0.12 ± 0.53 | 13.21 ± 27.6 | <LOD | |
| 7-Hydroxypestalotin | <LOD | <LOD | 1.75 ± 3.34 | <LOD | |
| Barceloneic acid | <LOD | 0.75 ± 2.37 | <LOD | 4.31 ± 7.34 | |
| Chanoclavin | 0.10 ± 0.31 | <LOD | 0.05 ± 0.24 | 0.08 ± 0.38 | |
| Cycloaspeptide A | <LOD | 4.55 ± 20.2 | <LOD | 0.60 ± 2.23 | |
| Cyclopenin | 0.03 ± 0.16 | 0.12 ± 0.55 | 0.16 ± 0.55 | <LOD | |
| Cyclopenol | 1.04 ± 4.67 | 0.22 ± 0.97 | 2.48 ± 7.73 | <LOD | |
| Dechlorogriseofulvin | 1.57 ± 5.33 | 0.27 ± 1.19 | 0.11 ± 0.48 | 0.14 ± 0.63 | |
| Dehydrogriseofulvin | 0.01 ± 0.03 | <LOD | 0.02 ± 0.11 | <LOD | |
| F01 1358-A | <LOD | <LOD | 0.42 ± 1.87 | <LOD | |
| Flavoglaucin | 267 ± 471 | 118 ± 181 | 91.3 ± 148 | 34.5 ± 64.5 | |
| Griseofulvin | 2.51 ± 6.68 | 0.52 ± 1.00 | 0.57 ± 1.13 | 0.23 ± 1.02 | |
| NP1793 | 0.92 ± 2.86 | 6.45 ± 28.9 | 1.85 ± 8.29 | 3.71 ± 16.6 | |
| O-Methylviridicatin | <LOD | 0.33 ± 1.19 | 0.01 ± 0.04 | <LOD | |
| Penicillic acid | 1.56 ± 6.24 | <LOD | 1.09 ± 4.90 | <LOD | |
| Quinolactacin A | 0.21 ± 0.84 | <LOD | 0.05 ± 0.18 | <LOD | |
| Quinolactacin B | 0.02 ± 0.09 | <LOD | <LOD | <LOD | |
| PF 1163A | <LOD | <LOD | 0.09 ± 0.03 | <LOD | |
| Rugulovasine A | 1.41 ± 5.55 | 0.76 ± 2.35 | 0.17 ± 0.77 | <LOD | |
| Tenuazonic acid | 47.9 ± 43.5 | 180 ± 195 | 79.4 ± 96.1 | 312 ± 321 | |
| Alternariol | 0.58 ± 1.09 | 3.45 ± 7.22 | 3.55 ± 10.32 | 5.99 ± 10.1 | |
| Alternariolmethylether | 0.39 ± 1.04 | 2.64 ± 7.76 | 2.72 ± 7.30 | 3.78 ± 6.82 | |
| Tentoxin | 0.17 ± 0.30 | 1.46 ± 1.57 | 0.22 ± 0.64 | 2.45 ± 2.51 | |
| Macrosporin | 0.88 ± 1.89 | 11.0 ± 17.1 | 0.75 ± 0.94 | 9.78 ± 5.73 | |
| Radicinin | 0.46 ± 2.05 | 12.2 ± 29.4 | 9.34 ± 23.13 | 2.82 ± 10.23 | |
| Metabolites from other fungal genera | Abscisic acid | 16.6 ± 6.66 | 19.4 ± 8.42 | 14.5 ± 4.58 | 19.49 ± 4.56 |
| Cytochalasin B | <LOD | 0.36 ± 1.61 | 5.43 ± 24.3 | <LOD | |
| Destruxin A | 0.19 ± 0.61 | 0.08 ± 0.35 | <LOD | <LOD | |
| Monocerin | 8.68 ± 27.2 | 7.16 ± 7.92 | 4.68 ± 9.50 | 3.68 ± 7.17 | |
| Preussin | 0.63 ± 1.95 | 1.42 ± 6.33 | 0.25 ± 1.13 | 0.16 ± 0.69 | |
| Terphenyllin | 13.2 ± 25.4 | 136 ± 438 | 10.9 ±21.9 | 86.3 ± 210 | |
| Terrein | 5.99 ± 26.8 | <LOD | <LOD | <LOD | |
| Trichodermamide C | 0.56 ± 1.75 | 0.55 ± 2.47 | 0.49 ± 2.23 | <LOD | |
| Bacterial metabolites | Chloramphenicol | 0.15 ± 0.19 | 0.12 ± 0.16 | 0.32 ± 0.31 | 1.00 ± 1.09 |
| Monactin | <LOD | 0.03 ± 0.14 | <LOD | 0.05 ± 0.23 | |
| Nonactin | <LOD | 0.27 ± 1.21 | <LOD | 0.20 ± 0.76 | |
| Puromycin | 0.32 ± 1.41 | 0.70 ± 3.14 | <LOD | 0.39 ± 1.75 | |
| Unspecific metabolites | Asperglaucide | 58.0 ± 135 | 63.1 ±130 | 1.74 ± 3.86 | 183 ± 420 |
| Brevianamid F | 1.01 ± 2.14 | 6.22 ± 24.4 | 1.51 ± 2.18 | 2.71 ± 2.79 | |
| cyclo(L-Pro-L-Tyr) | 19.9 ± 12.4 | 48.9 ± 124 | 22.4 ± 12.3 | 43.1 ±27.8 | |
| cyclo(L-Pro-L-Val) | <LOD | 20.5 ± 91.6 | <LOD | 2.34 ± 3.31 | |
| Emodin | 0.62 ± 1.33 | 2.99 ± 5.81 | 0.67 ± 1.39 | 0.26 ± 0.46 | |
| Fallacinol | 3.18 ± 7.23 | 6.98 ± 12.6 | 2.64 ± 8.62 | 0.51 ± 1.66 | |
| N-Benzoyl-Phenylalanine | 3.39 ± 5.64 | 0.32 ± 0.60 | 4.70 ± 11.8 | 1.84 ± 4.08 | |
| Neoechinulin A | 250 ± 480 | 267 ± 451 | 109 ± 176 | 59.9 ± 136 | |
| Neoechinulin D | 33.4 ± 76.2 | 49.6 ± 93.4 | 16.9 ± 27.2 | 9.99 ± 21.2 | |
| Physcion | 28.7 ± 69.4 | 47.0 ± 78.0 | 6.37 ± 19.6 | 2.85 ± 12.8 | |
| Tryptophol | 5.15 ± 10.2 | 11.5 ± 47.0 | 3.73 ± 7.78 | <LOD |
Figure 3Schematic overviews of the present study. * Kebele is a group of villages forming an administrative unit in Ethiopia.
Figure 4Schematic representation of selected districts for survey and post-harvest sorghum grain sample collections in East and West Hararghe zones.
Average rainfall and elevations of the selected districts.
| Districts | Altitude (m.a.s.l) | Min and Maximum Annual Rainfall (mm) |
|---|---|---|
| Doba | 1400–2500 | 550–800 |
| Fedis | 1200–1500 | 400–804 |
| Goro Gutu | 1250–2575 | 600–900 |
| Miesso | 1100–1400 | 400–750 |
Sources: Accessed from the Agriculture and Natural Resource office of the respective districts.