Artificial neural network-based model for the prediction of optimal growth and culture conditions for maximum biomass accumulation in multiple shoot cultures of Centella asiatica

Protoplasma

Volumn 254, Issue 1, 2017, Pages 335-341

  Prasad, Archana ^a   Prakash, Om ^a   Mehrotra, Shakti ^a   Khan, Feroz ^a   Mathur, Ajay Kumar ^a   Mathur, Archana ^a  

^a CSIR CENTRAL INSTITUTE OF MEDICINAL AND AROMATIC PLANTS   (India)

Author keywords

Artificial neural network modelling; Centella asiatica; Media optimization; Multiple shoot cultures

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BIOLOGICAL MODEL; BIOMASS; CENTELLA; GROWTH, DEVELOPMENT AND AGING; PROCEDURES; REGRESSION ANALYSIS; REPRODUCIBILITY; SHOOT; TISSUE CULTURE TECHNIQUE;

BIOMASS; CENTELLA; MODELS, BIOLOGICAL; NEURAL NETWORKS (COMPUTER); PLANT SHOOTS; REGRESSION ANALYSIS; REPRODUCIBILITY OF RESULTS; TISSUE CULTURE TECHNIQUES;

EID: 84962812616     PISSN: 0033183X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00709-016-0953-3     Document Type: Article

References (38)

1. Alanagh NE, Garoosi GA, Haddad R (2010) The effect of PGRs on in vitro shoot multiplication of GF677 hybrid (Prunus persica X P. amygdalus) rootstock on GNH medium. Iran J Gen Plant Breed 1:34–43
2. Alanagh NE, Garoosi GA, Haddad R, Maleki S, Landín M, Gallego PP (2014) Design of tissue culture media for efficient Prunus rootstock micropropagation using artificial intelligence models. Plant Cell Tiss Org 117:349–359
3. Arumugam T, Ayyanar M, Pillai YJK, Sekar T (2011) Phytochemical screening and antibacterial activity of leaf and callus extracts of Centella asiatica. Bangladesh J Pharmacol 6:55–60
4. Baena-González E, Rolland F, Thevelein JM, Sheen J (2007) A central integrator of transcription networks in plant stress and energy signaling. Nature 448:938–943
5. Bhandari AK, Baunthiyal M, Bisht VK, Singh N, Negi JS (2013) A quick bud breaking response of a surface model for rapid clonal propagation in Centella asiatica (L.). Int J Biotechnol Mol Biol Res 4:93–97
6. Bridgman KE (2003) Herbal medicines. Faculty of Pharmacy, University of Sydney
7. Gago J, Landín M, Gallego PP (2010a) Strengths of artificial neural networks in modeling complex plant processes. Plant Signal Behav 5:743–745
8. Gago J, Landín M, Gallego PP (2010b) A neuro fuzzy logic approach for modeling plant processes: a practical case of in vitro direct rooting and acclimatization of Vitis vinifera L. Plant Sci 179:241–249
9. Gago J, Nunez-Martinez L, Landin M, Gallego PP (2010c) Artficial neural network as an alternative to traditional statistical methodology in plant research. J Plant Physiol 167:23–27
10. Gago J, Núñez LM, Landín M, Flexas J, Gallego PP (2014) Modeling the effects of light and sucrose on In Vitro propagated plants: a multiscale system analysis using artificial intelligence technology. Plos one 9, e85989
11. Gallego PP, Gago J, Landín M (2010) Artificial neural networks technology to model and predict plant biology process. In: Suzuki K (ed) Artificial neural network methodological advances and biomedical applications. InTech, Rijeka, pp 197–216
12. Gohil KJ, Patel JA, Gajjar AK (2010) Pharmacological review on Centella asiatica: a potential herbal cure-all. Indian J Pharm Sci 72:546–556
13. Jiménez D, Pérez-Uribe A, Satizábal H, Barreto M, Van Damme P, Tomassini M (2008) A survey of neural network-based modeling in agroecology. In: Prasad B (ed) Soft computing applications in industry. STUDFUZZ 226. Springer, Berlin, pp 247–269
14. Kim OT, Kim MY, Hong MH, Ahnn JC (2004) Stimulation of asiaticoside accumulation in the whole plant cultures of Centella asiatica (L.) Urban by elicitors. Plant Cell Rep 23:339–344
15. Landín M, Rowe RC, York P (2009) Advantages of neurofuzzy logic against conventional experimental design and statistical analysis in studying and developing direct compression formulations. Eur J Pharm Sci 38:325–331
16. Lee JH, Kim HL, Lee MH, You KE, Kwon BJ, Seo HJ, Park JC (2012) Asiaticoside enhances normal human skin cell migration, attachment and growth in vitro wound healing model. Phytomedicine: Int J Phytother Phytopharmacol 19:1223–1227
17. Mehrotra S, Prakash O, Mishra BN, Dwevedi B (2008) Efficiency of neural networks for prediction of in vitro culture conditions and inoculum properties for optimum productivity. Plant Cell Tiss Org 95:29–35
18. Mehrotra S, Prakash O, Khan F, Kukreja AK (2013) Efficiency of neural network-based combinatorial model predicting optimal culture conditions for maximum biomass yields in hairy root cultures. Plant Cell Rep 32:309–317
19. Murashige T, Skoog F (1962) A revised medium for rapid growth and bio assays with tobacco tissue cultures. Physiol Plant 15:473–497
20. Nazmul KM, Yoshida T, Rivera SL, Saucedo VM, Eikens B, Oh GS (1997) Global and local neural network models in biotechnology: application to different cultivation process. J Ferment Bioeng 83:1–11
21. Omar R, Abdullah MA, Hasan MA, Marziah M, Mazlina MKS (2005) Optimization and elucidation of interaction between ammonium, nitrate and phosphate in Centella asiatica cell culture using response surface methodology. Biotechnol Bioprocess Eng 10:192–197
22. Patnaik PR (1999) Application of neural networks to recovery of biological products. Biotech Adv 17:477–488
23. Pérez-Piñeiro P, Gago J, Landín M, Gallego PP (2012) Agrobacterium-mediated transformation of wheat: general overview and new approaches to model and identify the key factors involved. In: Ö zden C¸ ftc¸i Y (eds) Transgenic Plants “Advances and Limitations”. Intech, pp 1–26
24. Prakash O, Mehrotra S, Krishna A, Mishra BN (2010) A neural network approach for the prediction of in vitro culture parameters for maximum biomass yields in hairy root cultures. J Theor Biol 265:570–585
25. Prasad VSS, Gupta SD (2006) Applications and potentials of artificial neural networks in plant tissue culture. In: Gupta SD, Ibaraki Y (eds) Plant tissue culture engineering. Springer, Berlin, pp 47–67
26. Prasad A, Mathur A, Singh M, Gupta MM, Uniyal GC, Lal RK, Mathur AK (2012a) Growth and asiaticoside production in multiple shoot cultures of a medicinal herb Centella asiatica L. under the influence of nutrient manipulations. J Nat Med 66:383–387
27. Prasad A, Pragadheesh VS, Mathur A, Srivastava NK, Singh M, Mathur AK (2012b) Growth and centelloside production in hydroponically established medicinal plant-Centella asiatica (L.). Ind Crops Prod 35:309–312
28. Prasad A, Mathur A, Kalra A, Gupta MM, Lal RK, Mathur AK (2013) Fungal elicitor-mediated enhancement in growth and asiaticoside content of Centella asiatica L. shoot cultures. Plant Growth Regul 69:265–273
29. Prasad A, Singh M, Yadav NP, Mathur AK, Mathur A (2014) Molecular, chemical and biological stability of plants derived from artificial seeds of Centella asiatica (L.) Urban—An industrially important medicinal herb. Ind Crops Prod 60:205–2011
30. Roy DC, Barman SK, Shaik MM (2013) Current updates on Centella asiatica: phytochemistry, pharmacology and traditional uses. Med Plant Res 3:20–36
31. Shao Q, Rowe RC, York P (2006) Comparison of neurofuzzylogic and neural networks in modelling experimental data of an immediate release tablet formulation. Eur J Pharm Sci 28:394–404
32. Singh G, Kaur B, Sharma N, Bano A, Kumar S, Dhaliwal HS, Sharma V (2014) In vitro micropropagation and cytomorphological evaluation of Centella asiatica (L.) Urban (mandukparni) from Himachal Pradesh, India ‐ an endemic, endangered and threatened herb. Plant Tissue Cult Biotechnol 24:155–171
33. Somboonwong J, Kankaisre M, Tantisira B, Tantisira MH (2012) Wound healing activities of different extracts of Centella asiatica in incision and burn wound models: an experimental animal study. BMC Complement Altern Med 12:103
34. Tang B, Zhu B, Liang Y, Bi L, Hu Z, Chen B, Zhang K, Zhu J (2011) Asiaticoside suppresses collagen expression and TGF-b/Smad signaling through inducing Smad7 and inhibiting TGF-bRI and TGF-bRII in keloid fibroblasts. Arch Dermatol Res 303:563–572
35. Tiwari C, Bakshi M, Vichitra A (2013) A rapid two step protocol of in vitro propagation of an important medicinal herb Centella asiatica Linn. Afr J Biotechnol 12:1084–1090
36. Widgerow AD (2000) New innovations in Scar management. Aesth Plast Surg 24:227–234
37. Zahara K, Bibi Y, Tabassum S (2014) Clinical and therapeutic benefits of Centella asiatica. Pure Appl Biol 3:152–159
38. Zielinska A, Kepczynska E (2013) Neural modeling of plant tissue cultures: a review. Biotechnologia 94:253–268