Research article · 2025 · Full text
International Journal of Veterinary Sciences and Animal HusbandryEffect of fermentation and enzyme treatment on nutritional quality, digestibility, and hydrogen cyanide reduction in cassava (Manihot esculenta) root meal
Volume 10(3) · Pages 167–172 · DOI: 10.22271/veterinary.2025.v10.i3c.2127 ↗
Research areasCassava research and cyanide
Abstract
Author-writtenCassava (Manihot esculenta) root meal is a widely used feed in tropical regions due to its high carbohydrate content, primarily starch, and its dietary fiber. However, its low protein content and hydrogen cyanide (HCN) restrict its use in animal feed. This study investigated the effects of fermentation and enzyme treatment (Natuzyme®) on the chemical composition, digestibility, and HCN levels of cassava root meal. Four treatments were used. T1: untreated cassava root meal, T2: enzyme-treated, T3: Saccharomyces cerevisiae fermented and T4: spontaneously fermented cassava root meal. The study found that both enzyme treatment and fermentation with Saccharomyces cerevisiae significantly improved the crude protein content, in-vitro dry matter digestibility and significantly reduced the fiber and HCN content of cassava root meal. These results suggest that both enzyme treatment and fermentation with Saccharomyces cerevisiae improves the nutritional quality of cassava root meal, offering a sustainable and cost-effective alternative to maize for poultry feed, helping to alleviate competition for maize as food for human consumption and animal feed.
Summary
Source-checkedPlain-language reading of the full paper, prepared with AI and checked against the text. Each point links to the authors' own words.
Why it matters
- Cassava root meal is commonly used as animal feed in tropical areas because it is rich in dietary fiber and carbohydrates, specifically starch. View evidence ↗
- The use of cassava root meal in animal feed is limited by its low protein levels and the presence of hydrogen cyanide (HCN). View evidence ↗
- Inadequately processed cassava can be dangerous due to HCN, which may cause neurotoxicity, severe poisoning, or death. View evidence ↗
The question
- The study aimed to evaluate how Natuzyme enzyme treatment, Saccharomyces cerevisiae fermentation, and natural fermentation affect the HCN content, in-vitro dry matter digestibility, and proximate composition of cassava root meal. View evidence ↗
What they did
- For the enzyme treatment, dried cassava root meal was mixed with Natuzyme at a rate of 350 mg/kg for a period of 4 days. View evidence ↗
- Yeast fermentation involved mixing cassava root meal and water (1:1 ratio) with 5% yeast powder, followed by 4 days of anaerobic incubation at 30°C. View evidence ↗
- Data on HCN content, in-vitro dry matter digestibility, and proximate analysis were analyzed using ANOVA in a completely randomized design at a 5% significance level. View evidence ↗
What they found
- Crude protein (CP) significantly increased in the Saccharomyces cerevisiae fermented (8.20% ± 0.16) and enzyme-treated (7.80% ± 0.16) groups compared to the untreated control (2.30% ± 0.16). View evidence ↗
- Hydrogen cyanide (HCN) levels were drastically reduced to 5 in both enzyme-treated and Saccharomyces cerevisiae fermented samples, compared to 100 in the untreated samples. View evidence ↗
- The highest in-vitro dry matter digestibility (DMD) was observed in the enzyme-treated group (82.30%), followed by the Saccharomyces cerevisiae fermented group (75.20%), both of which were significantly higher than the untreated control (44.67%). View evidence ↗
- Neutral Detergent Fiber (NDF) was lowest in the Saccharomyces cerevisiae fermented (13.52% ± 0.19) and enzyme-treated (13.66% ± 0.19) groups compared to the untreated group (19.403% ± 0.19). View evidence ↗
- Acid Detergent Lignin (ADL) was significantly reduced in the enzyme-treated (1.56% ± 0.07) and Saccharomyces cerevisiae fermented (1.82% ± 0.07) groups compared to the untreated group (3.33% ± 0.07). View evidence ↗
What it means
- The authors conclude that while both enzyme treatment and Saccharomyces cerevisiae fermentation are the best processing methods with no significant difference between them, Natuzyme enzyme is the more cost-effective and available option. View evidence ↗
- The authors state that these processing methods can make cassava a sustainable poultry feed alternative, reducing the competition for maize between human food and animal feed. View evidence ↗
- The authors recommend future research to evaluate long-term effects on poultry health and performance, explore more affordable enzyme sources, and refine techniques for large-scale production. View evidence ↗
Visual summary
3 visualsIllustrations explain the paper; charts are replotted from the paper's own table values.
Experimental Treatment Flow
AI-generated conceptual illustration (cassava root meal). It explains the idea and does not show study data.
View source evidence ↗HCN: Enzyme treated /... vs Naturally fermented /... vs Untreated / 94.11c±0.12... vs Saccharomyces...
Replotted from Table 1 (page 3) of the original paper. Every bar is the paper's own table value.
View source evidence ↗%DMD: Enzyme treated /... vs Naturally fermented /... vs Untreated / 94.11c±0.12... vs Saccharomyces...
Replotted from Table 1 (page 3) of the original paper. Every bar is the paper's own table value.
View source evidence ↗Figures & tables
From the original paperIntroduction
Cassava (Manihot esculenta) is a common root crop in many tropical and subtropical areas of the world, particularly in sub-Saharan Africa, Southeast Asia, and Latin America, it serves as a major staple diet. Although it is an important source of carbohydrates, its low protein content and lack of certain crucial vitamins and minerals make it frequently nutritionally deficient (Jaramillo et al., 2022) [13] . Despite these limitations, cassava has a major advantage in that it can adapt to difficult soil conditions and drought, which makes it a crucial crop for many lowincome nations' food security (Da Costa et al., 2024) [5] . However, one significant health hazard associated with cassava is its concentration of cyanogenic glucosides, especially linamarin, which can yield lethal hydrogen cyanide (HCN) upon consumption (Zidenga et al., 2017) [33] . Increased concentrations of HCN in cassava can result in significant poisoning, neurotoxicity, and potentially fatal outcomes if inadequately processed (Rivadeneyra-Domínguez & Rodríguez-Landa, 2019) [29] . To enhance the nutritional quality and safety of cassava, various processing methods, including fermentation and enzyme treatment, have been explored. One of the oldest and most efficient ways to increase the nutritional value and safety of cassava is through fermentation, which uses microorganisms to break down complex substances into simpler, more bioavailable forms that can increase digestibility, promote protein content, and lower toxic substances like cyanogenic glucosides (Halake & Chinthapalli, 2020) [11] . A widely studied microbe for cassava fermentation is Saccharomyces cerevisiae, also known as baker's yeast, which breaks down starches and produces metabolites like organic acids and alcohols, enhancing the cassava's texture and nutritional profile (Pimpisai et al., 2024) [28] . The ideal conditions for Saccharomyces cerevisiae growth are pH 4, a 5% dissolved oxygen content, temperatures between 30°C and 45°C, and a pH range of 2.5 to 8 (Minden et al., 2022) [20] .
Saccharomyces cerevisiae fermentation of cassava root meal lowers the amount of hydrogen cyanide and crude fiber through enzymatic breakdown and detoxifying properties (Khurshida et al., 2025c) [15] . In addition to fermentation with Saccharomyces cerevisiae, spontaneous fermentation, which depends on the spontaneous growth of naturally occurring microorganisms, has the potential to improve the quality of cassava. This method increases the crude protein content by converting nitrogen sources into protein, improving the nutritional value of the fermented meal, and benefits from microbial diversity, which may help with improved cyanogenic glucoside detoxification and nutrient availability (Egbune et al., 2023) [9] . Another approach that shows promise for enhancing cassava's nutritional makeup is enzyme treatment. The breakdown of complex starches, cellulose, and proteins in cassava has been investigated using Natuzyme, a multi-enzyme blend comprising xylanase, phytase, beta glucanase, amylase, cellulase, and protease (LN et al., 2018) [17] . These enzymes improve cassava's digestibility and increase the bioavailability of its nutrients by breaking down its indigestible components (Oloruntola, 2020) [26] . Additionally, it has been demonstrated that enzyme treatments can help detoxify cyanogenic glucosides, lower HCN levels, and make cassava safer for consumption (Moses et al., 2024) [21] . The nutritional value of cassava is largely determined by its proximate composition, which includes its moisture, protein, fat, fiber, and carbohydrate content. These components can be changed by enzyme treatments and fermentation, which use enzymatic and microbiological mechanisms to change the chemical composition and structure of cassava, potentially increasing protein levels, decreasing fiber, and improving the plant's overall digestibility (Ona et al., 2019) [27] . By improving the proximate composition, these techniques can make cassava a more balanced food source that offers vital nutrients. In vitro dry matter digestibility (DMD), a key indicator of cassava's potential nutritional value, shows how well the nutrients can be absorbed and used by humans or animals. By increasing DMD, fermentation and enzyme treatments can make cassava a more effective and advantageous food source (Dagaew et al., 2021) [6] . One of the primary issues with cassava consumption is still cyanogenic toxicity, which can result from eating raw or incorrectly cooked cassava, which can produce significant levels of HCN and cause toxicity and health hazards, especially for people that depend heavily on cassava as a staple food (Nuwamanya et al., 2022) [24] . Natuzyme enzyme treatment and Saccharomyces cerevisiae fermentation has been demonstrated to lower HCN levels by encouraging the breakdown of cyanogenic glucosides (McMahon et al., 2021) [19] . In particular, Cassava is detoxified by Saccharomyces cerevisiae fermentation, which breaks down cyanogenic glucosides and makes it safe for consumption (Wang et al., 2024) [31] . Similarly, Natuzyme helps to break down cyanogenic chemicals, which increases cassava's nutritional value and safety (Bakare et al., 2021) [2] . This study sought to determine how the proximate composition, in-vitro dry matter digestibility, and HCN content of cassava root meal were affected by two fermentation processes; Saccharomyces cerevisiae and natural fermentation as well as enzymatic treatment with Natuzyme. The purpose of this study was to assess the effects of various techniques on the safety, digestibility, and nutritional value of cassava. This study will help create better cassava processing procedures that increase the crop's potential as a safe and wholesome feed item for chicken diets by analysing the effects of these processing methods.
Materials and Methodology Study Site
The experiment was conducted at Egerton University, Animal Nutrition Laboratory, Department of Animal Sciences, located in the Njoro Sub-County of Nakuru County at 0° 23' S and 35° 55' N. The region is 1800 meters above sea level with an average annual rainfall of 900-1,200 mm and temperatures ranging from 17°C to 22°C (Egerton University Department of Agriculture Engineering Metrological Station, 2019).
Collection and Preparation of Cassava Root Meal
High HCN, fresh cassava roots (12 months old, variety MH95/0183) were obtained from Kenya Agricultural Livestock and Research Organization (KALRO), Njoro, Nakuru-Kenya. The cassava roots were washed, peeled, and sliced using a slicer to make cassava chips, of various sizes and shapes. They will then naturally sun-dried on a tray dryer, making the cassava chips dry more evenly than drying on a concrete floor. The cassava chips were then ground using a hammer mill with a 5mm sieve size to produce cassava root meal (Lukuyu et al., 2014) [18] .
Preparation of experimental treatments
Four treatments were used, and each treatment was replicated three times. The treatments included: T1: Untreated Cassava root meal (Control). T2: Enzyme (Natuzyme ® ) treated cassava root meal. T3: Yeast (Saccharomyces cerevisiae) fermented cassava root meal. T4: Spontaneously/naturally fermented cassava root meal.
Preparation of enzyme-treated cassava root meal
A Mult-enzyme (Natuzyme ® ) was procured from Coopers® Kenya Brand Limited. It contained 12,000 parts per gram of xylanase, 6,000 parts of cellulase, 1,500 parts of phytase, 700 parts of beta-glucanase, 700 parts of protease, and 400 parts of alpha-amylases. According to the manufacturer's directions and instructions, the dried cassava root meal was then appropriately mixed with the enzyme in triplicate at a rate of 350 mg/kg for 4 days (Muremera et al., 2022) [22] . The sample was analyzed for proximate composition, in vitro dry matter digestibility, and HCN content.
Preparation of yeast (Saccharomyces cerevisiae) fermented cassava root meal
Dry cassava root meal was mixed with equal amounts of water in a 1:1 ratio, 5% of the yeast powder added, incubated in triplicate at 30 o C under anaerobic conditions, and ferment for 4 days. The yeast powder was purchased from the Agrochemical and Food Company Ltd, Kenya (Muremera et al., 2022) [22] . The sample was analyzed for proximate composition, in vitro dry matter digestibility, and HCN content.
Spontaneous fermentation of cassava root meal
A 1:1 (wt/vol) mixture of cassava root meal and distilled water was incubated in triplicate at 30°C for four days in a 250 ml airtight sealed plastic bottle (Muremera et al., 2022) [22] . After four days, a portable pH meter was used to measure the sample's pH. Additionally, the sample was analyzed for proximate composition, in vitro dry matter digestibility, and HCN content.
Determination of Nutrient Composition
Proximate analysis was conducted using standard methods of AOAC, (2005). The dry matter (DM), (AOAC, 2005: 934.01), organic matter (OM) (AOAC, 2005: 942.05), and crude protein (CP) (AOAC, 2005: 984.13). To determine the dry matter, samples were dried in a hot air oven at 105°C for 24 hr, method 930.15. The ash content was determined by burning samples in a muffle furnace at 550°C for 8hrs, methods. 942.05, ether extract by Soxhlet method (using ether) method 920.39. Total nitrogen for crude protein (N x 6.25) by Kjeldahl procedure method 984.13, Neutral detergent fibre (NDF), acid detergent lignin (ADL) and acid detergent fibre (ADF) were determined using the Van Soest method.
Determination of in vitro digestibility
The experiment was conducted to mimic the digestion in the chicken digestive system as described by (Zhao et al., 2014) [32] . The treatments were T1: Untreated Cassava root meal, T2: Enzyme-treated Cassava root meal, T3: Yeast-fermented Cassava root meal, and T4: natural-treated Cassava root meal. A ground Cassava sample (0.4g) was weighed and put in a 100 ml digestibility test tube before simulated gastric fluid was added. To mimic the in vivo activity of pepsin in chicken stomach fluid, a fluid containing 1,550 U/mL of pepsin (Sigma 10070; Sigma-Aldrich Co., St. Louis, MO) was used. The gastric buffer solution contains 16.9 mmol/L of NaCl, 9.6 mmol/L of KCl, and 10 mmol/L of HCl to match the in vivo ionic concentration of gastric fluid from roosters. The pH was raised to 2.0 at 41°C by adding 200 mmol/L of HCl. Each digestibility test tube was put in 2ml Chloramphenicol C-0378; Sigma-Aldrich Corp., St. Louis, MO, USA (0.5 g/100 ml 19 ethanol) to prevent bacterial growth. The test tubes were then sealed and incubated in a water bath at 39°C with continuous stirring for 2 hours. The first step's mixture was combined with 20 ml of 0.6MNaOH and 80 ml of phosphate buffer (0.2M, pH 6.8). The pH was brought down to 6.8 using 1M HCl or 1M NaOH to establish a stable environment for intestinal enzymes to perform well. To the mixture, 10.6 ml of artificial pancreatin P-1750 Sigma-Aldrich Corp, St. Louis, MO, USA (porcine grade enzyme with 3 x USP activities) containing 100 mg/1litre buffer was added and incubated at 39°C with constant stirring for 4 hours. The remains were put in 1.5ml centrifuge tubes and centrifuged (12700×g) for 2 minutes. The mixture was carefully withdrawn, washed twice with 20 ml of 95% ethanol and 99.5% acetone, and then rinsed with distilled water. Those that remained were then be dried for 12 hours at 70°C in the oven before weighing.
Calculation of in vitro dry matter digestibility
The formula below was used to determine the in-vitro dry matter digestibility Boisen & Fernández (1997) [3] .
Statistical analysis
Data collected on proximate analysis, HCN content, and in vitro DM digestibility of the diets were subjected to the analysis of variance (ANOVA) in a completely randomized design (CRD) using the General linear model procedure of statistical analysis system (SAS 2023) version 9.4 at 5% significance level. Before data analysis, the data were tested for normality using Kolmogorov-Smirnov and Shapiro tests. Turkey's test at (p<0.05) was used to separate means where means are significantly different. The model used for statistical analysis was:
Where, Yᵢⱼ = Observation of the response variable μ = Overall mean ti = Effect of the i' th treatment (fermentation and enzyme treatment) ɛᵢⱼ = Random error
Results
Results
Chemical analysis of treated and untreated cassava root meal (CRM)
Table 1 illustrates the effects of enzyme treatment, Saccharomyces cerevisiae fermentation, natural fermentation, and untreated cassava root meal on nutrient composition and HCN levels.
| Nutrient (%) | Enzyme treated | Naturally fermented | Untreated | Saccharomyces cerevisiae fermented | P-Value |
|---|---|---|---|---|---|
| DM | 95.46a±0.12 | 94.74b±0.12 | 94.11c±0.12 | 94.59bc±0.12 | <.0001 |
| CP | 7.80a±0.16 | 4.09b± 0.16 | 2.30c±0.16 | 8.20a±0.16 | <.0001 |
| EE | 1.84a±0.06 | 1.53bc±0.06 | 1.36c±0.06 | 1.82ab±0.06 | <.0001 |
| NDF | 13.66c±0.19 | 15.26b±0.19 | 19.403a±0.19 | 13.52c±0.19 | <.0001 |
| ADF | 6.45b±0.21 | 9.24a±0.21 | 8.41a±0.21 | 7.09b± 0.21 | <.0001 |
| ADL | 1.56c±0.07 | 2.52b±0.07 | 3.33a±0.07 | 1.82c±0.07 | <.0001 |
| HCN | 5c | 10b | 100a | 5c | <.0001 |
| %DMD | 82.30a | 64.67b | 44.67c | 75.20a | <.0001 |
Table text extracted from the original PDF; superscript letters are shown inline. The original table image is below.
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Dry Matter Digestibility
Enzyme-treated CRM had the highest dry matter digestibility (DMD) of 82.30%, followed by Saccharomyces cerevisiae fermented CRM with 75.20%, which are significantly different from the untreated and natural fermentation with 44.67% and 64.67%, respectively (Figure 1).
Discussion
Discussion
Chemical Composition of Treated and Untreated Cassava Root Meal
There was no significant difference in the crude protein between enzyme treated and Saccharomyces cerevisiae fermented CRM however, the increase in Saccharomyces cerevisiae fermented CRM could be as a result of Saccharomyces cerevisiae's metabolic processes, which produce extracellular enzymes and assimilate nitrogenous substances during fermentation, both of which aid in protein enrichment (Khurshida et al., 2025) [16] . This is in agreement with Khejornsar & Khejornsart (2021b) [14] who argued that Saccharomyces cerevisiae utilises the carbohydrates in cassava pulp as energy sources leading to production of microbial biomass which increases the protein content in the cassava root. In the study by Khurshida et al. (2025) [16] , the protein content of cassava flour raised from 2.42% to 5.54% after 96 hours of fermentation with Saccharomyces cerevisiae at 35°C. This was caused by Saccharomyces cerevisiae's metabolic processes, which produce extracellular enzymes and assimilate nitrogenous substances during fermentation, both of which aid in protein enrichment. The NDF and ADF content was significantly lower in the enzyme-treated cassava root meal compared to other treatments. This could have been because the complex carbohydrates and fibers were broken down by cellulases, hemicellulases, and pectinases from Natuzyme ® enzyme, which break down the cellulose, hemicellulose, and lignin that make up the cell wall's structural elements. As a result of this process, the cassava root meal's fiber content decreased (De Souza & Kawaguti, 2021) [7] . Huang et al. (2018) [12] in their study found that enzymatic treatment of cassava residue improved its water-holding capacity and overall quality by reducing its crystallinity and increased that the fraction of soluble dietary fiber. This is also in agreement with Bunterngsook et al. (2017) [4] who reported that enzymatic treatment of cassava root meal and other starchy plants decreased the amount of ADF, and NDF significantly through the breakdown of structural carbohydrates by cellulase and hemicellulase. Enzymatic breakdown of the cell wall polysaccharides was identified as the cause of the fiber decrease. Aruwajoye et al. (2019) [1] in their work on enzymeassisted processing of cassava also argued that enzyme treatments decreased the fiber content by breaking down the structural polysaccharides in the root. The main process that reduced NDF and ADF was the breakdown of cellulose and hemicellulose content.
There was no significant difference in the HCN content between Saccharomyces cerevisiae fermented and enzymetreated cassava root meal. The significant decrease in both Saccharomyces cerevisiae fermented and enzyme-treated cassava root meal was because, during fermentation, microorganisms such as Saccharomyces cerevisiae species produce enzymes like linamarase and beta-glucosidase which are reported to aid in the breakdown of cyanogenic glycosides, lowering HCN levels (Zidenga et al., (2017b) [34] . This is also in agreement with the findings from Obi et al.
(2019) [25] who reported that the fermentation process lowers the pH which aids in the breakdown of cyanogenic substances and further lowers the formation of cyanides. An acidic environment encourages the hydrolysis of linamarin and other cyanogenic glycosides. The decrease in HCN content in enzyme treatment of CRM is because the use of exogenous enzymes is believed to degrade cyanogenic glycosides, enhancing the detoxification of cassava root meal, hence lowering the HCN content (Easson et al., 2021) [8] .
Dry matter digestibility of cassava root meal
There was no significant difference in the dry matter digestibility (DMD) between enzyme treatment and Saccharomyces cerevisiae fermentation of cassava root meal. The significant increase in both enzyme treatment and Saccharomyces cerevisiae fermentation and be explained by Emmanuel et al. (2024) [10] who in their study of fermenting and enzymatically processing cassava peels to improve their digestibility for non-ruminant animals found out that fermentation process and enzymatic treatments reduced the amount of detrimental anti-nutritional components therefore improving the digestibility and nutritional value of cassava peels as an animal feed ingredient. This method enhanced the growth performance and nutrient consumption of broiler chickens, demonstrating the potential of enzyme treatments to improve diets based on cassava. The significant increase of DMD in enzyme treatment of CRM could be explained by the breakdown of complex carbohydrates and fibers by cellulase, hemicellulase, and xylanase in Natuzyme ® lowering its fiber content and improving the nutrients' accessibility for digestion (Takaeh et al., 2024) [30] . Huang et al. (2018) [12] in their study found that enzymatic treatment of cassava residue reduced their crystallinity and increased the proportion of soluble dietary fiber, improving their water-holding capacity and overall quality. These results showed that both Natuzyme ® enzyme treatment and Saccharomyces cerevisiae fermentation, boosted the nutritional value of cassava root meal and decreased its fiber content, making it a more valuable feed item for poultry production.
Conclusion and Recommendations
The findings showed that treating cassava root meal with enzymes increased its protein content (7.80 % ), improved digestibility (82.30%), and lowered hydrogen cyanide levels (5) compared to Saccharomyces cerevisiae fermentation, with digestibility (75.2%), crude protein 8.2%, crude fiber (2.49), hydrogen cyanide (5) and spontaneous fermentation with crude protein (4.09), digestibility (64.67), crude fiber (3.27), and hydrogen cyanide (10). From the results, enzyme treatment and fermentation of CRM with Saccharomyces cerevisiae were the best processing method however, there was no significant difference between the two-processing method. Natuzyme ® enzyme was more cost-effective and readily available option compared to Saccharomyces cerevisiae. They are inexpensive and easy to source, making it a practical choice for use in processing cassava root meal. This research fills the knowledge gap about the nutritional enhancements that enzyme treatment and Saccharomyces cerevisiae have on cassava meal, mitigating the limitations of its use in poultry feed. These findings are important because they have the potential applications to enhance the poultry feeding in sustainability of feed supply, reduce competition of use of maize for food and feed. This will contribute to food and nutrition security through an increase in maize supply and poultry products. The study recommended that further studies be conducted to evaluate the long-term effects on poultry performance and health, investigating affordable enzyme sources, and refining enzyme treatment techniques for largescale manufacturing.
Acknowledgement
AcknowledgementsThe authors would like to thank the inter-university Council of East Africa (IUCEA) through the African Centre of Excellence in Sustainable Agriculture and Agribusiness Management (CESAAM) for sponsoring this research. The materials and methods used in this research were authorized by the Egerton University Research Ethics Committee, authorization code EUISERC/APP/399/2025 and the National Commission of Science and Technology of Kenya, license number NACOSTI/P/25/42159.
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- Technological Challenges Confronting Cassava Root Processing in Sub‐Saharan Africa and the Way Forward ↗
Gregory Afra Komlaga · Journal of Food Processing and Preservation · 2026
Cassava ( Manihot esculenta Crantz) remains one of the most important food security crops in Sub‐Saharan Africa (SSA). There is therefore a need for efficient, affordable, and adoptable cassava processing technologies for effective, quality, and safe processing of the cassava root in SSA. This review highlights the existing cassava root processing technologies and technological challenges that confront peeling, size reduction,…
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