Skip to main content
Log in

Methylome and transcriptome analysis reveals candidate genes for tuber shape variation in tissue culture-derived potato

  • Original paper
  • Published:
Plant Growth Regulation Aims and scope Submit manuscript

Abstract

We investigated genome-wide DNA methylation and transcriptome (RNA-seq) profiling for tuber shape variation in potato. Mother plant (M1, round) and tissue culture-derived clonal variant plant (M2, elongated) were used. Total number of DNA methylation sites at cytosine contexts (CpG, CHG and CHH) was higher in M2 than M1, where CHH was the highest followed by CHG and CpG. Differential methylation regions (DMRs) analysis in M1 (control) and M2 revealed maximum DMRs number on chromosome 5 in CHG context and hypo-methylation was higher than hyper-methylation. Further, transcriptome analysis revealed that a total of 20,747 genes were differentially expressed between M1 (control) and M2, of which 280 (over-expressed) and 612 (under-expressed) genes were statistically significant (p ≤ 0.05). The gene ontology (GO) annotation showed predominance of molecular function, whereas signal transduction and carbohydrate metabolism were major KEGG (Kyoto encyclopedia of genes and genomes) pathways. RNA-seq gene expression was validated for the ten selected genes by real-time quantitative polymerase chain reaction (RT-qPCR) analysis. Based on the comparative analysis, we observed a few candidate genes associated with tuber developmental processes such as phytohormones-related (e.g. SAUR family protein, abscisic acid environmental stress-inducible protein TAS14), sugar metabolism (e.g. UDP-glucosyltransferase, glycosyltransferase family GT8 protein), transcription factors (e.g. F-box family protein, MYB, WRKY, MADS-box), stress-responsive proteins (e.g. early-responsive to dehydration 3, cytochrome P450, proline-rich protein) and cell wall modifying genes (e.g. endo-1,4-beta-glucanase, glycine-rich cell wall structural protein 1.8, 3-ketoacyl-CoA synthase 10). Our study suggests that these candidate genes probably play key roles in tuber shape variation in potato.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Availability of data and materials

The methylome and transcriptome (RNA-seq) sequences data has been deposited with the NCBI (i) Methylome sequences (BioProject: PRJNA476419, SRR7513135, BioSample: SAMN09433514), and (ii) Transcriptome sequences (BioProject: PRJNA494472, SRA: SRR8138708 and SRR8138709; BioSample: SAMN10345053 and SAMN10345054).

References

  • Akalin A, Kormaksson M, Li S, Garrett-Bakelman FE, Figueroa ME, Melnick A, Mason CE (2012) methylKit: a comprehensive R package for the analysis of genome-wide DNA methylation profiles. Genome Biol 13:R87

    PubMed  PubMed Central  Google Scholar 

  • Bolger AM, Lohse M, Usadel B (2014) Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30:2114–2120

    CAS  PubMed  PubMed Central  Google Scholar 

  • Buckseth T, Sharma AK, Pandey KK, Singh BP, Muthuraj R (2016) Methods of pre-basic seed potato production with special reference to aeroponics—a review. Sci Hortic 204:79–87

    Google Scholar 

  • Cao X, Jacobsen SE (2002) Role of the Arabidopsis DRM methyltransferases in de novo DNA methylation and gene silencing. Curr Biol 12:1138–1144

    CAS  PubMed  Google Scholar 

  • Carrera E, Bou J, García-Martínez JL, Prat S (2000) Changes in GA 20-oxidase gene expression strongly affect stem length, tuber induction and tuber yield of potato plants. Plant J 22:247–256

    CAS  PubMed  Google Scholar 

  • Chen X, Ge X, Wang J, Tan C, King GJ, Liu K (2015) Genome-wide DNA methylation profiling by modified reduced representation bisulfite sequencing in Brassica rapa suggests that epigenetic modifications play a key role in polyploid genome evolution. Front Plant Sci 6:836

    PubMed  PubMed Central  Google Scholar 

  • Chen N, Zhu W, Xu J, Duan S, Bian C, Hu J, Wang W, Li G, Jin L (2019) Molecular marker development and primary physical map construction for the tuber shape Ro gene locus in diploid potato (Solanum tuberosum L.). Mol Breed 39:6

    Google Scholar 

  • Chodavarapu RK, Feng S, Ding B, Simon SA, Lopez D, Jia Y, Wang GL, Meyers BC, Jacobsen SE, Pellegrini M (2012) Transcriptome and methylome interactions in rice hybrids. Proc Natl Acad Sci USA 109:12040–12045

    CAS  PubMed  Google Scholar 

  • Craig KL, Tyers M (1999) The F-box: a new motif for ubiquitin dependent proteolysis in cell cycle regulation and signal transduction. Prog Biophys Mol Biol 72:299–328

    CAS  PubMed  Google Scholar 

  • Czolpinska M, Rurek M (2018) Plant glycine-rich proteins in stress response: an emerging, still prospective story. Front Plant Sci 9:302

    PubMed  PubMed Central  Google Scholar 

  • Do BH, Phuong VTB, Tran G-B, Nguyen NH (2019) Emerging functions of chromatin modifications in auxin biosynthesis in response to environmental alterations. Plant Growth Regul 87:165–174

    CAS  Google Scholar 

  • Gehring M, Henikoff S (2007) DNA methylation dynamics in plant genomes. Biochim Biophys Acta 1769:276–286

    CAS  PubMed  Google Scholar 

  • Glass M, Barkwill S, Unda F, Mansfield SD (2015) Endo-β-1,4-glucanases impact plant cell wall development by influencing cellulose crystallization. J Integr Plant Biol 57:396–410

    CAS  PubMed  Google Scholar 

  • González-Schain ND, Díaz-Mendoza M, Zurczak M, Suárez-López P (2012) Potato CONSTANS is involved in photoperiodic tuberization in a graft-transmissible manner. Plant J 70:678–690

    PubMed  Google Scholar 

  • Grzybkowska D, Morończyk J, Wójcikowska B, Gaj MD (2018) Azacitidine (5-AzaC)-treatment and mutations in DNA methylase genes affect embryogenic response and expression of the genes that are involved in somatic embryogenesis in Arabidopsis. Plant Growth Regul 85:243–256

    CAS  Google Scholar 

  • Hara-Skrzypiec A, Śliwka J, Jakuczun H, Zimnoch-Guzowska E (2018) QTL for tuber morphology traits in diploid potato. J Appl Genet 59:123–132

    CAS  PubMed  PubMed Central  Google Scholar 

  • He G, Chen B, Wang X, Li X, Li J, He H, Yang M, Lu L, Qi Y, Wang X, Deng XW (2013) Conservation and divergence of transcriptomic and epigenomic variation in maize hybrids. Genome Biol 14:R57

    PubMed  PubMed Central  Google Scholar 

  • Henderson IR, Jacobsen SE (2007) Epigenetic inheritance in plants. Nature 447:418–424

    CAS  PubMed  Google Scholar 

  • Howe EA, Sinha R, Schlauch D, Quackenbush J (2011) RNA-Seq analysis in MeV. Bioinformatics 27:3209–3210

    CAS  PubMed  PubMed Central  Google Scholar 

  • Joyce SM, Cassells AC (2002) Variation in potato microplant morphology in vitro and DNA methylation. Plant Cell Tissue Organ Cult 70:125–137

    CAS  Google Scholar 

  • Julius BT, Leach KA, Tran TM, Mertz RA, Braun DM (2017) Sugar transporters in plants: new insights and discoveries. Plant Cell Physiol 58:1442–1460

    CAS  PubMed  Google Scholar 

  • Kaeppler SM, Phillips RL (1993) DNA methylation and tissue culture-induced variation. In Vitro Cell Dev Biol 29:125–130

    Google Scholar 

  • Klug A (2010) The discovery of zinc fingers and their applications in gene regulation and genome manipulation. Annu Rev Biochem 79:213–231

    CAS  PubMed  Google Scholar 

  • Krueger F, Andrews SR (2011) Bismark: a flexible aligner and methylation caller for Bisulfite-Seq applications. Bioinformatics 27:1571–1572

    CAS  PubMed  PubMed Central  Google Scholar 

  • Liu YW, Han CH, Lee MH, Hsu FL, Hou WC (2003) Patatin, the tuber storage protein of potato (Solanum tuberosum L.), exhibits antioxidant activity in vitro. J Agric Food Chem 51:4389–4393

    CAS  PubMed  Google Scholar 

  • Livak KJ, Schmittgen TD (2001) Analysis of relative gene expression data using realtime quantitative PCR and the 2(-Delta Delta C(T)) method. Methods 25:402–408

    CAS  PubMed  Google Scholar 

  • Martin C, Paz-Ares J (1997) MYB transcription factors in plants. Trends Genet 13:67–73

    CAS  PubMed  Google Scholar 

  • Masiero S, Colombo L, Grini PE, Schnittger A, Kater MM (2011) The emerging importance of type I MADS box transcription factors for plant reproduction. Plant Cell 23:865–872

    CAS  PubMed  PubMed Central  Google Scholar 

  • Menke U, Renault N, Mueller-Roebe B (2000) StGCPRP, a potato gene strongly expressed in stomatal guard cells, defines a novel type of repetitive proline-rich proteins. Plant Physiol 122:677–686

    CAS  PubMed  PubMed Central  Google Scholar 

  • Moriya Y, Itoh M, Okuda S, Yoshizawa AC, Kanehisa M (2007) KAAS: an automatic genome annotation and pathway reconstruction server. Nucleic Acids Res 35:W182–W185

    PubMed  PubMed Central  Google Scholar 

  • Mroue S, Simeunovic A, Robert HS (2018) Auxin production as an integrator of environmental cues for developmental growth regulation. J Exp Bot 69:201–212

    CAS  PubMed  Google Scholar 

  • Murashige T, Skoog F (1962) A revised medium for rapid growth and bioassays with tobacco tissue culture. Physiol Plant 15:473–497

    Article  CAS  Google Scholar 

  • Perotti MF, Ribone PA, Chan RL (2017) Plant transcription factors from the homeodomain-leucine zipper family I: role in development and stress responses. IUBMB Life 69:280–289

    CAS  PubMed  Google Scholar 

  • Potato Genome Sequencing Consortium (2011) Genome sequence and analysis of the tuber crop potato. Nature 475:189–195

    Google Scholar 

  • Putterill J, Robson F, Lee K, Simon R, Coupland G (1995) The CONSTANS gene of Arabidopsis promotes flowering and encodes a protein showing similarities to zinc finger transcription factors. Cell 80:847–857

    CAS  PubMed  Google Scholar 

  • Rosati VC, Quinn AA, Fromhold SM, Gleadow R, Blomstedt CK (2019) Investigation into the role of DNA methylation in cyanogenesis in sorghum (Sorghum bicolor L. Moench). Plant Growth Regul 88:73–85

    CAS  Google Scholar 

  • Roumeliotis E, Kloosterman B, Oortwijn M, Kohlen W, Bouwmeester HJ, Visser RG, Bachem CW (2012) The effects of auxin and strigolactones on tuber initiation and stolon architecture in potato. J Exp Bot 63:4539–4547

    CAS  PubMed  PubMed Central  Google Scholar 

  • Rushton PJ, Somssich IE, Ringler P, Shen QJ (2010) WRKY transcription factors. Trends Plant Sci 15:247–258

    CAS  PubMed  Google Scholar 

  • Singh A, Siddappa S, Bhardwaj V, Singh B, Kumar D, Singh BP (2015) Expression profile of potato cultivars with contrasting tuberization at elevated temperature using microarray analysis. Plant Physiol Biochem 97:108–116

    CAS  PubMed  Google Scholar 

  • Smulders MJM, De Klerk GJ (2011) Epigenetics in plant tissue culture. Plant Growth Regul 63:137–146

    CAS  Google Scholar 

  • Tiwari JK, Chandel P, Gupta S, Gopal J, Singh BP, Bhardwaj V (2013a) Analysis of genetic stability of in vitro propagated potato microtubers using DNA markers. Physiol Mol Biol Plants 19:587–595

    CAS  PubMed  PubMed Central  Google Scholar 

  • Tiwari JK, Saurabh S, Chandel P, Singh BP, Bhardwaj V (2013b) Analysis of genetic and epigenetic variation in in vitro propagated potato somatic hybrid by AFLP and MSAP marker. Electron J Biotechnol. https://doi.org/10.2225/vol16-issue6-fulltext-9

    Article  Google Scholar 

  • Tiwari JK, Buckseth T, Zinta R, Saraswati A, Singh RK, Rawat S, Chakrabarti SK (2020a) Genome-wide identification and characterization of microRNAs by small RNA sequencing for low nitrogen stress in potato. PLoS ONE 15:e0233076

    CAS  PubMed  PubMed Central  Google Scholar 

  • Tiwari JK, Buckseth T, Zinta R, Saraswati A, Singh RK, Rawat S, Dua VK, Chakrabarti SK (2020b) Transcriptome analysis of potato shoots, roots and stolons under nitrogen stress. Sci Rep 10:1152

    CAS  PubMed  PubMed Central  Google Scholar 

  • Trapnell C, Pachter L, Salzberg SL (2009) TopHat: discovering splice junctions with RNA-seq. Bioinformatics 25:1105–1111

    CAS  PubMed  PubMed Central  Google Scholar 

  • Trapnell C, Hendrickson DG, Sauvageau M, Goff L, Rinn JL, Pachter L (2013) Differential analysis of gene regulation at transcript resolution with RNA-seq. Nat Biotechnol 31:46–53

    CAS  PubMed  Google Scholar 

  • Victoria D, Aliki K, Venetia K, Georgios M, Zoe H (2018) Spatial and temporal expression of cytosine-5 DNA methyltransferase and DNA demethylase gene families of the Ricinus communis during seed development and drought stress. Plant Growth Regul 84:81–94

    CAS  Google Scholar 

  • Wang L, Xie J, Hu J, Lan B, You C, Li F, Wang Z, Wang H (2018) Comparative epigenomics reveals evolution of duplicated genes in potato and tomato. Plant J 93:460–471

    CAS  PubMed  Google Scholar 

  • Xanthopoulou A, Tsaballa A, Ganopoulos I, Kapazoglou A, Avramidou E, Aravanopoulos FA, Moysiadis T, Osathanunkul M, Tsaftaris A, Doulis AG, Kalivas A, Sarrou E, Martens S, Nianiou-Obeidat I, Madesis P (2019) Ιntra-species grafting induces epigenetic and metabolic changes accompanied by alterations in fruit size and shape of Cucurbita pepo L. Plant Growth Regul 87:93–108

    CAS  Google Scholar 

  • Xu X, van Lammeren AAM, Vermeer E, Vreugdenhil D (1998) The role of gibberellin, abscisic acid, and sucrose in the regulation of potato tuber formation in vitro. Plant Physiol 117:575–584

    CAS  PubMed  PubMed Central  Google Scholar 

  • Ye J, Fang L, Zheng H, Zhang Y, Chen J, Zhang Z, Wang J, Li S, Li R, Bolund L, Wang J (2006) WEGO: a web tool for plotting GO annotations. Nucleic Acids Res 34(Web Server issue):W293–W297

    CAS  PubMed  PubMed Central  Google Scholar 

  • Zemach A, Kim MY, Hsieh PH, Coleman-Derr D, Eshed-Williams L, Thao K, Harmer SL, Zilberman D (2013) The Arabidopsis nucleosome remodeler DDM1 allows DNA methyltransferases to access H1-containing heterochromatin. Cell 153:193–205

    CAS  PubMed  PubMed Central  Google Scholar 

  • Zhang X, Yazaki J, Sundaresan A, Cokus S, Chan SW, Chen H, Henderson IR, Shinn P, Pellegrini M, Jacobsen SE, Ecker JR (2006) Genome-wide high-resolution mapping and functional analysis of DNA methylation in arabidopsis. Cell 126:1189–1201

    CAS  PubMed  Google Scholar 

  • Zilberman D, Henikoff S (2007) Genome-wide analysis of DNA methylation patterns. Development 134:3959–3965

    CAS  PubMed  Google Scholar 

Download references

Acknowledgements

The authors are grateful to the Competent Authority, ICAR-CPRI, Shimla for providing necessary facility and funds under the institute biotechnology programme, seed research and CABin scheme. We are thankful to M/s Eurofins Genomics India Pvt. Ltd., Bengaluru for bioinformatics support. We thank Dr. Amaresh Chandra for critical reading of the manuscript. We are highly thankful to the anonymous reviewers and editor for their comments to improve our article.

Funding

The funds were provided under the institute biotechnology programme and seed research of the Indian Council of Agricultural Research (ICAR)—Central Potato Research Institute (CPRI), Shimla, Himachal Pradesh, India.

Author information

Authors and Affiliations

Authors

Contributions

JKT planned the study. TB and RKS provided materials. JKT, TB, RZ and AS performed research work. JKT wrote the manuscript. MK and SKC edited the manuscript. All authors confirmed the manuscript.

Corresponding author

Correspondence to Jagesh Kumar Tiwari.

Ethics declarations

Conflict of interest

The authors declare no conflict of interest.

Additional information

Communicated by Zhong-Hua Chen.

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Tiwari, J.K., Buckseth, T., Singh, R.K. et al. Methylome and transcriptome analysis reveals candidate genes for tuber shape variation in tissue culture-derived potato. Plant Growth Regul 93, 319–332 (2021). https://doi.org/10.1007/s10725-020-00690-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10725-020-00690-5

Keywords

Navigation