Despite the longstanding importance of silage as a critical feed source for ruminants, its quality improvement has been largely overlooked. Although numerous quantitative trait loci (QTL) and genes affecting silage quality in maize have been reported, only a few have been effectively incorporated into breeding programs. Addressing this gap, the present study undertook a comprehensive meta-QTL (MQTL) analysis involving 523 QTL associated with silage-quality traits collected from 14 published studies. Of the 523 QTL, 405 were projected onto a consensus map comprising 62,424 genetic markers, resulting in the identification of 60 MQTL and eight singletons. The average confidence interval (CI) of the MQTL was 3.9-fold smaller than that of the source QTL. Nine of the 60 identified MQTL were classified as breeder's MQTL owing to their small CIs, involvement of more QTL, and large contribution to phenotypic variation. One-third of the MQTL co-localized with DNA marker-trait associations identified in previous genomewide association mapping studies. A set of 78 high-confidence candidate genes influencing silage quality were identified in the MQTL regions. These genes and associated markers may advance marker-assisted breeding for maize silage quality. (c) 2023 Crop Science Society of China and Institute of Crop Science, CAAS. Production and hosting by Elsevier B.V. on behalf of KeAi Communications Co., Ltd. This is an open access article under the CC BY-NCND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
机构:
Ctr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, IndiaCtr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, India
Vinayan, M. T.
Seetharam, K.
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Ctr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, IndiaCtr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, India
Seetharam, K.
Babu, Raman
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Ctr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, India
Corteva Agrisci, Multi Crop Res Ctr, Hyderabad, IndiaCtr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, India
Babu, Raman
Zaidi, P. H.
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Ctr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, IndiaCtr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, India
Zaidi, P. H.
Blummel, M.
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Int Livestock Res ILRI, CO ICRISAT, Patancheru 502324, Andhra Pradesh, IndiaCtr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, India
Blummel, M.
Nair, Sudha K.
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Ctr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, IndiaCtr Int Mejoramiento Maiz & Trigo CIMMYT, CO ICRISAT, Patancheru 502324, Andhra Pradesh, India
机构:
Poznan Univ Life Sci, Dept Math & Stat Methods, Wojska Polskiego 28, PL-60637 Poznan, PolandPoznan Univ Life Sci, Dept Math & Stat Methods, Wojska Polskiego 28, PL-60637 Poznan, Poland
Cyplik, Adrian
Sobiech, Aleksandra
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Poznan Univ Life Sci, Dept Genet & Plant Breeding, Dojazd 11, PL-60632 Poznan, PolandPoznan Univ Life Sci, Dept Math & Stat Methods, Wojska Polskiego 28, PL-60637 Poznan, Poland
Sobiech, Aleksandra
Tomkowiak, Agnieszka
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Poznan Univ Life Sci, Dept Genet & Plant Breeding, Dojazd 11, PL-60632 Poznan, PolandPoznan Univ Life Sci, Dept Math & Stat Methods, Wojska Polskiego 28, PL-60637 Poznan, Poland
Tomkowiak, Agnieszka
Bocianowski, Jan
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Poznan Univ Life Sci, Dept Math & Stat Methods, Wojska Polskiego 28, PL-60637 Poznan, PolandPoznan Univ Life Sci, Dept Math & Stat Methods, Wojska Polskiego 28, PL-60637 Poznan, Poland
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Hungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, HungaryHungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, Hungary
Omar, S.
Abd Ghani, R.
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Hungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, HungaryHungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, Hungary
Abd Ghani, R.
Khaeim, H.
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Hungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, HungaryHungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, Hungary
Khaeim, H.
Sghaier, A. H.
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Hungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, HungaryHungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, Hungary
Sghaier, A. H.
Jolankai, M.
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Hungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, HungaryHungarian Univ Agr & Life Sci, Dept Agron, Pater Karoly Utca 1, H-2100 Godollo, Hungary