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Nazari L, Zinati Z. Transcriptional survey of abiotic stress response in maize ( Zea mays) in the level of gene co-expression network and differential gene correlation analysis. AOB PLANTS 2024; 16:plad087. [PMID: 38162049 PMCID: PMC10753923 DOI: 10.1093/aobpla/plad087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Accepted: 12/19/2023] [Indexed: 01/03/2024]
Abstract
Abstract. Maize may be exposed to several abiotic stresses in the field. Therefore, identifying the tolerance mechanisms of natural field stress is mandatory. Gene expression data of maize upon abiotic stress were collected, and 560 differentially expressed genes (DEGs) were identified through meta-analysis. The most significant gene ontology terms in up-regulated genes were 'response to abiotic stress' and 'chitinase activity'. 'Phosphorelay signal transduction system' was the most significant enriched biological process in down-regulated DEGs. The co-expression analysis unveiled seven modules of DEGs, with a notable positive correlation between the modules and abiotic stress. Furthermore, the statistical significance was strikingly high for the turquoise, green and yellow modules. The turquoise group played a central role in orchestrating crucial adaptations in metabolic and stress response pathways in maize when exposed to abiotic stress. Within three up-regulated modules, Zm.7361.1.A1_at, Zm.10386.1.A1_a_at and Zm.10151.1.A1_at emerged as hub genes. These genes might introduce novel candidates implicated in stress tolerance mechanisms, warranting further comprehensive investigation and research. In parallel, the R package glmnet was applied to fit a logistic LASSO regression model on the DEGs profile to select candidate genes associated with abiotic responses in maize. The identified hub genes and LASSO regression genes were validated on an independent microarray dataset. Additionally, Differential Gene Correlation Analysis (DGCA) was performed on LASSO and hub genes to investigate the gene-gene regulatory relationship. The P value of DGCA of 16 pairwise gene comparisons was lower than 0.01, indicating a gene-gene significant change in correlation between control and abiotic stress. Integrated weighted gene correlation network analysis and logistic LASSO analysis revealed Zm.11185.1.S1_at, Zm.2331.1.S1_x_at and Zm.17003.1.S1_at. Notably, these 3 genes were identified in the 16 gene-pair comparisons. This finding highlights the notable significance of these genes in the abiotic stress response. Additional research into maize stress tolerance may focus on these three genes.
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Affiliation(s)
- Leyla Nazari
- Crop and Horticultural Science Research Department, Fars Agricultural and Natural Resources Research and Education Center, Agricultural Research, Education and Extension Organization (AREEO), Shiraz, 7155863511, Iran
| | - Zahra Zinati
- Department of Agroecology, College of Agriculture and Natural Resources of Darab, Shiraz University, Shiraz, 7459117666, Iran
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Zhang MM, Zhao X, He X, Zheng Q, Huang Y, Li Y, Ke S, Liu ZJ, Lan S. Genome-Wide Identification of PEBP Gene Family in Two Dendrobium Species and Expression Patterns in Dendrobium chrysotoxum. Int J Mol Sci 2023; 24:17463. [PMID: 38139293 PMCID: PMC10743876 DOI: 10.3390/ijms242417463] [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: 10/30/2023] [Revised: 12/06/2023] [Accepted: 12/10/2023] [Indexed: 12/24/2023] Open
Abstract
The PEBP gene family plays a significant role in regulating flower development and formation. To understand its function in Dendrobium chrysotoxum and D. nobile flowering, we identified 22 PEBP genes (11 DchPEBPs and 11 DnoPEBPs) from both species. We conducted analyses on their conserved domains and motifs, phylogenetic relationships, chromosome distribution, collinear correlation, and cis elements. The classification results showed that the 22 PEBPs were mainly divided into three clades, as follows: FT, MFT, and TFL1. A sequence analysis showed that most PEBP proteins contained five conserved domains, while a gene structure analysis revealed that 77% of the total PEBP genes contained four exons and three introns. The promoter regions of the 22 PEBPs contained several cis elements related to hormone induction and light response. This suggests these PEBPs could play a role in regulating flower development by controlling photoperiod and hormone levels. Additionally, a collinearity analysis revealed three pairs of duplicate genes in the genomes of both D. chrysotoxum and D. nobile. Furthermore, RT-qPCR has found to influence the regulatory effect of DchPEBPs on the development of flower organs (sepals, petals, lip, ovary, and gynostemium) during the flowering process (bud, transparent stage, and initial bloom). The results obtained imply that DchPEBP8 and DchPEBP9 play a role in the initial bloom and that DchPEBP7 may inhibit flowering processes. Moreover, DchPEBP9 may potentially be involved in the development of reproductive functionality. PEBPs have regulatory functions that modulate flowering. FT initiates plant flowering by mediating photoperiod and temperature signals, while TFL1 inhibits flowering processes. These findings provide clues for future studies on flower development in Dendrobium.
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Affiliation(s)
- Meng-Meng Zhang
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (M.-M.Z.); (X.Z.); (X.H.); (S.K.)
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
| | - Xuewei Zhao
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (M.-M.Z.); (X.Z.); (X.H.); (S.K.)
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
| | - Xin He
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (M.-M.Z.); (X.Z.); (X.H.); (S.K.)
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
| | - Qinyao Zheng
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
| | - Ye Huang
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
| | - Yuanyuan Li
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
| | - Shijie Ke
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (M.-M.Z.); (X.Z.); (X.H.); (S.K.)
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
| | - Zhong-Jian Liu
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (M.-M.Z.); (X.Z.); (X.H.); (S.K.)
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
| | - Siren Lan
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (M.-M.Z.); (X.Z.); (X.H.); (S.K.)
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization, College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou 350002, China; (Q.Z.); (Y.H.); (Y.L.)
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Liu J, Zhang C, Han J, Fang X, Xu H, Liang C, Li D, Yang Y, Cui Z, Wang R, Song J. Genome-Wide Analysis of KNOX Transcription Factors and Expression Pattern of Dwarf-Related KNOX Genes in Pear. FRONTIERS IN PLANT SCIENCE 2022; 13:806765. [PMID: 35154223 PMCID: PMC8831332 DOI: 10.3389/fpls.2022.806765] [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: 11/01/2021] [Accepted: 01/06/2022] [Indexed: 06/14/2023]
Abstract
KNOTTED1-like homeobox (KNOX) transcription factors (TFs) belonging to the homeobox TF family play important roles in plant growth, development, and responses to abiotic and biotic stress. However, little information is available on KNOX TF in pear (Pyrus). In this study, 19 PbKNOXs TFs were re-identified in pear (Pyrus bretschneideri Rehd.). Phylogenetic analysis revealed that the TFs were clustered into three groups with 10 conserved motifs, some of which were group- or subgroup-specific, implying that they are important for the functions of the KNOX in these clades. PbKNM1 and PbKNM2 are KNM (encodes a MEINOX domain but not a homeodomain) genes identified in pear for the first time. KNOX genes in Pyrus and Malus were closely related, and a collinear relationship among PbKNOX genes in Pyrus and Malus was observed. Analysis of the expression patterns of PbKNOX genes in different tissues, at various growth stages, and in response to abiotic and biotic stress revealed that PbKNOXs are involved in plant growth and development. Our comparative transcriptional analysis of dwarf mutant varieties revealed that genes belonging to class I are highly expressed compared with genes in other classes. Analysis of the expression of PbKNOX genes in the hybrid offspring of vigorous and dwarf varieties revealed that PbKNOX genes were highly expressed in the vigorous offspring and weakly expressed in the dwarf offspring. These findings provide new insight into the function of KNOX TFs in pear and will aid future studies of dwarf fruit trees.
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Affiliation(s)
- Jianlong Liu
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Chenxiao Zhang
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Jingyue Han
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Xiaoyun Fang
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Hongpeng Xu
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Chenglin Liang
- Haidu College, Qingdao Agricultural University, Laiyang, China
| | - Dingli Li
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Yingjie Yang
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Zhenhua Cui
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Ran Wang
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
| | - Jiankun Song
- College of Horticulture, Qingdao Agricultural University, Qingdao, China
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Wei Y, Zhao S, Liu N, Zhang Y. Genome-wide identification, evolution, and expression analysis of the NPR1-like gene family in pears. PeerJ 2021; 9:e12617. [PMID: 35003927 PMCID: PMC8684321 DOI: 10.7717/peerj.12617] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Accepted: 11/18/2021] [Indexed: 01/17/2023] Open
Abstract
The NONEXPRESSOR OF PATHOGENESIS-RELATED GENES 1 (NPR1) plays a master regulatory role in the salicylic acid (SA) signal transduction pathway and plant systemic acquired resistance (SAR). Members of the NPR1-like gene family have been reported to the associated with biotic/abiotic stress in many plants, however the genome-wide characterization of NPR1-like genes has not been carried out in Chinese pear (Pyrus bretschneideri Reld). In this study, a systematic analysis was conducted on the characteristics of the NPR1-like genes in P. bretschneideri Reld at the whole-genome level. A total nine NPR1-like genes were detected which eight genes were located on six chromosomes and one gene was mapped to scaffold. Based on the phylogenetic analysis, the nine PbrNPR1-like proteins were divided into three clades (Clades I–III) had similar gene structure, domain and conserved motifs. We sorted the cis-acting elements into three clades, including plant growth and development, stress responses, and hormone responses in the promoter regions of PbrNPR1-like genes. The result of qPCR analysis showed that expression diversity of PbrNPR1-like genes in various tissues. All the genes were up-regulated after SA treatment in leaves except for Pbrgene8896. PbrNPR1-like genes showed circadian rhythm and significantly different expression levels after inoculation with Alternaria alternata. These findings provide a solid insight for understanding the functions and evolution of PbrNPR1-like genes in Chinese pear.
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Affiliation(s)
- Yarui Wei
- Hebei Agricultural University, College of Horticulture, Baoding, Hebei, China
| | - Shuliang Zhao
- Hebei University of Engineering, School of Landscape and Ecological Engineering, Handan, Hebei, China
| | - Na Liu
- Hebei Agricultural University, College of Horticulture, Baoding, Hebei, China
| | - Yuxing Zhang
- Hebei Agricultural University, College of Horticulture, Baoding, Hebei, China
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Song C, Li G, Dai J, Deng H. Genome-Wide Analysis of PEBP Genes in Dendrobium huoshanense: Unveiling the Antagonistic Functions of FT/TFL1 in Flowering Time. Front Genet 2021; 12:687689. [PMID: 34306028 PMCID: PMC8299281 DOI: 10.3389/fgene.2021.687689] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 05/18/2021] [Indexed: 01/17/2023] Open
Abstract
Dendrobium is a semi-shade epiphytic Orchidaceae herb with important ornamental and medicinal value. Parts of the cultivation of Dendrobium germplasm resources, as well as the identification of medicinal components, are more studied, but the functional characterization of the flowering regulation in Dendrobium plants is less reported. Here, six PEBP family genes (DhFT3, DhFT1, DhMFT, DhTFL1b, DhFT2, and DhTFL1a) were identified from the Dendrobium huoshanense genome. The chromosome-level mapping showed that these genes were sequentially distributed on chromosomes 6, 9, 15, and 17. The paralogous gene DhTFL1b corresponded to DhTFL1a, which was determined through tandem duplication. The gene structure and conserved motif of DhPEBP indicated five PEBP genes apart from DhMFT contained four exons and three introns entirely. The phylogeny analysis showed that the PEBP gene family in A. thaliana, O. sativa, Z. mays, S. lycopersicum, and P. equestris were classified into three subclades, FT, TFL, and MFT, which maintained a high homology with D. huoshanense. The conserved domain of the amino acid demonstrated that two highly conserved short motifs (DPDXP and GXHR) embed in DhPEBPs, which may contribute to the conformation of the ligand binding bag. The 86th position of DhFTs was tyrosine (Y), while the 83th and 87th of DhTFL1s belonged to histidine (H), suggesting they should have distinct functions in flowering regulation. The promoter of six DhPEBPs contained several cis-elements related to hormone induction, light response, and abiotic stress, which indicated they could be regulated by the environmental stress and endogenous signaling pathways. The qRT-PCR analysis of DhPEBPs in short-term days induced by GA indicated the gene expressions of all DhFTs were gradually increased, whereas the expression of DhTFL1 was decreased. The results implied that DhPEBPs have various regulatory functions in modulating flowering, which will provide a scientific reference for the flowering regulation of Dendrobium plants.
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Affiliation(s)
- Cheng Song
- College of Biological and Pharmaceutical Engineering, West Anhui University, Lu’an, China
- Anhui Engineering Laboratory for Conservation and Sustainable Utilization of Traditional Chinese Medicine Resources, West Anhui University, Lu’an, China
| | - Guohui Li
- College of Life Science, Anhui Agricultural University, Hefei, China
| | - Jun Dai
- College of Biological and Pharmaceutical Engineering, West Anhui University, Lu’an, China
- Anhui Engineering Laboratory for Conservation and Sustainable Utilization of Traditional Chinese Medicine Resources, West Anhui University, Lu’an, China
| | - Hui Deng
- College of Biological and Pharmaceutical Engineering, West Anhui University, Lu’an, China
- Anhui Engineering Laboratory for Conservation and Sustainable Utilization of Traditional Chinese Medicine Resources, West Anhui University, Lu’an, China
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Liu J, Deng Z, Liang C, Sun H, Li D, Song J, Zhang S, Wang R. Genome-Wide Analysis of RAV Transcription Factors and Functional Characterization of Anthocyanin-Biosynthesis-Related RAV Genes in Pear. Int J Mol Sci 2021; 22:ijms22115567. [PMID: 34070296 PMCID: PMC8197526 DOI: 10.3390/ijms22115567] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 05/12/2021] [Accepted: 05/19/2021] [Indexed: 11/28/2022] Open
Abstract
Related to ABSCISIC ACID INSENSITIVE3/VIVIPAROUS1 (ABI3/VP1, RAV), transcription factors (TFs) belonging to the APETALA2/ETHYLENE RESPONSIVE FACTOR (AP2/ERF) TF family play critical roles in plant growth, development, and responses to abiotic and biotic stress. In this study, 11 novel RAV TFs were identified in pear (Pyrus bretschneideri Rehd). A phylogenetic analysis revealed that the TFs clustered into three groups with 10 conserved motifs, some of which were group- or subgroup-specific, implying that they are important for the functions of the RAVs in these clades. RAVs in Pyrus and Malus were closely related, and the former showed a collinear relationship. Analysis of their expression patterns in different tissues and at various growth stages and their responses to abiotic and biotic stress suggested that PbRAV6 and PbRAV7 play important roles in drought stress and salt stress, respectively. We investigated the function of RAVs in pear peel coloration using two red pear varieties with different color patterns and applying data from transcriptome analyses. We found that PbRAV6 participates in the regulation of pericarp color. These findings provide insight into a new TF family in pear and a basis for further studies on the response to drought stress and fruit coloration in this commercially important crop.
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Affiliation(s)
- Jianlong Liu
- College of Horticulture, Qingdao Agricultural University, Qingdao 266109, China; (J.L.); (Z.D.); (H.S.); (D.L.); (J.S.)
| | - Zhiwei Deng
- College of Horticulture, Qingdao Agricultural University, Qingdao 266109, China; (J.L.); (Z.D.); (H.S.); (D.L.); (J.S.)
| | - Chenglin Liang
- Haidu College, Qingdao Agricultural University, Laiyang 265200, China;
| | - Hongwei Sun
- College of Horticulture, Qingdao Agricultural University, Qingdao 266109, China; (J.L.); (Z.D.); (H.S.); (D.L.); (J.S.)
| | - Dingli Li
- College of Horticulture, Qingdao Agricultural University, Qingdao 266109, China; (J.L.); (Z.D.); (H.S.); (D.L.); (J.S.)
| | - Jiankun Song
- College of Horticulture, Qingdao Agricultural University, Qingdao 266109, China; (J.L.); (Z.D.); (H.S.); (D.L.); (J.S.)
| | - Shaoling Zhang
- Centre of Pear Engineering Technology Research, Nanjing Agricultural University, Nanjing 210095, China;
| | - Ran Wang
- College of Horticulture, Qingdao Agricultural University, Qingdao 266109, China; (J.L.); (Z.D.); (H.S.); (D.L.); (J.S.)
- Correspondence:
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Dong L, Lu Y, Liu S. Genome-wide member identification, phylogeny and expression analysis of PEBP gene family in wheat and its progenitors. PeerJ 2020; 8:e10483. [PMID: 33362967 PMCID: PMC7747686 DOI: 10.7717/peerj.10483] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Accepted: 11/12/2020] [Indexed: 12/19/2022] Open
Abstract
The phosphatidylethanolamine binding protein (PEBP) family comprises ancient proteins found throughout the biosphere that play an important role in plant growth and development, flowering, seed development and dormancy. However, not all PEBP genes have been identified or analyzed in common wheat (Triticum aestivum L.) and its progenitors. In this study, we identified the PEBP genes in common wheat, Triticum dicoccoides, Triticum urartu and Aegilops tauschii by searching whole genome sequences, and characterized these genes by phylogenetic and transcriptome analyses. A total of 76, 38, 16 and 22 PEBP genes were identified in common wheat, T. dicoccoides, T. urartu and Ae. tauschii, respectively. Phylogenetic analysis classified the PEBP genes into four subfamilies (PEBP-like, MFT-like, TFL-like and FT-like); the PEBP-like subfamily was identified as a new subfamily with genes in this subfamily were conserved in plants. Group 2, 3 and 5 chromosomes of common wheat and its progenitors contained more PEBP genes than other chromosomes. The PEBP genes were conserved in wheat during evolution, and tandem duplication played a more important role in the amplification of PEBP genes than segmental duplication. Furthermore, transcriptome analysis revealed that PEBP genes showed tissue/organ-specific expression profiles and some PEBP genes were induced to express by biotic stresses. Quantitative real-time PCR (qRT-PCR) analysis revealed that seven randomly selected PEBP genes expressed differently during seed germination under cold, drought, flood, heat and salt stress treatments, and five of these genes (TaPEBP1, TaPEBP5, TaPEBP9, TaPEBP66 and TaPEBP69) showed significantly higher expression under different stress treatments, indicating that these genes play important roles during seed germination under stress conditions.
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Affiliation(s)
- Lei Dong
- State Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, China
| | - Yue Lu
- State Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, China
| | - Shubing Liu
- State Key Laboratory of Crop Biology, College of Agronomy, Shandong Agricultural University, Tai'an, China
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