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Feng W, Xue W, Zhao Z, Wang H, Shi Z, Wang W, Chen B, Qiu P, Xue J, Sun M. Nitrogen Level Impacts the Dynamic Changes in Nitrogen Metabolism, and Carbohydrate and Anthocyanin Biosynthesis Improves the Kernel Nutritional Quality of Purple Waxy Maize. PLANTS (BASEL, SWITZERLAND) 2024; 13:2882. [PMID: 39458829 PMCID: PMC11510902 DOI: 10.3390/plants13202882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Revised: 10/09/2024] [Accepted: 10/13/2024] [Indexed: 10/28/2024]
Abstract
Waxy corn is a special type of maize primarily consumed as a fresh vegetable by humans. Nitrogen (N) plays an essential role in regulating the growth progression, maturation, yield, and quality of waxy maize. A reasonable N application rate is vital for boosting the accumulation of both N and carbon (C) in the grains, thereby synergistically enhancing the grain quality. However, the impact of varying N levels on the dynamic changes in N metabolism, carbohydrate formation, and anthocyanin synthesis in purple waxy corn kernels, as well as the regulatory relationships among these processes, remains unclear. To explore the effects of varying N application rates on the N metabolism, carbohydrate formation, and anthocyanin synthesis in kernels during grain filling, a two-year field experiment was carried out using the purple waxy maize variety Jinnuo20 (JN20). This study examined the different N levels, specifically 0 (N0), 120 (N1), 240 (N2), and 360 (N3) kg N ha-1. The results of the analysis revealed that, for nearly all traits measured, the N application rate of N2 was the most suitable. Compared to the N0 treatment, the accumulation and content of anthocyanins, total nitrogen, soluble sugars, amylopectin, and C/N ratio in grains increased by an average of 35.62%, 11.49%, 12.84%, 23.74%, 13.00%, and 1.87% under N2 treatment over five filling stages within two years, respectively, while the harmful compound nitrite content only increased by an average of 30.2%. Correspondingly, the activities of related enzymes also significantly increased and were maintained under N2 treatment compared to N0 treatment. Regression and correlation analysis results revealed that the amount of anthocyanin accumulation was highly positively correlated with the activities of phenylalanine ammonia-lyase (PAL) and flavanone 3-hydroxylase (F3H), but negatively correlated with anthocyanidin synthase (ANS) and UDP-glycose: flavonoid-3-O-glycosyltransferase (UFGT) activity, nitrate reductase (NR), and glutamine synthetase (GS) showed significant positive correlations with the total nitrogen content and lysine content, and a significant negative correlation with nitrite, while soluble sugars were negatively with ADP-glucose pyrophosphorylase (AGPase) activity, and amylopectin content was positively correlated with the activities of soluble starch synthase (SSS), starch branching enzyme (SBE), and starch debranching enzyme (SDBE), respectively. Furthermore, there were positive or negative correlations among the detected traits. Hence, a reasonable N application rate improves purple waxy corn kernel nutritional quality by regulating N metabolism, as well as carbohydrate and anthocyanin biosynthesis.
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Affiliation(s)
- Wanjun Feng
- Sorghum Research Institute, Shanxi Agricultural University, Jinzhong 030600, China; (W.F.); (W.W.); (P.Q.)
| | - Weiwei Xue
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China; (W.X.); (Z.Z.); (H.W.); (Z.S.); (B.C.)
| | - Zequn Zhao
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China; (W.X.); (Z.Z.); (H.W.); (Z.S.); (B.C.)
| | - Haoxue Wang
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China; (W.X.); (Z.Z.); (H.W.); (Z.S.); (B.C.)
| | - Zhaokang Shi
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China; (W.X.); (Z.Z.); (H.W.); (Z.S.); (B.C.)
| | - Weijie Wang
- Sorghum Research Institute, Shanxi Agricultural University, Jinzhong 030600, China; (W.F.); (W.W.); (P.Q.)
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China; (W.X.); (Z.Z.); (H.W.); (Z.S.); (B.C.)
| | - Baoguo Chen
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China; (W.X.); (Z.Z.); (H.W.); (Z.S.); (B.C.)
| | - Peng Qiu
- Sorghum Research Institute, Shanxi Agricultural University, Jinzhong 030600, China; (W.F.); (W.W.); (P.Q.)
| | - Jianfu Xue
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China; (W.X.); (Z.Z.); (H.W.); (Z.S.); (B.C.)
| | - Min Sun
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China; (W.X.); (Z.Z.); (H.W.); (Z.S.); (B.C.)
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Liu P, Xiang C, Liu K, Yu H, Liao Z, Shen Y, Liu L, Ma L. Genome-wide association study reveals genetic basis and candidate genes for chlorophyll content of leaves in maize (Z ea mays L.). PeerJ 2024; 12:e18278. [PMID: 39391824 PMCID: PMC11466220 DOI: 10.7717/peerj.18278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 09/18/2024] [Indexed: 10/12/2024] Open
Abstract
The chlorophyll content (CC) directly affects photosynthesis, growth, and yield. However, the genetic basis of CC is still unclear in maize (Zea mays L.). Here, we conducted a genome-wide association study using mixed linear model for CC of the fifth leaves at seedling stage (CCFSS) and the ear leaves at filling stage (CCEFS) for 334 maize inbred lines. The heritability estimates for CCFSS and CCEFS, obtained via variance components analysis using the lme4 package in R, were 70.84% and 78.99%, respectively, indicating that the CC of leaves is primarily controlled by genetic factors. A total of 15 CC-related SNPs and 177 candidate genes were identified with a p-value < 4.49 × 10-5, which explained 4.98-7.59% of the phenotypic variation. Lines with more favorable gene variants showed higher CC. Meanwhile, Gene Ontology (GO) analysis implied that these candidate genes were probably related to chlorophyll biosynthesis. In addition, gene-based association analyses revealed that six variants in GRMZM2G037152, GRMZM5G816561, GRMZM2G324462, and GRMZM2G064657 genes were significantly (p-value < 0.01) correlated with CC, of which GRMZM2G064657 (encodes a phosphate transporter protein) and GRMZM5G816561 (encodes a cytochrome P450 protein) were specifically highly expressed in leaves tissues. Interestingly, these candidate genes were previously reported to involve in the regulation of the contents of chlorophyll in plants or Chlamydomonas. These results may contribute to the understanding of genetic basis and molecular mechanisms of maize CC and the selection of maize varieties with improved CC.
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Affiliation(s)
- Peng Liu
- Mianyang Teachers College, Mianyang, Sichuan, China
- Sichuan Agricultural University, Chengdu, Sichuan, China
| | | | - Kai Liu
- Sichuan Agricultural University, Chengdu, Sichuan, China
- Leshan Academy of Agricultural Sciences, Leshan, Sichuan, China
| | - Hong Yu
- Sichuan Agricultural University, Chengdu, Sichuan, China
- Zigong Academy of Agricultural Sciences, Zigong, Sichuan, China
| | | | - Yaou Shen
- Sichuan Agricultural University, Chengdu, Sichuan, China
| | - Lei Liu
- Mianyang Teachers College, Mianyang, Sichuan, China
| | - Langlang Ma
- Sichuan Agricultural University, Chengdu, Sichuan, China
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Duo H, Chhabra R, Muthusamy V, Dutta S, Katral A, Sarma GR, Chand G, Mishra SJ, Zunjare RU, Hossain F. Allelic Diversity and Development of Breeder-Friendly Marker Specific to floury2 Gene Regulating the Accumulation of α-Zeins and Essential Amino Acids in Maize Kernel. Biochem Genet 2024:10.1007/s10528-024-10935-x. [PMID: 39369369 DOI: 10.1007/s10528-024-10935-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 09/23/2024] [Indexed: 10/07/2024]
Abstract
Maize zeins lack essential amino acids, such as methionine, lysine, and tryptophan. The floury2 (fl2) mutation reduces zein synthesis and increases methionine and lysine content in kernels. In this study, fl2 gene (1612 bp) was sequenced in eight wild-type and two mutant inbreds and detected 218 SNPs and 18 InDels. Transversion of C to T at 343 bp position caused the substitution of alanine by valine in the fl2 mutant. A PCR-based marker (FL-SNP-CT) was developed, which distinguished the favorable mutant fl2 allele (T) from the wild-type (C) Fl2 allele. Gene-based diversity analysis using seven gene-based InDel markers grouped 48 inbred lines into three major clusters, with an average genetic dissimilarity coefficient of 0.534. The average major allele frequency, gene diversity, heterozygosity, and polymorphism information content of the InDel markers were 0.701, 0.392, 0.039, and 0.318, respectively. Haplotype analysis revealed 29 haplotypes of fl2 gene among these 48 inbreds. Amino acid substitution (Ala-Val) at the signal peptide cleavage site produced unprocessed 24-kDa mutant protein instead of 22-kDa zein found in normal genotype. Eight paralogues of fl2 detected in the study showed variation in exon lengths (616-1170 bp) and translation lengths (135-267 amino acids). Orthologue analysis among 15 accessions of Sorghum bicolor and two accessions of Saccharum spontaneum revealed a single exon in fl2 gene, ranging from 267 to 810 bp. The study elucidated the molecular basis of fl2 mutation and reported a breeder-friendly marker for molecular breeding programs. This is the first study to characterize fl2 gene in a set of subtropically adapted inbreds.
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Affiliation(s)
- Hriipulou Duo
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Rashmi Chhabra
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Suman Dutta
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | | | - Gulab Chand
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Subhra J Mishra
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Firoz Hossain
- ICAR-Indian Agricultural Research Institute, New Delhi, India.
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Katral A, Hossain F, Zunjare RU, Ragi S, Kasana RK, Duo H, Gopinath I, Mehta BK, Guleria SK, Thimmegowda V, Vasudev S, Kumar B, Karjagi CG, Pandey S, Neeraja CN, Yadava DK, Muthusamy V. Maize genotypes with favourable dgat1-2 and fatb alleles possess stable high kernel oil and better fatty acid health and nutritive indices. Int J Biol Macromol 2024; 278:134848. [PMID: 39168197 DOI: 10.1016/j.ijbiomac.2024.134848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2024] [Revised: 08/16/2024] [Accepted: 08/16/2024] [Indexed: 08/23/2024]
Abstract
Diverse uses of maize oil attracted various stakeholders, including food, feed, and bioenergy, highlighting the increased demand for sustainable production. Here, 48 diverse sub-tropical maize genotypes varying for dgat1-2 and fatb genes governing oil attributes, were evaluated in three diverse locations to assess trends of oil content, fatty acid (FA) profile, the effect of environment on oil attributes, the impact of different gene combinations and determine FA health and nutritional properties. The genotypes revealed wide variation in oil content (OC: 3.4-6.8 %) and FA compositional traits, namely palmitic (PA, 11.3-24.1 %), oleic (OA, 21.5-42.7 %), linoleic (LA, 36.6-61.7 %), and linolenic (ALA, 0.7-2.3 %) acids. Double-mutants with both favourable alleles (dd/ff) exhibited 51.6 % higher oil, 33.2 % higher OA, and 30.2 % reduced PA compared to wild-types (d+d+/f+f+) across locations. These double-mutants had lower saturated FA (12.2 %), and higher unsaturated FA (87.0 %), indicating reduced susceptibility to autooxidation, with lower atherogenicity (0.14), thrombogenicity (0.27) and peroxidisability (48.15), higher cholesterolemic index (7.16), optimum oxidability (5.27) and higher nutritive-value-index (3.35) compared to d+d+/f+f+, making them promising for significant health and nutritional benefits. Locally adapted stable novel double-mutants with high-oil and better FA properties identified here can expedite the maize breeding programs, meeting production demands and addressing long-standing challenges for breeders.
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Affiliation(s)
| | - Firoz Hossain
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Shridhar Ragi
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Hriipulou Duo
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Brijesh K Mehta
- ICAR-Indian Grassland and Fodder Research Institute, Jhansi, India
| | - Satish K Guleria
- CSK-Himachal Pradesh Krishi Vishvavidyalaya, Bajaura, Himachal Pradesh, India
| | | | - Sujata Vasudev
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | | | - Sushil Pandey
- ICAR-National Bureau of Plant Genetic Resource, New Delhi, India
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Dossa EN, Shimelis H, Shayanowako AIT. Genome-wide association analysis of grain yield and Striga hermonthica and S. asiatica resistance in tropical and sub-tropical maize populations. BMC PLANT BIOLOGY 2024; 24:871. [PMID: 39294608 PMCID: PMC11411799 DOI: 10.1186/s12870-024-05590-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Accepted: 09/12/2024] [Indexed: 09/20/2024]
Abstract
BACKGROUND Genetic improvement for Striga hermonthica (Sh) and S. asiatica (Sa) resistance is the most economical and effective control method to enhance the productivity of maize and other major cereal crops. Hence, identification of quantitative trait loci (QTL) associated with Striga resistance and economic traits will guide the pace and precision of resistance breeding in maize. The objective of this study was to undertake a genome-wide association analysis of grain yield and Sh and Sa resistance among tropical and sub-tropical maize populations to identify putative genetic markers and genes for resistance breeding. 126 maize genotypes were evaluated under controlled environment conditions using artificial infestation of Sh and Sa. The test genotypes were profiled for grain yield (GY), Striga emergence counts at 8 (SEC8) and 10 (SEC10) weeks after planting, and Striga damage rate scores at 8 (SDR8) and 10 (SDR10) weeks after planting. Population structure analysis and genome-wide association mapping were undertaken based on 16,000 single nucleotide polymorphism (SNP) markers. RESULTS A linkage disequilibrium (LD) analysis in 798,675 marker pairs revealed that 21.52% of pairs were in significant linkage (P < 0.001). Across the chromosomes, the LD between SNPs decayed below a critical level (r2 = 0.1) at a map distance of 0.19 Mbp. The genome-wide association study identified 50 significant loci associated with Sh resistance and 22 significant loci linked to Sa resistance, corresponding to 39 and 19 candidate genes, respectively. CONCLUSION The study found non-significant QTL associated with dual resistance to the two examined Striga species Some of the detected genes reportedly conditioned insect and pathogen resistance, plant cell development, variable senescence, and pollen fertility. The markers detected in the present study for Sa resistance were reported for the first time. The gene Zm00001eb219710 was pleiotropic, and conditioned GY and SEC10, while Zm00001eb165170 affected SDR8 and SDR10, and Zm00001eb112030 conditioned SDR8 and SDR10 associated with Sh resistance. The candidate genes may facilitate simultaneous selection for Sh and Sa resistance and grain yield in maize after further validation and introgression in breeding pipelines. Overall, we recommend breeding maize specifically for resistance to each Striga species using germplasm adapted to the endemic region of each parasite.
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Affiliation(s)
- Emeline N Dossa
- School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg, 3209, South Africa.
| | - Hussein Shimelis
- School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg, 3209, South Africa
| | - Admire I T Shayanowako
- School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg, 3209, South Africa
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Katral A, Hossain F, Zunjare RU, Mishra SJ, Ragi S, Kasana RK, Chhabra R, Thimmegowda V, Vasudev S, Kumar S, Bhat JS, Neeraja CN, Yadava DK, Muthusamy V. Enhancing kernel oil and tailoring fatty acid composition by genomics-assisted selection for dgat1-2 and fatb genes in multi-nutrient-rich maize: new avenue for food, feed and bioenergy. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 119:2402-2422. [PMID: 38990624 DOI: 10.1111/tpj.16926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2024] [Revised: 06/11/2024] [Accepted: 07/01/2024] [Indexed: 07/12/2024]
Abstract
Enhancing maize kernel oil is vital for improving the bioavailability of fat-soluble vitamins. Here, we combined favourable alleles of dgat1-2 and fatb into parental lines of four multi-nutrient-rich maize hybrids (APTQH1, APTQH4, APTQH5 and APTQH7) using marker-assisted selection (MAS). Parental lines possessed favourable alleles of crtRB1, lcyE, vte4 and opaque2 genes. Gene-specific markers enabled successful foreground selection in BC1F1, BC2F1 and BC2F2, while background selection using genome-wide microsatellite markers (127-132) achieved 93% recurrent parent genome recovery. Resulting inbreds exhibited significantly higher oil (6.93%) and oleic acid (OA, 40.49%) and lower palmitic acid (PA, 14.23%) compared to original inbreds with elevated provitamin A (11.77 ppm), vitamin E (16.01 ppm), lysine (0.331%) and tryptophan (0.085%). Oil content significantly increased from 4.80% in original hybrids to 6.73% in reconstituted hybrids, making them high-oil maize hybrids. These hybrids displayed 35.70% increment in oil content and 51.56% increase in OA with 36.32% reduction in PA compared to original hybrids, while maintaining higher provitamin A (two-fold), vitamin E (nine-fold), lysine (two-fold) and tryptophan (two-fold) compared to normal hybrids. Lipid health indices showed improved atherogenicity, thrombogenicity, cholesterolaemic, oxidability, peroxidizability and nutritive values in MAS-derived genotypes over original versions. Besides, the MAS-derived inbreds and hybrids exhibited comparable grain yield and phenotypic characteristics to the original versions. The maize hybrids developed in the study possessed high-yielding ability with high kernel oil and OA, low PA, better fatty acid health and nutritional properties, higher multi-vitamins and balanced amino acids, which hold immense significance to address malnutrition and rising demand for oil sustainably in a fast-track manner.
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Affiliation(s)
| | - Firoz Hossain
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Subhra J Mishra
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Shridhar Ragi
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Rashmi Chhabra
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Sujata Vasudev
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Santosh Kumar
- ICAR-Indian Agricultural Research Institute, Jharkhand, India
| | - Jayant S Bhat
- ICAR-Indian Agricultural Research Institute, New Delhi, India
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Sobolev AP, Acciaro E, Milutinović M, Božunović J, Aničić N, Mišić D, Mattoo AK. Maize Grain Metabolite Profiling by NMR: Effects of Growing Year, Variety, and Cropping System. Molecules 2024; 29:4097. [PMID: 39274945 PMCID: PMC11397060 DOI: 10.3390/molecules29174097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Revised: 08/26/2024] [Accepted: 08/27/2024] [Indexed: 09/16/2024] Open
Abstract
Considering that maize (Zea mays L.) is a staple food for a large segment of the population worldwide, many attempts have been made to improve the nutritional value of its grain and at the same time to achieve sustainable cropping systems. The present study aimed to characterize the composition and nutritional value of maize grain as influenced by cropping system, genetic background (variety), and growing year using untargeted NMR metabolomics. The composition of both water- (sugars and polyols, organic acids, and amino acids) and liposoluble metabolites (free and esterified fatty acids, sterols, and lipids) extracted from the maize grain was determined. Multivariate statistical analyses (PCA and ANOVA) pointed to the growing year and the variety as the most important random and fixed factors, respectively, influencing the metabolite profile. The samples were separated along PC1 and PC3 according to the growing year and the variety, respectively. A higher content of citric acid and diunsaturated fatty acids and a lower content of tyrosine, trigonelline, and monounsaturated fatty acids was observed in the organic with respect to the conventional variety. The effect of the cropping system was overwhelmed by the random effect of the growing year. The results provide novel knowledge on the influence of agronomic practices on maize micronutrient contents.
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Affiliation(s)
- Anatoly Petrovich Sobolev
- Magnetic Resonance Laboratory "Annalaura Segre", Institute for Biological Systems, National Research Council (CNR), Via Salaria km 29.300, 00015 Rome, Italy
| | - Erica Acciaro
- Magnetic Resonance Laboratory "Annalaura Segre", Institute for Biological Systems, National Research Council (CNR), Via Salaria km 29.300, 00015 Rome, Italy
| | - Milica Milutinović
- Institute for Biological Research "Siniša Stanković"-National Institute of Republic of Serbia, University of Belgrade, 11108 Belgrade, Serbia
| | - Jelena Božunović
- Institute for Biological Research "Siniša Stanković"-National Institute of Republic of Serbia, University of Belgrade, 11108 Belgrade, Serbia
| | - Neda Aničić
- Institute for Biological Research "Siniša Stanković"-National Institute of Republic of Serbia, University of Belgrade, 11108 Belgrade, Serbia
| | - Danijela Mišić
- Institute for Biological Research "Siniša Stanković"-National Institute of Republic of Serbia, University of Belgrade, 11108 Belgrade, Serbia
| | - Autar K Mattoo
- Beltsville Agricultural Research Center, Beltsville, MD 20705, USA
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Li K, Zeng J, Zhang N, Yu Y, Zhu W, Li G, Hu J. Multi-layer molecular analysis reveals distinctive metabolomic and transcriptomic profiles of different sweet corn varieties. FRONTIERS IN PLANT SCIENCE 2024; 15:1453031. [PMID: 39224849 PMCID: PMC11366663 DOI: 10.3389/fpls.2024.1453031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2024] [Accepted: 07/29/2024] [Indexed: 09/04/2024]
Abstract
In plants, sugar metabolism involves a complex interplay of genetic, molecular and environmental factors. To better understand the molecular mechanisms underlying these processes, we utilized a multi-layered approach that integrated transcriptomic and metabolomic datasets generated from multiple different varieties of sweet corn. Through this analysis, we found 2533 genes that were differentially expressed in the immature kernel tissues of sweet corn, including genes involved in transcriptional regulation, sugar metabolism, primary metabolism, and other processes associated with adaptability of sweet corn. We also detected 31 differential metabolites among the three types of sweet corn. Utilizing an integrated approach encompassing transcriptomics and eGWAS, we elucidated the transcriptional regulatory patterns governing these differential metabolites. Specifically, we delved into the transcriptional modulation of malate- and ubiquitin-associated genes across a range of sweet corn varieties, shedding new light on the molecular mechanisms underlying their regulation. This study provides a framework for future research aimed at improving the current understanding of sugar metabolism and regulatory gene networks in sweet corn, which could ultimately lead to the development of novel strategies for crop improvement.
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Affiliation(s)
- Kun Li
- Guangdong Key Laboratory of Crop Genetic Improvement, Crop Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Jigang Zeng
- Guangdong Key Laboratory of Crop Genetic Improvement, Crop Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, Hubei, China
| | - Nan Zhang
- Guangdong Key Laboratory of Crop Genetic Improvement, Crop Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Yongtao Yu
- Guangdong Key Laboratory of Crop Genetic Improvement, Crop Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Wenguang Zhu
- Guangdong Key Laboratory of Crop Genetic Improvement, Crop Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Gaoke Li
- Guangdong Key Laboratory of Crop Genetic Improvement, Crop Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Jianguang Hu
- Guangdong Key Laboratory of Crop Genetic Improvement, Crop Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- College of Plant Science and Technology, Huazhong Agricultural University, Wuhan, Hubei, China
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Yin P, Fu X, Feng H, Yang Y, Xu J, Zhang X, Wang M, Ji S, Zhao B, Fang H, Du X, Li Y, Hu S, Li K, Xu S, Li Z, Liu F, Xiao Y, Wang Y, Li J, Yang X. Linkage and association mapping in multi-parental populations reveal the genetic basis of carotenoid variation in maize kernels. PLANT BIOTECHNOLOGY JOURNAL 2024; 22:2312-2326. [PMID: 38548388 PMCID: PMC11258976 DOI: 10.1111/pbi.14346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 03/02/2024] [Accepted: 03/14/2024] [Indexed: 07/21/2024]
Abstract
Carotenoids are indispensable to plants and critical components of the human diet. The carotenoid metabolic pathway is conserved across plant species, but our understanding of the genetic basis of carotenoid variation remains limited for the seeds of most cereal crops. To address this issue, we systematically performed linkage and association mapping for eight carotenoid traits using six recombinant inbred line (RIL) populations. Single linkage mapping (SLM) and joint linkage mapping (JLM) identified 77 unique additive QTLs and 104 pairs of epistatic QTLs. Among these QTLs, we identified 22 overlapping hotspots of additive and epistatic loci, highlighting the important contributions of some QTLs to carotenoid levels through additive or epistatic mechanisms. A genome-wide association study based on all RILs detected 244 candidate genes significantly associated with carotenoid traits, 23 of which were annotated as carotenoid pathway genes. Effect comparisons suggested that a small number of loci linked to pathway genes have substantial effects on carotenoid variation in our tested populations, but many loci not associated with pathway genes also make important contributions to carotenoid variation. We identified ZmPTOX as the causal gene for a QTL hotspot (Q10/JLM10/GWAS019); this gene encodes a putative plastid terminal oxidase that produces plastoquinone-9 used by two enzymes in the carotenoid pathway. Natural variants in the promoter and second exon of ZmPTOX were found to alter carotenoid levels. This comprehensive assessment of the genetic mechanisms underlying carotenoid variation establishes a foundation for rewiring carotenoid metabolism and accumulation for efficient carotenoid biofortification.
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Affiliation(s)
- Pengfei Yin
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Xiuyi Fu
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
- Beijing Key Laboratory of Maize DNA Fingerprinting and Molecular BreedingMaize Research InstituteBeijing Academy of Agriculture and Forestry Sciences (BAAFS)BeijingChina
| | - Haiying Feng
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Yanyan Yang
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Jing Xu
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Xuan Zhang
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Min Wang
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Shenghui Ji
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Binghao Zhao
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Hui Fang
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Xiaoxia Du
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Yaru Li
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Shuting Hu
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Kun Li
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Shutu Xu
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Zhigang Li
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
| | - Fang Liu
- Center for Crop Functional Genomics and Molecular BreedingChina Agricultural UniversityBeijingChina
| | - Yingni Xiao
- Crops Research InstituteGuangdong Academy of Agricultural Sciences/Guangdong Provincial Key Laboratory of Crop Genetic ImprovementGuangzhouGuangdongChina
| | - Yuandong Wang
- Beijing Key Laboratory of Maize DNA Fingerprinting and Molecular BreedingMaize Research InstituteBeijing Academy of Agriculture and Forestry Sciences (BAAFS)BeijingChina
| | - Jiansheng Li
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
- Center for Crop Functional Genomics and Molecular BreedingChina Agricultural UniversityBeijingChina
| | - Xiaohong Yang
- State Key Laboratory of Plant Environmental Resilience and National Maize Improvement Center of ChinaChina Agricultural UniversityBeijingChina
- Center for Crop Functional Genomics and Molecular BreedingChina Agricultural UniversityBeijingChina
- Frontiers Science Center for Molecular Design BreedingChina Agricultural UniversityBeijingChina
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10
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Liu L, Jiang X, Chen Y, Yaqoob S, Xiu L, Liu H, Zheng M, Cai D, Liu J. Germination-induced modifications of starch structure, flour-processing characteristics, and in vitro digestive properties in maize. Food Chem X 2024; 22:101430. [PMID: 38736981 PMCID: PMC11087989 DOI: 10.1016/j.fochx.2024.101430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 04/24/2024] [Accepted: 04/28/2024] [Indexed: 05/14/2024] Open
Abstract
Current research on maize germination suffers from long sampling intervals, and the relationship between the starch structure and the processing properties of flour in maize is still unclear. This study observed the effect of germination on the structure and composition of maize starch and the processing properties of maize flour over a 72 h period using a short interval sampling method. At 36 h, the short-range ordered structure, crystallinity, and enthalpy of starch reached the highest values of 1.02, 34.30%, and 9.90 J/g, respectively. At 72 h, the ratios of rapidly-digested starch (RDS) and slowly-digested starch (SDS) enhanced to 29.37% and 28.97%; the RS content reduced to 35.37%; and the flow properties of the starch were improved. This study enhances the understanding of the effects of germination on the processing properties of maize starch and flour, determines the appropriate application, and recommends the use of germination in the food industry.
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Affiliation(s)
- Lipeng Liu
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
| | - Xin Jiang
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
| | - Yelinxin Chen
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
| | - Sanabil Yaqoob
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
| | - Lin Xiu
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
| | - Huimin Liu
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
| | - Mingzhu Zheng
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
| | - Dan Cai
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
| | - Jingsheng Liu
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, Jilin 130118, China
- National Engineering Research Center for Wheat and Corn Deep Processing, Changchun, Jilin 130118, China
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11
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Jyoti SD, Singh G, Pradhan AK, Tarpley L, Septiningsih EM, Talukder SK. Rice breeding for low input agriculture. FRONTIERS IN PLANT SCIENCE 2024; 15:1408356. [PMID: 38974981 PMCID: PMC11224470 DOI: 10.3389/fpls.2024.1408356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 05/24/2024] [Indexed: 07/09/2024]
Abstract
A low-input-based farming system can reduce the adverse effects of modern agriculture through proper utilization of natural resources. Modern varieties often need to improve in low-input settings since they are not adapted to these systems. In addition, rice is one of the most widely cultivated crops worldwide. Enhancing rice performance under a low input system will significantly reduce the environmental concerns related to rice cultivation. Traits that help rice to maintain yield performance under minimum inputs like seedling vigor, appropriate root architecture for nutrient use efficiency should be incorporated into varieties for low input systems through integrated breeding approaches. Genes or QTLs controlling nutrient uptake, nutrient assimilation, nutrient remobilization, and root morphology need to be properly incorporated into the rice breeding pipeline. Also, genes/QTLs controlling suitable rice cultivars for sustainable farming. Since several variables influence performance under low input conditions, conventional breeding techniques make it challenging to work on many traits. However, recent advances in omics technologies have created enormous opportunities for rapidly improving multiple characteristics. This review highlights current research on features pertinent to low-input agriculture and provides an overview of alternative genomics-based breeding strategies for enhancing genetic gain in rice suitable for low-input farming practices.
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Affiliation(s)
- Subroto Das Jyoti
- Department of Soil and Crop Sciences, Texas A&M University, College Station, TX, United States
| | - Gurjeet Singh
- Texas A&M AgriLife Research Center, Beaumont, TX, United States
| | | | - Lee Tarpley
- Department of Soil and Crop Sciences, Texas A&M University, College Station, TX, United States
- Texas A&M AgriLife Research Center, Beaumont, TX, United States
| | - Endang M. Septiningsih
- Department of Soil and Crop Sciences, Texas A&M University, College Station, TX, United States
| | - Shyamal K. Talukder
- Department of Soil and Crop Sciences, Texas A&M University, College Station, TX, United States
- Texas A&M AgriLife Research Center, Beaumont, TX, United States
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12
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Naik B, Kumar V, Rizwanuddin S, Mishra S, Kumar V, Saris PEJ, Khanduri N, Kumar A, Pandey P, Gupta AK, Khan JM, Rustagi S. Biofortification as a solution for addressing nutrient deficiencies and malnutrition. Heliyon 2024; 10:e30595. [PMID: 38726166 PMCID: PMC11079288 DOI: 10.1016/j.heliyon.2024.e30595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 04/30/2024] [Accepted: 04/30/2024] [Indexed: 05/12/2024] Open
Abstract
Malnutrition, defined as both undernutrition and overnutrition, is a major global health concern affecting millions of people. One possible way to address nutrient deficiency and combat malnutrition is through biofortification. A comprehensive review of the literature was conducted to explore the current state of biofortification research, including techniques, applications, effectiveness and challenges. Biofortification is a promising strategy for enhancing the nutritional condition of at-risk populations. Biofortified varieties of basic crops, including rice, wheat, maize and beans, with elevated amounts of vital micronutrients, such as iron, zinc, vitamin A and vitamin C, have been successfully developed using conventional and advanced technologies. Additionally, the ability to specifically modify crop genomes to improve their nutritional profiles has been made possible by recent developments in genetic engineering, such as CRISPR-Cas9 technology. The health conditions of people have been shown to improve and nutrient deficiencies were reduced when biofortified crops were grown. Particularly in environments with limited resources, biofortification showed considerable promise as a long-term and economical solution to nutrient shortages and malnutrition. To fully exploit the potential of biofortified crops to enhance public health and global nutrition, issues such as consumer acceptance, regulatory permitting and production and distribution scaling up need to be resolved. Collaboration among governments, researchers, non-governmental organizations and the private sector is essential to overcome these challenges and promote the widespread adoption of biofortification as a key part of global food security and nutrition strategies.
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Affiliation(s)
- Bindu Naik
- Department of Food Science and Technology, Graphic Era (Deemed to Be) University, Bell Road, Clement Town, Dehradun, 248002, Uttarakhand, India
- School of Agriculture, Graphic Hill University, Clement Town, Dehradun, Uttarakhand, India
| | - Vijay Kumar
- Himalayan School of Biosciences, Swami Rama Himalayan University, Swami Rama Nagar, Jolly Grant, Dehradun, 248016, Uttarakhand, India
| | - Sheikh Rizwanuddin
- Department of Food Science and Technology, Graphic Era (Deemed to Be) University, Bell Road, Clement Town, Dehradun, 248002, Uttarakhand, India
| | - Sadhna Mishra
- Faculty of Agricultural Sciences, GLA University, Mathura, India
| | - Vivek Kumar
- Himalayan School of Biosciences, Swami Rama Himalayan University, Swami Rama Nagar, Jolly Grant, Dehradun, 248016, Uttarakhand, India
| | - Per Erik Joakim Saris
- Department of Microbiology, Faculty of Agriculture and Forestry, University of Helsinki, 00100, Helsinki, Finland
| | - Naresh Khanduri
- Himalayan School of Biosciences, Swami Rama Himalayan University, Swami Rama Nagar, Jolly Grant, Dehradun, 248016, Uttarakhand, India
| | - Akhilesh Kumar
- Himalayan School of Biosciences, Swami Rama Himalayan University, Swami Rama Nagar, Jolly Grant, Dehradun, 248016, Uttarakhand, India
| | - Piyush Pandey
- Soil and Environment Microbiology Laboratory, Department of Microbiology, Assam University, Silchur, 788011, Assam, India
| | - Arun Kumar Gupta
- Department of Food Science and Technology, Graphic Era (Deemed to Be) University, Bell Road, Clement Town, Dehradun, 248002, Uttarakhand, India
| | - Javed Masood Khan
- Department of Food Science and Nutrition, Faculty of Food and Agricultural Sciences, King Saud University, 2460, Riyadh, 11451, Saudi Arabia
| | - Sarvesh Rustagi
- Department of Food Technology, Uttaranchal University, Dehradun, 248007, Uttarakhand, India
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13
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Singh B, Muthusamy V, Shrivastava S, Chand G, Gain N, Bhatt V, Zunjare RU, Hossain F. Analysis of nutritional composition in opaque2- and crtRB1-based single- and double-biofortified super sweet corn. J Appl Genet 2024:10.1007/s13353-024-00873-0. [PMID: 38733523 DOI: 10.1007/s13353-024-00873-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 04/22/2024] [Accepted: 04/23/2024] [Indexed: 05/13/2024]
Abstract
Sweet corn has emerged as a favorite food item worldwide owing to its kernel sweetness. However, traditional sweet corn cultivars are poor in provitamin-A (proA) and essential amino acids, viz., lysine and tryptophan. So far, no sweet corn hybrid with high nutritional qualities has been commercialized elsewhere. Here, we analyzed accumulation of provitamin-A (proA), lysine, and tryptophan in a set of mutant versions of (i) crtRB1-, (ii) o2-, and (iii) crtRB1 + o2-based sweet corn inbreds and hybrids with (iv) traditional sweet corn (wild-type: O2 + CrtRB1). The crtRB1- and crtRB1 + o2-based genotypes possessed significantly higher proA (17.31 ppm) over traditional sweet corn (2.83 ppm), while o2- and crtRB1 + o2-based genotypes possessed significantly higher lysine (0.345%) and tryptophan (0.080%) over traditional sweet corn (lysine 0.169%, tryptophan 0.036%). Late sowing favored high kernel lysine, proA, and green cob yield among hybrids. Sweetness (17.87%) among the improved inbreds and hybrids was comparable to the original sweetcorn genotypes (17.84%). Among the four genotypic classes, crtRB1 + o2-based improved genotypes showed stronger association among traits over genotypes with o2 and crtRB1 genes alone. Significant association was observed among (i) proA and BC (r = 0.99), (ii) proA and BCX (r = 0.93), (iii) lysine and tryptophan (r = 0.99), and (iv) green cob yield with fodder yield (r = 0.73) in sweet corn hybrids. The study demonstrated that combining crtRB1 and o2 genes did not pose any negative impact on nutritional, yield, and agronomic performance. Sweet corn with crtRB1 + o2 assumes significance for alleviating malnutrition through sustainable and cost-effective approach.
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Affiliation(s)
- Bhavna Singh
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
- Amity Institute of Biotechnology, Amity University, Noida, India
| | - Vignesh Muthusamy
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Gulab Chand
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Nisrita Gain
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Vinay Bhatt
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Rajkumar U Zunjare
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Firoz Hossain
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India.
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14
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LaPorte MF, Suwarno WB, Hannok P, Koide A, Bradbury P, Crossa J, Palacios-Rojas N, Diepenbrock CH. Investigating genomic prediction strategies for grain carotenoid traits in a tropical/subtropical maize panel. G3 (BETHESDA, MD.) 2024; 14:jkae044. [PMID: 38427914 PMCID: PMC11075567 DOI: 10.1093/g3journal/jkae044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Revised: 02/13/2024] [Accepted: 02/22/2024] [Indexed: 03/03/2024]
Abstract
Vitamin A deficiency remains prevalent on a global scale, including in regions where maize constitutes a high percentage of human diets. One solution for alleviating this deficiency has been to increase grain concentrations of provitamin A carotenoids in maize (Zea mays ssp. mays L.)-an example of biofortification. The International Maize and Wheat Improvement Center (CIMMYT) developed a Carotenoid Association Mapping panel of 380 inbred lines adapted to tropical and subtropical environments that have varying grain concentrations of provitamin A and other health-beneficial carotenoids. Several major genes have been identified for these traits, 2 of which have particularly been leveraged in marker-assisted selection. This project assesses the predictive ability of several genomic prediction strategies for maize grain carotenoid traits within and between 4 environments in Mexico. Ridge Regression-Best Linear Unbiased Prediction, Elastic Net, and Reproducing Kernel Hilbert Spaces had high predictive abilities for all tested traits (β-carotene, β-cryptoxanthin, provitamin A, lutein, and zeaxanthin) and outperformed Least Absolute Shrinkage and Selection Operator. Furthermore, predictive abilities were higher when using genome-wide markers rather than only the markers proximal to 2 or 13 genes. These findings suggest that genomic prediction models using genome-wide markers (and assuming equal variance of marker effects) are worthwhile for these traits even though key genes have already been identified, especially if breeding for additional grain carotenoid traits alongside β-carotene. Predictive ability was maintained for all traits except lutein in between-environment prediction. The TASSEL (Trait Analysis by aSSociation, Evolution, and Linkage) Genomic Selection plugin performed as well as other more computationally intensive methods for within-environment prediction. The findings observed herein indicate the utility of genomic prediction methods for these traits and could inform their resource-efficient implementation in biofortification breeding programs.
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Affiliation(s)
- Mary-Francis LaPorte
- Department of Plant Sciences, University of California, Davis, Davis, CA 95616, USA
| | - Willy Bayuardi Suwarno
- Department of Agronomy and Horticulture, Faculty of Agriculture, IPB University, Bogor 16680, Indonesia
| | - Pattama Hannok
- Division of Agronomy, Faculty of Agricultural Production, Maejo University, Chiang Mai 50200, Thailand
- Plant Breeding and Plant Genetics Program, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Akiyoshi Koide
- Department of Plant Sciences, University of California, Davis, Davis, CA 95616, USA
| | - Peter Bradbury
- United States Department of Agriculture-Agricultural Research Service, Robert W. Holley Center for Agriculture and Health, Ithaca, NY 14853, USA
| | - José Crossa
- International Maize and Wheat Improvement Center (CIMMYT), Km 45 Carretera Mexico-Veracruz, Texcoco 56130, Mexico
| | - Natalia Palacios-Rojas
- International Maize and Wheat Improvement Center (CIMMYT), Km 45 Carretera Mexico-Veracruz, Texcoco 56130, Mexico
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15
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Tang J, Luo X, Zhu Y, Cai N, Chen L, Chen S, Xu Y. In vitro regeneration of triploid from mature endosperm culture of Passiflora edulis "Mantianxing". Biosci Biotechnol Biochem 2024; 88:412-419. [PMID: 38412471 DOI: 10.1093/bbb/zbae009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 01/17/2024] [Indexed: 02/29/2024]
Abstract
The regeneration of shoots from endosperm tissue is a highly effective method to obtain triploid plants. In this study, we elucidated the establishment of an in vitro regeneration system from endosperm culture for the production of Passiflora edulis "Mantianxing." The highest callus induction rate (83.33%) was obtained on the media supplemented with 1.0 mg/L TDZ. Meanwhile, the MS medium containing 1.0 mg/L 6-BA and 0.4 mg/L IBA gave the optimum 75% shoot bud induction. Chromosome analysis revealed that the chromosomal count of P. edulis "Mantianxing" regenerated from endosperm tissues was 27 (2n = 3x = 27), which indicated that shoots regenerated from endosperm tissues were triploids. Triploid P. edulis had more drought resistance than diploid plants. Our study provided a method for breeding of passion fruit by means of a stable and reproducible regeneration system from endosperm culture, leading to the generation of triploid plants.
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Affiliation(s)
- Junrong Tang
- Key Laboratory of National Forestry and Grassland Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming, China
- College of Forestry, Southwest Forestry University, Kunming, China
| | - Xi Luo
- Key Laboratory of National Forestry and Grassland Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming, China
- College of Forestry, Southwest Forestry University, Kunming, China
| | - Yajing Zhu
- Key Laboratory of National Forestry and Grassland Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming, China
- College of Forestry, Southwest Forestry University, Kunming, China
| | - Nianhui Cai
- Key Laboratory of National Forestry and Grassland Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming, China
- College of Forestry, Southwest Forestry University, Kunming, China
| | - Lin Chen
- Key Laboratory of National Forestry and Grassland Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming, China
- College of Forestry, Southwest Forestry University, Kunming, China
| | - Shi Chen
- Key Laboratory of National Forestry and Grassland Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming, China
- College of Forestry, Southwest Forestry University, Kunming, China
| | - Yulan Xu
- Key Laboratory of National Forestry and Grassland Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming, China
- College of Forestry, Southwest Forestry University, Kunming, China
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16
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Katral A, Hossain F, Zunjare RU, Chhabra R, Vinutha T, Duo H, Kumar B, Karjagi CG, Jacob SR, Pandey S, Neeraja CN, Vasudev S, Muthusamy V. Multilocus functional characterization of indigenous and exotic inbreds for dgat1-2, fatb, ge2 and wri1a genes affecting kernel oil and fatty acid profile in maize. Gene 2024; 895:148001. [PMID: 37977314 DOI: 10.1016/j.gene.2023.148001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 11/10/2023] [Accepted: 11/14/2023] [Indexed: 11/19/2023]
Abstract
Demand for maize oil is progressively increasing due to its diverse industrial applications, aside from its primary role in human nutrition and animal feed. Oil content and composition are two crucial determinants of maize oil in the international market. As kernel oil in maize is a complex quantitative trait, improving this trait presents a challenge for plant breeders and biotechnologists. Here, we characterized a set of 292 diverse maize inbreds of both indigenous and exotic origin by exploiting functional polymorphism of the dgat1-2, fatb, ge2, and wri1a genes governing kernel oil in maize. Genotyping using gene-based functional markers revealed a lower frequencies of dgat1-2 (0.15) and fatb (0.12) mutant alleles and a higher frequencies of wild-type alleles (Dgat1-2: 0.85; fatB: 0.88). The favorable wri1a allele was conserved across genotypes, while its wild-type allele (WRI1a) was not detected. In contrast, none of the genotypes possessed the ge2 favorable allele. The frequency of favorable alleles of both dgat1-2 and fatb decreased to 0.03 when considered together. Furthermore, pairwise protein-protein interactions among target gene products were conducted to understand the effect of one protein on another and their responses to kernel oil through functional enrichments. Thus, the identified maize genotypes with dgat1-2, fatb, and wri1a favourable alleles, along with insights gained through the protein-protein association network, serve as prominent and unique genetic resources for high-oil maize breeding programs. This is the first comprehensive report on the functional characterization of diverse genotypes at the molecular and protein levels.
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Affiliation(s)
| | - Firoz Hossain
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | | | - Rashmi Chhabra
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - T Vinutha
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Hriipulou Duo
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Bhupender Kumar
- ICAR-Indian Institute of Maize Research, New Delhi 110012, India
| | | | - Sherry R Jacob
- ICAR-National Bureau of Plant Genetic Resource, New Delhi 110012, India
| | - Sushil Pandey
- ICAR-National Bureau of Plant Genetic Resource, New Delhi 110012, India
| | | | - Sujata Vasudev
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Vignesh Muthusamy
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India.
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17
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González-Rodríguez T, García-Lara S. Maize hydroxycinnamic acids: unveiling their role in stress resilience and human health. Front Nutr 2024; 11:1322904. [PMID: 38371498 PMCID: PMC10870235 DOI: 10.3389/fnut.2024.1322904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Accepted: 01/18/2024] [Indexed: 02/20/2024] Open
Abstract
Maize production is pivotal in ensuring food security, particularly in developing countries. However, the crop encounters multiple challenges stemming from climatic changes that adversely affect its yield, including biotic and abiotic stresses during production and storage. A promising strategy for enhancing maize resilience to these challenges involves modulating its hydroxycinnamic acid amides (HCAAs) content. HCAAs are secondary metabolites present in plants that are essential in developmental processes, substantially contributing to defense mechanisms against environmental stressors, pests, and pathogens, and exhibiting beneficial effects on human health. This mini-review aims to provide a comprehensive overview of HCAAs in maize, including their biosynthesis, functions, distribution, and health potential applications.
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Affiliation(s)
| | - Silverio García-Lara
- Tecnologico de Monterrey, School of Engineering and Science, Monterrey, Nuevo León, Mexico
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18
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Mehta BK, Chauhan HS, Basu S, Anand A, Baveja A, Zunjare RU, Muthusamy V, Singh AK, Hossain F. Mutant crtRB1 gene negates the unfavourable effects of opaque2 gene on germination and seed vigour among shrunken2-based biofortified sweet corn genotypes. FUNCTIONAL PLANT BIOLOGY : FPB 2024; 51:FP23179. [PMID: 38326234 DOI: 10.1071/fp23179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Accepted: 01/18/2024] [Indexed: 02/09/2024]
Abstract
Sweet corn is one of the most popular vegetables worldwide. However, traditional shrunken2 (sh2 )-based sweet corn varieties are poor in nutritional quality. Here, we analysed the effect of (1) β-carotene hydroxylase1 (crtRB1 ), (2) opaque2 (o2 ) and (3) o2+crtRB1 genes on nutritional quality, germination, seed vigour and physico-biochemical traits in a set of 27 biofortified sh2 -based sweet corn inbreds. The biofortified sweet corn inbreds recorded significantly higher concentrations of proA (16.47μg g-1 ), lysine (0.36%) and tryptophan (0.09%) over original inbreds (proA: 3.14μg g-1 , lysine: 0.18%, tryptophan: 0.04%). The crtRB1 -based inbreds had the lowest electrical conductivity (EC), whereas o2 -based inbreds possessed the highest EC. The o2 +crtRB1 -based inbreds showed similar EC to the original inbreds. Interestingly, o2 -based inbreds also had the lowest germination and seed vigour compared to original inbreds, whereas crtRB1 and o2 +crtRB1 introgressed sweet corn inbreds showed similar germination and seed vigour traits to their original versions. This suggested that the negative effect of o2 on germination, seed vigour and EC is nullified by crtRB1 in the double mutant sweet corn. Overall, o2 +crtRB1 -based sweet corn inbreds were found the most desirable over crtRB1 - and o2 -based inbreds alone.
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Affiliation(s)
- Brijesh K Mehta
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India; and Present address: ICAR-Indian Grassland and Fodder Research Institute, Jhansi 284003, India
| | - Hema S Chauhan
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Sudipta Basu
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Anjali Anand
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Aanchal Baveja
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | | | - Vignesh Muthusamy
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Ashok K Singh
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Firoz Hossain
- ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
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19
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Oddy J, Chhetry M, Awal R, Addy J, Wilkinson M, Smith D, King R, Hall C, Testa R, Murray E, Raffan S, Curtis TY, Wingen L, Griffiths S, Berry S, Elmore JS, Cryer N, Moreira de Almeida I, Halford NG. Genetic control of grain amino acid composition in a UK soft wheat mapping population. THE PLANT GENOME 2023; 16:e20335. [PMID: 37138544 DOI: 10.1002/tpg2.20335] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Revised: 09/23/2022] [Accepted: 03/13/2023] [Indexed: 05/05/2023]
Abstract
Wheat (Triticum aestivum L.) is a major source of nutrients for populations across the globe, but the amino acid composition of wheat grain does not provide optimal nutrition. The nutritional value of wheat grain is limited by low concentrations of lysine (the most limiting essential amino acid) and high concentrations of free asparagine (precursor to the processing contaminant acrylamide). There are currently few available solutions for asparagine reduction and lysine biofortification through breeding. In this study, we investigated the genetic architecture controlling grain free amino acid composition and its relationship to other traits in a Robigus × Claire doubled haploid population. Multivariate analysis of amino acids and other traits showed that the two groups are largely independent of one another, with the largest effect on amino acids being from the environment. Linkage analysis of the population allowed identification of quantitative trait loci (QTL) controlling free amino acids and other traits, and this was compared against genomic prediction methods. Following identification of a QTL controlling free lysine content, wheat pangenome resources facilitated analysis of candidate genes in this region of the genome. These findings can be used to select appropriate strategies for lysine biofortification and free asparagine reduction in wheat breeding programs.
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Affiliation(s)
| | | | - Rajani Awal
- John Innes Centre, Norwich Research Park, Norwich, UK
| | | | | | | | | | | | | | | | | | | | - Luzie Wingen
- John Innes Centre, Norwich Research Park, Norwich, UK
| | | | | | - J Stephen Elmore
- Department of Food & Nutritional Sciences, University of Reading, Reading, UK
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20
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Mekonnen TW, van Biljon A, Ceronio G, Labuschagne M. Effects of planting date, environments and their interaction on grain yield and quality traits of maize hybrids. Heliyon 2023; 9:e21660. [PMID: 38027714 PMCID: PMC10660031 DOI: 10.1016/j.heliyon.2023.e21660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 10/06/2023] [Accepted: 10/25/2023] [Indexed: 12/01/2023] Open
Abstract
Maize is one of the most important staple food crops for most low-income households in the Southern African region. Erratic and inconsistent rainfall distribution across maize-growing areas is a major threat to maize production. Late rains in recent years have forced farmers to plant later than the optimal planting dates, leading to poor maize quality being reported by industry, which raised the question of the influence of later planting dates on grain yield and quality traits of maize. Three yellow and three white maize hybrids were evaluated at three planting dates in three different production environments for three consecutive seasons using a randomized complete block design with three replications. The second and third planting dates caused a significant yield decrease of 23.37 % and 53.73 % from the first planting date across environments, respectively. Planting date three was associated with decreased grain yield, starch content, and increased protein but no significant change in fat and fiber content. Some hybrids yielded relatively well at all planting dates. In conclusion, the early planting date was the most suitable for maize grain yield and starch production in the maize-growing areas of the country. However, planting in January should be avoided at all costs, as it leads to very low yield and poor grain quality.
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Affiliation(s)
| | - Angeline van Biljon
- Department of Plant Sciences, University of the Free State, Bloemfontein, South Africa
| | - Gert Ceronio
- Department of Soil and Crop and Climate Sciences, University of the Free State, Bloemfontein, South Africa
| | - Maryke Labuschagne
- Department of Plant Sciences, University of the Free State, Bloemfontein, South Africa
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21
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Maman S, Muthusamy V, Katral A, Chhabra R, Gain N, Reddappa SB, Dutta S, Solanke AU, Zunjare RU, Neeraja CN, Yadava DK, Hossain F. Low expression of lipoxygenase 3 (LOX3) enhances the retention of kernel tocopherols in maize during storage. Mol Biol Rep 2023; 50:9283-9294. [PMID: 37812350 DOI: 10.1007/s11033-023-08820-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Accepted: 09/12/2023] [Indexed: 10/10/2023]
Abstract
BACKGROUND Deficiency of vitamin E results in several neurological and age-related disorders in humans. Utilization of maize mutants with favourable vte4-allele led to the development of several α-tocopherol (vitamin E) rich (16-19 µg/g) maize hybrids worldwide. However, the degradation of tocopherols during post-harvest storage substantially affects the efficacy of these genotypes. METHODS AND RESULTS We studied the role of lipoxygenase enzyme and Lipoxygenase 3 (LOX3) gene on the degradation of tocopherols at monthly intervals under traditional storage up to six months in two vte4-based contrasting-tocopherol retention maize inbreds viz. HKI323-PVE and HKI193-1-PVE. The analysis revealed significant degradation of tocopherols across storage intervals in both the inbreds. Lower retention of α-tocopherol was noticed in HKI193-1-PVE. HKI323-PVE with the higher retention of α-tocopherol showed lower lipoxygenase activity throughout the storage intervals. LOX3 gene expression was higher (~ 1.5-fold) in HKI193-1-PVE compared to HKI323-PVE across the storage intervals. Both lipoxygenase activity and LOX3 expression peaked at 120 days after storage (DAS) in both genotypes. Further, a similar trend was observed for LOX3 expression and lipoxygenase activity. The α-tocopherol exhibited a significantly negative correlation with lipoxygenase enzyme and expression of LOX3 across the storage intervals. CONCLUSIONS HKI323-PVE with high tocopherol retention, low -lipoxygenase activity, and -LOX3 gene expression can act as a potential donor in the vitamin E biofortification program. Protein-protein association network analysis also indicated the independent effect of vte4 and LOX genes. This is the first comprehensive report analyzing the expression of the LOX3 gene and deciphering its vital role in the retention of α-tocopherol in biofortified maize varieties under traditional storage.
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Affiliation(s)
- Shalma Maman
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Vignesh Muthusamy
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India.
| | - Ashvinkumar Katral
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Rashmi Chhabra
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Nisrita Gain
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Suman Dutta
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | | | | | | | - Firoz Hossain
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
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22
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Hossain F, Jaiswal SK, Muthusamy V, Zunjare RU, Mishra SJ, Chand G, Bhatt V, Bhat JS, Das AK, Chauhan HS, Gupta HS. Enhancement of nutritional quality in maize kernel through marker-assisted breeding for vte4, crtRB1, and opaque2 genes. J Appl Genet 2023; 64:431-443. [PMID: 37450243 DOI: 10.1007/s13353-023-00768-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 05/31/2023] [Accepted: 06/19/2023] [Indexed: 07/18/2023]
Abstract
Traditional maize is poor in vitamin-E [α-tocopherol (α-T): 6-8 ppm], vitamin-A [provitamin-A (proA): 1-2ppm], lysine (0.150-0.2-50%), and tryptophan (0.030-0.040%). Here, we combined favourable alleles of vte4, crtRB1, and opaque2 (o2) genes in the parents of maize hybrids, viz., APQH-10 (PMI-PV-9 × PMI-PV-14) and APQH-11 (PMI-PV-9 × PMI-PV-15) using molecular breeding. Gene-specific markers were successfully used to select vte4, crtRB1, and o2 in BC1F1, BC2F1, and BC2F2 generations. Simple sequence repeats (104-109) were used for background selection, leading to an average recovery of 94% recurrent parent genome. The introgressed inbreds possessed significantly higher α-T: 18.38 ppm, α-/γ-tocopherol (α-/γ-T: 52%), and α-/total tocopherol (α-/TT: 32%) compared to original inbreds (α-T: 8.17 ppm, α-/γ-T: 25%, α-/TT: 18%). These newly derived inbreds also possessed higher β-carotene (BC: 8.91 ppm), β-cryptoxanthin (BCX: 1.27 ppm), proA (9.54 ppm), lysine (0.348%), and tryptophan (0.082%) compared to traditional maize inbreds. The reconstituted hybrids recorded higher α-T (2.1-fold), α-/γ-T (1.9-fold), and α-/TT (1.6-fold) over the original hybrids. These reconstituted hybrids were also rich in BC (5.7-fold), BCX (3.3-fold), proA (5.3-fold), lysine (1.9-fold), and tryptophan (2.0-fold) over the traditional hybrids. The reconstituted hybrids had similar grain yield and phenotypic characteristics to original versions. These multinutrient-rich maize hybrids hold great potential to alleviate malnutrition in sustainable and cost-effective manner.
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Affiliation(s)
- Firoz Hossain
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India.
| | - Sunil K Jaiswal
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Vignesh Muthusamy
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Rajkumar U Zunjare
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Subhra J Mishra
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Gulab Chand
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Vinay Bhatt
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Jayant S Bhat
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Abhijit K Das
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Hema S Chauhan
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Hari S Gupta
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
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23
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Arkhestova DK, Shomakhov BR, Shchennikova AV, Kochieva EZ. 5'-UTR allelic variants and expression of the lycopene-ɛ-cyclase LCYE gene in maize (Zea mays L.) inbred lines of Russian selection. Vavilovskii Zhurnal Genet Selektsii 2023; 27:440-446. [PMID: 37808214 PMCID: PMC10556851 DOI: 10.18699/vjgb-23-53] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 05/12/2023] [Accepted: 05/12/2023] [Indexed: 10/10/2023] Open
Abstract
In breeding, biofortification is aimed at enriching the edible parts of the plant with micronutrients. Within the framework of this strategy, molecular screening of collections of various crops makes it possible to determine allelic variants of genes, new alleles, and the linkage of allelic variants with morphophysiological traits. The maize (Zea mays L.) is an important cereal and silage crop, as well as a source of the main precursor of vitamin A - β-carotene, a derivative of the β,β-branch of the carotenoid biosynthesis pathway. The parallel β,ε-branch is triggered by lycopene-ε-cyclase LCYE, a low expression of which leads to an increase in provitamin A content and is associated with the variability of the 5'-UTR gene regulatory sequence. In this study, we screened a collection of 165 maize inbred lines of Russian selection for 5'- UTR LCYE allelic variants, as well as searched for the dependence of LCYE expression levels on the 5'-UTR allelic variant in the leaves of 14 collection lines. 165 lines analyzed were divided into three groups carrying alleles A2 (64 lines), A5 (31) and A6 (70), respectively. Compared to A2, allele A5 contained two deletions (at positions -267- 260 and -296-290 from the ATG codon) and a G251→T substitution, while allele A6 contained one deletion (-290-296) and two SNPs (G251→T, G265→T). Analysis of LCYE expression in the leaf tissue of seedlings from accessions of 14 lines differing in allelic variants showed no associations of the 5'-UTR LCYE allele type with the level of gene expression. Four lines carrying alleles A2 (6178-1, 6709-2, 2289-3) and A5 (5677) had a significantly higher level of LCYE gene expression (~0.018-0.037) than the other 10 analyzed lines (~0.0001-0.004), among which all three allelic variants were present.
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Affiliation(s)
- D Kh Arkhestova
- Institute of Bioengineering, Federal Research Center "Fundamentals of Biotechnology" of the Russian Academy of Sciences, Moscow, Russia Institute of Agriculture - Branch of the Federal Scientific Center "Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences", Nalchik, Russia
| | - B R Shomakhov
- Institute of Agriculture - Branch of the Federal Scientific Center "Kabardino-Balkarian Scientific Center of the Russian Academy of Sciences", Nalchik, Russia
| | - A V Shchennikova
- Institute of Bioengineering, Federal Research Center "Fundamentals of Biotechnology" of the Russian Academy of Sciences, Moscow, Russia
| | - E Z Kochieva
- Lomonosov Moscow State University, Moscow, Russia
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24
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Sethi M, Saini DK, Devi V, Kaur C, Singh MP, Singh J, Pruthi G, Kaur A, Singh A, Chaudhary DP. Unravelling the genetic framework associated with grain quality and yield-related traits in maize ( Zea mays L.). Front Genet 2023; 14:1248697. [PMID: 37609038 PMCID: PMC10440565 DOI: 10.3389/fgene.2023.1248697] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 07/26/2023] [Indexed: 08/24/2023] Open
Abstract
Maize serves as a crucial nutrient reservoir for a significant portion of the global population. However, to effectively address the growing world population's hidden hunger, it is essential to focus on two key aspects: biofortification of maize and improving its yield potential through advanced breeding techniques. Moreover, the coordination of multiple targets within a single breeding program poses a complex challenge. This study compiled mapping studies conducted over the past decade, identifying quantitative trait loci associated with grain quality and yield related traits in maize. Meta-QTL analysis of 2,974 QTLs for 169 component traits (associated with quality and yield related traits) revealed 68 MQTLs across different genetic backgrounds and environments. Most of these MQTLs were further validated using the data from genome-wide association studies (GWAS). Further, ten MQTLs, referred to as breeding-friendly MQTLs (BF-MQTLs), with a significant phenotypic variation explained over 10% and confidence interval less than 2 Mb, were shortlisted. BF-MQTLs were further used to identify potential candidate genes, including 59 genes encoding important proteins/products involved in essential metabolic pathways. Five BF-MQTLs associated with both quality and yield traits were also recommended to be utilized in future breeding programs. Synteny analysis with wheat and rice genomes revealed conserved regions across the genomes, indicating these hotspot regions as validated targets for developing biofortified, high-yielding maize varieties in future breeding programs. After validation, the identified candidate genes can also be utilized to effectively model the plant architecture and enhance desirable quality traits through various approaches such as marker-assisted breeding, genetic engineering, and genome editing.
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Affiliation(s)
- Mehak Sethi
- Division of Biochemistry, Indian Institute of Maize Research, Ludhiana, Punjab, India
| | - Dinesh Kumar Saini
- Department of Plant Breeding and Genetics, Punjab Agricultural University, Ludhiana, Punjab, India
| | - Veena Devi
- Division of Biochemistry, Indian Institute of Maize Research, Ludhiana, Punjab, India
| | - Charanjeet Kaur
- Department of Basic Sciences and Humanities, Punjab Agricultural University, Ludhiana, Punjab, India
| | - Mohini Prabha Singh
- Department of Floriculture and Landscaping, Punjab Agricultural University, Ludhiana, Punjab, India
| | - Jasneet Singh
- Agricultural and Environmental Sciences, Macdonald Campus, McGill University, Montreal, QC, Canada
| | - Gomsie Pruthi
- Department of Biotechnology, Punjab Agricultural University, Ludhiana, Punjab, India
| | - Amanpreet Kaur
- Division of Biochemistry, Indian Institute of Maize Research, Ludhiana, Punjab, India
| | - Alla Singh
- Division of Biochemistry, Indian Institute of Maize Research, Ludhiana, Punjab, India
| | - Dharam Paul Chaudhary
- Division of Biochemistry, Indian Institute of Maize Research, Ludhiana, Punjab, India
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25
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de Souza IP, de Azevedo BR, Coelho ASG, de Souza TLPO, Valdisser PAMR, Gomes-Messias LM, Funicheli BO, Brondani C, Vianello RP. Whole-genome resequencing of common bean elite breeding lines. Sci Rep 2023; 13:12721. [PMID: 37543642 PMCID: PMC10404220 DOI: 10.1038/s41598-023-39399-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 07/25/2023] [Indexed: 08/07/2023] Open
Abstract
The expansion of bean genome technologies has prompted new perspectives on generating resources and knowledge essential to research and implementing biotechnological tools for the practical operations of plant breeding programs. This study aimed to resequence the entire genome (whole genome sequencing-WGS) of 40 bean genotypes selected based on their significance in breeding programs worldwide, with the objective of generating an extensive database for the identification of single nucleotide polymorphisms (SNPs). Over 6 million SNPs were identified, distributed across the 11 bean chromosomes. After quality variant filtering, 420,509 high-quality SNPs were established, with an average of 38,228 SNPs per chromosome. These variants were categorized based on their predicted effects, revealing that the majority exerted a modifier impact on non-coding genome regions (94.68%). Notably, a significant proportion of SNPs occurred in intergenic regions (62.89%) and at least one SNP was identified in 58.63% of the genes annotated in the bean genome. Of particular interest, 7841 SNPs were identified in 85% of the putative plant disease defense-related genes, presenting a valuable resource for crop breeding efforts. These findings provide a foundation for the development of innovative and broadly applicable technologies for the routine selection of superior genotypes in global bean improvement and germplasm characterization programs.
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Affiliation(s)
- Isabela Pavanelli de Souza
- Genetics and Plant Breeding, Brazilian Agricultural Research Corporation, Santo Antônio de Goiás, GO, Brazil.
| | - Beatriz Rosa de Azevedo
- Biotechnology, Scientific Initiation Scholarship, Brazilian Agricultural Research Corporation, Santo Antônio de Goiás, GO, Brazil
| | | | | | | | | | | | - Claudio Brondani
- Molecular Biology, Brazilian Agricultural Research Corporation, Santo Antônio de Goiás, GO, Brazil
| | - Rosana Pereira Vianello
- Molecular Biology, Brazilian Agricultural Research Corporation, Santo Antônio de Goiás, GO, Brazil
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26
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Wang J, Yuan Z, Li D, Cai M, Liang Z, Chen Q, Du X, Wang J, Gu R, Li L. Transcriptome Analysis Revealed the Potential Molecular Mechanism of Anthocyanidins' Improved Salt Tolerance in Maize Seedlings. PLANTS (BASEL, SWITZERLAND) 2023; 12:2793. [PMID: 37570948 PMCID: PMC10421157 DOI: 10.3390/plants12152793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 07/20/2023] [Accepted: 07/26/2023] [Indexed: 08/13/2023]
Abstract
Anthocyanin, a kind of flavonoid, plays a crucial role in plant resistance to abiotic stress. Salt stress is a kind of abiotic stress that can damage the growth and development of plant seedlings. However, limited research has been conducted on the involvement of maize seedlings in salt stress resistance via anthocyanin accumulation, and its potential molecular mechanism is still unclear. Therefore, it is of great significance for the normal growth and development of maize seedlings to explore the potential molecular mechanism of anthocyanin improving salt tolerance of seedlings via transcriptome analysis. In this study, we identified two W22 inbred lines (tolerant line pur-W22 and sensitive line bro-W22) exhibiting differential tolerance to salt stress during seedling growth and development but showing no significant differences in seedling characteristics under non-treatment conditions. In order to identify the specific genes involved in seedlings' salt stress response, we generated two recombinant inbred lines (RILpur-W22 and RILbro-W22) by crossing pur-W22 and bro-W22, and then performed transcriptome analysis on seedlings grown under both non-treatment and salt treatment conditions. A total of 6100 and 5710 differentially expressed genes (DEGs) were identified in RILpur-W22 and RILbro-W22 seedlings, respectively, under salt-stressed conditions when compared to the non-treated groups. Among these DEGs, 3160 were identified as being present in both RILpur-W22 and RILbro-W22, and these served as commonly stressed EDGs that were mainly enriched in the redox process, the monomer metabolic process, catalytic activity, the plasma membrane, and metabolic process regulation. Furthermore, we detected 1728 specific DEGs in the salt-tolerant RILpur-W22 line that were not detected in the salt-sensitive RILbro-W22 line, of which 887 were upregulated and 841 were downregulated. These DEGs are primarily associated with redox processes, biological regulation, and the plasma membrane. Notably, the anthocyanin synthesis related genes in RILpur-W22 were strongly induced under salt treatment conditions, which was consistented with the salt tolerance phenotype of its seedlings. In summary, the results of the transcriptome analysis not only expanded our understanding of the complex molecular mechanism of anthocyanin in improving the salt tolerance of maize seedlings, but also, the DEGs specifically expressed in the salt-tolerant line (RILpur-W22) provided candidate genes for further genetic analysis.
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Affiliation(s)
- Jie Wang
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
- Tropical Crops Genetic Resources Institute, Chinese Academy of Tropical Agricultural Science, Haikou 571101, China
- Sanya Research Institute, Chinese Academy of Tropical Agricultural Science, Sanya 572000, China
| | - Zhipeng Yuan
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
- Sanya Institute, China Agricultural University, Sanya 572025, China
| | - Delin Li
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, China
| | - Minghao Cai
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
| | - Zhi Liang
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
| | - Quanquan Chen
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
| | - Xuemei Du
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
| | - Jianhua Wang
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
| | - Riliang Gu
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
| | - Li Li
- Beijing Innovation Center for Crop Seed Technology, Ministry of Agriculture and Rural Affairs, College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; (J.W.); (Z.Y.); (D.L.); (M.C.); (Z.L.); (Q.C.); (X.D.); (J.W.)
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27
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Rosales A, Molina-Macedo A, Leyva M, San Vicente F, Palacios-Rojas N. Fresh/High-Zinc Maize: A Promising Solution for Alleviating Zinc Deficiency through Significant Micronutrient Accumulation. Foods 2023; 12:2757. [PMID: 37509849 PMCID: PMC10379605 DOI: 10.3390/foods12142757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 06/20/2023] [Accepted: 07/14/2023] [Indexed: 07/30/2023] Open
Abstract
Zinc deficiency poses a significant health challenge worldwide, particularly in regions where access to and the affordability of dietary diversity are limited. This research article presents a time course analysis of kernel development on the zinc content in maize kernels with different genetic backgrounds, including normal maize, quality protein maize, and high-zinc maize, grown at two locations. Zn concentrations during stage I were high, decreasing between stages II and IV and increasing during stages V to VII. High-zinc kernel genotypes, including those ones with high-quality protein genetic backgrounds, have higher contents of zinc and iron during the milky stage (fresh/green maize). The zinc and iron content in fresh maize differed depending on the genotype. By consuming fresh maize biofortified with zinc, up to 89% and 100% of EAR needs can be fulfilled for pregnant women and children. The results demonstrate that fresh high-zinc maize accumulates a substantial amount of this micronutrient, highlighting its potential as a valuable source for addressing zinc deficiency.
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Affiliation(s)
- Aldo Rosales
- International Maize and What Improvement Center (CIMMYT), Texcoco C.P. 56237, Mexico
| | - Aide Molina-Macedo
- International Maize and What Improvement Center (CIMMYT), Texcoco C.P. 56237, Mexico
| | - Mayolo Leyva
- International Maize and What Improvement Center (CIMMYT), Texcoco C.P. 56237, Mexico
| | - Félix San Vicente
- International Maize and What Improvement Center (CIMMYT), Texcoco C.P. 56237, Mexico
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28
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Wang Y, Shi D, Zhu H, Yin H, Wang G, Yang A, Song Z, Jing Q, Shuai B, Xu N, Yang J, Chen H, Wang G. Revisiting maize Brittle endosperm-2 reveals new insights in BETL development and starchy endosperm filling. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2023; 332:111727. [PMID: 37149228 DOI: 10.1016/j.plantsci.2023.111727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Revised: 03/18/2023] [Accepted: 05/03/2023] [Indexed: 05/08/2023]
Abstract
Rerouting the starch biosynthesis pathway in maize can generate specialty types, like sweet corn and waxy corn, with a drastically increasing global demand. Hence, a fine-tuning of starch metabolism is relevant to create diverse maize cultivars for end-use applications. Here, we characterized a new maize brittle endosperm mutant, referred to as bt1774, which exhibited decreased starch content but a dramatic increase of soluble sugars at maturity. Both endosperm and embryo development was impaired in bt1774 relative to the wild-type (WT), with a prominently arrested basal endosperm transfer layer (BETL). Map-based cloning revealed that BRITTLE ENDOSPERM2 (Bt2), which encodes a small subunit of ADP-glucose pyrophosphorylase (AGPase), is the causal gene for bt1774. A MuA2 element was found to be inserted into intron 2 of Bt2, leading to a severe decrease of its expression, in bt1774. This is in line with the irregular and loosely packed starch granules in the mutant. Transcriptome of endosperm at grain filling stage identified 1, 013 differentially expressed genes in bt1774, which were notably enriched in the BETL compartment, including ZmMRP1, Miniature1, MEG1, and BETLs. Gene expression of the canonical starch biosynthesis pathway was marginally disturbed in Bt1774. Combined with the residual 60% of starch in this nearly null mutant of Bt2, this data strongly suggests that an AGPase-independent pathway compensates for starch synthesis in the endosperm. Consistent with the BETL defects, zein accumulation was impaired in bt1774. Co-expression network analysis revealed that Bt2 probably has a role in intracellular signal transduction, besides starch synthesis. Altogether, we propose that Bt2 is likely involved in carbohydrate flux and balance, thus regulating both the BETL development and the starchy endosperm filling.
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Affiliation(s)
- Yongyan Wang
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Dongsheng Shi
- School of Environmental and Rural Science, University of New England, Armidale, New South Wales, Australia
| | - Hui Zhu
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Hanxue Yin
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Gaoyang Wang
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Anqi Yang
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Zhixuan Song
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Qingquan Jing
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Bilian Shuai
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, China
| | - Ningkun Xu
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Jianping Yang
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China
| | - Hongyu Chen
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China.
| | - Guifeng Wang
- National Key Laboratory of Wheat and Maize Crops Science, CIMMYT-China (Henan) Joint Center of Wheat and Maize, Collaborative Innovation Center of Henan Grain Crops, College of Agronomy, Henan Agricultural University, Zhengzhou 450002, China.
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Bhatt V, Muthusamy V, Panda KK, Katral A, Chhabra R, Mishra SJ, Gopinath I, Zunjare RU, Neeraja CN, Rakshit S, Yadava DK, Hossain F. Expression Dynamics of lpa1 Gene and Accumulation Pattern of Phytate in Maize Genotypes Possessing opaque2 and crtRB1 Genes at Different Stages of Kernel Development. PLANTS (BASEL, SWITZERLAND) 2023; 12:plants12091745. [PMID: 37176803 PMCID: PMC10180721 DOI: 10.3390/plants12091745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 04/21/2023] [Accepted: 04/21/2023] [Indexed: 05/15/2023]
Abstract
Phytic acid (PA) acts as a storehouse for the majority of the mineral phosphorous (P) in maize; ~80% of the total P stored as phytate P is not available to monogastric animals and thereby causes eutrophication. In addition, phytic acid chelates positively charged minerals making them unavailable in the diet. The mutant lpa1-1 allele reduces PA more than the wild-type LPA1 allele. Further, mutant gene opaque2 (o2) enhances lysine and tryptophan and crtRB1 enhances provitamin-A (proA) more than wild-type O2 and CRTRB1 alleles, respectively. So far, the expression pattern of the mutant lpa1-1 allele has not been analysed in maize genotypes rich in lysine, tryptophan and proA. Here, we analysed the expression pattern of wild and mutant alleles of LPA1, O2 and CRTRB1 genes in inbreds with (i) mutant lpa1-1, o2 and crtRB1 alleles, (ii) wild-type LPA1 allele and mutant o2 and crtRB1 alleles and (iii) wild-type LPA1, O2 and CRTRB1 alleles at 15, 30 and 45 days after pollination (DAP). The average reduction of PA/total phosphorous (TP) in lpa1-1 mutant inbreds was 29.30% over wild-type LPA1 allele. The o2 and crtRB1-based inbreds possessed ~two-fold higher amounts of lysine and tryptophan, and four-fold higher amounts of proA compared to wild-type alleles. The transcript levels of lpa1-1, o2 and crtRB1 genes in lpa1-1-based inbreds were significantly lower than their wild-type versions across kernel development. The lpa1-1, o2 and crtRB1 genes reached their highest peak at 15 DAP. The correlation of transcript levels of lpa1-1 was positive for PA/TP (r = 0.980), whereas it was negative with inorganic phosphorous (iP) (r = -0.950). The o2 and crtRB1 transcripts showed negative correlations with lysine (r = -0.887) and tryptophan (r = -0.893), and proA (r = -0.940), respectively. This is the first comprehensive study on lpa1-1 expression in the maize inbreds during different kernel development stages. The information generated here offers great potential for comprehending the dynamics of phytic acid regulation in maize.
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Affiliation(s)
- Vinay Bhatt
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
- AMITY Institute of Biotechnology, AMITY University, Noida 201313, Uttar Pradesh, India
| | - Vignesh Muthusamy
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Kusuma Kumari Panda
- AMITY Institute of Biotechnology, AMITY University, Noida 201313, Uttar Pradesh, India
| | - Ashvinkumar Katral
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Rashmi Chhabra
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Subhra J Mishra
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Ikkurti Gopinath
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Rajkumar U Zunjare
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | | | - Sujay Rakshit
- ICAR-Indian Institute of Maize Research, Ludhiana 141004, India
- ICAR-Indian Institute of Agricultural Biotechnology, Ranchi 834010, India
| | - Devendra K Yadava
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
| | - Firoz Hossain
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi 110012, India
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Chaudhari GR, Patel DA, Parmar DJ, Patel KC, Kumar S. Combining ability, heterosis and performance of grain yield and content of Fe, Zn and protein in bread wheat under normal and late sowing conditions. PeerJ 2023; 11:e14971. [PMID: 36919169 PMCID: PMC10008312 DOI: 10.7717/peerj.14971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 02/07/2023] [Indexed: 03/11/2023] Open
Abstract
Wheat (Triticum aestivum L.) is inherently low in protein content, Zn and Fe. Boost yield gains have unwittingly reduced grain Zn and Fe, which has had negative impacts on human health. The aim of this study was to understand the inheritance of grain yield per plant and grain Fe, Zn, and protein concentrations in bread wheat (Triticum aestivum L.) under normal and late sown conditions. Half diallel crosses were performed using 10 parents. The crosses and parents were evaluated in replicated trials for the two conditions, to assess the possibility of exploiting heterosis to improve micronutrient contents. The per se performance, heterosis, combining ability, and genetic components were estimated for different characters in both environments. The results revealed that hybrid GW 451 × GW 173 exhibited better parent heterosis (BPH) and standard heterotic effects (SH) in all environments. In both sowing conditions, the general combining ability (GCA) effects of poor × poor parents also showed high specific combining ability (SCA) effects of hybrids for both the micronutrients and protein contents. However, σ2A/σ2D greater than unity confirmed the preponderance of additive gene action for protein content, and GW 173 was identified as a good general combiner for these characteristics under both environments. SCA had positive significant (P < 0.001) correlations with BPH, SH1, SH2, and the phenotype for yield component traits and grain protein, Fe, and Zn concentrations in both conditions. A supplementary approach for biofortifying wheat grainis required to prevent malnutrition.
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Affiliation(s)
- Gita R. Chaudhari
- Department of Genetics & Plant Breeding, BACA, Anand Agricultural University, Anand, Gujarat, India
| | - D. A. Patel
- Department of Genetics & Plant Breeding, BACA, Anand Agricultural University, Anand, Gujarat, India
| | - D. J. Parmar
- Department of Statistics, BACA, Anand Agricultural University, Anand, Gujarat, India
| | - K. C. Patel
- Micronutrient Research Centre (ICAR), BACA, Anand Agricultural University, Anand, Gujarat, India
| | - Sushil Kumar
- Department of Agricultural Biotechnology, Anand Agricultural University, Anand, Gujarat, India
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Matongera N, Ndhlela T, van Biljon A, Kamutando CN, Labuschagne M. Combining ability and testcross performance of multi-nutrient maize under stress and non-stress environments. FRONTIERS IN PLANT SCIENCE 2023; 14:1070302. [PMID: 36760637 PMCID: PMC9902879 DOI: 10.3389/fpls.2023.1070302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Accepted: 01/09/2023] [Indexed: 06/18/2023]
Abstract
While significant progress has been made by several international breeding institutions in improving maize nutritional quality, stacking of nutritional traits like zinc (Zn), quality protein, and provitamin A has not received much attention. In this study, 11 newly introduced Zn-enhanced inbred lines were inter-mated with seven testers from normal, provitamin A and quality protein maize (QPM) nutritional backgrounds in order to estimate the general combining ability (GCA) and specific combining ability (SCA) for grain yield (GY) and secondary traits under stress conditions [(combined heat and drought stress (HMDS) and managed low nitrogen (LN)] and non-stress conditions [(summer rainfed; OPT) and well-watered (irrigated winter; WW)] in Zimbabwe. Lines L6 and L7 had positive GCA effects for GY and secondary traits under OPT and LN conditions, and L8 and L9 were good general combiners for GY under HMDS conditions. Superior hybrids with high GY and desirable secondary traits were identified as L10/T7 and L9/T7 (Zn x normal), L2/T4, L4/T4, L3/T5 (Zn x provitamin A), and L8/T6 and L11/T3 (Zn x QPM), suggesting the possibility of developing Zn-enhanced hybrids with high yield potential using different nutritional backgrounds. Both additive and dominance gene effects were important in controlling most of the measured traits. This suggests that selecting for desirable traits during inbred line development followed by hybridization and testing of specific crosses under different management conditions could optimize the breeding strategy for stacked nutritionally-enhanced maize genotypes.
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Affiliation(s)
- Nakai Matongera
- Scientific and Industrial Research and Development Centre (SIRDC), Harare, Zimbabwe
- Global Maize Program, International Maize and Wheat Improvement Centre (CIMMYT), Harare, Zimbabwe
- Department of Plant Sciences, University of the Free State, Bloemfontein, South Africa
| | - Thokozile Ndhlela
- Global Maize Program, International Maize and Wheat Improvement Centre (CIMMYT), Harare, Zimbabwe
| | - Angeline van Biljon
- Department of Plant Sciences, University of the Free State, Bloemfontein, South Africa
| | - Casper N. Kamutando
- Department of Plant Production Sciences and Technologies, University of Zimbabwe, Harare, Zimbabwe
| | - Maryke Labuschagne
- Department of Plant Sciences, University of the Free State, Bloemfontein, South Africa
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Krishna VV, Lantican MA, Prasanna B, Pixley K, Abdoulaye T, Menkir A, Bänziger M, Erenstein O. Impact of CGIAR maize germplasm in Sub-Saharan Africa. FIELD CROPS RESEARCH 2023; 290:108756. [PMID: 36597471 PMCID: PMC9760565 DOI: 10.1016/j.fcr.2022.108756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 10/23/2022] [Accepted: 11/05/2022] [Indexed: 06/17/2023]
Abstract
This study reports on the adoption and impacts of CGIAR-related maize varieties in 18 major maize-producing countries in sub-Saharan Africa (SSA) during 1995-2015. Of the 1345 maize varieties released during this timeframe, approximately 60% had a known CGIAR parentage. About 34% (9.5 million ha) of the total maize area in 2015 was cultivated with 'new' CGIAR-related maize varieties released between 1995 and 2015. In the same year, an additional 13% of the maize area was cultivated with 'old' CGIAR-related maize varieties released before 1995. The aggregate annual economic benefit of using new CGIAR-related maize germplasm for yield increase in SSA was estimated at US$1.1-1.6 billion in 2015, which we attributed equally to co-investments by CGIAR funders, public-sector national research and extension programs, and private sector partners. Given that the annual global investment in CGIAR maize breeding at its maximum was US$30 million, the benefit-cost ratios for the CGIAR investment and CGIAR-attributable portion of economic benefits varied from 12:1-17:1, under the assumption of a 5-year lag in the research investment to yield returns. The study also discusses the methodological challenges involved in large-scale impact assessments. Post-2015 CGIAR tropical maize breeding efforts have had a strong emphasis on stress tolerance.
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Key Words
- CGIAR
- CIMMYT, International Maize and Wheat Improvement Center
- CRP, CGIAR Research Program
- Crop research program
- DPD, dynamic panel data
- Economic impact
- GMM, generalized method of moments
- IITA, International Institute of Tropical Agriculture
- Improved germplasm
- NARS, National Agriculture Research System
- OLS, ordinary least squares
- OPVs, open-pollinated varieties
- QPM, quality protein maize
- R&D, research-and-development
- SME, small and medium enterprise
- SSA, sub-Saharan Africa
- Varietal adoption
- proVA, provitamin-A
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Affiliation(s)
- Vijesh V. Krishna
- International Maize and Wheat Improvement Center (CIMMYT), ICRISAT Campus, Patancheru, 502324 Hyderabad, India
| | | | | | | | - Tahirou Abdoulaye
- International Institute of Tropical Agriculture (IITA), Bamako, Mali
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Devgan M, Gill GK, Praba UP, Singh G, Garg T, Karnatam KS, Kaur A, Vikal Y. Biochemical and molecular characterization of sub-tropical maize germplasm for tocopherols. J Food Compost Anal 2022. [DOI: 10.1016/j.jfca.2022.104842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Dhakal K, Magar ABP, Pokhrel KR, Baral BR, Beshir A, Shrestha HK, Vista SP. Zinc and Provitamin A Biofortified Maize Genotypes Exhibited Potent to Reduce Hidden-Hunger in Nepal. PLANTS (BASEL, SWITZERLAND) 2022; 11:2898. [PMID: 36365349 PMCID: PMC9659270 DOI: 10.3390/plants11212898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 10/23/2022] [Accepted: 10/25/2022] [Indexed: 06/16/2023]
Abstract
Zinc deficiency affects one third of the population worldwide, and vitamin A deficiency is a prevalent public health issue in Sub-Saharan Africa and South-Asia, including Nepal. Crop biofortification is the sustainable solution to these health-related problems, thus we conducted two different field trials in an alpha lattice design to identify zinc and provitamin A biofortified maize genotypes consistent and competitive in performance over the contrasting seasons (Season 1: 18 February to 6 July 2020 and Season 2: 31 August to 1 February, 2020/21). In our study, the performance of introduced maize genotypes (zinc-15 and provitamin A biofortified-24) were compared with that of the local check, focusing on the overall agro-morphology, yield attributes, yield, and kernel zinc and total carotenoid content. Zinc and total carotenoid in the tested genotypes were found in the range between 14.2 and 24.8 mg kg-1 and between 1.8 and 3.6 mg 100 g-1. Genotypes A1831-8 from zinc and EEPVAH-46 from provitamin A biofortified maize trial recorded kernel zinc and total carotenoid as high as 52.3, and 79.5%, respectively, compared to the local check (DMH849). The provitamin A genotypes EEPVAH-46 and EEPVAH-51 (total carotenoid: 3.6 and 3.3 mg 100 g-1), and zinc biofortified genotypes A1847-10 and A1803-42 (20.4 and 22.4 mg kg-1 zinc) were identified as superior genotypes based on their yield consistency over the environments and higher provitamin A and zinc content compared to the check. In addition, farmers can explore August sowing to harvest green cobs during December-January to boost up the emerging green cob business.
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Affiliation(s)
- Krishna Dhakal
- Nepal Agricultural Research Council, Directorate of Agricultural Research Karnali Province, Dasharathpur, Surkhet 21702, Nepal
| | - Amar Bahadur Pun Magar
- Nepal Agricultural Research Council, Directorate of Agricultural Research Karnali Province, Dasharathpur, Surkhet 21702, Nepal
| | - Keshab Raj Pokhrel
- Nepal Agricultural Research Council, Directorate of Agricultural Research Karnali Province, Dasharathpur, Surkhet 21702, Nepal
| | - Bandhu Raj Baral
- Nepal Agricultural Research Council, Hill Crops Research Program, Dolakha 45500, Nepal
| | - Abdurahman Beshir
- International Maize and Wheat Improvement Centre (CIMMYT), Khumaltar, Lalitpur 44705, Nepal
| | - Hari Kumar Shrestha
- International Maize and Wheat Improvement Centre (CIMMYT), Khumaltar, Lalitpur 44705, Nepal
| | - Shree Prasad Vista
- Nepal Agricultural Research Council, National Soil Science Research Centre, Khumaltar, Lalitpur 44705, Nepal
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35
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Chhabra R, Muthusamy V, Baveja A, Katral A, Mehta B, Zunjare RU, Hossain F. Allelic variation in shrunken2 gene affecting kernel sweetness in exotic-and indigenous-maize inbreds. PLoS One 2022; 17:e0274732. [PMID: 36136965 PMCID: PMC9498942 DOI: 10.1371/journal.pone.0274732] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 09/03/2022] [Indexed: 11/24/2022] Open
Abstract
Sweet corn has become a popular food worldwide. It possesses six-times more sugar than field corn due to the presence of recessive shrunken2 (sh2) gene. Despite availability of diverse sweet corn germplasm, comprehensive characterization of sh2 has not been undertaken so far. Here, entire Sh2 gene (7320 bp) among five field corn-(Sh2Sh2) and six sweet corn-(sh2sh2) inbreds was sequenced. A total of 686 SNPs and 372 InDels were identified, of which three SNPs differentiated the wild-(Sh2) and mutant-(sh2) allele. Ten InDel markers were developed to assess sh2 gene-based diversity among 23 sweet corn and 25 field corn lines. Twenty-five alleles and 47 haplotypes of sh2 were identified among 48 inbreds. Among markers, MGU-InDel-2, MGU-InDel-3, MGU-InDel-5 and MGU-InDel-8 had PIC>0.5. Major allele frequency varied from 0.458–0.958. The gene sequence of these maize inbreds was compared with 25 orthologues of monocots. Sh2 gene possessed 15–18 exons with 6-225bp among maize, while it was 6–21 exons with 30-441bp among orthologues. While intron length across maize genotypes varied between 67-2069bp, the same among orthologues was 57–2713 bp. Sh2-encoded AGPase domain was more conserved than NTP transferase domain. Nucleotide and protein sequences of sh2 in maize and orthologues revealed that rice orthologue was closer to maize than other monocots. The study also provided details of motifs and domains present in sh2 gene, physicochemical properties and secondary structure of SH2 protein in maize inbreds and orthologues. This study reports detailed characterization and diversity analysis in sh2 gene of maize and related orthologues in various monocots.
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Affiliation(s)
- Rashmi Chhabra
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Aanchal Baveja
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Brijesh Mehta
- ICAR-Indian Grassland and Fodder Research Institute, Jhansi, India
| | | | - Firoz Hossain
- ICAR-Indian Agricultural Research Institute, New Delhi, India
- * E-mail:
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36
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Chand G, Zunjare RU, Allen T, Muthusamy V, Mishra SJ, Kasana RK, Bhatt V, Ismail MR, Sarika K, Guleria SK, Hossain F. Genetic analysis of maize genotypes possessing novel combination of opaque2 and opaque16 genes affecting higher accumulation of lysine and tryptophan in kernels. J Cereal Sci 2022. [DOI: 10.1016/j.jcs.2022.103534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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37
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Gupta OP, Singh AK, Singh A, Singh GP, Bansal KC, Datta SK. Wheat Biofortification: Utilizing Natural Genetic Diversity, Genome-Wide Association Mapping, Genomic Selection, and Genome Editing Technologies. Front Nutr 2022; 9:826131. [PMID: 35938135 PMCID: PMC9348810 DOI: 10.3389/fnut.2022.826131] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 06/06/2022] [Indexed: 01/11/2023] Open
Abstract
Alleviating micronutrients associated problems in children below five years and women of childbearing age, remains a significant challenge, especially in resource-poor nations. One of the most important staple food crops, wheat attracts the highest global research priority for micronutrient (Fe, Zn, Se, and Ca) biofortification. Wild relatives and cultivated species of wheat possess significant natural genetic variability for these micronutrients, which has successfully been utilized for breeding micronutrient dense wheat varieties. This has enabled the release of 40 biofortified wheat cultivars for commercial cultivation in different countries, including India, Bangladesh, Pakistan, Bolivia, Mexico and Nepal. In this review, we have systematically analyzed the current understanding of availability and utilization of natural genetic variations for grain micronutrients among cultivated and wild relatives, QTLs/genes and different genomic regions regulating the accumulation of micronutrients, and the status of micronutrient biofortified wheat varieties released for commercial cultivation across the globe. In addition, we have also discussed the potential implications of emerging technologies such as genome editing to improve the micronutrient content and their bioavailability in wheat.
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Affiliation(s)
- Om Prakash Gupta
- ICAR-Indian Institute of Wheat and Barley Research, Karnal, India
| | - Amit Kumar Singh
- ICAR-National Bureau of Plant Genetic Resources, New Delhi, India
| | - Archana Singh
- Department of Botany, Hansraj College, University of Delhi, New Delhi, India
| | | | | | - Swapan K. Datta
- Department of Botany, University of Calcutta, Kolkata, India
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Lv G, Chen X, Ying D, Li J, Fan Y, Wang B, Fang R. Marker-assisted pyramiding of γ-tocopherol methyltransferase and glutamate formiminotransferase genes for development of biofortified sweet corn hybrids. PeerJ 2022; 10:e13629. [PMID: 35818359 PMCID: PMC9270877 DOI: 10.7717/peerj.13629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 06/02/2022] [Indexed: 01/22/2023] Open
Abstract
Micronutrients, including vitamins, minerals, and other bioactive compounds, have tremendous impacts on human health. Much progress has been made in improving the micronutrient content of inbred lines in various crops through biofortified breeding. However, biofortified breeding still falls short for the rapid generation of high-yielding hybrids rich in multiple micronutrients. Here, we bred multi-biofortified sweet corn hybrids efficiently through marker-assisted selection. Screening by molecular markers for vitamin E and folic acid, we obtained 15 inbred lines carrying favorable alleles (six for vitamin E, nine for folic acid, and three for both). Multiple biofortified corn hybrids were developed through crossing and genetic diversity analysis.
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Affiliation(s)
- Guihua Lv
- Institute of Maize and Featured Upland Crops, Zhejiang Academy of Agricultural Sciences, Dongyang, Zhejiang, China
| | - Xiaolong Chen
- Institute of Maize and Featured Upland Crops, Zhejiang Academy of Agricultural Sciences, Dongyang, Zhejiang, China
| | - Duo Ying
- Institute of Maize and Featured Upland Crops, Zhejiang Academy of Agricultural Sciences, Dongyang, Zhejiang, China
| | - Jiansheng Li
- National Maize Improvement Center of China, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing, China
| | - Yinghu Fan
- Chuxiong Academy of Agricultural Sciences, Chuxiong, China
| | - Bin Wang
- Institute of Vegetables, Zhejiang Academy of Agricultural Sciences, Hangzhou, Zhejiang, China
| | - Ruiqiu Fang
- Institute of Maize and Featured Upland Crops, Zhejiang Academy of Agricultural Sciences, Dongyang, Zhejiang, China
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Bon‐Padilla BK, Reyes‐Moreno C, Milán‐Carrillo J, Camacho‐Reynoso R, Gómez‐Aldapa CA, Gómez‐Favela, Gutiérrez‐Dorado R. Tortillas Made from Nixtamalized Maize and Extruded Chickpea Flours: A Product with Improved
in vitro
Nutritional and Antihypertensive Properties. Cereal Chem 2022. [DOI: 10.1002/cche.10577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- BK Bon‐Padilla
- Programa Regional de Posgrado en Biotecnología, Facultad de Ciencias Químico Biológicas‐Universidad Autónoma de Sinaloa (FCQB‐UAS), Ciudad Universitaria, A.P. 1354CP80000Culiacán, SinaloaMéxico
| | - C Reyes‐Moreno
- Programa Regional de Posgrado en Biotecnología, Facultad de Ciencias Químico Biológicas‐Universidad Autónoma de Sinaloa (FCQB‐UAS), Ciudad Universitaria, A.P. 1354CP80000Culiacán, SinaloaMéxico
- Programa de Posgrado en Ciencia y Tecnología de Alimentos, FCQB‐UAS, Ciudad Universitaria, A.P. 1354CP80000Culiacán, SinaloaMéxico
| | - J Milán‐Carrillo
- Programa Regional de Posgrado en Biotecnología, Facultad de Ciencias Químico Biológicas‐Universidad Autónoma de Sinaloa (FCQB‐UAS), Ciudad Universitaria, A.P. 1354CP80000Culiacán, SinaloaMéxico
- Programa de Posgrado en Ciencia y Tecnología de Alimentos, FCQB‐UAS, Ciudad Universitaria, A.P. 1354CP80000Culiacán, SinaloaMéxico
| | - R Camacho‐Reynoso
- Programa de Posgrado en Alimentos del Centro de la República (PROPAC). Universidad Autónoma de Querétaro. Apartado Postal 184, Cerro de las Campanas s/n, Col. Las Campanas76010Querétaro, QuerétaroMéxico
| | - CA Gómez‐Aldapa
- Area Académica de Química, Instituto de Ciencias Básicas e Ingeniería, Universidad Autónoma del Estado de Hidalgo, PachucaHidalgoMéxico
| | - Gómez‐Favela
- Ingenieria Agroindustrial, Universidad Politécnica del Mar y la Sierra (UPMyS), Carretera a Potrerillos del Norote Km 3CP82700La Cruz, Elota, SinaloaMéxico
| | - R Gutiérrez‐Dorado
- Programa Regional de Posgrado en Biotecnología, Facultad de Ciencias Químico Biológicas‐Universidad Autónoma de Sinaloa (FCQB‐UAS), Ciudad Universitaria, A.P. 1354CP80000Culiacán, SinaloaMéxico
- Programa de Posgrado en Ciencia y Tecnología de Alimentos, FCQB‐UAS, Ciudad Universitaria, A.P. 1354CP80000Culiacán, SinaloaMéxico
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Erenstein O, Jaleta M, Sonder K, Mottaleb K, Prasanna B. Global maize production, consumption and trade: trends and R&D implications. Food Secur 2022. [DOI: 10.1007/s12571-022-01288-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
AbstractSince its domestication some 9,000 years ago, maize (Zea mays L.; corn) has played an increasing and diverse role in global agri-food systems. Global maize production has surged in the past few decades, propelled by rising demand and a combination of technological advances, yield increases and area expansion. Maize is already the leading cereal in terms of production volume and is set to become the most widely grown and traded crop in the coming decade. It is a versatile multi-purpose crop, primarily used as a feed globally, but also is important as a food crop, especially in sub-Saharan Africa and Latin America, besides other non-food uses. This paper reviews maize production, consumption, and international trade to examine the changing trends in global supply and demand conditions over the past quarter century and the implications for research and development (R&D), particularly in the Global South. The inclusiveness and sustainability of the ongoing transformation of agri-food systems in the Global South merit particular attention. There is a need for further investments in R&D, particularly to enhance maize’s food and livelihood security roles and to sustainably intensify maize production while staying within the planetary boundaries.
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Katral A, Muthusamy V, Zunjare RU, Chhabra R, Maman S, Yadava DK, Hossain F. Allelic Variation in Zmfatb Gene Defines Variability for Fatty Acids Composition Among Diverse Maize Genotypes. Front Nutr 2022; 9:845255. [PMID: 35600823 PMCID: PMC9120846 DOI: 10.3389/fnut.2022.845255] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Accepted: 03/31/2022] [Indexed: 11/13/2022] Open
Abstract
Edible oil with lower saturated fatty acids is desired for perceived quality and health benefits to humans and livestock. fatb gene encoding acyl-ACP thioesterase is a key player in the conversion of palmitic acid to oleic acid, thereby modifying the ratio of saturated to unsaturated fatty acids in maize kernels. The present investigation characterised the full-length sequence of the Zmfatb gene (4.63 kb) in two mutants (Zmfatb) and eight wild-types (ZmfatB) inbreds to study allelic variation, gene-based diversity, phylogenetic-relationship, protein-modelling, and molecular-docking to identify novel candidates for modification of fatty acid profile. Sequence alignment revealed wide genomic variability for Zmfatb among the inbreds; identified five novel SNPs and two InDels that clearly differentiated the wild-type and mutant genotypes. Gene-based diversity using 11-InDel markers categorised 48-diverse maize-inbreds into two-clusters. The majority of mutant and wild-type inbreds were grouped in separate clusters and led to the generation of 41 haplotypes. Genetic relationship of maize fatb gene with orthologues among 40 accessions of 12 oilseed-crops using both nucleotide and protein sequence clustered maize, soybean, sunflower, opium-poppy, Citrulus lanata, quinoa, and prunus species into one cluster; and brassica, camelina, and arabidopsis into the different cluster. The clustering pattern revealed that the plant oil with higher unsaturated fatty acids, particularly oleic, linoleic, and linolenic acids grouped together in one cluster and higher proportions of other fractions like arachidic, eicosenoic, and erucic acids grouped in another cluster. Physico-chemical properties highlighted more similarity between maize and 29 orthologue proteins, but orthologues were found to have better thermostability. Homology models have been developed for maize mutant and wild-type inbreds using Umbellularia californica (PDB ID: 5x04) as a template. Predicted protein models possessed optimum confidence-score and RMSD values and validated stability via., Ramachandran plots. Molecular docking indicated most of the interactions of protein-ligand were having similar binding-affinity due to the broader specificity of fatty acyl-ACP thioesterases and the presence of conserved-domains across crops. This is the first report on the comprehensive molecular characterisation of the fatb gene in maize and various orthologues. The information generated here provided new insights into the genetic diversity of fatb gene which can be utilised for the enhanced nutritive value of oil in the breeding programme.
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Haleem A, Klees S, Schmitt AO, Gültas M. Deciphering Pleiotropic Signatures of Regulatory SNPs in Zea mays L. Using Multi-Omics Data and Machine Learning Algorithms. Int J Mol Sci 2022; 23:5121. [PMID: 35563516 PMCID: PMC9100765 DOI: 10.3390/ijms23095121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Revised: 04/28/2022] [Accepted: 05/02/2022] [Indexed: 01/25/2023] Open
Abstract
Maize is one of the most widely grown cereals in the world. However, to address the challenges in maize breeding arising from climatic anomalies, there is a need for developing novel strategies to harness the power of multi-omics technologies. In this regard, pleiotropy is an important genetic phenomenon that can be utilized to simultaneously enhance multiple agronomic phenotypes in maize. In addition to pleiotropy, another aspect is the consideration of the regulatory SNPs (rSNPs) that are likely to have causal effects in phenotypic development. By incorporating both aspects in our study, we performed a systematic analysis based on multi-omics data to reveal the novel pleiotropic signatures of rSNPs in a global maize population. For this purpose, we first applied Random Forests and then Markov clustering algorithms to decipher the pleiotropic signatures of rSNPs, based on which hierarchical network models are constructed to elucidate the complex interplay among transcription factors, rSNPs, and phenotypes. The results obtained in our study could help to understand the genetic programs orchestrating multiple phenotypes and thus could provide novel breeding targets for the simultaneous improvement of several agronomic traits.
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Affiliation(s)
- Ataul Haleem
- Breeding Informatics Group, Department of Animal Sciences, Georg-August University, Margarethe von Wrangell-Weg 7, 37075 Göttingen, Germany; (A.H.); (S.K.); (A.O.S.)
- Faculty of Agriculture, South Westphalia University of Applied Sciences, Lübecker Ring 2, 59494 Soest, Germany
| | - Selina Klees
- Breeding Informatics Group, Department of Animal Sciences, Georg-August University, Margarethe von Wrangell-Weg 7, 37075 Göttingen, Germany; (A.H.); (S.K.); (A.O.S.)
- Center for Integrated Breeding Research (CiBreed), Georg-August University, Carl-Sprengel-Weg 1, 37075 Göttingen, Germany
| | - Armin Otto Schmitt
- Breeding Informatics Group, Department of Animal Sciences, Georg-August University, Margarethe von Wrangell-Weg 7, 37075 Göttingen, Germany; (A.H.); (S.K.); (A.O.S.)
- Center for Integrated Breeding Research (CiBreed), Georg-August University, Carl-Sprengel-Weg 1, 37075 Göttingen, Germany
| | - Mehmet Gültas
- Faculty of Agriculture, South Westphalia University of Applied Sciences, Lübecker Ring 2, 59494 Soest, Germany
- Center for Integrated Breeding Research (CiBreed), Georg-August University, Carl-Sprengel-Weg 1, 37075 Göttingen, Germany
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Baveja A, Chhabra R, Panda KK, Muthusamy V, Mehta BK, Mishra SJ, Zunjare RU, Hossain F. Expression analysis of opaque2, crtRB1 and shrunken2 genes during different stages of kernel development in biofortified sweet corn. J Cereal Sci 2022. [DOI: 10.1016/j.jcs.2022.103466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Ren J, Wu P, Huestis GM, Zhang A, Qu J, Liu Y, Zheng H, Alakonya AE, Dhliwayo T, Olsen M, San Vicente F, Prasanna BM, Chen J, Zhang X. Identification and fine mapping of a major QTL (qRtsc8-1) conferring resistance to maize tar spot complex and validation of production markers in breeding lines. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2022; 135:1551-1563. [PMID: 35181836 PMCID: PMC9110495 DOI: 10.1007/s00122-022-04053-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Accepted: 01/29/2022] [Indexed: 06/14/2023]
Abstract
A major QTL of qRtsc8-1 conferring TSC resistance was identified and fine mapped to a 721 kb region on chromosome 8 at 81 Mb, and production markers were validated in breeding lines. Tar spot complex (TSC) is a major foliar disease of maize in many Central and Latin American countries and leads to severe yield loss. To dissect the genetic architecture of TSC resistance, a genome-wide association study (GWAS) panel and a bi-parental doubled haploid population were used for GWAS and selective genotyping analysis, respectively. A total of 115 SNPs in bin 8.03 were detected by GWAS and three QTL in bins 6.05, 6.07, and 8.03 were detected by selective genotyping. The major QTL qRtsc8-1 located in bin 8.03 was detected by both analyses, and it explained 14.97% of the phenotypic variance. To fine map qRtsc8-1, the recombinant-derived progeny test was implemented. Recombinations in each generation were backcrossed, and the backcross progenies were genotyped with Kompetitive Allele Specific PCR (KASP) markers and phenotyped for TSC resistance individually. The significant tests for comparing the TSC resistance between the two classes of progenies with and without resistant alleles were used for fine mapping. In BC5 generation, qRtsc8-1 was fine mapped in an interval of ~ 721 kb flanked by markers of KASP81160138 and KASP81881276. In this interval, the candidate genes GRMZM2G063511 and GRMZM2G073884 were identified, which encode an integral membrane protein-like and a leucine-rich repeat receptor-like protein kinase, respectively. Both genes are involved in maize disease resistance responses. Two production markers KASP81160138 and KASP81160155 were verified in 471 breeding lines. This study provides valuable information for cloning the resistance gene, and it will also facilitate the routine implementation of marker-assisted selection in the breeding pipeline for improving TSC resistance.
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Affiliation(s)
- Jiaojiao Ren
- College of Agronomy, Xinjiang Agricultural University, Urumqi, 830052, China
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico
| | - Penghao Wu
- College of Agronomy, Xinjiang Agricultural University, Urumqi, 830052, China
| | - Gordon M Huestis
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico
| | - Ao Zhang
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico
- College of Bioscience and Biotechnology, Shenyang Agricultural University, Shenyang, Liaoning, China
| | - Jingtao Qu
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico
- Maize Research Institute, Sichuan Agricultural University, Wenjiang, Sichuan, China
| | - Yubo Liu
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico
- CIMMYT-China Specialty Maize Research Center, Crop Breeding and Cultivation Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai, 201403, China
| | - Hongjian Zheng
- CIMMYT-China Specialty Maize Research Center, Crop Breeding and Cultivation Research Institute, Shanghai Academy of Agricultural Sciences, Shanghai, 201403, China
| | - Amos E Alakonya
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico
| | - Thanda Dhliwayo
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico
| | - Michael Olsen
- International Maize and Wheat Improvement Center (CIMMYT), Village Market, P. O. Box 1041, Nairobi, 00621, Kenya
| | - Felix San Vicente
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico
| | - Boddupalli M Prasanna
- International Maize and Wheat Improvement Center (CIMMYT), Village Market, P. O. Box 1041, Nairobi, 00621, Kenya
| | - Jiafa Chen
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico.
- College of Life Science, Henan Agricultural University, Zhengzhou, 450002, China.
| | - Xuecai Zhang
- International Maize and Wheat Improvement Center (CIMMYT), Texcoco, Mexico.
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Kaur C, Singh A, Sethi M, Devi V, Chaudhary DP, Phagna RK, Langyan S, Bhushan B, Rakshit S. Optimization of Protein Quality Assay in Normal, opaque-2, and Quality Protein Maize. FRONTIERS IN SUSTAINABLE FOOD SYSTEMS 2022. [DOI: 10.3389/fsufs.2022.743019] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The development of quality protein maize (QPM) was considered a significant leap toward improvement in the nutritional status of rural masses in developing countries. The nutritional quality of QPM is attributed to the higher concentration of essential amino acids, particularly lysine and tryptophan, in its kernel endosperm. However, the similarity in the grains of QPM and normal maize necessitates the development of a standard protocol to assess the protein quality of maize. The present study aimed at improving the protocol of protein quality assessment in QPM. For this purpose, endosperm defatting and protein estimation procedures were restandardized and optimized with respect to the protocol duration and its amenability for high-throughput analysis. Unlike normal maize, QPM and opaque-2 mutants were completely defatted within a 48 h period. It was observed that the tryptophan content, calculated at each defatting interval, increased in the samples defatted for a longer duration. No significant differences were observed in the tryptophan content analyzed in the samples defatted for 48 and 72 h. Moreover, the endosperm protein estimated by using the Bradford method with certain modifications strongly correlated with the micro-Kjeldahl method (r = 0.9). Relative to the micro-Kjeldahl method, the Bradford method was found to be precise, rapid, and hazard-free. The present findings enable a testing protocol of reduced time duration that can be used in resource-poor settings for the determination of a protein quality assay in QPM. Overall, the present study effectively helped in reducing the defatting time by 24 h and protein estimation by 3 h as compared to the already established International Maize and Wheat Improvement Center protocol. This is expected to enable the aggregation of high-protein-quality maize to facilitate its commercialization.
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Composition of lysine and tryptophan among biofortified-maize possessing novel combination of opaque2 and opaque16 genes. J Food Compost Anal 2022. [DOI: 10.1016/j.jfca.2021.104376] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Medina-Lozano I, Díaz A. Applications of Genomic Tools in Plant Breeding: Crop Biofortification. Int J Mol Sci 2022; 23:3086. [PMID: 35328507 PMCID: PMC8950180 DOI: 10.3390/ijms23063086] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 03/04/2022] [Accepted: 03/10/2022] [Indexed: 12/02/2022] Open
Abstract
Crop breeding has mainly been focused on increasing productivity, either directly or by decreasing the losses caused by biotic and abiotic stresses (that is, incorporating resistance to diseases and enhancing tolerance to adverse conditions, respectively). Quite the opposite, little attention has been paid to improve the nutritional value of crops. It has not been until recently that crop biofortification has become an objective within breeding programs, through either conventional methods or genetic engineering. There are many steps along this long path, from the initial evaluation of germplasm for the content of nutrients and health-promoting compounds to the development of biofortified varieties, with the available and future genomic tools assisting scientists and breeders in reaching their objectives as well as speeding up the process. This review offers a compendium of the genomic technologies used to explore and create biodiversity, to associate the traits of interest to the genome, and to transfer the genomic regions responsible for the desirable characteristics into potential new varieties. Finally, a glimpse of future perspectives and challenges in this emerging area is offered by taking the present scenario and the slow progress of the regulatory framework as the starting point.
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Affiliation(s)
- Inés Medina-Lozano
- Departamento de Ciencia Vegetal, Centro de Investigación y Tecnología Agroalimentaria de Aragón (CITA), Universidad de Zaragoza, Avda. Montañana 930, 50059 Zaragoza, Spain;
- Instituto Agroalimentario de Aragón—IA2, Centro de Investigación y Tecnología Agroalimentaria de Aragón (CITA), Universidad de Zaragoza, 50013 Zaragoza, Spain
| | - Aurora Díaz
- Departamento de Ciencia Vegetal, Centro de Investigación y Tecnología Agroalimentaria de Aragón (CITA), Universidad de Zaragoza, Avda. Montañana 930, 50059 Zaragoza, Spain;
- Instituto Agroalimentario de Aragón—IA2, Centro de Investigación y Tecnología Agroalimentaria de Aragón (CITA), Universidad de Zaragoza, 50013 Zaragoza, Spain
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LaPorte MF, Vachev M, Fenn M, Diepenbrock C. Simultaneous dissection of grain carotenoid levels and kernel color in biparental maize populations with yellow-to-orange grain. G3 (BETHESDA, MD.) 2022; 12:6506523. [PMID: 35100389 PMCID: PMC8895983 DOI: 10.1093/g3journal/jkac006] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 12/30/2021] [Indexed: 01/19/2023]
Abstract
Maize enriched in provitamin A carotenoids could be key in combatting vitamin A deficiency in human populations relying on maize as a food staple. Consumer studies indicate that orange maize may be regarded as novel and preferred. This study identifies genes of relevance for grain carotenoid concentrations and kernel color, through simultaneous dissection of these traits in 10 families of the US maize nested association mapping panel that have yellow to orange grain. Quantitative trait loci were identified via joint-linkage analysis, with phenotypic variation explained for individual kernel color quantitative trait loci ranging from 2.4% to 17.5%. These quantitative trait loci were cross-analyzed with significant marker-trait associations in a genome-wide association study that utilized ∼27 million variants. Nine genes were identified: four encoding activities upstream of the core carotenoid pathway, one at the pathway branchpoint, three within the α- or β-pathway branches, and one encoding a carotenoid cleavage dioxygenase. Of these, three exhibited significant pleiotropy between kernel color and one or more carotenoid traits. Kernel color exhibited moderate positive correlations with β-branch and total carotenoids and negligible correlations with α-branch carotenoids. These findings can be leveraged to simultaneously achieve desirable kernel color phenotypes and increase concentrations of provitamin A and other priority carotenoids.
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Affiliation(s)
- Mary-Francis LaPorte
- Department of Plant Sciences, University of California, Davis, Davis, CA 95616, USA
| | - Mishi Vachev
- Department of Plant Sciences, University of California, Davis, Davis, CA 95616, USA
| | - Matthew Fenn
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
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Zhang H, Li L, Li H, Qu P, Xiao M, Zhang G, Wu S, Zhu G, Lu X. Corn Embryo Ameliorates Cognitive Dysfunction and Anxiety-like Behaviors in D-galactose-induced Aging Rats via Attenuating Oxidative Stress, Apoptosis and Up-regulating Neurotrophic Factors. J Chem Neuroanat 2022; 121:102088. [DOI: 10.1016/j.jchemneu.2022.102088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 02/09/2022] [Accepted: 03/08/2022] [Indexed: 10/18/2022]
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50
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Galani YJH, Ligowe IS, Kieffer M, Kamalongo D, Kambwiri AM, Kuwali P, Thierfelder C, Dougill AJ, Gong YY, Orfila C. Conservation Agriculture Affects Grain and Nutrient Yields of Maize (Zea Mays L.) and Can Impact Food and Nutrition Security in Sub-Saharan Africa. Front Nutr 2022; 8:804663. [PMID: 35155522 PMCID: PMC8826957 DOI: 10.3389/fnut.2021.804663] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 12/21/2021] [Indexed: 11/13/2022] Open
Abstract
Maize is a major staple and plays an essential role in food and nutrition security in Sub-Saharan Africa (SSA). Conservation agriculture (CA), a climate-smart agriculture practise based on minimum soil disturbance, crop residue retention, and crop diversification, has been widely advocated but without extensive research on the impact it may have on maize nutrient composition, and food and nutrition security. This study assessed the grain yield, macro- and micronutrient mineral content, and nutrient yield of eight maize varieties grown in Malawi, and how these are affected by CA practises over two seasons. The minerals were analysed by inductively coupled plasma (ICP) coupled to optical emission spectroscopy (OES) and to mass spectroscopy (MS). Grain yield and Se content differed among the varieties, while C, N, Fe, K, Mg, Mn, P, and Zn were similar. The local variety Kanjerenjere showed lowest grain and nutrient yields. The open-pollinated varieties (OPVs) concentrated more minerals than the F1 hybrids, but the latter showed higher yields for both grain and nutrients. Typical consumption of the eight maize varieties could fully meet the protein and Mg dietary reference intake (DRIs) of Malawian children (1–3 years), as well as Mg and Mn needs of adult women (19–50 years), but their contribution to dietary requirements was low for Fe (39–41%) and K (13–21%). The trials showed that CA increased grain yield (1.2- to 1.8-fold) and Se content (1.1- to 1.7-fold), but that it had no effect on C, K, Mg, P, and Zn, and that N (1.1- to 1.2-fold), Mn (1.1- to 1.8-fold), and Fe (1.3- to 3.4-fold) were reduced. The high increase in grain yield under CA treatments resulted in increased yields of protein and Se, no effect on the yields of K, Mg, Mn, P, Zn, and reduced Fe yield. Conservation agriculture could contribute in reducing the risk of Se deficiency in Malawian women and children but exacerbates the risk of Fe deficiency. A combination of strategies will be needed to mitigate some of the foreseen effects of climate change on agriculture, and food and nutrition security, and improve nutrient intake.
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Affiliation(s)
- Yamdeu Joseph Hubert Galani
- School of Food Science and Nutrition, Faculty of Environment, University of Leeds, Leeds, United Kingdom
- *Correspondence: Yamdeu Joseph Hubert Galani
| | - Ivy S. Ligowe
- Chitedze Agricultural Research Station, Lilongwe, Malawi
| | - Martin Kieffer
- Centre for Plant Sciences, University of Leeds, Leeds, United Kingdom
| | | | - Alfred Mexon Kambwiri
- Centre for Environmental Policy and Advocacy, Blantyre, Malawi
- Civil Society Agriculture Network, Lilongwe, Malawi
| | | | | | - Andrew J. Dougill
- School of Earth and Environment, Faculty of Environment, University of Leeds, Leeds, United Kingdom
| | - Yun Yun Gong
- School of Food Science and Nutrition, Faculty of Environment, University of Leeds, Leeds, United Kingdom
| | - Caroline Orfila
- School of Food Science and Nutrition, Faculty of Environment, University of Leeds, Leeds, United Kingdom
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