Chapters 5.56: Difference between revisions

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<div class="title"><h3>5.56 -Drought Tolerant Bean Varieties (Phaseolus vulgaris) Utilized to Overcome the Negative Effects of Climate Change </h3><br><h3 class="ch-owner">Jordan Candido, University of Guelph, Canada </h3></div>
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<p>Suggested citation for this chapter.</p>
<p>Candido,J. (2022) Drought Tolerant Bean Varieties (Phaseolus vulgaris) Utilized to Overcome the Negative Effects of Climate Change, In Farmpedia, The Encyclopedia for Small Scale Farmers. Editor, M.N. Raizada, University of Guelph, Canada. http://www.farmpedia.org</p>
      <h3 class="title-bg">Background</h3>
        <div class="cont-bg">
          <p>During the formation of the International Centre for Tropical Agriculture, or CIAT, in 1967, headquartered in Colombia, the vast majority of starving and malnourished people residing in tropical and sub-tropical regions were smallholder farmers (CIAT, 2017). Thus, the goal of increasing yield potential became a primary priority for CIAT (CIAT, 2017). The current areas of concern are in regard to common bean (Phaseolus vulgaris) production systems, the landscapes where its production occurs, and its yield potential (CIAT, 2015). Millions of farmers within Africa and Latin America depend on high yield outcomes from their bean crops not only to provide food but also to provide an income for themselves and their families. However, due to the high demand of the crop and the drastic effects of climate change, farmers continue to struggle to meet the needs of consumers (CIAT, 2015).</p>
<p>Throughout the previous several decades, the impacts of climate change have been worsening (IFPRI, 2009). Climate change projections state that regions in Sub-Saharan Africa, Latin America, and the Caribbean will be greatly affected by an increase of drought conditions and a rise in average annual temperatures. Due to these conditions, the threats to agricultural production within these land areas are escalating (IFPRI, 2009). Within these regions, the common bean is a staple crop; beans are often referred to as “the meat of the poor” (CIAT, 2016). They contain high levels of protein, fibre, vitamins and micronutrients. An estimated 400 million people residing in the tropics consume beans in their daily diet due to their high nutritional content (CIAT, 2016).</p>
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      <h3 class="title-bg">Benefits of Drought Tolerant Bean Varieties to Small Scale Farmers </h3>
        <div class="cont-bg">
 
<p>The world’s largest and most diverse collection of beans is preserved by CIAT (CIAT, 2015). Beans were domesticated within the neo-tropics thousands of years ago, which is where the majority of CIAT’s germplasm originated. With such an extensive range of beans available, the seed bank contains many options for farmers; a variety of colours, nutritional content, and production requirements can be found within these different strains (CIAT, 2015).</p>
<p>Within the previous 15 years, researchers at the Consortium of International Agricultural Research Centres (CGIAR), CIAT’s umbrella organization, have created incredible advances towards solving issues surrounding drought, and increasing the heat-tolerance and nutritional content levels within common bean varieties (CIAT, 2015). CIAT researchers have been able to identify lines that display a tolerance to a 3˚C increase in temperature. These lines derive from a variety of crosses between common and tepary bean species (Phaseolus acutifolius). Currently cultivated traditional bean varieties have been projected to suffer a 20-50% loss by 2050, whereas heat-tolerant bred beans are projected to suffer minimal losses within that same time period (CIAT, 2015).</p>
 
<p>In order for the new bean varieties to have drought resistant qualities, different traits from different genetic groups were required (Beebe, 2014). Many of the traits which are linked to drought resistance were found within both bean roots and shoots. In order to guarantee a higher success rate of the bean plant, a lengthy root system was required. Additionally, early maturation of the bean crops was a common tactic to combat drought tolerance. A total of 36 genotypes were tested in 2009 during a growing season with significant drought stress. Table 1 shows the field trial results of 5 genotypes grown under different field conditions (Beebe, 2014).</P>
 
<p>Table 1. Drought associated traits associated with improved bean genotypes </p>
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<p>The crops were managed by the irrigation systems for up to 25 days following planting. In order to induce drought stress, the crops were fed a total of 105 mm of water initially followed by an allotted amount of 59 mm of rainwater. An analysis of these trials recommended that the most elite drought tolerant lines expressed heightened stomatal control of transpiration and contained Mexican genetics (Beebe, 2014).</p>
 
<p>Since 1996, The Pan-Africa Bean Research Alliance (PABRA) has released over 550 new drought resistant bean varieties to many of the countries within Africa in co-ordination with assistance from CIAT (CIAT, 2016). Utilizing germplasm available, the new varieties of beans (known as BIO101 and BIO107) contain 60% more iron and 50% more zinc than those of traditional bean crops. Following the creation of these specially bred beans, a trial with pregnant and young women in Rwanda discovered that the new varieties of beans reduced iron-deficiency and increased immune system strength in each of the women (CIAT, 2016). With these new advances, PABRA will assist future production by making the crops more resilient to climate change threats while simultaneously targeting direct effects on the human population (CIAT, 2015).</p>
 
<p>The regions within Latin America, Oceania and Sub-Saharan Africa contain the highest percentage of women participating in the agricultural sector. It is within these regions that 60% of the total agricultural production is completed by women (Huyer, 2016). In the world’s least developed regions, 79% of the women contributing to their national economy report that they work in the agriculture sector (Huyer, 2016). When women engage in the agricultural production (with new technologies such as heat-tolerant bean varieties) it creates a sense of empowerment and thus builds essential assets, which the women are then able to use in all other aspects of their lives (Muriel, 2019). With the climate change innovations available within common bean variety crops, female farmers are considered to be important influences (Huyer, 2016). When the women’s knowledge of available innovative resources and access to information increases, it establishes an increase in food supply as well as a more resilient community. Likewise, an attempt is made to close the gender gap, thus providing a higher chance for equal opportunities between both men and women (Huyer, 2016), which would in turn help to positively shape the future of those regions affected.</p>
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      <h3 class="title-bg">Gender Issues Associated with Production of Drought Tolerant Bean Varieties </h3>
        <div class="cont-bg">
<p>If the farmers, though especially female farmers, are not able to utilize and benefit from these new seed varieties, the food supply decreases and the gender gap increases, which diminishes the resiliency of the community (Huyer, 2016). Additionally, since very little information is available with regards to how poor regions with higher gender discrepancy respond to the threats and impacts of climate change within agricultural production, it is difficult to forecast results for future decades (Huyer, 2016).</p>
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      <h3 class="title-bg">Production of Drought Tolerant Beans (Phaseolus Vulgaris) in Arid Regions </h3>
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<p>It is necessary that farmers are equipped with all of the relevant information required to achieve the highest quality results from their newly adapted bean varieties (PABRA, 2016). Becoming knowledgeable about land preparation, crop management and harvesting is vital to ensuring success within production systems. Integrated crop management (ICM) is a holistic approach utilized by PABRA that assists farmers throughout their cultivation. The desired outcome from ICM is to give smallholder farmers access to cost-effective, climate change resistant crops. This is achieved by working with many international partners. Multiple techniques exist within ICM such as pest management, soil quality, planting and intercropping. With such techniques, approximately six million farmers have been able to improve their bean yields. The ICM research encompasses a variety of areas:</p>
<p>-    Cropping systems: Assessing the different varieties of beans while comparing the benefits of intercropping and rotation.</p> 
<p>-    Inputs: Evaluating the varieties of fertilisers available which are best suitable for the farmer’s chosen bean variety.</p>
<p>-    Water Management: In order to combat the negative effects of climate change and drought, improved practices regarding irrigation and water conservation are fundamental. </p>
<p>-    Soil Fertility: By working with the technologies available within the private sector, this promotes biological nitrogen fixation capabilities which increases yield potential.</p> 
<p>-    Pest and Disease Management: Bean varieties are frequently affected by an array of pests and diseases which have very negative effects on crop yields. PABRA analyses integrated pest management systems with utilization of both biological and chemical methods (PABRA, 2016).</p>
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      <h3 class="title-bg">Helpful Links to Get Started </h3>
        <div class="cont-bg">
<p>Resource for Requesting Seeds:</p>
<p>https://genebank.ciat.cgiar.org/genebank/inforequestmaterial.do</p>
<p>CIAT innovations on heat-tolerant beans:</p>
<p>https://blog.ciat.cgiar.org/heat-tolerant-wild-beans-tapped-to-breed-commercial-beans-for-hotter-climates/</p>
<p>What is ‘Seed Security’?</p>
<p>https://www.youtube.com/watch?v=xvqSaw49wnE</p>
<p>Agricultural Business Skills for seed-producers:</p>
<p>https://cgspace.cgiar.org/bitstream/handle/10568/54569/handbook_3_english.pdf</p>
<p>Crop Management:</p>
<p>https://www.nrcs.usda.gov/wps/portal/nrcs/detail/national/newsroom/features/?&cid=nrcs143_023350</p>
<p>Smallholder Farmers Stories Who Have Adopted Drought Tolerant Bean Varieties:</p>
<p>https://www.youtube.com/watch?v=O2UqFbnOc6U</p>
<p>https://www.youtube.com/watch?v=x3D3DiZ4I-8</p>
<p>https://www.youtube.com/watch?v=Qd4RS66FMJM&t=8s</p>
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      <h3 class="title-bg">References </h3>
        <div class="cont-bg">
 
<p>1. Beebe, S.E., et al. (2014) Common beans, biodiversity, and multiple stresses:
a. challenges of drought resistance in tropical soils. Crop and Pasture Science 65, 667-675. Retrieved from https://www.publish.csiro.au/cp/cp13303</p>
<p>2. Buruchara, R. (2011). Development and Delivery of Bean Varieties in Africa: The Pan-
a. African Bean Research Alliance (PABRA) Model, p.227-245. African Crop Science Journal. Retrieved from https://www.ajol.info/index.php/acsj/article/view/74168/64827</p>
<p>3. Huyer, S, et al. (2016). CCAFS Gender and Social Inclusion Strategy, p.8-11. The
a. Consortium of International Agricultural Research Centres. Retrieved from https://cgspace.cgiar.org/handle/10568/72900</p>
<p>4. International Food Policy Research Institute (IFPRI). (2009). Climate Change: Impact
a. on Agriculture and Costs of Adaptation. Retrieved from https://books.google.ca/books?hl=en&lr=&id=1Vpe0JvYTJYC&oi=fnd&pg=PR7&ots=Xmu2c8Swla&sig=GX4sDC1DiDa7I5408r0a3nz2sJo&redir_esc=y#v=onepage&q&f=false</p>
<p>5. Muriel, J., et al. (2019). The Abbreviated Women’s Empowerment in Agriculture Index
a. (A-WEIA). Project Results for ‘His and Hers, Time and Income: How Intra Household Dynamics Impact Nutrition in Agricultural Households’. The International Centre for Tropical Agriculture. Retrieved from https://cgspace.cgiar.org/handle/10568/101141</p>
<p>6. The International Centre for Tropical Agriculture (CIAT). (2015). Developing Beans that
a. Can Beat the Heat. The Consortium of International Agricultural Research Centres. Retrieved from https://ciat-library.ciat.cgiar.org/articulos_ciat/biblioteca/DEVELOPING_BEANS_THAT_CAN_BEAT_THE_HEAT_lowres%20(2).pdf</p>
<p>7. The International Centre for Tropical Agriculture (CIAT). (2016). Beans. Retrieved from
a. https://ciat.cgiar.org/what-we-do/breeding-better-crops/beans/.</p>
<p>8. The International Centre for Tropical Agriculture (CIAT). (2017). Fifty Years and Fifty
a. Wins, p.4-18. The Consortium of International Agricultural Research Centres. Retrieved from https://cgspace.cgiar.org/bitstream/handle/10568/89145/50_WINS_WEB02.pdf?sequence=1&isAllowed=y</p>

Latest revision as of 13:24, 4 September 2024

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Suggested citation for this chapter.

Oldacre,R. (2022) Sorghum in African Agriculture, In Farmpedia, The Encyclopedia for Small Scale Farmers. Editor, M.N. Raizada, University of Guelph, Canada. http://www.farmpedia.org

Background: Sorghum in African Crops

Sorghum is a crop believed to have been domesticated in Ethiopia roughly 5000 years ago (Hariprasanna & Patil, 2015). Today, it is the fifth most commonly grown grain crop worldwide (Sorghum Solutions, 2017). In recent years, globally roughly 58 million tons of sorghum is produced from 42 million hectares (FAOSTAT, 2001). Sorghum is a staple food for over 500 million people throughout the world (Djanaguiraman et al., 2018). While production takes place across the continent, 70% of production can be traced to Ethiopia, Nigeria, Sudan and Burkina Faso. This crop has a number of interesting features, however what causes it to stand out compared to other cereal crops, is its significant drought tolerance. This crop is low-maintenance and does well in dry, hot conditions. The crop is used to produce flour, syrup, animal feed, and is a staple ingredient in many local and regional beers. Another perk of this grain is that it is also gluten free (Agricultural Research Council, n.d.)

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Development and Physiology of Sorghum

Sorghum is known for its high degree of genetic diversity, including 43,000 accessions found in the USDA seedbank collection (Kimberly et al., 2013) and 42,000 accessions in ICRISAT in India as of 2019 (www.ICRISAT.org). The diversity of this grain is relevant, as it can directly result in traits which include virtually any quality of grain composition (Bean et al., 2018). It also results in a multitude of purposes spanning feed, food and fuel. What makes sorghum so successful as well, is that the genetic diversity within this grain may help facilitate breeders to develop it into an elite crop of drought tolerant cereals (Bean et al., 2018). Sorghum is mainly grown and produced in the semi-arid tropics in order to maintain food and nutritional security (Djanaguiraman et al., 2018).

Sorghum production falls within two broad regions, with the first being Africa and Asia, where it is produced at a small, subsistence level, with the grain being predominantly used for human consumption. Within the other region, mainly the United States and Mexico, production is at an industrial level, where yields are higher, and the grains are predominantly used for animal feed (Djanaguiraman et al., 2018). Within these regions, the average productivity of sorghum varies between 0.28 Mg ha-1 in Nigeria, to 4.4 Mg ha-1 in Argentina (FAOSTAT, 2014). However, due to the low-level use of inorganic fertilizer, as well as the low and/or non-existent use of pesticides, the average sorghum yield remains below at 1 Mg ha-1. Over the past twenty-five years, a steady increase in sorghum production throughout the semiarid tropics has been witnessed, thanks to better techniques.

Growing Conditions of Sorghum

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Sorghum allows farmers in sub-Saharan Africa, the driest conditions of the continent, to produce viable harvests at a reasonably low cost. Sorghum has been designated as more heat resistant than wheat, and as a result of that, scientists have begun to develop even more temperature resilient varieties of the cereal in order to tackle the projected future global climate increase (Griggs, 2019). The optimal temperature to high producing sorghum varieties is > 25°C, some however have adapted to lower temperatures while still producing acceptable yields (FAOSTAT, 2019). When the mean daily temperature during growing seasons are > 20°C, early grain varieties take 90 to 110 days to mature, whereas if the daily mean temperature is <20°C, then there is an addition of 10 to 20 days for every 0.5°C below the daily mean. If grown at 10 to 15°C then the crop will take up to 250 days to grow and can only be used as a forage crop due to problems pertaining to seed set and the grain maturity (FAOSTAT, 2019).

Unlike maize, sorghum is relatively more drought tolerant, thanks to its extensive network of roots, ability to enter into dormant growth periods, effective control of evapotranspiration, and a stomata with a rapid recovery ability (FAOSTAT, 2019). It can scavenge for water at different depths. It requires water for 110 to 130 days, between 450 to 650 mm, depending on the climate (FAOSTAT, 2019). This crop is predominantly grown on degraded, shallow soils that possess high clay content, soil that, for example, would be completely unsuitable for maize, meaning it has the possibility to grow well for marginalized, smallholder farmers.

When first planting your sorghum, seeds can be placed in 30% salt concentrated water treatment, and seeds that float to the top should be removed – as those are diseased or suffer from insect damage (Agropedia, 2009). When sowing, there are three options: sow atop the ridge, in the furrow, or place on the sides of the ridge, and seeds should always be planted within 10-15 cm of each other (Agropedia, 2009). The planting should be timed so that when the sorghum flowers, it is not during the peak of summer heat, and for best yields, seed should be planted no deeper than 1 inch (Noble Research Institute, 1998). During germination, one shold be vigilant for wireworms, as the damage they cause could be exacerbated by unpreferable climate.

When harvesting, one should not attempt to harvest sorghum with >25% moisture. In order to keep yield loss low, harvesting should be conducted early with drying using mechanical support (Summer, 2017). For optimal results, sorghum can be harvested with sickle bar headers. When harvesting, only the grain head should be removed, with minimal leaves and stock being cut in the process. Use of a sieve to separate high moisture sorghum from low moisture quantities is beneficial (Summer 2017). The grain should be cleaned and stored in a dry area, ensuring a minimum aeration rate of 1/10 cfm/bu (Summer, 2017). While sorghum grain possess resistance to airflow due to smaller grain size, aeration is important to dry the grain.

Sorghum Nutritional Content

Per 100 g seed weight, sorghum has 329 calories. It has 10.4 g of protein per 100 g, higher than rice and most other millets, but lower than wheat and pearl millet (Hulse, Laing & Pearson, 1980). It is a small to reasonable source of B-group vitamins (riboflavin, thiamine and niacin), and a good source of carbohydrates at 72 g per 100 g. It is a low source of fat with 3.4 g (saturated, mono and poly), and has 6.7 g of fibre per 100 g (Hulse, Laing & Pearson, 1980). Depending on soil content, it can be a reasonable source of zinc, iron, magnesium and phosphorus. On average, is has a 3.3 mg quantity of iron, 16 mg of magnesium, and 289 mg of phosphorus per 100 g of seed (USDA, 2019). It is an overall great source of dietary fibre, low in fats, most of which are unsaturated, is a good high source of potassium, and is a moderate protein source, however, is low in the essential amino acid lysine. It is a low-cost gluten free option. Sorghum is used to make traditional African dishes such as ogi, a type of porridge, and tuwo, a thicker version (ICRISAT, 1982). It is also used to make Injera, a traditional and enjoyable sourdough flatbread. A traditional favourite is Kisra, a sorghum pancake, and finally, sorghum roti is a classic household dish, easy and quick to make (ICRISAT, 1982).

Sorghum as a Cash Crop for Smallholder Farmers

Sorghum is a highly versatile crop much like maize (corn), with a diversity of uses (MarketWatch, 2018). It is one of the most efficient crops when it comes to conversion of solar energy into chemical energy (MarketWatch, 2018). It is able to efficiently uses water, and alongside being known as a drought tolerant species, it is also considered environmentally friendly crop due to its versatile nature, water-efficiency, requires minimal fertilizer and pesticide use, and farmers are able to make use of every part of the crop (i.e., create baskets and mats from the stock)(Ogbonna, 2008). Depending upon the variety of sorghum, such as sweet, used to make syrups, alcohol and for biofuel/biomass, bicolor used for animal feed and forage, the crop takes on a separate value and purpose (Ratnavathi et al., 2016). The global demand for sorghum increases as it grows in status as a more cost-effective livestock feed, as well a necessary component of ethanol and biofuel (MarketWatch, 2018).

Additional Benefits to Women Farmers

The growth of sorghum and additional millets has shown additional benefits for female farmers. According to Farming First, which is the global coalition for sustainable agricultural development, women account for 60-80% of smallholder farmers (Farming First, 2018). The group has initiatives like “A friend that helps”; a local group of Kenyan women who harvest and sell sorghum to regional brewers, or even through CGIAR who initiates regular studies on female farmers. As maize, Kenya’s leading cash crop, has seen a recent decrease in production due to more frequent droughts, and increasing number of female smallholders are seeing benefits through the growth and cultivation of drought tolerant crops such as sorghum (Farming First, 2018).

Much like corn, sorghum is a multi-purpose, multi-potential crop. Currently, FAO is finding that many subsistence women farmers are bringing in liveable wages through the production and selling of sorghum, so much so that many local Kenyan farmers they have been working alongside have reported being able to buy a cow, as well as keep their children in school (FAO, 2018). Thanks to the flexibility and versatility of sorghum, many smallholder farmers are able to save money on synthetic fertilizers, as sorghum does not nearly require the same amount that maize does.

Critical Analysis

While this crop is an alluring one, as of recent, many farmers have been hesitant to adopt this drought tolerant crop, as striga, a parasitic weed, has begun to spread across Africa (Ouedraogo et al., 2017). As more aggressive drought has already begun to decrease the yields of many smallholder farmers, they are also witnessing their crops at risk due to the fast adapting striga. There are efforts to breed striga-resistant sorghum varieties (Hess et al., 1992). For smallholders, striga is a struggle as they need to optimize their already small yields for best product results. Many farmers also prefer to keep producing corn/maize as it has the most global market profit and value, and it is a staple crop in many African diets (Unganai & Kogan, 1998). Corn is another cereal crop but not well adapted to a drying climate, as it requires a large amount of water in order to produce a fulfilling yield; it is currently growon on 24% of African farmland (Unganai & Kogan, 1998). Much like striga parasitizes sorghum, however, many corn fields have seen grave loses due to borers, insects, pests and droughts. Consumer preference and market demand in Southern and Eastern Africa also favour corn over sorghum, leaving farmers more likely to plant the riskier corn crop, and worry about the losses later (FAOSTAT, 2019).

Practical Resources to get started and Helpful Links

Link to the sorghum portal at ICRISAT http://exploreit.icrisat.org/profile/Sorghum/193

Link to sorghum varieties released by ICRISAT https://www.icrisat.org/tag/sorghum-varieties/

Link to ordering seed from ICRISAT http://genebank.icrisat.org/

Link to an interesting study done about how to improve sorghum yields in Kenya https://www.hindawi.com/journals/aag/2015/861919/

Interesting articles done in the types, history and availability of sorghum https://www.sciencedirect.com/topics/food-science/sorghum

Article on conservation agriculture in Kenya and importance of sorghum crop http://www.fao.org/fao-stories/article/en/c/1100298/

Article on overall history and modern usage of sorghum https://www.sorghumcheckoff.com/all-about-sorghum

Video providing information and details on sorghum production https://www.youtube.com/watch?v=BmdM93OFpps

Comparison of value and versatility between corn and sorghum https://www.agriculture.com/crops/corn/consider-sorghum

Sorghum production and utilization as livestock feed https://www.youtube.com/watch?v=aDR1ju3MSHQ

Why sorghum could be beneficial to Africa https://www.youtube.com/watch?v=76SFpv0ZCTE

References

1. Agricultural Research Council. (n.d.). [PDF File]. Sorghum Production. Government of South Africa. http://www.arc.agric.za/arcgci/Fact%20Sheets%20Library/Sorghum%20Production.pdf

2. Agropedia. (2009). Seed and sowing sorghum. http://agropedia.iitk.ac.in/content/seed-and-sowing-sorghum

3. Angelucci F. (2013). Analysis of incentives and disincentives for sorghum in Ghana. Technical notes series, MAFAP, Food and Agricultural Organization, Rome.

4. Farming First. (2018, December 12). https://farmingfirst.org/gender/.

5. Dighe, S. (2018, June 27). Global Sorghum and Sorghum Seeds Market Expected to Reach $10,591 Million by 2023, Says Allied Market Research. Retrieved from https://www.prnewswire.com/news-releases/global-sorghum-and-sorghum-seeds-marketexpected-to-reach-10591-million-by-2023-says-allied-market-research-683559771.html.

6. FAO (2019). Land & Water. FAO, Rome. http://www.fao.org/land-water/databases-and-software/crop-information/sorghum/en/

7. Food Security Department. (1999). Sorghum: Post-harvest operations. Post-harvest compendium, Natural Resource Institute, FAO, Rome. http://www.fao.org/fileadmin/user_upload/inpho/docs/Post_Harvest_Compendium_-_SORGHUM.pdf

8. Griggs, M. (2019, January 1). Sorghum development to beat the heat. AgTrader.com. Retrieved from https://www.theland.com.au/story/5827952/sorghum-development-to-beat-the-heat/.

9. Grains & Legumes Nutritional Council. (2019). Types of grains: Sorghum. Grains & Legumes Nutritional Council, NSW, Australia. https://www.glnc.org.au/grains/types-ofgrains/sorghum/.

10. Hess, D. E., Ejeta, G., & Butler, L. G. (1992). Selecting sorghum genotypes expressing a quantitative biosynthetic trait that confers resistance to Striga. Phytochemistry, 31(2), 493-497.

11. Hulse, J. H., Laing E.M., and Pearson, O. E. 1980. Sorghum and the millets: their composition and nutritive value. Academic Press, London.

12. Hariprasanna, K., Patil, J., V. (2015). Sorghum: Origin, classification, biology and improvement. Sorghum Molecular Breeding, 3-20, Springer. https://doi.org/10.1007/978-81-322-2422-8_1

13. ICRISAT (International Crops Research Institute for the SemiArid Tropics). (1982). Proceedings a. of the International Symposium on Sorghum Grain Quality, 28-31 October 1981, b. Patancheru, A.P., India. http://oar.icrisat.org/789/

14. Ngtho, A. (2017, April 11). Farmers in Makueni reap big after planting drought-tolerant crops. The Star. https://www.the-star.co.ke/news/big-read/2017-04-11-farmers-inmakueni-reap-big-after-planting-drought-tolerant-crops/.

15. Noble Research Institute. (1998). Before planting your grain sorghum. Noble Foundation, USA. a. https://www.noble.org/news/publications/ag-news-and-views/1998/may/before-planting-your-grain-sorghum/

16. Ogbonna, C., A. (2008). Sorghum: An Environmentally-friendly food and industrial grain in Nigeria. University of Uyo, Uyo Nigeria.

17. Ouedraogo, N., Sanou, J., Kam, H., Traore, H., Adam, M., Gracen, V., & Danquah, E. Y. (2017). Farmers' perception on impact of drought and their preference for sorghum cultivars in Burkina Faso. Agricultural Science Research Journal, 7(9), 277-284.

18. Ratnavathi, C. V., Chavan, U. D., Patil, J. V. (2016). Sorghum Biochemistry: An Industrial Perspective. India: Academic Press. https://www-sciencedirectcom.subzero.lib.uoguelph.ca/book/9780128031575/sorghum-biochemistry

19. Rooney, B. (Ed.). (2018). Achieving sustainable cultivation of sorghum Volume 2. London: Burleigh Dodds Science Publishing. https://doiorg.subzero.lib.uoguelph.ca/10.1201/9781351114394

20. Sorghum in South Africa: South African Indigenous Grains. (2019). South Africa Online. Retrieved from http://southafrica.co.za/sorghum-in-south-africa.html.

21. Sorghum Solutions Africa. (2017). Sorghum production in Africa. http://www.sorghumafrica.com/sorghum-production-in-africa/.

22. Summer, E., P. (2017). Grain sorghum: Harvesting, drying and storing. University of Georgia Extension, Athens Georgia, U.S.A.

23. Tato, L. (2018 Conservation agriculture in Kenya: beating drought and poor harvest, FAO, Rome http://www.fao.org/fao-stories/article/en/c/1100298/.

24. U.S. Department of Agriculture. (2019). Sorghum grain. https://fdc.nal.usda.gov/fdc-app.html#/food-details/169716/nutrients

25. Unganai, L. S., & Kogan, F. N. (1998). Drought monitoring and corn yield estimation in Southern Africa from AVHRR data. Remote Sensing of Environment, 63(3), 219-232.