| Literature DB >> 32523397 |
Al Imran Malik1, Pasajee Kongsil2, Vũ Anh Nguyễn3, Wenjun Ou4, Pao Srean5, M N Sheela6, Luis Augusto Becerra López-Lavalle7, Yoshinori Utsumi3,8, Cheng Lu4, Piya Kittipadakul2, Hữu Hỷ Nguyễn9, Hernan Ceballos7, Trọng Hiển Nguyễn10, Michael Selvaraj Gomez7, Pornsak Aiemnaka2, Ricardo Labarta7, Songbi Chen4, Suwaluk Amawan11, Sophearith Sok12, Laothao Youabee1, Motoaki Seki3,8, Hiroki Tokunaga3,8, Wenquan Wang4, Kaimian Li4, Hai Anh Nguyễn3, Văn Đồng Nguyễn3, Lê Huy Hàm3, Manabu Ishitani3,7.
Abstract
In Asia,Entities:
Keywords: Asia; CMD; agronomy; cassava; conventional breeding; data-driven agriculture; new breeding techniques
Year: 2020 PMID: 32523397 PMCID: PMC7272245 DOI: 10.1270/jsbbs.18180
Source DB: PubMed Journal: Breed Sci ISSN: 1344-7610 Impact factor: 2.086
Cassava production and agronomic practices in Asia (adopted and modified from Howeler and Aye 2014)
| Cambodia | China | India | Indonesia | Lao PDR | Philippines | Thailand | Vietnam | |
|---|---|---|---|---|---|---|---|---|
| 1Production (’000 t) | 10,207 | 4,794 | 4,554 | 20,775 | 3,096 | 2,815 | 31,161 | 11,045 |
| 1Harvest area (’000 ha) | 388 | 291 | 204 | 867 | 94 | 225 | 1,462 | 580 |
| 1Yield (t ha–1) | 25.9 | 16.2 | 21.9 | 23.5 | 32.2 | 12.3 | 21.0 | 18.7 |
| 2Cropping system: | ||||||||
| Monocrop (%) | 95 | 40 | 70 | 40 | 66 | 60 | 95 | 65 |
| Intercrop (%) | 5 | 60 | 30 | 60 | 34 | 40 | 5 | 35 |
| 2Land preparation | Tractor | Oxen/hoe | Hoe/oxen | Hoe/oxen | Hoe/no till | Hoe/oxen | Tractor | Oxen/hoe/tractor |
| 2Time of planting | Apr–May | Mar | Apr–May | Oct–Nov | Apr–Jun | Apr–May | Feb–May | Mar–Sep |
| 2Weeding | Hoe | Hoe/herbicides | Hoe | Hoe | Hoe/knife | Hoe/knife | Hoe/herbicides | Hoe |
| 2,3Fertilizer: | ||||||||
| Inorganic | 6–38% | Low–high | Med–high | 50–95% | >1% | Very little | Up to 75% | 74–85% |
| Organic | 1.3% | N/A | N/A | 22–32% | >1% | Some | N/A | 1–6% |
1 FAO 2018, 2 Howeler and Aye 2014, 3 Smith .
Varieties developed and released in Thailand since 1975 and their agronomic performance
| Variety name | Pedigree/parents | Traits of interest | Yield | Starch | Year of | References |
|---|---|---|---|---|---|---|
| 1Rayong 1 | Landrace | Highly adapted to environment | 20.1 | 18.3 | 1975 | |
| Rayong 3 | MMex55 × MVen307 | High starch content | 17.1 | 23–28 | 1983 | |
| Rayong 2 | MCol113 × MCol22 | Moderate hydrocyanic acid content | 25.6 | 18.3 | 1984 | |
| Rayong 60 | MCol1684 × Rayong 1 | Early bulking | 26.3 | 20–25 | 1987 | |
| Rayong 90 | CMC76 × V43 | High starch content | 23.8 | 24–29 | 1991 | |
| Rayong 5 | 27-77-10 × Rayong 3 | High yield | 27.5 | 23–27 | 1994 | |
| Rayong 72 | Rayong 1 × Rayong 5 | High yield, drought tolerant | 31.9 | 20–24 | 1999 | |
| Rayong 7 | CMR30-71-25 × OMR29-20-118 | High yield, drought tolerant | 38.1 | 23–29 | 2005 | |
| Rayong 9 | CMR31-19-23 × OMR29-20-118 | High yield and starch content | 30.6 | 24–31 | 2006 | |
| Rayong 11 | Rayong 5 × OMR29-20-118 | High starch content | 29.8 | 26–32 | 2010 | |
| Rayong 86 | Kasetsart 50 × Rayong 11 | High yield and starch content | 28.2 | 26–33 | 2013 | |
| 2Sriracha 1 | MKU2-162 × Rayong 1 | High yield | 20.1 | 21.9 | 1990 | |
| Kasetsart 50 | Rayong 90 × Rayong 1 | Highly adapted to environment, high starch content | 32.5 | 24.9 | 1992 | |
| Kasetsart 72 | Rayong 5 × OMR29-20-118 | Highly adapted to environment, high yield | 31.3 | 27 | 2015 | |
| 3Huay Bong 60 | Kasetsart 50 × Rayong 5 | High yield and starch content | 36.3 | 25.1 | 2003 | |
| Huay Bong 80 | Kasetsart 50 × Rayong 5 | High yield and starch content | 34.4 | 27.3 | 2008 | |
| Huay Bong 90 | MKUC34-114-235 open-pollinated | Straight plant type, easy to mechanically harvest, high yield and starch content | 31.8 | 25.7 | 2017 | Unpublished data |
| 4Pirun 1 | Huay Bong 60 × Hanatee | High yield | 41.3 | 28.7 | 2014 | Unpublished data |
| Pirun 2 | Huay Bong 60 × Hanatee | Moderate hydrocyanic acid content | 36.3 | 24.7 | 2015 | Unpublished data |
1 All Rayong varieties are from the breeding program of the Rayong Field Crops Research Center (RYFCRC), Department of Agriculture (DOA), Ministry of Agriculture and Cooperative; 2 Sriracha 1 and Kasetsart (KU) varieties are from Kasetsart University; 3 Huay Bong varieties are from the breeding program at Kasetsart University and Thai Tapioca Development Institute; 4 Pirun varieties are from the breeding program at The National Science and Technology Development Agency (NSTDA) and Mahidol University.
Varieties developed and released in Vietnam and their agronomic performance
| Variety | Pedigree/parents | Traits of interest | Yield | Starch | Year of | Reference |
|---|---|---|---|---|---|---|
| KM60 | Original name Rayong 60, introduced from Thailand | High yield, good root shape, early harvest, yellow flesh | 27–32 | 26.4–27.8 | 1995 | |
| KM94 | Original name KU50, introduced from Thailand | High yield and starch content, highly branched, prone to lodging, throughout Vietnam | 30–40 | n.a. | 1995 | |
| SM937-26 | Introduced from Thailand | High yield and starch content, drought resistant, suitable for marginal land | 30–38 | n.a. | 1995 | |
| KM98-1 | Selected from F1 hybrid seeds, Rayong 1 × Rayong 5 | High yield and starch content, early harvestability, good plant type, DMC: 38.6%, Tay Ninh province | 32–35 | 27.5–28.2 | 1999 | |
| KM98-5 | Selected from F1 hybrid seeds, Rayong 1 × Rayong 5 | DMC: 40.1%, Tay Ninh province | 34.5–n.a. | 26.1–28.4 | 2007, 2009 | |
| KM140 | Selected from F1 hybrid seeds, Rayong 1 × Rayong 5 | Low cyanogenic content, suitable for fresh consumption, southern provinces and Cambodia | 30–50 | n.a. | 2007, 2009 | |
| KM98-7 | Selected from F1 hybrid seeds, Rayong 1 × Rayong 5 | Oblong leaf blade, drought resistant, suitable for marginal land, northern provinces | n.a. | n.a. | 2008 | |
| Sa21-12 | n.a. | Suitable for marginal land, northern provinces | 38–40 | 28–30 | 2012 | |
| Sa06 | Original name Rayong 9, introduced from Thailand | Low branching, North and Central Highlands | 36–42 | >30 | 2016 | |
| *KM419 | Southeastern provinces, Central Highlands and Cambodia | >40 | n.a. | 2016 | ||
| *HLS11 | Selected from F1 hybrid seeds (SM937-26 × KM60) | DMC: >40%, erect stem, no branching, southern provinces | 40–42 | >30 | 2016 | |
| *BK | n.a. | Starch and fresh consumption, northern and central provinces | 47–52 | 27 | 2016 | Unpublished data |
| *HLS10 | Selected from F1 hybrid seeds (KM146 × KM140) | Southeastern provinces and Central Highlands | 43.2–47.3 | 27.2 | 2016 | |
| *HL2004-28 (KM444) | n.a. | DMC: 40.3%, northern provinces | 35.5–na | 29.0–31.2 | 2016 | |
| *DT4 (Rayong 72) | n.a. | DMC: >40%, northern and central provinces | 39.9–43.3 | >30 | 2016 | |
| *KM7 | Selected from F1 hybrid seeds from SM937-26 | Southern and central provinces | 37.6–40.5 | n.a. | 2016 | Unpublished data |
| *STB1 (KM440) | n.a. | DMC: 39.2%, northern and central province | 33–42 | 28–30 | 2017 | |
| *KM101 | Original name CMR29-56-101, introduced from Colombia | DMC: >38%, southern provinces | 37–42 | >28 | 2017 | |
| *10Sa01 | DMC: >40%, southeastern region | 38–42 | 30 | 2017 | Unpublished data |
* Test production, not approved for national release; n.a. = not available; DMC = dry matter content.
Varieties developed and released in China and their agronomic performance
| Cultivar | Pedigree | Traits | Yield | Crop duration (days) | Starch | Year of | Reference |
|---|---|---|---|---|---|---|---|
| SC6068 | SC201 | High starch content | 20.6–24.5 | – | 27.0 | 1965 | |
| SC124 | F1 of nature hybrid seeds from SC205 | High yield, low starch, high tolerance to cold | 30.0–32.5 | – | 24.5 | 1991 | |
| NZ188 | CM321-188 | High yield, low starch, poor cold tolerance | 22.5 | – | 1992 | ||
| SC8002 | SC124 × SC205 | High yield | 27.8–28.7 | – | 27.0 | 1994 | |
| SC8013 | SC124 × SC205 | High starch content | 25.3–29.5 | – | 28.9 | 1994 | |
| GR891 | MCOL2215 × MPAN | High yield, high starch content, short duration | 32 | – | 29–31 | 1998 | |
| GR911 | MBra35 × CM523-7 | High yield | 43 | – | 27–28 | 1999 | |
| GR3 | 1150 hybrid seeds were introduced from Thailand field crop | High yield, high starch content | 40 | – | 29–30 | 2007 | |
| GR1 | Rayong 1 × Rayong 90/KU50 | High yield, high starch content | 40 | – | 27–28 | 2008 | |
| GR4 | CIAT Natural hybrid seeds from PAR164 /line SM1600 | High yield, high starch content | 41 | – | 26–28 | 2011 | |
| GR5 | Huay Bong 60 (R5 × KU50) | 39 | – | 29–31 | 2011 | ||
| GR6 | CIAT Natural hybrid seeds from CM4729-2/line SM2895-1 | High yield, high starch content | 30 | – | 29–30 | 2012 | Unpublished data |
| GR7 | CIAT Natural hybrid seeds from Cn9948-1 (Sm805-15 × Sm1438-02) | High yield, high starch content | 42 | – | 29–30 | 2015 | Unpublished data |
| GR8 | Line KM316 was introduced from Vietnam southern academy of agricultural sciences, HLARC (KM98-1 × KU50) | High yield, high starch content | 39 | – | 28–29 | 2016 | Unpublished data |
| GR9 | The wild cassava germplasm, named Singkonggajah (elephant cassava), was introduced from the tropical rain forest of | High yield, high starch content | 30 | – | 29–31 | 2016 | Unpublished data |
| SC5 | ZM8625 × SC8013 | High yield, high starch content | 33.0– | – | 28.5 | 2000 | |
| SC6 | OMR33-10-4 | High starch content, typhoon resistant, good germination | 25.0– | – | 28.5 | 2001 | |
| SC7 | F1 of nature hybrid seeds from SC205 | High dry matter content and high starch content | 42.61 | 27.3 | 2004 | ||
| SC8 | F1 of natural hybrid seeds from CMR38-120 | High yield, high starch content, strong adaptability, tolerance to fertilizer, poor soil, drought weather, and typhoon | 38–45 | 240 | 30–32 | 2004 | |
| SC9 | Introduced from Philippines around 1820 | Good taste, low cyanic content, high starch content, early harvest, heavy branches | 20–35 | 210 | 30–33 | 2005 | |
| SC10 | CM4042 × CM4077 | High yield, high starch content | 30–45 | 300 | 30–32 | 2006 | |
| SC11 | Introduced from Brazil (Line named B900) | High yield, low starch, stronger tolerance to fertilizer and waterlogging | 30 | 300 | 25–28 | 2009 | |
| SC12 | OMR36-34-1 × ZM99247 | High yield, high starch content, low cyanic content, strong adaptability, tolerance to fertilizer, drought weather, and | 40 | 300 | 30–32 | 2014 | |
| SC13 | F1 of natural hybrid seeds from SC8013 | High yield, high starch content, low cyanic content, resistance to bacterial blight and vermilion mites | 43 | 240 | 29–30 | 2015 | |
| SC14 | Landrace of Qionzhong Hainan China | High yield, low starch, low cyanic content, strong adaptability, tolerance to PPD | 38.25 | 330 | 23–26 | 2016 | |
| Guishu JS03 | Selected from F1 population of cassava cultivar from the Balai district, Xayaburi Province, Laos | High yield, high starch content | 37.5–52.5 | 300–330 | 29–30 | 2015 | Unpublished data |
| Guimushu 1 | Selected from F1 population of line E497, introduced from TCGRI CATAS, the plant line number was GW10-E497-2, and the regional test number was E30 | High yield, high starch content | 39–52.5 | 300–330 | 29–30 | 2016 | |
| Guimushu 2 | Selected from F1 population of line E497, introduced from CATAS, the plant line number was GW10-E497-10 | High yield, low starch content, no branches | 37.5–48 | 300–330 | 24–25 | 2016 | unpublished data |
| Guimushu 3 | Selected from F1 population of line E497, introduced from CATAS, the plant line number was GW10-E497-17 | High yield, high starch content, few branches | 37.5–48 | 300–330 | 30–31 | 2016 | unpublished data |
| Guimushu 4 | Selected from F1 population of line E497, introduced from CATAS, the plant line number was GW10-E497-19 | High yield, high starch content, few branches | 37.5–48 | 300–330 | 29–31 | 2016 | unpublished data |
| Guimushu 5 | Selected from F1 population of SC205, the plant line number was WG10-SC205-1 | High yield, high starch content, few branches | 37.5–52.5 | 240–270 | 30–33 | 2016 | Unpublished data |
| Guimushu 6 | Selected from the F1 population of Xinxuan 048, the new cassava variety was developed through embryo rescue, tissue culture, rapid propagation, and the test number was NK-6 | High yield, high starch content, few branches | 39–52.5 | 300–330 | 28–30 | 2016 | Unpublished data |
| Guimushu 7 | Selected from the F1 population of Xinxuan 048, the new cassava variety was developed through embryo rescue, tissue culture, rapid propagation, and the test number was NK-7 | High yield, high starch content, good plan type, good germinates and good growth vigor | 30–37.5 | 300–330 | 29–31 | 2016 | Unpublished data |
| Fuxuan 01 | Using cassava variety SC124 as material and selected and bred from its variant strain by radiation mutagenesis | High yield, high starch content, stem good to storage, germinated quickly and neatly, and had high germination rate, wide adaptability, cold and drought resistance | 30–45 | – | 30–32 | 2005 | |
| Xinxuan 048 | From natural variation of cassava germplasm ZM93-16 population | High yield, high starch content, stem germinates quickly and neatly, and had high germination rate, wide adaptability, suitable for sparse planting, intercropping and mechanical planting | 40–50 | 240 | 28–30 | 2006 | |
| Xixuan 03 | From natural variation of cassava germplasm ZM92-174 population | High yield, high starch content, stem good to storage | 34.5 | – | 29–31 | 2007 | |
| Xixuan 04 | From natural variation of cassava germplasm OMR-38-136-1 population | High yield, high starch content, stem germinates quickly and neatly, and had high germination rate, wide adaptability, resistance to pest and disease, tolerance to cold | 46–57 | – | 30–31 | 2010 | |
| Xixuan 05 | Using cassava variety Xinxuan 048 as material and selected and bred from its variant strain by radiation mutagenesis | High yield, high starch content, no branches | 52–70 | – | 29–31 | 2013 | |
| Xixuan 06 | Using cassava variety Xinxuan 048 as material and selected and bred from its variant strain by radiation mutagenesis | High yield, high starch content, no branches. tolerance to drought and cold | 50–59 | – | 30–31 | 2014 | |
| Xixuan 07 | Using cassava variety Xinxuan 048 as material and selected and bred from its variant strain by radiation mutagenesis | High yield, high starch content, no branches. Stem germinates quickly and neatly, and had high germination rate | 53–70 | – | 31–32 | 2016 | Unpublished data |
| GK 09-26 | SC5 × SC205 | High yield, low starch, strong adaptability, tolerance to cold, fertilizer, poor soil, drought weather, pests and diseases | 45–48 | 300 | 28 | 2014 | Unpublished data |
| GK 09-11 | SC5 × SC205 | High yield, high starch, strong adaptability | 37.5–45 | – | 30–31 | 2015 | Unpublished data |
| NZ 199 | Introduced tissue culture seedlings from CIAT | High yield, high starch content, easy to harvest, low cyanic content | 30–45 | 240–270 | 30 | – |
Varieties released in India and its agronomical performance
| Cultivar | Pedigree | Trait of interest | Yield | Number of days to | Starch | Year of | Reference |
|---|---|---|---|---|---|---|---|
| H-97 | Manjavella × Accession No. 300 (Brazillian seedling selection) | Conical short roots, drought tolerant | 25–30 | 290–310 | 27–31 | 1971 | |
| H-165 | Chadyamangalam Vella × Kalikalan | Early maturing, tolerant to spider mite and scale insect | 35–38 | 240–260 | 25 | 1971 | |
| H-226 | Ethakkakaruppan × M-4 | High yield under irrigation, tolerant to spider mite and scale insects | 30–35 | 290–310 | 29 | 1971 | |
| Sree Visakham (H-1687) | Accession No 1501 (landrace) × S-2312 (Madagascar) | Compact root, high yield, high carotene content, less susceptible to spider mite and scale insect | 33–38 | 290–310 | 28 | 1977 | |
| Sree Sahya (H-2304) | Multiple hybrid involving, Accession No 468 (from Madagascar), 174, 3024, 1310, 82, 3919, 3588 and M-4 | High yield, highly resistant to drought and moderate resistant to leaf sport | 35–40 | 300–320 | 31 | 1977 | |
| Sree Prakash (S-856) | Selection from indigenous germplasm accession | High yield, short duration, non-branching plants, suitable for lowland cultivation | 35–40 | 220–240 | 29 | 1987 | |
| Sree Jaya | Selection from indigenous germplasm accession | Early maturing, suitable for lowland cultivation as a rotation crop, white flesh colour and excellent cooking quality | 26–30 | 180–220 | 27 | 1998 | |
| Sree Vijaya | Selection from germplasm collection | High yield, short duration, yellow after cooking | 25–28 | 180 | 27–30 | 1998 | |
| Sree Harsha | Triploid (OP-4 (2x) × H-2304 (4x) | Erect non-branching, high starch content | 35–40 | 300 | 38–41 | 1996 | |
| Sree Athulya | Triplod progeny of local diploid clone OP-4 and induced tetraploid of ‘Sree Visakham’ | High yielding triploid, high starch content | 40–50 | 300 | 35 | 2013 | |
| Sree Apoorva | Triploid progeny of local diploid variety Ambakkadan with the induced tetraploid of Sree Sahya | High yielding triploid, non/top branching | 40–50 | 300 | 33 | 2013 | |
| Sree Swarna | Clonal selection from indigenous germplasm (Arumasa | High yield, yellow flesh, tolerant to CMD | 40 | 210 | 25 | 2014 | |
| Sree Pavithra | Clonal selection from indigenous germplasm (Aniyoor local) | High yield, high K efficiency (243.65 kg tuber/kg K absorbed), good cooking quality, low cynogenic compound | 35–45 | 270–300 | 25 | 2014 | |
| Nidhi | Clonal selection | Short duration | 25 | 200 | 26 | 1993 | |
| KMC-1 | Clonal selection | Short duration | 30.5 | 200 | 26 | 1998 | |
| Sree Rekha | Top cross hybrid - TMS.63198 (selfed) × Sree Visakham | High yield, can grow in upland and lowland condition, tolerant to leaf spot and spider mite | 45–48 | 240–300 | 27–29 | 2000 | |
| Sree Prabha | Top cross hybrid - TMS.63173-4 (selfed) × Sree Visakham | High yield, medium height plant type, suitable for upland and lowland, tolerant to leaf spot and spider mite | 40–45 | 300 | 26–28 | 2000 | |
| Sree Padmanabha | Introduced from CIAT, Colombia- MNga1 | CMD resistant variety | 38 | 270–300 | n.a. | 2006 | |
| CO-1 | Clonal selection from local variety | High yield | 30 | 240–270 | n.a | 1977 | |
| CO-2 | Clonal selection from an open pollinated seedling progeny | High yield | 35 | 240–270 | n.a | 1984 | |
| CO-3 | Clonal selection from an open pollinated seedling of Nigerian origin | High yield | 42 | 240 | n.a. | 1993 | |
| MVD-1 | Clonal selection from | Demonstrated CMD tolerance | 34.5 | 270 | n.a. | ||
| Sree Reksha | Clonal Selection from CIAT hybrid, CR24-4 (CM79515XC-18) | High yield, resistance to cassava mosaic disease caused by SLCMV & ICMV, tolerance to post harvest physiological deterioration | 45–50 | 240–270 | 28 | 2017 | |
| PDP-CMR1 | Clonal Selection from CIAT hybrid, CR43-7 (C33XCM4574-7) | High yield, resistance to cassava mosaic disease caused by SLCMV & ICMV, drought tolerance | 45–50 | 270–300 | 26 | 2017 | |
| Sree Sakthi | Clonal Selection from CIAT hybrid, CR43-2 | High yield, resistance to cassava mosaic disease caused by SLCMV& ICMV, high starch | 45–50 | 270–300 | 29–32 | 2018 | |
| Sree Suvarna | Clonal Selection from CIAT hybrid, CR43-2 | High yield, resistance to cassava mosaic disease caused by SLCMV & ICMV | 38 | 210–240 | 25–26 | 2018 | |
| Tapioca YTP-1 | Selection from Thondamuthur Local | High yield | 50 | 270–300 | 25–27 | 2013 | |
| Vellayani Hraswa | Clonal Selection | High yield, early bulking | 35 | 180 | 28 | 2006 | Unpublished data |
Varieties developed and released in Indonesia since 1978 and their agronomic performance
| Variety | Traits | Mean yield (t ha–1)* | Starch content (%) | Year of release | References |
|---|---|---|---|---|---|
| Adira 1 | Not bitter | 22 | 16–18 | 1978 | |
| Adira 2 | Bitter | 22 | n.a. | 1978 | |
| Adira 4 | Bitter | 35 | 18.5–20.9 | 1987 | |
| Malang 1 | Not bitter | 36.5 | >20.9 | 1992 | |
| Malang 2 | Not bitter | 31.5 | n.a | 1992 | |
| Darul Hidayah | Not bitter | n.a. | <16 | 1998 | |
| UJ3 | Bitter | n.a. | 20.9 | 2000 | |
| UJ5 | Bitter | n.a. | 20.5 | 2000 | |
| Malang 4 | Bitter | 39.7 | 18.5–20.9 | 2001 | |
| Malang 6 | Bitter | 36.4 | 18.5–20.9 | 2001 | |
| Litbang UK2 | Not bitter | 42.2 | 18.5–20.9 | 2012 | |
| UK1 Agritan | Not bitter | 30.2 | 19.9 | 2016 |
* Mean values taken from multi-location trails before varietal release.
Fig. 1.Schematic diagram of data-driven cassava development. Aerial part of cassava plants monitored and phenotyped for traits of interest by UAV and satellite imagery under field conditions. Ground-penetrating radar (GPR) used for belowground traits. Analyzed digital data used by breeders to identify new source of genes in germplasm or select better performing breeding lines in a cassava breeding scheme. In coming years, application of disrupting technologies such as AI with collected data in farmer’s field realized to improve crop productivity and sustainability.