Skip to main content
Log in

Isolation and Discovery of Small Peptides as Potential Biomarkers in Three Rice Cultivars Using Surface-Enhanced Laser Desorption/Ionization (SELDI) Time-of-Flight (TOF) Mass Spectrometry (MS)

  • Research Article
  • Published:
Journal of Plant Biology Aims and scope Submit manuscript

Abstract

Low molecular weight proteins are promising molecules for rice plants. The objectives of this study were to develop an optimized method for protein extractions and protein chips and to perform practical application for isolation of low molecular weight proteins/peptides as potential biomarkers of three rice cultivars, Ilpumbyeo, Hwaseongbyeo, and Nakdongbyeo, using surface-enhanced laser desorption/ionization (SELDI) time-of-flight (TOF) mass spectrometry (MS). Among five protein extraction methods tested, we found that the trichloroacetic acid (TCA)-acetone method was the most effective for the extraction of low molecular weight proteins/peptides. Four protein chip arrays, including CM10 (weak cation exchanger), Q10 (strong anion exchanger), H50 (reverse phage), and IMAC30 (immobilized metal affinity), were used under low and high stringency conditions at varying pH with two energy absorbing molecules, alpha-Cyano-4-hydroxycinnamic acid (CHCA) and sinapinic acid (SA). Of the 70 proteins isolated by the Q10 array, 20 showed significant differences in expression between the three cultivars (p < 0.05). Principal component analyses showed distinct expression patterns in the three cultivars, which were confirmed by hierarchical cluster analysis-based heat mapping. Significantly upregulated proteins were divided into five cultivar-specific clusters by heat mapping. Taken together, the results indicate that rice cultivar-specific small peptides that may be the potential biomarkers have been proposed by the TCA-acetone extraction method in combination with the Q10-SA chip array.

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
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

References

  • Agrawal GK, Rakwal R (2011) Rice proteomics: a move toward expanded proteome coverage to comparative and functional proteomics uncovers the mysteries of rice and plant biology. Proteomics 11:1630–1649

    Article  CAS  PubMed  Google Scholar 

  • Agrawal GK, Jwa NS, Rakwal R (2009) Rice proteomics: ending phase I and the beginning of phase II. Proteomics 9:935–963

    Article  CAS  PubMed  Google Scholar 

  • Ardito F, Giuliani M, Perrone D, Giannatempo G, Di Fede O, Favia G, Campisi G, Colella G, Lo Muzio L (2016) Expression of salivary biomarkers in patients with oral mucositis: evaluation by SELDI-TOF/MS. Oral Dis 22:209–219

    Article  CAS  PubMed  Google Scholar 

  • Baggerly KA, Morris JS, Coombes KR (2004) Reproducibility of SELDI-TOF protein patterns in serum: comparing datasets from different experiments. Bioinformatics 20:777–785

    Article  CAS  PubMed  Google Scholar 

  • Baghalabadi V, Doucette AA (2020) Mass spectrometry profiling of low molecular weight proteins and peptides isolated by acetone precipitation. Anal Chim Acta 1138:38–48

    Article  CAS  PubMed  Google Scholar 

  • Cadieux PA, Beiko DT, Watterson JD, Burton JP, Howard JC, Knudsen BE et al (2004) Surface-enhanced laser desorption/ionization-time of flight-mass spectrometry (SELDI-TOF-MS): a new proteomic urinary test for patients with urolithiasis. J Clin Lab Anal 18:170–175

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chan KK, Kwok CS, Sze ET, Lee FW (2018) Evaluation of the use of TRIzol-based protein extraction approach for gel-based proteomic analysis of dried seafood products and Chinese tonic foods. Int J Mol Sci 19:1998

    Article  PubMed Central  Google Scholar 

  • Chen E, Huang X, Tian Z, Wing RA, Han B (2019) The genomics of Oryza species provides pnsights into rice domestication and heterosis. Annu Rev Plant Biol 70:639–665

    Article  CAS  PubMed  Google Scholar 

  • Cho YC, Choi IS, Baek MH, Yanoria MJT, Suh JP, Roh JH et al (2004) Analysis of resistance genes to blast (Magnaporthe grisea) in the Japonica rice cultivar; Ilpumbyeo. Korean J Breed 36:81–89

    Google Scholar 

  • Cho K, Agrawal GK, Shibato J, Jung YH, Kim YK, Nahm BH, Jwa NS, Tamogami S, Han O, Kohda K, Iwahashi H, Rakwal R (2007) Survey of differentially expressed proteins and genes in jasmonic acid treated rice seedling shoot and root at the proteomics and transcriptomics levels. J Proteome Res 6:3581–3603

    Article  CAS  PubMed  Google Scholar 

  • Choi JE, Park NK (1991) Derivation of varietal resistance to rice strip virus in Korea. Korean J Agri Sci 18:93–98

    Google Scholar 

  • Cordingley HC, Roberts SL, Tooke P, Armitage JR, Lane PW, Wu W, Wildsmith SE (2003) Multifactorial screening design and analysis of SELDI-TOF ProteinChip array optimization experiments. Biotechniques 34:368–373

    Article  Google Scholar 

  • Emami K, Morris NJ, Cockell SJ, Golebiowska G, Shu QY, Gatehouse AM (2010) Changes in protein expression profiles between a low phytic acid rice (Oryza sativa L. Ssp. japonica) line and its parental line: a proteomic and bioinformatic approach. J Agric Food Chem 58:6912–6922

    Article  CAS  PubMed  Google Scholar 

  • Engwegen JY, Mehra N, Haanen JB, Schellens BJM, VoestBeijnen JHJH (2007) Validation of SELDI-TOF MS serum protein profiles for renal cell carcinoma in new populations. Lab Invest 87:161–172

    Article  CAS  PubMed  Google Scholar 

  • Finnie C, Svensson B (2009) Barley seed proteomics from spots to structures. J Proteomics 72:315–324

    Article  CAS  PubMed  Google Scholar 

  • Ganie SA, Molla KA, Henry RJ, Bhat KV, Mondal TK (2019) Advances in understanding salt tolerance in rice. Theor Appl Genet 132:851–870

    Article  CAS  PubMed  Google Scholar 

  • Gast MC, Van Gils CH, Wessels LF, Harris N, Bonfrer JM, Rutgers EJ et al (2009) Serum protein profiling for diagnosis of breast cancer using SELDI-TOF MS. Oncol Rep 22:205–213

    Article  CAS  PubMed  Google Scholar 

  • Goff SA, Ricke D, Lan TH, Presting G, Wang R, Dunn M, Glazebrook J et al (2002) A draft sequence of the rice genome (Oryza sativa L ssp japonica). Science 296:92–100

    Article  CAS  PubMed  Google Scholar 

  • Han Z, Wen L, Feng L (2020) Screening of serum protein biomarkers in hemorrhagic cerebral infarction by surface-enhanced laser desorption/ionization time-of-flight mass spectrometry (SELDI-TOF-MS) technology. Ann Transl Med 8:1186

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hao JH, Dong CJ, Zhang ZG, Wang XL, Shang QM (2012) Insights into salicylic acid responses in cucumber (Cucumis sativus L) cotyledons based on a comparative proteomic analysis. Plant Sci 187:69–82

    Article  CAS  PubMed  Google Scholar 

  • He D, Han C, Yao J, Shen S, Yang P (2011) Constructing the metabolic and regulatory pathways in germinating rice seeds through proteomic approach. Proteomics 11:2693–2713

    Article  CAS  PubMed  Google Scholar 

  • Hong H, Dragan Y, Epstein J, Teitel C, Chen B, Xie Q, Fang H, Shi L, Perkins R, Tong W (2005) Quality control and quality assessment of data from surface-enhanced laser desorption/ionization (SELDI) time-of flight (TOF) mass spectrometry (MS). BMC Bioinformatics 6:S5

    Article  PubMed  PubMed Central  Google Scholar 

  • Hu Y, Zhang S, Yu J, Liu J, Zheng S (2005) SELDI-TOF-MS: the proteomics and bioinformatics approaches in the diagnosis of breast cancer. Breast 14:250–255

    Article  PubMed  Google Scholar 

  • Hwang H, Cho MH, Hahn BS, Lim H, Kwon YK, Hahn TR, Bhoo SH (2011) Proteomic identification of rhythmic proteins in rice seedlings. Biochim Biophys Acta 1814:470–479

    Article  CAS  PubMed  Google Scholar 

  • Issaq HJ, Veenstra TD, Conrads TP, Felschow D (2002) The SELDI-TOF MS approach to proteomics: protein profiling and biomarker identification. Biochem Biophys Res Commun 292:587–592

    Article  CAS  PubMed  Google Scholar 

  • Knigge T, Letendre J, Monsinjon T (2013) Sample preparation for two-dimensional gel electrophoresis: considering the composition of biological material. Proteomics 13:3106–2108

    Article  CAS  PubMed  Google Scholar 

  • Liu C (2011) The application of SELDI-TOF-MS in clinical diagnosis of cancers. J Biomed Biotechnol 2011:245821

    Article  PubMed  PubMed Central  Google Scholar 

  • Niu L, Zhang H, Wu Z, Wang Y, Liu H, Wu X, Wang W (2018) Modified TCA/acetone precipitation of plant proteins for proteomic analysis. PLoS ONE 13:e0202238

    Article  PubMed  PubMed Central  Google Scholar 

  • Oladosu Y, Rafii MY, Samuel C, Fatai A, Magaji U, Kareem I, Kamarudin ZS, Muhammad I, Kolapo K (2019) Drought resistance in rice from conventional to molecular breeding: a review. Int J Mol Sci 20:3519

    Article  CAS  PubMed Central  Google Scholar 

  • Panicker G, Lee DR, Unger ER (2009) Optimization of SELDI-TOF protein profiling for analysis of cervical mucous. J Proteomics 71:637–646

    Article  CAS  PubMed  Google Scholar 

  • Park S, Lee YH, Nam YJ, Baik BH, Kim TW (2013) Peptide-based biomarker discovery for identification of rice cultivars using surface enhanced laser desorption/ionization time-of-flight mass spectrometry. Crop Sci 53:987–995

    Article  CAS  Google Scholar 

  • Paweletz CP, Trock B, Pennanen M, Tsangaris T, Magnant C, Liotta LA, Petricoin EF 3rd (2001) Proteomic patterns of nipple aspirate fluids obtained by SELDI-TOF: potential for new biomarkers to aid in the diagnosis of breast cancer. Dis Markers 17:301–307

    Article  CAS  PubMed  Google Scholar 

  • Pieterse CM, Van der Does D, Zamioudis C, Leon-Reyes A, Van Wees SC (2012) Hormonal modulation of plant immunity. Annu Rev Cell Dev Biol 28:489–521

    Article  CAS  Google Scholar 

  • Poon TC (2007) Opportunities and limitations of SELDI-TOF-MS in biomedical research: practical advices. Expert Rev Proteomics 4:51–65

    Article  CAS  PubMed  Google Scholar 

  • Printz B, Sergeant K, Guignard C, Renaut J, Hausman JF (2013) Physiological and proteome study of sunflowers exposed to a polymetallic constraint. Proteomics 13:1993–2015

    Article  CAS  PubMed  Google Scholar 

  • Rajalingam D, Loftis C, Xu JJ, Kumar TK (2009) Trichloroacetic acid-induced protein precipitation involves the reversible association of a stable partially structured intermediate. Protein Sci 18:980–993

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Rakwal R, Tamogami S, Agrawal GK, Iwahashi H (2002) Octadecanoid signaling component “burst” in rice (Oryza sativa L) seedling leaves upon wounding by cut and treatment with fungal elicitor chitosan. Biochem Biophys Res Commun 295:1041–1045

    Article  CAS  PubMed  Google Scholar 

  • Rollin D, Whistler T, Vernon SD (2007) Laboratory methods to improve SELDI peak detection and quantitation. Proteome Sci 5:9

    Article  PubMed  PubMed Central  Google Scholar 

  • Szalowska E, van Hijum SA, Roelofsen H, Hoek A, Vonk RJ, te Meerman GJ (2007) Fractional factorial design for optimization of the SELDI protocol for human adipose tissue culture media. Biotechnol Prog 23:217–224

    Article  CAS  PubMed  Google Scholar 

  • Tappiban P, Ying Y, Xu F, Bao J (2021) Proteomics and post-translational modifications of starch biosynthesis-related proteins in developing seeds of rice. Int J Mol Sci 22:5901

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Teshima R, Nakamura R, Satoh R, Nakamura R (2010) 2D-DIGE analysis of rice proteins from different cultivars. Regul Toxicol Pharmacol 58:S30-35

    Article  CAS  PubMed  Google Scholar 

  • Wang N, Wu X, Ku L, Chen Y, Wang W (2016) Evaluation of three protein-extraction methods for proteome analysis of maize leaf midrib, a compound tissue rich in sclerenchyma cells. Front Plant Sci 7:856

    PubMed  PubMed Central  Google Scholar 

  • Wongpia A, Mahatheeranont S, Lomthaisong K, Niamsup H (2015) Evaluation of sample preparation methods from rice seeds and seedlings suitable for two-dimensional gel electrophoresis. Appl Biochem Biotechnol 175:1035–1051

    Article  CAS  PubMed  Google Scholar 

  • Wu X, Gong F, Wang W (2014a) Protein extraction from plant tissues for 2DE and its application in proteomic analysis. Proteomics 14:645–658

    Article  CAS  PubMed  Google Scholar 

  • Wu X, Xiong E, Wang W, Scali M, Cresti M (2014b) Universal sample preparation method integrating trichloroacetic acid/acetone precipitation with phenol extraction for crop proteomic analysis. Nat Protoc 9:362–374

    Article  CAS  PubMed  Google Scholar 

  • Xue A, Gandy RC, Chung L, Baxter RC, Smith RC (2012) Discovery of diagnostic biomarkers for pancreatic cancer in immunodepleted serum by SELDI-TOF MS. Pancreatology 12:124–129

    Article  CAS  PubMed  Google Scholar 

  • Yang SY, Xiao XY, Zhang WG, Zhang LJ, Zhang W, Zhou B, Chen G, He DC (2005) Application of serum SELDI proteomic patterns in diagnosis of lung cancer. BMC Cancer 5:83

    Article  PubMed  PubMed Central  Google Scholar 

  • Zhou L, Bokhari SA, Dong CJ, Liu JY (2011) Comparative proteomics analysis of the root apoplasts of rice seedlings in response to hydrogen peroxide. PLoS ONE 6:e16723

    Article  CAS  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

This work was supported by the National Research Foundation (NRF) of Korea funded by the Ministry of Education (NRF-2018R1D1A3B07049986), by a National Research Foundation of Korea (NRF) grant funded by the Korea government (No. NRF-2017R1D1A1B03031442), and by a Korea Environmental Industry and Technology Institute grant funded by the Korea Ministry of Environment (No. 2017002270001).

Author information

Authors and Affiliations

Authors

Contributions

Conceptualization, Y.H.L., S.H.H., and Y.-S.P.; methodology, Y.H.L.; formal analysis, Y.H.L.; investigation, Y.H.L., S.H.H., and Y.-S.P.; data curation, Y.H.L.; writing—original draft preparation, Y.H.L. and Y.-S.P.; writing—review and editing, Y.H.L., S.H.H., and Y.-S.P.; supervision, S.H.H. and Y.-S.P.; project administration, Y.H.L., S.H.H., and Y.-S.P.; funding acquisition, Y.H.L., S.H.H., and Y.-S.P. All authors have read and agreed to the published version of the manuscript.

Corresponding authors

Correspondence to Sun Hee Hong or Yong-Soon Park.

Ethics declarations

Conflict of interest

The authors declare no conflict of interest.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 25 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Lee, Y.H., Hong, S.H. & Park, YS. Isolation and Discovery of Small Peptides as Potential Biomarkers in Three Rice Cultivars Using Surface-Enhanced Laser Desorption/Ionization (SELDI) Time-of-Flight (TOF) Mass Spectrometry (MS). J. Plant Biol. 64, 521–529 (2021). https://doi.org/10.1007/s12374-021-09326-1

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12374-021-09326-1

Keywords

Navigation