Non-destructive model to estimate leaf area in Epilobium species

Document Type : Research Paper

Authors

1 Department of Plant Genetics and Breeding, Faculty of Agriculture, Tarbiat Modares University, Tehran, IRAN

2 Department of Plant Genetics and Breeding, Faculty of Agriculture, Tarbiat Modares University (TMU), Tehran, Iran.

3 Agriculture Institute, Iranian Research Organization for Science and Technology (IROST), Tehran, Iran.

4 Department of Agronomy, Faculty of Agriculture, Tarbiat Modares University (TMU), Tehran, Iran.

Abstract

Leaf area (LA) is one of valuable parameters in plant physiological studies. Therefore, the use of a non-destructive, accurate and simple model to estimate LA is very important. This research aimed to develop a non-destructive model to estimate LA accurately in Epilobium species. To estimate LA, leaf length (L) and leaf width (W) of five Epilobium species were determined. Moreover, the actual leaf area, using leaf area meter was measured. Regression analysis of LA versus L, W and LW revealed several models to predict LA in Epilobium species. Out of the models, the best fitted and validated model which is recommended to estimate LA accurately in each species, was quadratic model based on two dimensions (L and W), including the E. algidum (LA = 0.1264 + 0.6562 (L×W) + 0.0366 (L×W)2), E. parviflorum (LA = – 3.144 + 1.323 (L×W) – 0.030 (L×W)2(, E. sp. (LA = 0.4236 + 0.3033 (L×W) + 0.1368 (L×W)2), E. hirsutum (LA= 2.2417 + 0.2202 (L×W) + 0.0029 (L×W)2), and E. frigidum (LA = 0.2119 + 0.4162 (L×W) + 0.1191 (L×W)2), all with R2 ≥ 0.80.

Keywords


Article Title [فارسی]

مدل غیر تخریبی تخمین سطح برگ در گونه های اپیلوبیوم

Authors [فارسی]

  • شیما عباسی-کرین 1
  • قاسم کریم زاده 2
  • میترا محمدی-بازرگانی 3
  • علی مختصی بیدگلی 4
1 گروه ژنتیک و به نژادی گیاهی، دانشکده کشاورزی، دانشگاه تربیت مدرس (TMU)، تهران.
2 گروه ژنتیک و به نژادی گیاهی، دانشکده کشاورزی، دانشگاه تربیت مدرس (TMU)، تهران
3 پژوهشکده کشاورزی، سازمان پژوهش های علمی و صنعتی ایران (IROST)، تهران.
4 گروه زراعت، دانشکده کشاورزی، دانشگاه تربیت مدرس (TMU)، تهران.
Abstract [فارسی]

سطح برگ (LA) یکی از پارامتر‌های مهم در مطالعات فیزیولوژی گیاهی است. بنابراین، استفاده از مدل غیر تخربی دقیق و ساده برای تخمین سطح برگ بسیار مهم است. هدف از این تحقیق ایجاد مدل غیرتخریبی برای تخمین سطح برگ به صورت دقیق در گونه‌های اپیلوبیوم بود. به منظور تخمین سطح برگ، طول برگ (L)  و عرض برگ (W) پنج گونه اپیلوبیوم اندازه­ گیری شد. علاوه براین، سطح برگ واقعی با استفاده از دستگاه سنجش سطح برگ اندازه ­گیری شد. تجزیه رگرسیون سطح برگ با  L، W  و LW چندین مدل را به منظور پیش بینی سطح برگ در گونه‌های اپیلوبیوم فراهم نمود. از بین مدل‌ها بهترین و معتبرترین مدل که برای تخمین دقیق سطح برگ در هر گونه پیشنهاد شد، مدل کوادراتیک بر پایه دو بعد  L و  W، همه با 90/0 ≤ 2R، به شرح  بود:
E. algidum (LA = 0.1264 + 0.6562 (L×W) + 0.0366 (L×W)2), E. parviflorum (LA = – 3.144 + 1.323 (L×W) – 0.030 (L×W)2, E. sp. (LA = 0.4236 + 0.3033 (L×W) + 0.1368 (L×W)2), E. hirsutum (LA = 2.2417 + 0.2202 (L×W) + 0.0029 (L×W)2), and E. frigidum (LA = 0.2119 + 0.4162 (L×W) + 0.1191 (L×W)2).

Keywords [فارسی]

  • اپیلوبیوم
  • سطح برگ
  • عرض برگ
  • غیر تخریبی
  • طول برگ
  • مدل رگرسیونی کوادراتیک
Averett JE and Raven PH, 1984. Flavonoids of onagraceae. Annals of the Missouri Botanical Garden 71: 30-34.
Bhatt M and Chanda, SV, 2003. Prediction of leaf area in Phaseolus vulgaris by non-destructive method. Bulgarian Journal of Plant Physiology 29: 96-100.
Borsato AV, Doni-Filho L, Côcco LC and Paglia EC, 2008. Rendimento e composição química do óleo essencial da camomila [Chamomilla recutita (L.) Rauschert] extraído por arraste de vapor d’água, em escala comercial extracted for steam distillation]. Ciências Agrárias 29: 129-136.
Cardozo NP, Parreira MC and Liberato C, 2011. Estimativa da área foliar de Crotalaria juncea L. a partir de dimensões lineares do limbo foliar. Bioscience Journal 27(6): 902-907.
Chen JM, Rich PM, Gower ST, Norman JM and Plummer S, 1997. Leaf area index of boreal forests: theory, techniques, and measurements. Journal of Geophysical Research Atmospheres 102: 29429-29443.
Cho YY, Oh S, Oh MM and Son JE, 2007. Estimation of individual leaf area, fresh weight, and dry weight of hydroponically grown cucumbers (Cucumis sativus L.) using leaf length, width, and SPAD value. Scientia Horticulturae 111: 330-334.
Cristofori V, Rouphael Y, Gyves EM and Bignami C, 2007. A simple model for estimating leaf area of hazelnut from linear measurements. Scientia Horticulturae 113: 221-225.
de Carvalho JO, Toebe M, Tartaglia FL, Bandeira CT and Tambara AL, 2017. Leaf area estimation from linear measurements in different ages of Crotalaria juncea plants. Anais da Academia Brasileira de Ciencias 89: 1851-1868.
de Souza MC, do Amaral CL, Habermann G, da Costa Aguiar Alves PL and da Costa FB, 2015. Non-destructive model to estimate the leaf area of multiple Vochysiaceae species. Brazilian Journal of Botany 38: 903-909.
Floriano EP, Müller I, Finger CAG and Schneider PR, 2006. Ajuste e seleção de modelos tradicionais para série temporal de dados de altura de árvores. Ciência Florestal 16(2): 177-199.
Gill JL, 1986. Outliers, residuals, and influence in multiple regression. Journal of Animal Breeding and Genetics 103: 161-175.
Hiermann A, 1983. The investigation of active compounds from Epilobium species; 1. Communication: the flavonoid patterns. Scientia Pharmaceutica 51: 158-167.
Hiermann A, and Mayr K, 1985. The investigation of active compounds from Epilobium species. The occurrence of sitosterol derivatives in Epilobium angustifolium L. and Epilobium parviflorum Schreb. Scientia Pharmaceutica 53: 39-44.
Karimi S, Tavallali V, Rahemi M, Rostami AA and Vaezpour M, 2009. Estimation of leaf growth on the basis of measurements of leaf lengths and widths, choosing pistachio seedlings as model. Australian Journal of Basic and Applied Sciences 3(2): 1070-1075.
Kumar MK, Kumar RS, Sankar V and Sakthivel T, 2017. Non-destructive estimation of leaf area of durian (Durio zibethinus) - An artificial neural network approach. Scientia Horticulturae 219: 319-325.
Kubner R and Mosandl R, 2000. Comparison of direct and indirect estimation of leaf area index in mature Norway spruce stands of eastern Germany. Canadian Journal of Forest Research 30: 440-447.
Maldaner IC, Heldwein AB, Loose LH, Lucas DDP, Guse FI and Bortoluzzi MP, 2009. Modelos de determinação não-destrutiva da área foliar em girassol. Ciência Rural 39: 1356-1361.
Maracajá PB, Antonio J, Agronomia-fitotecnia D, Ciências DDe, Ufersa V and Postal C, 2008. Estimativa da área foliar de juazeiro por dimensões lineares do limbo foliar. Revista Verde de Agroecologia 3(4): 1-5.
Marquaridt DW, 1970. Generalized inverses, ridge regression, biased linear estimation, and nonlinear estimation. Technometrics 12: 591-612.
Mendoza-de Gyves E, Cristofori V, Fallovo C, Rouphael Y and Bignami C, 2008. Accurate and rapid technique for leaf area measurement in medlar (Mespilus germanica L.). Advances in Horticultural Science 22: 223-226.
Montgomery EG, 1911. Correlation studies in corn. Annual Report No. 24. Nebraska Agricultural Experimental Station, Lincoln, NB, USA, pp. 108-159.
Mousavi Bazaz AM, Fariman ZK and Bannayan M, 2012. Modeling individual leaf area of basil (Ocimum basilicum) using different methods. International Journal of Plant Production 5: 439-448.
Murashige T and Skoog F, 1962. A revised medium for rapid growth and bio assays with tobacco tissue cultures. Physiologia Plantarum 15: 473-497.
Nakanwagi MJ, Sseremba G, Kabod NP, Masanza M and Kizito EB, 2018. Accuracy of using leaf blade length and leaf blade width measurements to calculate the leaf area of Solanum aethiopicum Shum group. Heliyon 4(12): 1-12.
Oliveira VDS, Covre AM, Gouvea DS, Canal L, Tiemi K, Sayuri J, Santos H, Santos GP, Paula A, Pinheiro B, Schmildt O, Posse RP, Czepak MP, Arantes SD, Alexandre RS and Augusto J, 2019. Determination of the Leaflet Area of Schinus terebinthifolius Raddi in Function of Linear Dimensions. Journal of Agricultural Science 11: 198-204.
Pezzini RV, Cargnelutti Filho A, Alves BM, Follmann DN, Kleinpaul JA, Wartha CA and Silveira DL, 2018. Models for leaf area estimation in dwarf pigeon pea by leaf dimensions. Bragantia 77: 221-229.
Ramesh K, Ramawat N and Singh V, 2007. Methods of leaf area for Stevia rebaudiana (Bert.). Asian Journal of Plant Science 6: 1037-1043.
Raven PH, 1976. Generic and sectional delimitation in Onagraceae, tribe Epilobieae. Annals of the Missouri Botanical Garden 63(2): 326-340.
Reich PB, Walters MB and Ellsworth DS, 1992. Leaf life-span in relation to leaf, plant, and stand characteristics among diverse ecosystems. Ecological Monographs 62: 365-392.
Rouphael Y, Mouneimne AH, Ismail A, Gyves EM and Rivera, CM, 2010. Modeling individual leaf area of rose ( Rosa hybrida L .) based on leaf length and width measurement. Photosynthetica 48: 9-15.
Schmildt ER, do Amaral JAT, Schmildt O and Santos JS, 2014. Análise comparativa de equações para estimativa da área foliar em cafeeiros. Biblioteca do Café 9(2): 155-167.
Schwab NT, Streck NA, Rehbein A, Ribeiro BSMR, Ulhmann LO, Langner JA and Becker CC, 2014. Linear dimensions of leaves and its use for estimating the vertical profile of leaf area in gladiolus. Bragantia 73: 97-105.
Serdar U and Demirsoy H, 2006. Non-destructive leaf area estimation in chestnut. Scientia Horticulturae 108: 227-230.
Souza MC and do Amaral CL, 2015. Non-destructive linear model for leaf area estimation in Vernonia ferruginea Less. Brazilian Journal of Biology 75: 152-156.
Souza MC and Habermann G, 2014. Non-destructive equations to estimate the leaf area of Styrax pohlii and Styrax ferrugineus. Brazilian Journal of Biology 74: 222-225.
Stolarczyk M, Naruszewicz M and Kiss AK, 2013. Extracts from Epilobium sp. herbs induce apoptosis in human hormone-dependent prostate cancer cells by activating the mitochondrial pathway. Journal of Pharmacy and Pharmacology 65: 1044-1054.
Turker AU, Mutlu EC and Yildirim AB, 2008. Efficient in vitro regeneration of fireweed, a medicinal plant. Acta Physiologiae Plantarum 30: 421-426.
Vitalone A, Bordi F, Baldazzi C, Mazzanti G, Saso L and Tita B, 2001. Anti-proliferative effect on a prostatic epithelial cell line (PZ-HPV-7) by Epilobium angustifolium L. Il Farmaco 56: 483-489.
Williams III L and Martinson TE, 2003. Nondestructive leaf area estimation of ‘Niagara’ and ‘DeChaunac’ grapevines. Scientia horticulturae 98(4): 493-498.
Wright IJ, Reich PB, Cornelissen JHC, Falster DS, Garnier E, Hikosaka K, Lamont BB, Lee W, Oleksyn J, Osada N and Poorter H, 2005. Assessing the generality of global leaf trait relationships. New Phytologist 166(2): 485-496.
Zhang L and Liu X, 2010. Non-destructive leaf-area estimation for Bergenia purpurascens across timberline ecotone , southeast Tibet. Finnish Zoological and Botanical Publishing Board 3847: 346-352.