1
|
Medrano-Ruiz LG, Molina-Domínguez CC, Rascón-Valenzuela LA, Dórame-Miranda RF, Osorio-Díaz P, Medina-Juárez LÁ, Ovando-Martínez M. Bioaccessibility of bioactive compounds and associated compounds to the indigestible fraction after in vitro digestion of three dry Capsicum annuum varieties. Food Funct 2025. [PMID: 39903098 DOI: 10.1039/d4fo04168b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2025]
Abstract
Mexico has a wide variety of dry chilies used in Mexican food preparation because they are spicy, a property related to the bioactive compound named capsaicin. Apart from capsaicin, dry chilies have compounds such as phenolic compounds and tocopherols. Except for phenolic compounds, capsaicin and tocopherol have not been totally assessed to measure their release from the food matrix (bioaccessibility) after in vitro digestion. Therefore, this study is aimed at analyzing the bioaccessibility of phenolic compounds, tocopherols and capsaicinoids after in vitro digestion process of three dry chilies, namely, chiltepin, Colorado, and de Arbol, as well as the bioactive compounds associated with the indigestible fraction (IF). Results indicated that the bioaccessibility values of capsaicinoids were above 80% for all the three chili varieties without showing significant differences. Although these chilies showed high capsaicinoid bioaccessibility values, there were still compounds associated with the IF that could reach the colon and exhibit bioactivity. Regarding phenolic compounds, no differences in the bioaccessibility values were observed; however, there was a major concentration of flavonoids in the IF of the Colorado and de Arbol chilies, which could have a regulatory effect on the colonic microbiome. Regarding the bioaccessibility of α-tocopherol, there was a significant difference between de Arbol and the other two varieties (above 60%). The IF of Colorado chili was a source of α-tocopherol in the colon because it had the lowest bioaccessibility percentage. The overall results demonstrate that dry chilies are a source of bioactive compounds with bioaccessibility values favorable to human health.
Collapse
Affiliation(s)
- Luis Gerardo Medrano-Ruiz
- Departamento de Investigaciones Científicas y Tecnológicas de La Universidad de Sonora, 83000, Hermosillo, Sonora, Mexico.
| | | | - Luisa Alondra Rascón-Valenzuela
- Departamento de Ciencias Químico Biológicas, Universidad de Sonora, Campus Hermosillo, Blvd. Luis Encinas y Rosales, Hermosillo, Sonora, Mexico
| | | | - Perla Osorio-Díaz
- Instituto Polit, é, cnico Nacional, Centro de Desarrollo de Productos Bióticos, Carretera Yautepec-Jojutla, Km.6 calle CEPROBI No.8, Colonia San Isidro, Yautepec C.P. 62730, Mexico
| | - Luis Ángel Medina-Juárez
- Departamento de Investigaciones Científicas y Tecnológicas de La Universidad de Sonora, 83000, Hermosillo, Sonora, Mexico.
| | - Maribel Ovando-Martínez
- Departamento de Investigaciones Científicas y Tecnológicas de La Universidad de Sonora, 83000, Hermosillo, Sonora, Mexico.
| |
Collapse
|
2
|
Moreno-Contreras VI, Delgado-Gardea MCE, Ramos-Hernández JA, Mendez-Tenorio A, Varela-Rodríguez H, Sánchez-Ramírez B, Muñoz-Ramírez ZY, Infante-Ramírez R. Genome-Wide Identification and Characterization of SNPs and InDels of Capsicum annuum var. glabriusculum from Mexico Based on Whole Genome Sequencing. PLANTS (BASEL, SWITZERLAND) 2024; 13:3248. [PMID: 39599457 PMCID: PMC11597950 DOI: 10.3390/plants13223248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Revised: 10/31/2024] [Accepted: 11/03/2024] [Indexed: 11/29/2024]
Abstract
Capsicum annuum var. glabriusculum is an economically important horticultural crop and is considered the wild genetic ancestor of chili peppers. The distribution range extends from southern North America, through Central America, to South America. Approximately 226 million 150 paired-end reads were generated from CHMX_Ch1 (a C. annuum from Chihuahua, Mexico). To compare with the CHMX_Ch1 genome, high-quality reads from QO (a C. annuum from Querétaro, Mexico) were downloaded from the NCBI database. A total of 210,324 variants were detected in CHMX_Ch1, whereas 169,718 variants were identified in QO, all compared to the domesticated C. annuum reference genome, UCD10Xv1.1. This comprised 203,990 SNPs and 6334 InDels in CHMX_Ch1 and 164,955 SNPs and 4763 InDels in QO. The variants with high and moderate impact were identified as missense, splice acceptor, splice donor, start lost, stop gain, stop lost, frameshift, insertion, and deletion effects. The candidate genes with the highest fold enrichment values among the SNPs were predominantly involved in gene regulation and metabolic processes. InDels were associated with nuclear and transcriptional regulator activity in both genomes. Overall, a greater number of variants were found in CHMX_Ch1 compared to QO. This study provides knowledge of the principal functions associated with high- and moderate-impact variants and supplies a resource for further investigations of the genetic characteristics of these chiltepin peppers.
Collapse
Affiliation(s)
- Valeria Itzel Moreno-Contreras
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Campus II Circuito Universitario s/n, Chihuahua 31125, Mexico
| | - Ma. Carmen E. Delgado-Gardea
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Campus II Circuito Universitario s/n, Chihuahua 31125, Mexico
| | - Jesús A. Ramos-Hernández
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Campus II Circuito Universitario s/n, Chihuahua 31125, Mexico
| | - Alfonso Mendez-Tenorio
- Laboratorio de Biotecnología y Bioinformática Genómica, Departamento de Bioquímica, Escuela Nacional de Ciencias Biológicas, Instituto Politécnico Nacional, Campus Lázaro Cárdenas, Mexico City 11340, Mexico
| | - Hugo Varela-Rodríguez
- Facultad de Medicina y Ciencias Biomédicas, Universidad Autónoma de Chihuahua, Campus II Circuito Universitario s/n, Chihuahua 31125, Mexico
| | - Blanca Sánchez-Ramírez
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Campus II Circuito Universitario s/n, Chihuahua 31125, Mexico
| | - Zilia Y. Muñoz-Ramírez
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Campus II Circuito Universitario s/n, Chihuahua 31125, Mexico
| | - Rocío Infante-Ramírez
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Campus II Circuito Universitario s/n, Chihuahua 31125, Mexico
| |
Collapse
|
3
|
Younes AH, Mustafa YF. Sweet Bell Pepper: A Focus on Its Nutritional Qualities and Illness-Alleviated Properties. Indian J Clin Biochem 2024; 39:459-469. [PMID: 39346723 PMCID: PMC11436515 DOI: 10.1007/s12291-023-01165-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 11/13/2023] [Indexed: 10/01/2024]
Abstract
Sweet bell pepper (SBP, Capsicum annuum L.) can be employed as a spice in many dishes and may also be eaten as a delicious fruit. These two nutritional attributes are owing to the strong, deep taste of many SBP phytochemicals. This fruit has many additional beneficial properties because it contains high concentrations of minerals and vitamins that distinguish it from other kinds of fruits. Almost every part of the SBP is thought to be an excellent source of bioactive substances that are health supporters, such as flavonoids, polyphenols, and various aromatic substances. The ability of SBP-phytochemicals to work as antioxidants, reducing the harmful effects of oxidative stress and consequently preventing many chronic illnesses, is one of their main biomedical characteristics. These phytochemicals have good antibacterial properties, mostly against gram-positive pathogenic microbes, in addition to their anti-carcinogenic and cardio-preventive effects. So, this review aims to highlight the nutritional qualities of SBP-derived phytochemicals and their illness-alleviated characteristics. Antioxidant, anti-inflammatory, antitumor, antidiabetic, and analgesic properties are some of the ones discussed.
Collapse
Affiliation(s)
- Areej Hazem Younes
- Department of Pharmaceutical Chemistry, College of Pharmacy, University of Mosul, Mosul, Iraq
| | - Yasser Fakri Mustafa
- Department of Pharmaceutical Chemistry, College of Pharmacy, University of Mosul, Mosul, Iraq
| |
Collapse
|
4
|
Mendoza-Alatorre M, Infante-Ramírez R, González-Rangel MO, Nevárez-Moorillón GV, González-Horta MDC, Hernández-Huerta J, Delgado-Gardea MCE. Enhancing drought stress tolerance and growth promotion in chiltepin pepper (Capsicum annuum var. glabriusculum) through native Bacillus spp. Sci Rep 2024; 14:15383. [PMID: 38965309 PMCID: PMC11224271 DOI: 10.1038/s41598-024-65720-y] [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: 10/20/2023] [Accepted: 06/24/2024] [Indexed: 07/06/2024] Open
Abstract
The drought can cause a decrease in food production and loss of biodiversity. In northern Mexico, an arid region, the chiltepin grows as a semi-domesticated crop that has been affected in its productivity and yield. An alternative to mitigate the effect of drought and aid in its conservation could be using Plant Growth-Promoting Bacteria (PGPB). The present study evaluated the capacity of native Bacillus spp., isolated from arid soils, as PGPBs and drought stress tolerance inducers in chiltepin under controlled conditions. Chiltepin seeds and seedlings were inoculated with native strains of Bacillus spp. isolated from arid soils, evaluating germination, vegetative, and drought stress tolerance parameters. The PGPBs improved vegetative parameters such as height, stem diameter, root length, and slenderness index in vitro. B. cereus (Bc25-7) improved in vitro survival of stressed seedlings by 68% at -1.02 MPa. Under greenhouse conditions, seedlings treated with PGPBs exhibited increases in root length (9.6%), stem diameter (13.68%), leaf fresh weight (69.87%), and chlorophyll content (38.15%). Bc25-7 alleviated severe water stress symptoms (7 days of water retention stress), and isolates B. thuringiensis (Bt24-4) and B. cereus (Bc25-7, and Bc30-2) increased Relative Water Content (RWC) by 51%. Additionally, the treated seeds showed improved germination parameters with a 46.42% increase in Germination Rate (GR). These findings suggest that using PGPBs could be an alternative to mitigate the effect of drought on chiltepin.
Collapse
Affiliation(s)
- Maribel Mendoza-Alatorre
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Circuito Nuevo Campus, Chihuahua, Chihuahua, Mexico
| | - Rocío Infante-Ramírez
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Circuito Nuevo Campus, Chihuahua, Chihuahua, Mexico
| | - María Olga González-Rangel
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Circuito Nuevo Campus, Chihuahua, Chihuahua, Mexico
| | | | | | - Jared Hernández-Huerta
- Facultad de Ciencias Agrotecnológicas, Universidad Autónoma de Chihuahua, Campus 1, Chihuahua, Chihuahua, Mexico.
| | - Ma Carmen E Delgado-Gardea
- Facultad de Ciencias Químicas, Universidad Autónoma de Chihuahua, Circuito Nuevo Campus, Chihuahua, Chihuahua, Mexico.
| |
Collapse
|
5
|
Xia P, Zhou S, Zhao X, Zhao C. Characterization and Expression Analysis of Sugar Transporters through Partial Least Square Structural Equation Model (PLS-SEM) Revealed Their Role in Pepper ( Capsicum annuum L.). PLANTS (BASEL, SWITZERLAND) 2024; 13:1825. [PMID: 38999665 PMCID: PMC11243835 DOI: 10.3390/plants13131825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 06/29/2024] [Accepted: 07/01/2024] [Indexed: 07/14/2024]
Abstract
Pepper (Capsicum annuum L.) is one of the most important economic crops in the world. By controlling the transport and distribution of photosynthetic products between cells and organs, sugar transporters are widely involved in growth and development, environmental adaptation, and microbial interactions. The present study was carried out at the genome-wide level to systematically characterize sugar transporters. As a result, 50 MST, 3 SUT, and 29 SWEET genes were identified and classified. The expression pattern of sugar transporters in pepper was analyzed by transcriptomic data. The expression properties of sugar transporters were further explored in pepper varieties with significant differences in weight, shape, and pungency. It was shown that the pepper sugar transporter genes had obvious spatiotemporal specific expression characteristics and exhibited variety-specific expression preferences. We focus on analyzing candidate genes that may be involved in fruit development and expansion. We further explore the response of pepper sugar transporters to adversity stress using a structural equation model. Finally, we found that the MST, SUT, and SWEET families are collectively involved in balancing pepper resistance to abiotic stress by coordinating the expression strengths of different family members. Our study may contribute to the functional study of pepper sugar transporter genes and create the prospect of utilizing sugar transporter gene resources to improve pepper variety.
Collapse
Affiliation(s)
- Pan Xia
- Faculty of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Shiyong Zhou
- Faculty of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Xiaoxue Zhao
- Faculty of Animal Science and Technology, Yunnan Agricultural University, Kunming 650201, China
| | - Changling Zhao
- Faculty of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| |
Collapse
|
6
|
Pérez-Ramírez R, Moreno-Ramírez YDR, Ruiz-De-La-Cruz G, Juárez-Aragón MC, Aguirre-Mancilla CL, Niño-García N, Torres-Castillo JA. Piquin chili, a wild spice: natural variation in nutraceutical contents. Front Nutr 2024; 11:1360299. [PMID: 38685953 PMCID: PMC11057463 DOI: 10.3389/fnut.2024.1360299] [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: 12/22/2023] [Accepted: 03/27/2024] [Indexed: 05/02/2024] Open
Abstract
The piquin chili is a wild spice widely consumed from the South United States to Central America and stands out as a source of flavonoids, essential metabolites with antioxidant properties. The concentrations of flavonoids, carotenoids, and capsaicinoids vary according to regions, maturity stages, and ripening processes. These compounds, which are known for their health benefits and industrial applications, highlight the importance of identifying ideal environmental conditions for collecting fruits with the highest contents. Comprehensive studies of the piquin chili are essential for understanding its properties for the benefit of consumers. This approach fortifies trade, contributes to resource conservation, and advances cultivated chili production.
Collapse
Affiliation(s)
- Rogelio Pérez-Ramírez
- Instituto de Ecología Aplicada, Universidad Autónoma de Tamaulipas, Ciudad Victoria, Tamaulipas, Mexico
| | | | - Gilberto Ruiz-De-La-Cruz
- Laboratorio de Biotecnología Animal, Centro de Biotecnología Genómica, Instituto Politécnico Nacional, Reynosa, Tamaulipas, Mexico
| | - María Cruz Juárez-Aragón
- Instituto de Ecología Aplicada, Universidad Autónoma de Tamaulipas, Ciudad Victoria, Tamaulipas, Mexico
| | | | - Nohemí Niño-García
- Unidad Académica Multidisciplinaria Mante Centro, Universidad Autónoma de Tamaulipas, Ciudad Mante, Tamaulipas, Mexico
| | - Jorge Ariel Torres-Castillo
- Instituto de Ecología Aplicada, Universidad Autónoma de Tamaulipas, Ciudad Victoria, Tamaulipas, Mexico
- Unidad Académica Multidisciplinaria Mante Centro, Universidad Autónoma de Tamaulipas, Ciudad Mante, Tamaulipas, Mexico
| |
Collapse
|
7
|
Luo Y, Deng M, Zhang X, Zhang D, Cai W, Long Y, Xiong X, Li Y. Integrative Transcriptomic and Metabolomic Analysis Reveals the Molecular Mechanism of Red Maple ( Acer rubrum L.) Leaf Coloring. Metabolites 2023; 13:metabo13040464. [PMID: 37110123 PMCID: PMC10143518 DOI: 10.3390/metabo13040464] [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: 02/15/2023] [Revised: 03/09/2023] [Accepted: 03/20/2023] [Indexed: 04/29/2023] Open
Abstract
This study employed a combination of ultraviolet spectrophotometry, LC-ESI-MS/MS system, and RNA-sequencing technology; the extracts and isolation of total RNA from the red and yellow leaf strains of red maple (Acer rubrum L.) at different developmental stages were subjected to an intercomparison of the dynamic content of chlorophyll and total anthocyanin, flavonoid metabolite fingerprinting, and gene expression. The metabonomic results indicated that one hundred and ninety-two flavonoids were identified, which could be classified into eight categories in the red maple leaves. Among them, 39% and 19% were flavones and flavonols, respectively. The metabolomic analysis identified 23, 32, 24, 24, 38, and 41 DAMs in the AR1018r vs. AR1031r comparison, the AR1018r vs. AR1119r comparison, the AR1031r vs. AR1119r comparison, the AR1018y vs. AR1031y comparison, the AR1018y vs. AR1119y comparison, and the AR1031y vs. AR1119y comparison, respectively. In total, 6003 and 8888 DEGs were identified in AR1018r vs. AR1031r comparison and in the AR1018y vs. AR1031y comparison, respectively. The GO and KEGG analyses showed that the DEGs were mainly involved in plant hormone signal transduction, flavonoid biosynthesis, and other metabolite metabolic processes. The comprehensive analysis revealed that caffeoyl-CoA 3-O-methyltransferase (Cluster-28704.45358 and Cluster-28704.50421) was up-regulated in the red strain but down-regulated in the yellow strain, while Peonidin 3-O-glucoside chloride and Pelargonidin 3-O-beta-D-glucoside were up-regulated in both the red and yellow strains. By successfully integrating the analyses on the behavior of pigment accumulation, dynamics of flavonoids, and differentially expressed genes with omics tools, the regulation mechanisms underlying leaf coloring in red maple at the transcriptomic and metabolomic levels were demonstrated, and the results provide valuable information for further research on gene function in red maple.
Collapse
Affiliation(s)
- Yuanyuan Luo
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China
- College of Oriental Science & Technology, Hunan Agricultural University, Changsha 410128, China
| | - Min Deng
- College of Agronomy, Hunan Agricultural University, Changsha 410128, China
| | - Xia Zhang
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China
- Engineering Research Center for Horticultural Crop Germplasm Creation and New Variety Breeding, Ministry of Education, Changsha 410128, China
- Hunan Mid-Subtropical Quality Plant Breeding and Utilization Engineering Technology Research Center, Changsha 410128, China
| | - Damao Zhang
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China
- Engineering Research Center for Horticultural Crop Germplasm Creation and New Variety Breeding, Ministry of Education, Changsha 410128, China
- Hunan Mid-Subtropical Quality Plant Breeding and Utilization Engineering Technology Research Center, Changsha 410128, China
| | - Wenqi Cai
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China
- Engineering Research Center for Horticultural Crop Germplasm Creation and New Variety Breeding, Ministry of Education, Changsha 410128, China
- Hunan Mid-Subtropical Quality Plant Breeding and Utilization Engineering Technology Research Center, Changsha 410128, China
| | - Yuelin Long
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China
- College of Landscape Architecture and Art Design, Hunan Agricultural University, Changsha 410128, China
| | - Xingyao Xiong
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China
- Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen 518120, China
| | - Yanlin Li
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China
- Engineering Research Center for Horticultural Crop Germplasm Creation and New Variety Breeding, Ministry of Education, Changsha 410128, China
- Hunan Mid-Subtropical Quality Plant Breeding and Utilization Engineering Technology Research Center, Changsha 410128, China
- Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing 100081, China
- Kunpeng Institute of Modern Agriculture, Foshan 528200, China
- School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive, Singapore 637551, Singapore
| |
Collapse
|
8
|
Li Y, Zhang Y, Luo H, Lv D, Yi Z, Duan M, Deng M. WGCNA Analysis Revealed the Hub Genes Related to Soil Cadmium Stress in Maize Kernel ( Zea mays L.). Genes (Basel) 2022; 13:2130. [PMID: 36421805 PMCID: PMC9690088 DOI: 10.3390/genes13112130] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Revised: 11/07/2022] [Accepted: 11/13/2022] [Indexed: 01/12/2024] Open
Abstract
Soil contamination by heavy metals has become a prevalent topic due to their widespread release from industry, agriculture, and other human activities. Great progress has been made in elucidating the uptake and translocation of cadmium (Cd) accumulation in rice. However, there is still little known about corresponding progress in maize. In the current study, we performed a comparative RNA-Seq-based approach to identify differentially expressed genes (DEGs) of maize immature kernel related to Cd stress. In total, 55, 92, 22, and 542 DEGs responsive to high cadmium concentration soil were identified between XNY22-CHS-8 vs. XNY22-YA-8, XNY22-CHS-24 vs. XNY22-YA-24, XNY27-CHS-8 vs. XNY27-YA-8, and XNY27-CHS-24 vs. XNY27-YA-24, respectively. The weighted gene co-expression network analysis (WGCNA) categorized the 9599 Cd stress-responsive hub genes into 37 different gene network modules. Combining the hub genes and DEGs, we obtained 71 candidate genes. Gene Ontology (GO) enrichment analysis of genes in the greenyellow module in XNY27-YA-24 and connectivity genes of these 71 candidate hub genes showed that the responses to metal ion, inorganic substance, abiotic stimulus, hydrogen peroxide, oxidative stress, stimulus, and other processes were enrichment. Moreover, five candidate genes that were responsive to Cd stress in maize kernel were detected. These results provided the putative key genes and pathways to response to Cd stress in maize kernel, and a useful dataset for unraveling the underlying mechanism of Cd accumulation in maize kernel.
Collapse
Affiliation(s)
- Yongjin Li
- College of Agronomy, Hunan Agricultural University, Changsha 410128, China
| | - Ying Zhang
- College of Agronomy, Northwest A&F University, Xianyang 712100, China
| | - Hongbing Luo
- College of Agronomy, Hunan Agricultural University, Changsha 410128, China
- Maize Engineering Technology Research Center of Hunan Province, Changsha 410128, China
| | - Dan Lv
- College of Agronomy, Hunan Agricultural University, Changsha 410128, China
| | - Zhenxie Yi
- College of Agronomy, Hunan Agricultural University, Changsha 410128, China
| | - Meijuan Duan
- College of Agronomy, Hunan Agricultural University, Changsha 410128, China
| | - Min Deng
- College of Agronomy, Hunan Agricultural University, Changsha 410128, China
- Maize Engineering Technology Research Center of Hunan Province, Changsha 410128, China
| |
Collapse
|