Modelling the growth kinetics of callus cultures from the seedling of Jatropha curcas L. according to the modified Gompertz model

Authors

  • Sobri Hussein Agrotechnology and Bioscience Division, Malaysian Nuclear Agency, Bangi, 43000 Kajang, Selangor, Malaysia
  • Mohd Izuan Effendi Halmi Department of Land Management, Faculty of Agriculture, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia.
  • Anna Ling Pick Kiong Department of Biomedical Sciences and Biotechnology, School of Health Sciences, International Medical University, Bukit Jalil, 57000 Kuala Lumpur, Malaysia.

DOI:

https://doi.org/10.54987/jobimb.v4i1.284

Keywords:

Jatropha curcas L., modified Gompertz, callus, growth rate

Abstract

One of the most important preliminary investigation of callus attributes is the growth characteristics. Most often than not, callus growth curve is sigmoidal in characteristics. In this work, we model callus growth from the seedling of Jatropha curcas L. according to the modified Gompertz model from published literature to acquire essential growth constants. These growth constants can be obtained with better precision using model such as the modified Gompertz. Parameters obtained from the fitting exercise were maximum callus growth rate (ï­m), lag time (ï¬) and maximal callus production (Ymax) of 0.193 d-1, 2.91 days and 0.38 g callus/25 mL culture, respectively. Growth parameter constants extracted from the modelling exercise will be helpful for additional secondary modelling implicating the consequence of media conditions as well as other factors on the growth of callus from this plant.

References

Kiong ALP, Huan HH, Hussein S. Callus induction from leaf explants of Melaleuca alternifolia. Int J Agric Res. 2007;2(3):227–37.

Ling APK, Phua GAT, Tee CS, Hussein S. Optimization of protoplast isolation protocols from callus of Eurycoma longifolia. J Med Plants Res. 2010;4(17):1778–85.

Hussein S, Ibrahim R, Kiong ALP. Potential biochemical markers for somatic embryos of Eurycoma longifolia Jack. J Plant Biol. 2006;49(1):97–101.

Kiong ALP, Leong SW, Hussein S, Ibrahim R. Induction of somatic embryos from different explants of Citrus sinensis. J Plant Sci. 2008;3(1):18–32.

Ong SL, Kiong ALP, Poospooragi R, Hussein S. Production of Flavonoid compounds in cell cultures of Ficus deltoidea as influenced by medium composition. Int J Med Aromat Plants. 2011;1(2):62–74.

Hussein S, Ibrahim R, Kiong ALP, Fadzillah NM, Daud SK. Multiple shoots formation of an important tropical medicinal plant, Eurycoma longifolia Jack. Plant Biotechnol. 2005;22(4):349–51.

Ibrahim R, Hussein S, Noordin N, Azlan E, Manan MA, Adrian H, et al. Advanced cell culture technology for essential oil production and microarray studies leading to discovery of genes for fragrance compounds in Michelia alba (Cempaka putih). Acta Hortic. 2008;765:95–100.

Kiong ALP, Yeo ST, Gansau JA, Hussein S. Induction and multiplication of callus from endosperm of Cycas revoluta. Afr J Biotechnol. 2008;7(23):4279–84.

Ling OS, Kiong ALP, Hussein S. Establishment and optimisation of growth parameters for cell suspension cultures of Ficus deltoidea. Am-Eurasian J Sustain Agric. 2008;2(1):38–49.

Ling APK, Ong CPL, Tee CS, Hussein S. Establishment of protoplast isolation protocols of Orthosiphon staminues. Am-Eurasian J Sustain Agric. 2009;3(3):587–96.

Hussein S, Ling APK, Ng TH, Ibrahim R, Paek KY. Adventitious roots induction of recalcitrant tropical woody plant, Eurycoma longifolia. Romanian Biotechnol Lett. 2012;17(1):7026–35.

Laere E, Ling APK, Wong YP, Koh RY, Mohd L, Hussein S. Plant-based vaccines: Production and challenges. J Bot. 2016;2016.

Zwietering MH, Jongenburger I, Rombouts FM, Van’t Riet K. Modeling of the bacterial growth curve. Appl Environ Microbiol. 1990;56(6):1875–81.

Fujikawa H. Development of a new logistic model for microbial growth in foods. Biocontrol Sci. 2010;15(3):75–80.

Johnsen AR, Binning PJ, Aamand J, Badawi N, Rosenbom AE. The Gompertz function can coherently describe microbial mineralization of growth-sustaining pesticides. Environ Sci Technol. 2013;47(15):8508–14.

Gompertz B. On the nature of the function expressive of the law of human mortality, and on a new mode of determining the value of life contingencies. Philos Trans R Soc London. 1825;115:513–85.

Gibson AM, Bratchell N, Roberts TA. The effect of sodium chloride and temperature on the rate and extent of growth of Clostridium botulinum type A in pasteurized pork slurry. J Appl Bacteriol. 1987;62(6):479–90.

López S, Prieto M, Dijkstra J, Dhanoa MS, France J. Statistical evaluation of mathematical models for microbial growth. Int J Food Microbiol. 2004;96(3):289–300.

McKellar RC, Knight K. A combined discrete-continuous model describing the lag phase of Listeria monocytogenes. Int J Food Microbiol. 2000;54(3):171–80.

Membré J-M, Ross T, McMeekin T. Behaviour of Listeria monocytogenes under combined chilling processes. Lett Appl Microbiol. 1999;28(3):216–20.

Whiting RC. Modeling bacterial survival in unfavorable environments. J Ind Microbiol. 1993;12(3–5):240–6.

Espeche MC, Tomás MSJ, Wiese B, Bru E, Nader-Macías MEF. Physicochemical factors differentially affect the biomass and bacteriocin production by bovine Enterococcus mundtii CRL1656. J Dairy Sci. 2014;97(2):789–97.

Kargi F, Eren NS, Ozmihci S. Effect of initial bacteria concentration on hydrogen gas production from cheese whey powder solution by thermophilic dark fermentation. Biotechnol Prog. 2012;28(4):931–6.

Karthic P, Joseph S, Arun N, Varghese LA, Santhiagu A. Biohydrogen production using anaerobic mixed bacteria: Process parameters optimization studies. J Renew Sustain Energy. 2013;5(6).

Mathias SP, Rosenthal A, Gaspar A, Aragão GMF, Slongo-Marcusi A. Prediction of acid lactic-bacteria growth in Turkey ham processed by high hydrostatic pressure. Braz J Microbiol. 2013;44(1):23–8.

Mohammadi M, Mohamed AR, Najafpour GD, Younesi H, Uzir MH. Kinetic studies on fermentative production of biofuel from synthesis gas using clostridium ljungdahlii. Sci World J. 2014;2014.

Omar R, Abdullah MA, Hasan MA, Rosfarizan M, Marziah M. Kinetics and modelling of cell growth and substrate uptake in Centella asiatica cell culture. Biotechnol Bioprocess Eng. 2006;11(3):223–9.

Shukor MS, Masdor NA, Halmi MIE, Ahmad SA, Shukor MY. Test of randomness of residuals for modified Gompertz model used for modelling the growth of callus cultures from Glycine wightii (Wight & Arn.) Verdc. Asian J Plant Biol. 2015;3(1):11–3.

Shukor MS, Masdor N., Halmi MIE, Ahmad SA, Shukor MY. Modelling the growth of callus cultures from Glycine wightii (Wight & Arn.) Verdc. Asian J Plant Biol. 2015;3(1):20–5.

Rohatgi, A. WebPlotDigitizer. http://arohatgi.info/WebPlotDigitizer/app/ Accessed June 2 2014.;

Halmi MIE, Shukor MS, Johari WLW, Shukor MY. Evaluation of several mathematical models for fitting the growth of the algae Dunaliella tertiolecta. Asian J Plant Biol. 2014;2(1):1–6.

Soomro R, Memon RA. Establishment of callus and suspension culture in Jatropha curcas. Pak J Bot. 2007;39(7):2431–41.

Baranyi J, Roberts TA. A dynamic approach to predicting bacterial growth in food. Int J Food Microbiol. 1994;23(3–4):277–94.

Halmi MIE, Shukor MS, Johari WLW, Shukor MY. Modeling the growth curves of Acinetobacter sp. strain DRY12 grown on diesel. J Environ Bioremediation Toxicol. 2014;2(1):33–7.

Halmi MIE, Shukor MS, Masdor NA, Shamaan NA, Shukor MY. Test for the presence of autocorrelation in the modified gompertz model used in the fitting the growth of sludge microbes on PEG 600. J Environ Microbiol Toxicol. 2015;3(1):6–8.

Shukor MS, Shukor MY. Statistical diagnostic tests of residuals from the Gompertz model used in the fitting of the growth of E. coli measured using a real-time impedimetric biosensor. Nanobio Bionano. 2015;2(2):58–62.

Halmi MIE, Shukor MS, Masdor NA, Shamaan NA, Shukor MY. Evaluation of several mathematical models for fitting the growth of sludge microbes on PEG 600. J Environ Microbiol Toxicol. 2015;3(1):1–5.

Shukor MS, Shukor MY. Modelling the growth kinetics of E. coli measured using real-time impedimetric biosensor. Nanobio Bionano. 2014;2(2):52–7.

Gibson AM, Bratchell N, Roberts TA. Predicting microbial growth: growth responses of salmonellae in a laboratory medium as affected by pH, sodium chloride and storage temperature. Int J Food Microbiol. 1988;6(2):155–78.

Cloern JE, Nichols FH. A von Bertalanffy growth model with a seasonally varying coefficient. J Fish Res Board Can. 1978;35(11):1479–82.

Darmani Kuhi H, Kebreab E, Lopez S, France J. A derivation and evaluation of the von Bertalanffy equation for describing growth in broilers over time. J Anim Feed Sci. 2002;11(1):109–25.

Buchanan RL, Whiting RC, Damert WC. When is simple good enough: A comparison of the Gompertz, Baranyi, and three-phase linear models for fitting bacterial growth curves. Food Microbiol. 1997;14(4):313–26.

Halmi MIE, Shukor MS, Johari WLW, Shukor MY. Modeling the growth kinetics of Chlorella vulgaris cultivated in microfluidic devices. Asian J Plant Biol. 2014;2(1):7–10.

Shukor MS, Shukor MY. Test for the presence of autocorrelation in the Buchanan model used in the fitting of the growth of the catechol-degrading Candida parapsilopsis. J Environ Microbiol Toxicol. 2014;2(2):45–6.

Ahmad SA, Shukor MS, Masdor NA, Shamaan NA, Roslan MAH, Shukor MY. Test for the presence of autocorrelation in the Buchanan-three-phase model used in the growth of Paracoccus sp. SKG on Acetonitrile. J Environ Bioremediation Toxicol. 2015;3(1):6–8.

Sabullah MK, Shukor MS, Masdor NA, Shamaan NA, Shukor MY. Test of randomness of residuals for the Buchanan-three-phase model used in the fitting the growth of Moraxella sp. B on monobromoacetic acid (MBA). Bull Environ Sci Manag. 2015;3(1):13–15.

Shukor M., Shukor MY. The growth of Paracoccus sp. SKG on acetonitrile is best modelled using the Buchanan three phase model. J Environ Bioremediation Toxicol. 2015;3(1):1–5.

Shukor MS, Masdor NA, Shamaan NA, Ahmad SA, Halmi MIE, Shukor MY. Modelling the growth of Moraxella sp. B on monobromoacetic acid (MBA). Bull Environ Sci Manag. 2015;3(1):1–6.

Huang L. Growth kinetics of Escherichia coli O157:H7 in mechanically-tenderized beef. Int J Food Microbiol. 2010;140(1):40–8.

Shukor MS, Masdor NA, Halmi MIE, Ahmad SA, Shukor MY. Outlier analysis of the modified Gompertz model used for modelling the growth of callus cultures from Glycine wightii (Wight & Arn.) Verdc. Asian J Plant Biol. 2015;3(1):14–6.

Hendra R, Ahmad S, Sukari A, Shukor MY, Oskoueian E. Flavonoid analyses and antimicrobial activity of various parts of Phaleria macrocarpa (Scheff.) Boerl fruit. Int J Mol Sci. 2011;12(6):3422–31.

Wazir D, Ahmad S, Muse R, Mahmood M, Shukor M. Antioxidant activities of different parts of Gnetum gnemon L. J Plant Biochem Biotechnol. 2011;20(2):234–240.

Chern LY, Shukor MY, Muse R. Monoterpenes in plants- a mini review. Asian J Plant Biol. 2013;1(1):15–9.

Ling APK, Tan KP, Hussein S. Comparative effects of plant growth regulators on leaf and stem explants of Labisia pumila var. alata. J Zhejiang Univ Sci B. 2013;14(7):621–31.

Salvamani S, Gunasekaran B, Shaharuddin NA, Ahmad SA, Shukor MY. Antiartherosclerotic effects of plant flavonoids. BioMed Res Int. 2014;2014.

Hussin N, Muse R, Ahmad S, Ramli J, Mahmood M, Sulaiman M, et al. Antifungal activity of extracts and phenolic compounds from Barringtonia racemosa L. (Lecythidaceae). Afr J Biotechnol. 8(12):2835–2842.

Bolker BM. Ecological Models and Data in R. Princeton, N.J: Princeton University Press; 2008. 408 p.

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Published

31.07.2016

How to Cite

Hussein, S., Halmi, M. I. E., & Kiong, A. L. P. (2016). Modelling the growth kinetics of callus cultures from the seedling of Jatropha curcas L. according to the modified Gompertz model. Journal of Biochemistry, Microbiology and Biotechnology, 4(1), 20–23. https://doi.org/10.54987/jobimb.v4i1.284

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