Integration of digital phenotyping, GWAS, and transcriptomic analysis revealed a key gene for bud size in tea plant (Camellia sinensis)

Shuran Zhang , Si Chen , Zhilu Fu , Fang Li , Qiyu Chen , Jianqiang Ma , Yuanquan Chen , Liang Chen , Jiedan Chen

Horticulture Research ›› 2025, Vol. 12 ›› Issue (6) : 51

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Horticulture Research ›› 2025, Vol. 12 ›› Issue (6) :51 DOI: 10.1093/hr/uhaf051
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Integration of digital phenotyping, GWAS, and transcriptomic analysis revealed a key gene for bud size in tea plant (Camellia sinensis)
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Abstract

Tea plant (Camellia sinensis) is among the most significant beverage crops globally. The size of tea buds not only directly affects the yield and quality of fresh leaves, but also plays a key role in determining the suitability of different types of tea. Analyzing the genetic regulation mechanism of tea bud size is crucial for enhancing tea cultivars and boosting tea yield. In this study, a digital phenotyping technology was utilized to collected morphological characteristics of the apical buds of 280 tea accessions of representative germplasm at the ‘two and a bud’ stage. Genetic diversity analysis revealed that the length, width, perimeter, and area of tea buds followed a normal distribution and exhibited considerable variation across natural population of tea plants. Comparative transcriptomic analysis of phenotypic extreme materials revealed a strong negative correlation between the expression levels of four KNOX genes and tea bud size. A key candidate gene, CsKNOX6, was confirmed by further genome-wide association studies (GWAS). Its function was preliminarily characterized by heterologous transformation of Arabidopsis thaliana. Overexpression of CsKNOX6 reduced the leaf area in transgenic plants, which initially determined that it is a key gene negatively regulating bud size. These findings enhance our understanding of the role of KNOX genes in tea plants and provide some references for uncovering the genetic regulatory mechanisms behind tea bud size.

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Shuran Zhang, Si Chen, Zhilu Fu, Fang Li, Qiyu Chen, Jianqiang Ma, Yuanquan Chen, Liang Chen, Jiedan Chen. Integration of digital phenotyping, GWAS, and transcriptomic analysis revealed a key gene for bud size in tea plant (Camellia sinensis). Horticulture Research, 2025, 12(6): 51 DOI:10.1093/hr/uhaf051

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Acknowledgements

This work was supported by the National Natural Science Foundation of China (U22A20500, 32202553), the Guangxi Key Research and Development Program (AB23026086), the Earmarked Fund for China Agriculture Research System of MOF and MARA (CARS-19), Jiangxi Province Talent Plan (jxsq2023102020), the Major Project of Agricultural Science and Technology in Breeding of Tea Plant Variety in Zhejiang Province (2021C02067) and the Fundamental Research Fund for Tea Research Institute of the Chinese Academy of Agricultural Sciences (1610212023003).

Author contributions

L.C. and J.C. conceived and designed the experiments. S.Z., S.C., Z.F., F.L., and Q.C. performed the experiments. S.Z., S.C., J.M., and J.C. analyzed the data. S.Z., S.C., and J.C. wrote the manuscript. All authors discussed the results and reviewed the final manuscript.

Data availability

The clean sequencing data for this study can be found in the CNCB (www.cncb.ac.cn) Genome Sequence Archive (GSA) under the BioProject accession no. PRJCA031997.

Conflict of interests

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Supplementary data

Supplementary data is available at Horticulture Research online.

References

[1]

Zhang W, Zhao BT, Yang CM. et al. Research progress on key technology of intelligent picking of high-quality tea. J Chin Agr Mech. 2024; 45:202-9

[2]

An YL, Chen LB, Tao LL. et al. QTL mapping for leaf area of tea plants (Camellia sinensis) based on a high-quality genetic map constructed by whole genome resequencing. Front Plant Sci. 2021; 12:705285

[3]

Xu Q, Yang Y, Hu KL. et al. Economic, environmental, and emergy analysis of China’s green tea production. Sustain Prod Consum. 2021; 28:269-80

[4]

Lv Z, Zhao WQ, Kong SX. et al. Overview of molecular mecha-nisms of plant leaf development: a systematic review. Front Plant Sci. 2023; 14:1293424

[5]

Wang HF, Kong FJ, Zhou CE. From genes to networks: the genetic controlofleafdevelopment. J Integr Plant Biol. 2021; 63:1181-96

[6]

Mizukami Y. A matter of size: developmental control of organ size in plants. Curr Opin Plant Biol. 2001; 4:533-9

[7]

Rodriguez RE, Debernardi JM, Palatnik JF. Morphogenesis of simple leaves: regulation of leaf size and shape. Wires Dev Biol. 2014; 3:41-57

[8]

Timmermans MC, Hudson A, Becraft PW. et al. ROUGH SHEATH2: a Myb protein that represses Knox homeobox genes in maize lateral organ primordia. Science. 1999; 284:151-3

[9]

Byrne ME, Barley R, Curtis M. et al. Asymmetric leaves1 mediates leaf patterning and stem cell function in Arabidopsis. Nature. 2000; 408:967-71

[10]

Hay A, Tsiantis M. The genetic basis for differences in leaf form between Arabidopsis thaliana and its wild relative Cardamine hirsuta. Nat Genet. 2006; 38:942-7

[11]

Reinhardt D, Pesce ER, Stieger P. et al. Regulation of phyllotaxis by polar auxin transport. Nature. 2003; 426:255-60

[12]

McConnell JR, Emery J, Eshed Y. et al. Role of PHABULOSA and PHAVOLUTA in determining radial patterning in shoots. Nature. 2001; 411:709-13

[13]

Emery JF, Floyd SK, Alvarez J. et al. Radial patterning of Ara-bidopsis shoots by class III HD-ZIP and KANADI genes. Curr Biol. 2003; 13:1768-74

[14]

Husbands AY, Benkovics AH, Nogueira FT. et al. The ASYMMET-RIC LEAVES complex employs multiple modes of regulation to affect adaxial-abaxial patterning and leaf complexity. Plant Cell. 2015; 27:3321-35

[15]

Kerstetter RA, Bollman K, Taylor RA. et al. KANADI regulates organ polarity in Arabidopsis. Nature. 2001; 411:706-9

[16]

Barkoulas M, Galinha C, Grigg SP. et al. From genes to shape: regulatory interactions in leaf development. Curr Opin Plant Biol. 2007; 10:660-6

[17]

Ha CM, Kim GT, Kim BC. et al. The BLADE-ON-PETIOLE 1 gene con-trols leaf pattern formation through the modulation of meris-tematic activity in Arabidopsis. Development. 2003; 130:161-72

[18]

Hepworth SR, Zhang Y, McKim S. et al. Blade-on-petiole-dependent signaling controls leaf and floral patterning in Ara-bidopsis. Plant Cell. 2005; 17:1434-48

[19]

Gonzalez N, Vanhaeren H, Inzé D. Leaf size control: complex coordination of cell division and expansion. Trends Plant Sci. 2012; 17:332-40

[20]

Jia P, Wang Y, Sharif R. et al. KNOTTED1-like homeobox (KNOX) transcription factors - hubs in a plethora of networks: a review. Int J Biol Macromol. 2023; 253:126878

[21]

Furumizu C, Alvarez JP, Sakakibara K. et al. Antagonistic roles for KNOX1 and KNOX2 genes in patterning the land plant body plan following an ancient gene duplication. PLoS Genet. 2015; 11:e1004980

[22]

Hamant O, Pautot V. Plant development: a tale story. CRBiol. 2010; 333:371-81

[23]

Hake S, Char BR, Chuck G. et al. Homeobox genes in the func-tioning of plant meristems. Philos Trans R Soc Lond Ser B Biol Sci. 1995; 350:45-51

[24]

Kerstetter R, Vollbrecht E, Lowe B. et al. Sequence analysis and expression patterns divide the maize knotted1-like homeobox genes into two classes. Plant Cell. 1994; 6:1877-87

[25]

Mukherjee K, Brocchieri L, Bürglin TR. A comprehensive classifi-cation and evolutionary analysis of plant homeobox genes. Mol Biol Evol. 2009; 26:2775-94

[26]

Hay A, Tsiantis M. Knox genes: versatile regulators of plant development and diversity. Development. 2010; 137:3153-65

[27]

Zhong RQ, Lee CH, Zhou JL. et al. A battery of transcription factors involved in the regulation of secondary cell wall biosyn-thesis in Arabidopsis. Plant Cell. 2008; 20:2763-82

[28]

Gao J, Yang X, Zhao W. et al. Evolution, diversification, and expression of KNOX proteins in plants. Front Plant Sci. 2015; 6:882

[29]

Magnani E, Hake S. Knox lost the ox: the Arabidopsis KNATM gene defines a novel class of KNOX transcriptional regulators missing the homeodomain. Plant Cell. 2008; 20:875-87

[30]

Uchida N, Kimura S, Koenig D. et al. Coordination of leaf devel-opment via regulation of KNOX1 genes. JPlant Res. 2010; 123:7-14

[31]

Byrne ME, Simorowski J, Martienssen R. A asymmetric leaves1 reveals Knox gene redundancy in Arabidopsis. Development. 2002; 129:1957-65

[32]

Ragni L, Belles-Boix E, Günl M. et al. Interaction of KNAT6 and KNAT2 with BREVIPEDICELLUS and PENNYWISE in Arabidopsis inflorescences. Plant Cell. 2008; 20:888-900

[33]

Chuck G, Lincoln C, Hake S. Knat 1 induces lobed leaves with ectopic meristems when overexpressed in Arabidopsis. Plant Cell. 1996; 8:1277-89

[34]

Nookaraju A, Pandey SK, Ahlawat YK. et al. Understanding the modus operandi of class II KNOX transcription factors in sec-ondary cell wall biosynthesis. Plan Theory. 2022; 11:493

[35]

Xia EH, Tong W, Hou Y. et al. The reference genome of tea plant and resequencing of 81 diverse accessions provide insights into its genome evolution and adaptation. Mol Plant. 2020; 13: 1013-26

[36]

Hake S, Smith HM, Holtan H. et al. The role of KNOX genes in plant development. Annu Rev Cell Dev Biol. 2004; 20:125-51

[37]

Dai HW, Zheng ST, Zhang C. et al. Identification and expression analysis of the KNOX genes during organogenesis and stress responseness in Camellia sinensis (L.) O. Kuntze. Mol Gen Genomics. 2023; 298:1559-78

[38]

Chen JD, He WZ, Chen S. et al. TeaGVD: a comprehensive database of genomic variations for uncovering the genetic architecture of metabolic traits in tea plants. Front Plant Sci. 2022; 13:1056891

[39]

Ha CM, Jun JH, Fletcher JC.Control of Arabidopsis leaf morpho-genesis through regulation of the YABBY and KNOX families of transcription factors. Genetics. 2010; 186:197-206

[40]

Sun Y, Zhou QW, Zhang W. et al. ASYMMETRIC LEAVES1,an Ara-bidopsis gene that is involved in the control of cell differentiation in LEAVES. Planta. 2002; 214:694-702

[41]

Yang QQ, Cong TC, Yao YC. et al. KNOX genes were involved in regulating axillary bud formation of Chrysanthemum × mori-folium. Int J Mol Sci. 2023; 24:7081

[42]

Jiang CK, Moon D-G, Ma JQ. et al. Characteristics of non-volatile metabolites in fresh shoots from tea plant (Camellia sinensis) and its closely related species and varieties. Beverage Plant Res. 2022; 2:9

[43]

Yu SW, Li PH, Zhao XC. et al. CsTCPs regulate shoot tip develop-ment and catechin biosynthesis in tea plant (Camellia sinensis). Hortic Res. 2021; 8:104

[44]

Li J, Wang JQ, Yao YF. et al. Phytochemical comparison of dif-ferent tea (Camellia sinensis) cultivars and its association with sensory quality of finished tea. LWT. 2020; 117:108595

[45]

Tong W, Yu J, Hou Y. et al. Circular RNA architecture and dif-ferentiation during leaf bud to young leaf development in tea (Camellia sinensis). Planta. 2018; 248:1417-29

[46]

Murray JA, Jones A, Godin C. et al. Systems analysis of shoot api-cal meristem growth and development: integrating hormonal and mechanical signaling. Plant Cell. 2012; 24:3907-19

[47]

Powell AE, Lenhard M. Control of organ size in plants. Curr Biol. 2012;22:R360-7

[48]

Bian LM, Zhang HC, Ge YF. et al. Closing the gap between phenotyping and genotyping: review of advanced, image-based phenotyping technologies in forestry. Ann For Sci. 2022; 79:22

[49]

Yue ZC, Wang ZP, Yao YL. et al. Variation in WIDTH OF LEAF AND GRAIN contributes to grain and LEAF size by controlling LARGE2 stability in rice. Plant Cell. 2024; 36:3201-18

[50]

Baker RL, Leong WF, Brock MT. et al. Modeling development and quantitative trait mapping reveal independent genetic modules for leaf size and shape. New Phytol. 2015; 208:257-68

[51]

Camas¸ N, Esendal E. Estimates of broad-sense heritability for seed yield and yield components of safflower (Carthamus tincto-rius L.). Hereditas. 2006; 143:55-7

[52]

Korte A, Farlow A. The advantages and limitations of trait anal-ysis with GWAS: a review. Plant Methods. 2013; 9:29

[53]

Tibbs Cortes L, Zhang ZW, Yu JM. Status and prospects of genome-wide association studies in plants. Plant Genome. 2021; 14:e20077

[54]

Xiao QL, Bai XL, Zhang C. et al. Advanced high-throughput plant phenotyping techniques for genome-wide association studies: a review. J Adv Res. 2022; 35:215-30

[55]

Chen S, Wang PJ, Kong WL. et al. Gene mining and genomics-assisted breeding empowered by the pangenome of tea plant Camellia sinensis. Nat Plants. 2023; 9:1986-99

[56]

Liu YJ, Chen S, Jiang CK. et al. Combined QTL mapping, GWAS and transcriptomic analysis revealed a candidate gene associ-ated with the timing of spring bud flush in tea plant (Camellia sinensis). Hortic Res. 2023;10:uhad149

[57]

Wang RJ, Gao XF, Yang J. et al. Genome-wide association study to identify favorable SNP allelic variations and candidate genes that control the timing of spring bud flush of tea (Camellia sinensis) using SLAF-seq. J Agr Food Chem. 2019; 67:10380-91

[58]

Niu SZ, Koiwa H, Song QF. et al. Development of core-collections for Guizhou tea genetic resources and GWAS of leaf size using SNP developed by genotyping-by-sequencing. PeerJ. 2020; 8: e8572

[59]

TanLQ, Wang LY, XuLY. et al. SSR-based genetic mapping and QTL analysis for timing of spring bud flush, young shoot color, and mature leaf size in tea plant (Camellia sinensis). Tree Genet Genomes. 2016; 12:52

[60]

Chen YJ, Niu SZ, Deng XY. et al. Genome-wide association study of leaf-related traits in tea plant in Guizhou based on genotyping-by-sequencing. BMC Plant Biol. 2023; 23:196

[61]

Zhou CE, Han L, Li GF. et al. Stm/bp-like KNOXI is uncoupled from ARP in the regulation of compound leaf development in Medicago truncatula. Plant Cell. 2014; 26:1464-79

[62]

Bharathan G, Goliber TE, Moore C. et al. Homologies in leaf form inferred from KNOXI gene expression during development. Science. 2002; 296:1858-60

[63]

Belles-Boix E, Hamant O, Witiak SM. et al. KNAT6:anArabidopsis homeobox gene involved in meristem activity and organ sepa-ration. Plant Cell. 2006; 18:1900-7

[64]

Zeng RF, Fu LM, Deng L. et al. Cikn1 and Cikn6 are involved in leaf development in citrus by regulating CimiR164. Plant J. 2022; 110: 828-48

[65]

Abraham-Juárez MJ, Martínez-Hernández A, Leyva-González MA. et al. Class I KNOX genes are associated with organogenesis during bulbil formation in Agave tequilana. JExp Bot. 2010; 61: 4055-67

[66]

Teng RM, Wang YX, Lin SJ. et al. CsWRKY13, a novel WRKY transcription factor of Camellia sinensis, involved in lignin biosynthesis and accumulation. Beverage Plant Res. 2021; 1:12

[67]

Zhang H, Shang XW, Zhou N. et al. The effective role of CsTCP5 and CsTCP18 transcription factors from Camellia sinensis (L.) O. Kuntze under drought and low-temperature. Beverage Plant Res. 2023; 3:29

[68]

Joshi NA, Fass JN. Sickle: a sliding-window, adaptive, quality-based trimming tool for FastQ files (Version 1.33) [Software]. Available at https://github.com/najoshi/sickle

[69]

Kim D, Paggi JM, Park C. et al. Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype. Nat Biotechnol. 2019; 37:907-15

[70]

Pertea M, Pertea G, Antonescu C. et al. StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat Biotechnol. 2015; 33:290-5

[71]

Wu TZ, Hu EQ, Xu SB. et al. ClusterProfiler 4.0: a universal enrich-ment tool for interpreting omics data. Innovation. 2021; 2:100141

[72]

Gu ZG, Eils R, Schlesner M. Complex heatmaps reveal patterns and correlations in multidimensional genomic data. Bioinformat-ics. 2016; 32:2847-9

[73]

Kang HM, Sul JH., Service SK et al. Variance component model to account for sample structure in genome-wide association studies. Nat Genet. 2010; 42:348-54

[74]

Chen S, Xie PF, Li YY. et al. New insights into stress-induced β-ocimene biosynthesis in tea (Camellia sinensis) leaves during oolong tea processing. J Agr Food Chem. 2021; 69:11656-64

[75]

Zhao FF, Zhao T, Deng LB. et al. Visualizing the essential role of complete virion assembly machinery in efficient hep-atitis C virus cell-to-cell transmission by a viral infection-activated split-intein-mediated reporter system. JVirol. 2017; 91: e01720-16

[76]

Clough SJ, Bent AF. Floral dip: a simplified method for Agrobac-terium-mediated transformation of Arabidopsis thaliana. Plant J. 1998; 16:735-43

[77]

Aragón-Sánchez J, Quintana-Marrero Y, Aragón-Hernández C. et al. ImageJ: a free, easy, and reliable method to measure leg ulcers using digital pictures. Int J Low Extrem Wound. 2017; 16: 269-73

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