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Dieng I, Gardunia B, Covarrubias-Pazaran G, Gemenet DC, Trognitz B, Ofodile S, Fowobaje K, Ntukidem S, Shah T, Imoro S, Tripathi L, Mushoriwa H, Mbabazi R, Salvo S, Derera J. Q&A: Methods for estimating genetic gain in sub-Saharan Africa and achieving improved gains. THE PLANT GENOME 2024; 17:e20471. [PMID: 38923724 DOI: 10.1002/tpg2.20471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 04/17/2024] [Accepted: 04/19/2024] [Indexed: 06/28/2024]
Abstract
Regular measurement of realized genetic gain allows plant breeders to assess and review the effectiveness of their strategies, allocate resources efficiently, and make informed decisions throughout the breeding process. Realized genetic gain estimation requires separating genetic trends from nongenetic trends using the linear mixed model (LMM) on historical multi-environment trial data. The LMM, accounting for the year effect, experimental designs, and heterogeneous residual variances, estimates best linear unbiased estimators of genotypes and regresses them on their years of origin. An illustrative example of estimating realized genetic gain was provided by analyzing historical data on fresh cassava (Manihot esculenta Crantz) yield in West Africa (https://github.com/Biometrics-IITA/Estimating-Realized-Genetic-Gain). This approach can serve as a model applicable to other crops and regions. Modernization of breeding programs is necessary to maximize the rate of genetic gain. This can be achieved by adopting genomics to enable faster breeding, accurate selection, and improved traits through genomic selection and gene editing. Tracking operational costs, establishing robust, digitalized data management and analytics systems, and developing effective varietal selection processes based on customer insights are also crucial for success. Capacity building and collaboration of breeding programs and institutions also play a significant role in accelerating genetic gains.
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Affiliation(s)
- Ibnou Dieng
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | | | | | - Dorcus C Gemenet
- EiB-CIMMYT c/o ICRAF House United Nations Avenue, Nairobi, Kenya
| | | | - Sam Ofodile
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | - Kayode Fowobaje
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | - Solomon Ntukidem
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | - Trushar Shah
- IITA c/o International Livestock Research Institute (ILRI), Nairobi, Kenya
| | - Simon Imoro
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | - Leena Tripathi
- IITA c/o International Livestock Research Institute (ILRI), Nairobi, Kenya
| | - Hapson Mushoriwa
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | | | | | - John Derera
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
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Rodrmguez EPB, Morante N, Salazar S, Hyde PT, Setter TL, Kulakow P, Aparicio JS, Zhang X. Flower-inducing technology facilitates speed breeding in cassava. FRONTIERS IN PLANT SCIENCE 2023; 14:1172056. [PMID: 37284728 PMCID: PMC10239864 DOI: 10.3389/fpls.2023.1172056] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 04/13/2023] [Indexed: 06/08/2023]
Abstract
Cassava is a tropical crop that provides daily carbohydrates to more than 800 million people. New cassava cultivars with improved yield, disease resistance, and food quality are critical to end hunger and reduce poverty in the tropics. However, the progress of new cultivar development has been dragged down by difficulties obtaining flowers from desired parental plants to enable designed crosses. Inducing early flowering and increasing seed production are crucial to improving the efficiency of developing farmer-preferred cultivars. In the present study, we used breeding progenitors to evaluate the effectiveness of flower-inducing technology, including photoperiod extension, pruning, and plant growth regulators. Photoperiod extension significantly reduced the time to flowering in all 150 breeding progenitors, especially late-flowering progenitors which were reduced from 6-7 months to 3-4 months. Seed production was increased by using the combination of pruning and plant growth regulators. Combining photoperiod extension with pruning and the PGR 6-benzyladenine (synthetic cytokinin) produced significantly more fruits and seeds than only photoperiod extension and pruning. Another growth regulator, silver thiosulfate, commonly used to block the action of ethylene, did not show a significant effect on fruit or seed production when combined with pruning. The present study validated a protocol for flower induction in cassava breeding programs and discussed factors to consider in implementing the technology. By inducing early flowering and increasing seed production, the protocol helped move one step further for speed breeding in cassava.
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Affiliation(s)
| | - Nelson Morante
- Cassava Program, International Center for Tropical Agriculture (CIAT), Cali, Colombia
| | - Sandra Salazar
- Cassava Program, International Center for Tropical Agriculture (CIAT), Cali, Colombia
| | - Peter T. Hyde
- Section of Soil and Crop Sciences, School of Integrative Plant Science, Cornell University, Ithaca, NY, United States
| | - Tim L. Setter
- Section of Soil and Crop Sciences, School of Integrative Plant Science, Cornell University, Ithaca, NY, United States
| | - Peter Kulakow
- Cassava Program, International Institute for Tropical Agriculture (IITA), Ibadan, Nigeria
| | | | - Xiaofei Zhang
- Cassava Program, International Center for Tropical Agriculture (CIAT), Cali, Colombia
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Susila H, Purwestri YA. PEBP Signaling Network in Tubers and Tuberous Root Crops. PLANTS (BASEL, SWITZERLAND) 2023; 12:264. [PMID: 36678976 PMCID: PMC9865765 DOI: 10.3390/plants12020264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 12/28/2022] [Accepted: 01/04/2023] [Indexed: 06/17/2023]
Abstract
Tubers and tuberous root crops are essential carbohydrate sources and staple foods for humans, second only to cereals. The developmental phase transition, including floral initiation and underground storage organ formation, is controlled by complex signaling processes involving the integration of environmental and endogenous cues. FLOWERING LOCUS T (FT) and TERMINAL FLOWER 1/CENTRORADIALIS (TFL1/CEN), members of the phosphatidylethanolamine-binding protein (PEBP) gene family, play a central role in this developmental phase transition process. FT and FT-like proteins have a function to promote developmental phase transition, while TFL1/CEN act oppositely. The balance between FT and TFL1/CEN is critical to ensure a successful plant life cycle. Here, we present a summarized review of the role and signaling network of PEBP in floral initiation and underground storage organ formation, specifically in tubers and tuberous root crops. Lastly, we point out several questions that need to be answered in order to have a more complete understanding of the PEBP signaling network, which is crucial for the agronomical improvement of tubers and tuberous crops.
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Affiliation(s)
- Hendry Susila
- Department of Life Sciences, Korea University, Seoul 02841, Republic of Korea
- Research Center for Biotechnology, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
| | - Yekti Asih Purwestri
- Research Center for Biotechnology, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
- Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
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Hyde PT, Setter TL. Long-day photoperiod and cool temperature induce flowering in cassava: Expression of signaling genes. FRONTIERS IN PLANT SCIENCE 2022; 13:973206. [PMID: 36186068 PMCID: PMC9523484 DOI: 10.3389/fpls.2022.973206] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Accepted: 08/23/2022] [Indexed: 06/08/2023]
Abstract
Cassava is a staple food crop in the tropics, and is of particular importance in Africa. Recent development of genomic selection technology have improved the speed of cassava breeding; however, cassava flower initiation and development remains a bottleneck. The objectives of the current studies were to elucidate the effect of photoperiod, temperature and their interactions on the time of flowering and flower development in controlled environments, and to use RNA-sequencing to identify transcriptome expression underlying these environmental responses. Compared to a normal tropical day-length of 12 h, increasing the photoperiod by 4 h or decreasing the air temperature from 34/31 to 22°/19°C (day/night) substantially hastened the time to flowering. For both photoperiod and temperature, the environment most favorable for flowering was opposite the one for storage root harvest index. There was a pronounced treatment interaction: at warm day-time temperatures, percent flowering was low, and photoperiod had little effect. In contrast, at cooler temperatures, percent flowering increased, and long-day (LD) photoperiod had a strong effect in hastening flowering. In response to temperature, many differentially expressed genes in the sugar, phase-change, and flowering-time-integrator pathways had expression/flowering patterns in the same direction as in Arabidopsis (positive or negative) even though the effect of temperature on flowering operates in the reverse direction in cassava compared to Arabidopsis. Three trehalose-6-phosphate-synthase-1 (TPS1) genes and four members of the SPL gene family had significantly increased expression at cool temperature, suggesting sugar signaling roles in flower induction. In response to LD photoperiod, regulatory genes were expressed as in Arabidopsis and other LD flowering plants. Several hormone-related genes were expressed in response to both photoperiod and temperature. In summary, these findings provide insight on photoperiod and temperature responses and underlying gene expression that may assist breeding programs to manipulate flowering for more rapid crop improvement.
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