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Jiang J, Ren J, Zeng Y, Xu X, Lin S, Fan Z, Meng Y, Ma Y, Li X, Wu P. Integration of GWAS models and GS reveals the genetic architecture of ear shank in maize. Gene 2025; 938:149140. [PMID: 39645098 DOI: 10.1016/j.gene.2024.149140] [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: 07/08/2024] [Revised: 11/26/2024] [Accepted: 12/03/2024] [Indexed: 12/09/2024]
Abstract
Maize is one of the most important crops for human food, animal feed, and industrial raw materials. Ear shank length (ESL) and ear shank node number (ESNN) are crucial selection criteria in maize breeding, impacting grain yield and dehydration rate during mechanical harvesting. To unravel the genetic basis of ESL and ESNN in maize, an association panel consisting of 379 multi-parent doubled-haploid (DH) lines was developed for genome-wide association studies (GWAS) and genomic selection (GS). The heritabilities of ESL and ESNN were 0.68 and 0.55, respectively, which were controlled by genetic factors and genotype-environment interaction factors. Using five different models for GWAS, 11 significant single nucleotide polymorphisms (SNPs) located on chromosomes 1, 2, and 4 were identified for ESL, with the phenotypic variation explained (PVE) value of each single SNP ranging from 4.91% to 21.35%, and 11 significant SNPs located on chromosomes 1, 2, 4, and 5 were identified for ESNN, with the PVE value of each SNP ranging from 1.22% to 18.42%. Genetic regions in bins 1.06, 2.06, and 2.08 were significantly enriched in SNPs associated with ear shank-related traits. The GS prediction accuracy using all markers by the five-fold cross-validation method for ESL and ESNN was 0.39 and 0.37, respectively, which was significantly improved by using only 500-1000 significant SNPs with the lowest P-values. The optimal training population size (TPS) and marker density (MD) for ear shank-related traits were 50%-60% and 3000, respectively. Our results provide new insights into the GS of ear shank-related traits.
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Affiliation(s)
- Jiale Jiang
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Jiaojiao Ren
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Yukang Zeng
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Xiaoming Xu
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Shaohang Lin
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Zehui Fan
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Yao Meng
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Yirui Ma
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Xin Li
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China
| | - Penghao Wu
- College of Agronomy, Xinjiang Agricultural University, Urumqi 830052, China.
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Wang H, Liu S, Ma S, Wang Y, Yang H, Liu J, Li M, Cui X, Liang S, Cheng Q, Shen H. Characterization of the Molecular Events Underlying the Establishment of Axillary Meristem Region in Pepper. Int J Mol Sci 2023; 24:12718. [PMID: 37628899 PMCID: PMC10454251 DOI: 10.3390/ijms241612718] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 07/31/2023] [Accepted: 08/03/2023] [Indexed: 08/27/2023] Open
Abstract
Plant architecture is a major motif of plant diversity, and shoot branching patterns primarily determine the aerial architecture of plants. In this study, we identified an inbred pepper line with fewer lateral branches, 20C1734, which was free of lateral branches at the middle and upper nodes of the main stem with smooth and flat leaf axils. Successive leaf axil sections confirmed that in normal pepper plants, for either node n, Pn (Primordium n) < 1 cm and Pn+1 < 1 cm were the critical periods between the identification of axillary meristems and the establishment of the region, whereas Pn+3 < 1 cm was fully developed and formed a completely new organ. In 20C1734, the normal axillary meristematic tissue region establishment and meristematic cell identity confirmation could not be performed on the axils without axillary buds. Comparative transcriptome analysis revealed that "auxin-activated signaling pathway", "response to auxin", "response to abscisic acid", "auxin biosynthetic process", and the biosynthesis of the terms/pathways, such as "secondary metabolites", were differentially enriched in different types of leaf axils at critical periods of axillary meristem development. The accuracy of RNA-seq was verified using RT-PCR for some genes in the pathway. Several differentially expressed genes (DEGs) related to endogenous phytohormones were targeted, including several genes of the PINs family. The endogenous hormone assay showed extremely high levels of IAA and ABA in leaf axils without axillary buds. ABA content in particular was unusually high. At the same time, there is no regular change in IAA level in this type of leaf axils (normal leaf axils will be accompanied by AM formation and IAA content will be low). Based on this, we speculated that the contents of endogenous hormones IAA and ABA in 20C1734 plant increased sharply, which led to the abnormal expression of genes in related pathways, which affected the formation of Ams in leaf axils in the middle and late vegetative growth period, and finally, nodes without axillary buds and side branches appeared.
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Affiliation(s)
- Haoran Wang
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
| | - Sujun Liu
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
| | - Shijie Ma
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
| | - Yun Wang
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
| | - Hanyu Yang
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
| | - Jiankun Liu
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
| | - Mingxuan Li
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
| | - Xiangyun Cui
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
| | - Sun Liang
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
- Sanya Institute, China Agricultural University, Sanya 572025, China
| | - Qing Cheng
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
- Sanya Institute, China Agricultural University, Sanya 572025, China
| | - Huolin Shen
- Department of Vegetable Science, College of Horticulture, China Agricultural University, Beijing 100193, China; (H.W.); (S.L.); (S.M.); (Y.W.); (H.Y.); (J.L.); (M.L.); (X.C.); (S.L.)
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, China Agricultural University, Beijing 100193, China
- Sanya Institute, China Agricultural University, Sanya 572025, China
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Rong Y, Liao L, Li S, Wei W, Bi X, Sun G, He S, Wang Z. Comparative Transcriptomic and Physiological Analyses Reveal Key Factors for Interstocks to Improve Grafted Seedling Growth in Tangor. Int J Mol Sci 2023; 24:6533. [PMID: 37047507 PMCID: PMC10095262 DOI: 10.3390/ijms24076533] [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: 03/01/2023] [Revised: 03/27/2023] [Accepted: 03/29/2023] [Indexed: 04/03/2023] Open
Abstract
Interstock is an important agronomic technique for regulating plant growth and fruit quality, and overcoming the incompatibility between rootstocks and scions; however, the underlying mechanisms remain largely unknown. In this study, the effects and regulatory mechanisms of tangor grafting, with and without interstocks, on the growth and development of scions were analyzed by combining morphology, physiology, anatomy and transcriptomics. Morphological and physiological analyses showed that interstocks ('Aiyuan 38' and 'Daya') significantly improved the growth of seedlings, effectively enhanced the foliar accumulation of chlorophyll and carotenoids, and increased the thickness of leaf tissues. Using 'Aiyuan 38' as the interstock, photosynthetic efficiency and starch content of citrus seedlings improved. Transcriptomics showed that genes related to photosynthesis and photosynthetic antenna proteins were upregulated in interstock-treated seedlings, with significant upregulation of photosystem PSI- and PSII-related genes. In addition, multiple key genes may be involved in plant hormone signaling, starch and sucrose metabolism, and transcriptional regulation. Taken together, these findings provide novel insights into the role of interstocks in regulating and contributing to the growth and development of grafted seedlings, and will further define and deploy candidate genes to explore the mechanisms of rootstock-interstock-scion interactions.
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Affiliation(s)
- Yi Rong
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Ling Liao
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Sichen Li
- Citrus Research Institute, Southwest University, Chongqing 400715, China
| | - Wen Wei
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Xiaoyi Bi
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Guochao Sun
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Siya He
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Zhihui Wang
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
- Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu 611130, China
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Liang Z, Xi N, Liu H, Liu P, Xiang C, Zhang C, Zou C, Cheng X, Yu H, Zhang M, Chen Z, Pan G, Yuan G, Gao S, Ma L, Shen Y. An Integration of Linkage Mapping and GWAS Reveals the Key Genes for Ear Shank Length in Maize. Int J Mol Sci 2022; 23:ijms232315073. [PMID: 36499409 PMCID: PMC9740654 DOI: 10.3390/ijms232315073] [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: 10/15/2022] [Revised: 11/25/2022] [Accepted: 11/29/2022] [Indexed: 12/02/2022] Open
Abstract
Ear shank length (ESL) has significant effects on grain yield and kernel dehydration rate in maize. Herein, linkage mapping and genome-wide association study were combined to reveal the genetic architecture of maize ESL. Sixteen quantitative trait loci (QTL) were identified in the segregation population, among which five were repeatedly detected across multiple environments. Meanwhile, 23 single nucleotide polymorphisms were associated with the ESL in the association panel, of which four were located in the QTL identified by linkage mapping and were designated as the population-common loci. A total of 42 genes residing in the linkage disequilibrium regions of these common variants and 12 of them were responsive to ear shank elongation. Of the 12 genes, five encode leucine-rich repeat receptor-like protein kinases, proline-rich proteins, and cyclin11, respectively, which were previously shown to regulate cell division, expansion, and elongation. Gene-based association analyses revealed that the variant located in Cyclin11 promoter affected the ESL among different lines. Cyclin11 showed the highest expression in the ear shank 15 days after silking among diverse tissues of maize, suggesting its role in modulating ESL. Our study contributes to the understanding of the genetic mechanism underlying maize ESL and genetic modification of maize dehydration rate and kernel yield.
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