Influence of different irrigation and nitrogen levels on crude oil and fatty acid composition of maize (Zea mays L.)

M. Kaplana, H. Kalea, K. Karamanb,* and A. Unlukarac

aDepartment of Field Crops, Faculty of Agriculture, University of Erciyes, Kayseri, Turkey

bDepartment of Agricultural Biotechnology, Faculty of Agriculture, University of Erciyes, Kayseri, Turkey

cDepartment of Biosystem Engineering, Faculty of Agriculture, University of Erciyes, Kayseri, Turkey

*Corresponding author: kevserkaraman@erciyes.edu.tr

 

SUMMARY

The effect of irrigation and nitrogen fertilizer levels on the crude oil and fatty acid composition of maize cultivars was studied. Three levels of irrigation (50, 75 and 100% of field capacity) and nitrogen (100, 200 and 300 kg·ha-1) were used for treatment groups. After harvest, the crude oils were extracted and fatty acid profiles were determined by Gas Chromatography system. The study was repeated for two years and the interaction effects of fertilizer and irrigation were determined. Our results show that the crude oil content was affected positively by the fertilizer and the irrigation applications. As expected, the most abundant fatty acid was linoleic and the harvest year did not alter it. The highest linoleic acid content value was obtained with a 50% field capacity and 300 kg·ha-1 fertilizer treatment combination. In addition, fatty acid contents varied with the changing of interaction effects except for myristic and palmitic acid. Oleic acid was the second abundant fatty acid in the oil samples and the lowest oleic acid value was obtained with a 50% field capacity and 300 kg·ha-1 fertilizer treatment combination. Oleic acid content tended to increase with 75% field capacity but 100% field capacity treatment decreased in it.

 

RESUMEN

Influencia de niveles de riego y nitrógeno en la composición del maíz (Zea mays L.). Se estudió el efecto de niveles de riego y fertilizantes nitrogenados sobre la composición de aceites y ácidos grasos de cultivares de maíz. Se utilizaron tres niveles de riego (50, 75 y 100% de capacidad de campo) y nitrógeno (100, 200 y 300 kg·ha-1) para los grupos de tratamiento. Tras la cosecha se extrajeron los aceites y se determinó el perfil de ácidos grasos mediante cromatografía de gases. El estudio se repitió durante dos años y se determinó los efectos de la interacción del fertilizante y el riego. Los resultados mostraron que el contenido de aceite se ve afectado positivamente por el fertilizante y las aplicaciones de riego. Como era de esperar, el ácido graso mayoritario fue linoleico y el año de cosecha no lo altera. El mayor contenido de ácido linoleico se obtuvo con riego del 50% de la capacidad de campo en combinación con fertilización de 300 kg·ha-1. Los contenidos de los demás ácidos grasos varían con los cambios de interacción riego/fertilización, excepto los ácidos mirístico y palmítico. El ácido oleico fue el segundo ácido graso más abundante en los aceites y su valor más bajo se obtuvo con la combinación de una irrigación del 50% de la capacidad de campo y 300 kg·ha-1 de fertilizantes. El ácido oleico tiende a aumentar con una irrigación del 75% de la capacidad de campo, pero el 100% del tratamiento de capacidad de campo lo hace disminuir.

 

Submitted: 20 February 2017; Accepted: 24 April 2017

ORCID ID: Kaplan M http://orcid.org/0000-0002-6717-4115, Kale H http://orcid.org/0000-0003-4736-1498, Karaman K http://orcid.org/0000-0003-0729-6185, Unlukara A http://orcid.org/0000-0003-4931-8100

KEYWORDS: Fatty acid profile; Fertilizer; Irrigation; Maize; Zea mays L.

PALABRAS CLAVE: Ácidos grasos; Fertilizantes; Maíz, Riego; Zea mays L.

Citation/Cómo citar este artículo: Kaplan M, Kale H, Karaman K, Unlukara A. 2017. Influence of different irrigation and nitrogen levels on crude oil and fatty acid composition of maize (Zea mays L.). Grasas Aceites 68 (3), e207. http://dx.doi.org/10.3989/gya.0222171

Copyright: ©2017 CSIC. This is an open-access article distributed under the terms of the Creative Commons Attribution (CC-by) Spain 3.0 License.


 

CONTENT

1. INTRODUCTIONTOP

Cereal grains are predominantly composed of carbohydrates (generally starch forms), proteins, lipids, vitamins, and minerals and the amount and quality are affected by genetic and environmental conditions (Ali et al., 2010). Among the cereals, maize (Zea mays L.) plays an important role in food, feed and bio fuel processes worldwide. In a growing strategy to obtain high grain and biomass yields from the grains, some applications such as increasing nitrogen (N) fertilizer levels have been used (Zhu et al., 2016). N is an important element which controls the growth of the plant. It is also important for photosynthetic activity and it also has an important function for the growth of oil seeds and oil fruits. Chemical fertilizers have been used to provide an increment in the yield of oil seeds for a long time (Yalcin et al., 2011). At the same time, doses of N play a vital role in plant nutrition and a deficit or excess of N can cause some adverse effects on plant growth. Ashraf et al. (2006) reported that high nitrogen doses cause a decrease in some enzyme activities and thereby the photosynthetic rate decreases. In addition, nitrogen affects the dry matter production of cells by influencing the leaf area development (Shahrokhnia and Sepaskhah 2016).

Maize is well-known as a crop which demands water. High grain yields can be achieved (10–12 t·ha−1) when the water and nutrients are not limited during growing. Maize is a crop which is sensitive to water shortage and grain yield response to deficit irrigation depends on optimum use of N (Pandey et al., 2000). Several researches showed that unsuitable conditions, especially drought, had an effect on the change of the seed composition and related quality parameters such as oil level or structure. It has been reported that the lack of water is the limiting factor for seed growth and affects its composition (Ali et al., 2009; Ali et al., 2010).

The main structural parts of maize kernels are endosperm (82%) and germ (embryo and scutellum) (12%). 80 to 84% of total kernel oil is present in the germ region followed by 12% in the aleurone and 5% in the endosperm. The typical profile of fatty acids in a maize kernel is composed of 57.9% linoleic acid, <1% linolenic acid, 25.2% oleic acid, 11.6% palmitic acid and 1.8% stearic acid (White et al., 2003; Ashgan Abou Gabal and Amera Zaitoun, 2015). In earlier studies it has been reported that water shortage, along with N application at low or high doses can affect the chemical composition of different seeds by different metabolic processes (El-Deen and Ahmed, 1997, Yang et al., 2004, Xing et al., 2001 Pavlista et al., 2016a, Pavlista et al., 2016b.). However, the effects of fertilizer and water shortage on the fatty acid composition of maize oil have been poorly investigated. In particular, little or no information has been obtained about the effects of simultaneous application of irrigation and fertilizer on maize oil. Therefore, the objective of this study was to evaluate the change in the crude oil content and fatty acid composition of maize with three levels of fertilizer (N1:100, N2:200 and N3:300 kg·ha-1), three levels of irrigation (I 50: 50%; I 75: 75%; and I 100: 100% field capacity). The interaction effects of irrigation and fertilizer treatments were also displayed as well as the effect of harvest year.

2. MATERIALS AND METHODTOP

2.1. Plant material and treatmentTOP

The experiments were carried out in the Kayseri Province of Turkey (39°48’N; 38°73’E) during the growing seasons of 2013 and 2014. For the plant material, Simon hybrid maize cultivar was used. Seeds were sown over 6 x 4.2 m plots with 70 x 15 cm on-row plant spacing. Experimental design was conducted in split-split plots conducted with three replications. Three different irrigation levels based on field capacity (50, 75 and 100%) were placed over main plots and three nitrogen doses (100, 200 and 300 kg·ha-1 N) were placed over sub-plots. Soil moisture content was measured with a neutron probe. The amount of irrigation water was determined before each treatment and applied through drip irrigation. Based on soil analysis, half of nitrogen was applied at sowing and the other half was applied when the plants had a height of 50 cm. Together with nitrogen fertilization, 80 kg·da-1 P2O5 was applied at sowing. Plants were harvested for chemical analyses at physiological maturity.

2.1.1. Soil and climate characteristics of research siteTOP

Seeds were sown on 23rd of April in the first year and 28th of April in the second year treatment. Experimental years generally had similar temperatures to long-term averages. Precipitations were lower than the long-term averages in the first year and higher than the long-term averages in the second year. Relative humidity levels of the experimental years were generally lower than those of the long-term averages. Table 1 shows the precipitation, temperature, and relative humidity data of the experimental site. Soils of the experimental site are classified as sandy-loamy sampled at 0-30 cm and 30-60 cm depths. Calcareous and salt were low while potassium and phosphorus were rich in the soil. The pH of the soil was slightly alkaline but organic matter content was quite low. In Table 2, physical and chemical characteristics of the experimental soils were tabulated.

Table 1. Precipitation, temperature and relative humidity data of the experimental site
Months Temperature (°C) Precipitation (mm) Relative Humidity (%)
2013 2014 Long Term* 2013 2014 Long Term* 2013 2014 Long Term*
April 12.1 14.1 10.7 43.6 2.9 54.8 56.2 44.3 62.6
May 18.1 16.7 15.1 31.3 39.7 52.0 44.7 50.4 60.8
June 21.1 19.7 19.1 12.6 52.9 39.1 38.7 46.8 55.3
July 22.5 25.2 22.6 3.4 0.0 10.3 36.9 33.7 49.5
August 22.5 25.1 22.0 0.8 47.4 5.3 36.0 37.4 49.8
September 17.0 18.8 17.1 10.3 85.4 13.3 44.1 54.2 54.4
October 9.2 11.7 11.5 52.5 54.4 30.5 58.9 68.1 64.0
Mean 17.5 18.7 16.8 - - - 45.0 47.8 56.6
Total - - - 154.5 282.7 205.3 - - -
*from 1970 to 2013
Table 2. Physical and chemical characteristics of soils of the experimental site
Property 2013 2014
0-30 cm 30-60 cm 0-30 cm 30-60 cm
Clay (%) 13.10 8.94 12.58 9.18
Silt (%) 4.16 10.40 5.11 9.55
Sand (%) 82.74 80.66 82.31 81.27
Class Sandy-Loam Sandy-Loam Sandy-Loam Sandy-Loam
pH 7.94 7.75 7.48 7.60
Organic Matter (%) 1.05 1.27 1.09 1.14
CaCO3 (%) 0.28 0.27 0.24 0.29
K2O (kg·ha-1) 1092.20 755.14 1184.20 842.34
P2O5 (kg·ha-1) 89.63 11.56 110.41 12.58
EC (mmhos/cm-1) 0.96 0.23 0.83 0.27

2.2. Oil extraction and preparation of fatty acid methyl esters (FAME)TOP

Impurities were removed from the seeds and the cleaned seeds were ground using a ball mill to prepare powdered samples. The samples were placed in a hexane/isopropanol (2:1 v/v) solution to extract lipids from the structure overnight in a laboratory type shaker. The obtained extracts were centrifuged at 10000 g for 5 min and filtered. After that, the solvent was removed onto a rotary evaporator at 40 ºC to prepare the maize oil samples. After the extraction procedure, the fatty acids of the maize oil samples were converted to methyl esters by means of 2% sulphuric acid (v/v) in methanol.

2.3. Determination of fatty acid composition using a GC systemTOP

The fatty acid methyl esters (FAME) of the oil samples were analyzed using a GC system (Schimadzu, GC 2010 plus) equipped with a flame ionization detector (Schimadzu, Kyoto, Japan), a 100-m fused silica capillary column (i.d. 0.25 mm) and H2 as the carrier and fuel gas to characterize the fatty acids. The injected sample level was 0.6-µL at a split ratio of 1:50. The FAME were separated using a temperature gradient program (Chilliard et al., 2013), and the peaks were identified by comparing retention times with the authentic standard (Supelco #37, Supelco Inc., Bellefonte, PA, USA; L8404 and O5632; Sigma). The analysis was repeated twice with two replicates.

2.4. Statistical analysisTOP

Data were subjected to variance analysis using SAS (SAS Inst., 1999) statistical software. The LSD multiple range test was employed to compare the treatment means as a complement of the ANOVA procedure.

3. RESULTS AND DISCUSSIONTOP

In this study the effects of different irrigation and nitrogen levels on the crude oil content and fatty acid composition of Zea mays L. were investigated. Table 3 shows the effects and their importance between the interactions and means of fertilizer and irrigation, statistically. Figure 1 shows the irrigation and nitrogen effects on the crude oil content of Zea mays L. The fertilizer doses positively affected positively the crude oil content and the % oil content increased with increasing nitrogen levels. It can be seen that increasing irrigation levels caused an increase in oil content. On the contrary to our results, Sebei et al. (2004) studied four levels of N fertilization (none, low, medium and high) in rapeseed cultivation and they stated that the highest N fertilizer dose decreased the oil content of rapeseed. Ghassemi-Golezani et al. (2015) aimed to evaluate the effects of water deficit and nitrogen fertilizer on the grain yield, oil and protein contents of maize and similarly to our results grain oil percentage significantly decreased as a result of water deficit but unlike in our study, a nitrogen application decreased the oil percentage while oil yield per unit area increased. Ray et al. (2006) aimed to study the effect of high rates of N applied at planting on seed protein and oil content of soybean and as in our study, oil yield increased with the application of fertilizer N at planting. The authors explained these increases due to the increase in seed yield with the application of fertilizer. In agreement with our results, Pavlista et al. (2016a) informed that the highest seed oil content was determined in fully irrigated camelina samples. On the contrary, the same authors concluded that the fatty acid profile was not substantially altered by irrigation in canola seed oil (Pavlista et al. 2016b).

Table 3. Irrigation and nitrogen effects on fatty acid composition
Irrigation Level Fertilizer Doses Means
N1 N2 N3
Myristic acid (C14:0)
I 50 0.04ab 0.03b 0.03b 0.03b
I 75 0.13a 0.07ab 0.04ab 0.08a
I 100 0.03ab 0.11ab 0.09ab 0.05a
Means 0.07 0.07 0.05  
Irri: *; Fert: **; Irri x Fertilizer:*; Year:**
Palmitic acid (C16:0)
I 50 11.48 11.36 11.57 11.47b
I 75 11.74 11.68 11.66 11.69a
I 100 11.37 11.53 11.62 11.51b
Means 11.53 11.52 11.62  
Irri: *; Fert: NS; Irri x Fertilizer:NS; Year:NS
Stearic acid (C18:0)
I 50 2.12ab 2.00b 1.73c 1.95b
I 75 2.28a 2.09ab 1.94bc 2.10a
I 100 1.98bc 2.04ab 1.99bc 2.00ab
Means 2.13a 2.04b 1.88c  
Irri: **; Fert: **; Irri x Fertilizer:**; Year:**
Oleic acid (C18:1)        
I 50 28.72ab 28.67ab 24.94d 27.44b
I 75 29.34a 27.86bc 28.69ab 28.63a
I 100 27.3c 28.19bc 27.83bc 27.78b
Means 28.45a 28.24a 27.16b  
Irri: **; Fert: **; Irri x Fertilizer:**; Year:NS
Linoleic acid (C18:2)
I 50 56.40c 56.80c 60.64a 57.94a
I 75 55.26d 57.10c 56.47c 56.28c
I 100 58.07b 56.88c 57.33bc 57.42b
Means 56.58b 56.92b 58.15a  
Irri: **; Fert: **; Irri x Fertilizer:**; Year:NS
Linolenic acid (C18:3)        
I 50 1.24ab 1.15abc 1.09c 1.16b
I 75 1.25a 1.20ab 1.21ab 1.22a
I 100 1.24ab 1.25a 1.14bc 1.21ab
Means 1.24a 1.20b 1.14 c  
Irri: **; Fert: **; Irri x Fertilizer:**; Year:**
I 50: 50%; I 75: 75%; and I 100: 100% field capacity; N1:100, N2:200 and N3:300 kg·ha-1 N; Irri: Irrigation level; Fert: Fertilizer doses; *: P ≤ 0.05; **: P ≤ 0.01; NS: non-significant; Different superscript small letters show significant differences between the interactions of irrigation and fertilizer and significant differences between the means of irrigation and fertilizer

Figure 1. Irrigation and nitrogen effects on crude oil content.

 

The lowest content among the fatty acids in the maize samples was determined to be myristic acid. The interaction effect between irrigation and fertilizer was not found to be statistically significant on myristic acid content. But the mean value of myristic acid measured in 50% irrigated samples was determined to be lower than the 75 and 100% water (p < 0.05). In addition, the harvest year caused a significant change in its content. White et al. (2007) informed that environmental factors such as temperature, soil type, planting date, year, and location influence the composition of seeds, resulting in quality changes.

Palmitic acid is the third most abundant fatty acid and neither harvesting year nor fertilizing treatment had a significant effect on the amount of it. There was only significant change in palmitic acid content with irrigation treatment. It could be seen that stearic acid values changed with year, irrigation and fertilizer parameters. The interaction effect between irrigation and fertilizer was found to be statistically significant (p < 0.01). Similarly, Kiani et al (2016) reported that there is a strong interaction between irrigation and N for sunflower seed oil. When the fertilizer doses increased the mean values of stearic acid showed a decrement. When the irrigation level was increased from 50% field capacity to 75%, the mean values showed an increment but at the 100% water level the stearic acid value decreased slightly.

As expected, the linoleic and oleic acids were the most abundant fatty acids present in the maize samples. The harvesting year did not affect the oleic acid content while the other parameters were determined to be statistically significant (p < 0.01). The lowest oleic acid value was obtained from a 50% field capacity and 300kg ha-1 fertilizer treatment combination. The oleic acid content tended to increase with 75% field capacity but 100% field capacity treatments caused a decrease in it. The highest linoleic acid content value was determined in a 50% field capacity and 300 kg·ha-1 fertilizer treatment combination while the lowest value was obtained from a 75% field capacity and 100 kg·ha-1 fertilizer treatment combination. The mean values of linoleic acid increased with the highest fertilizer dose but no trend was found with the increasing fertilizer doses. Shao-Wen et al. (2004) investigated the effects of the level of N fertilization (125–25 kg·ha-1) on the fatty acid composition of corn and they pointed out that a moderate N application at 175–225 kg·ha-1 significantly increased the contents of total fatty acids, unsaturated fatty acids, linoleic acid and oleic acid while higher N treatment levels had a negative effect on these fatty acid contents.

Linoleic acid was not affected by the harvesting year. The mean values of linoleic acid showed a decrement with the increment of irrigation level from 50% field capacity to 75%, but an increment was observed with 100% field capacity treatments once again. In accordance with our results the amount of oleic acid (C18:1) and linoleic acid (C18:2) decreased from 21 to 18% and 20 to 19%, respectively with adding water during the season for camelina (Pavlista et al., 2016a). Ashraf et al. (2006) reported that linoleic acid showed no change in their amounts at varying levels of N for black cumin seed oil.

The combination of 50% field capacity and 300 kg·ha-1 fertilizer negatively affected the linolenic acid content and the lowest value was obtained. The mean values of linolenic acid decreased with the increasing fertilizer doses, while increasing irrigation levels caused an increase in the mean values of linolenic acid. Pavlista et al. (2016a) determined the growth, seed yield, and oil characteristics of camelina exposed to four levels of applied water and stated that linolenic acid (C18:3) as a main constituent increased with irrigation from 32 to 35% in concordance with our results.

CONCLUSIONTOP

In conclusion, irrigation and nitrogen fertilizer might be considered as visible factors which affected the crude oil and fatty acid composition of maize. Irrigation and nitrogen application altered the oil content and fatty acid composition of maize seed oil but the pattern of increase or decrease in fatty acids at varying N and I levels was not constant. In particular, the interaction effects induced remarkable variations in fatty acids. These results might be used for future breeding studies.

 

REFERENCESTOP


Ali Q, Ashraf M, Anwar F. 2009. Physicochemical attributes of seed oil from drought stressed sunflower (Helianthus annus L.) plants. Grasas Aceites 60, 475–481. http://doi.org/10.3989/gya.021009
Ali Q, Ashraf M, Anwar F. 2010. Seed Composition and Seed Oil Antioxidant Activity of Maize Under Water Stress. J. Am. Oil. Chem. Soc. 87, 1179–1187. http://doi.org/10.1007/s11746-010-1599-5
Ashraf M, Ali Q, Iqbal Z. 2006. Effect of nitrogen application rate on the content and composition of oil essential oil and minerals in black cumin (Nigella sativa L.) seeds. J. Sci. Food. Agric. 86, 871–876. http://doi.org/10.1002/jsfa.2426
Ashgan Abou Gabal A, Amera Zaitoun F. 2015. Seed Oil Content and Fatty Acids Composition of Maize under Heat and Water Stress. Alexandria Sci. Exchange J. 36, 274-280.
Chilliard Y, Rouel J, Guillouet P. 2013. Goat alpha-s1 casein genotype interacts with the effect of extruded linseed feeding on milk fat yield, fatty acid composition and post-milking lipolysis. Anim. Feed Sci. Technol. 185, 140–149. http://doi.org/10.1016/j.anifeedsci.2013.08.002
El-Deen E, Ahmed T. 1997. Influence of plant distance and some phosphorus fertilization sources on black cumin (Nigella sativa L.) plants. Assiut. J. Agric. Sci. 28, 39–56.
Ghassemi-Golezani K, Raei N, Raei Y. 2015. Effects of water deficit and nitrogen levels on grain yield and oil and protein contents of maize. Azarian J. Agric. 2, 46-50.
Kiani M, Gheysari M, Mostafazadeh-Fard B, Majidi MM, Karchani K, Hoogenboom G. 2016. Effect of the interaction of water and nitrogen on sunflower under drip irrigation in an arid region. Agr. Water. Manage. 171, 162–172. http://doi.org/10.1016/j.agwat.2016.04.008
Pandey RK, Maranville JW, Admou A. 2000. Deficit irrigation and nitrogen effects on maize in a Sahelian environment I. Grain yield and yield components. Agr. Water. Manage. 46, 1-13. http://doi.org/10.1016/s0378-3774(00)00073-1
Pavlista AD, Hergert GW, Margheim JM, Isbell TA. 2016. Growth of spring camelina (Camelina sativa) under deficit irrigation in Western Nebraska. Ind. Crops. Prod. 83, 118–123. http://doi.org/10.1016/j.indcrop.2015.12.017
Pavlista AD, Hergert GW, Margheim JM, Isbell TA. 2016. Growth of spring canola (Brassica napus) under deficit irrigation in Western Nebraska. Ind. Crops. Prod. 83, 635–640. http://doi.org/10.1016/j.indcrop.2015.12.059
Ray JD, Fritschi FB, Heatherly LG, 2006. Large applications of fertilizer N at planting affects seed protein and oil concentration and yield in the Early Soybean Production System. Field. Crop. Res. 99, 67-74. http://doi.org/10.1016/j.fcr.2006.03.006
Sebei K, Cherie A, Boukhchina S, Kallel H. 2004. Correlations between polyunsaturated fatty acid and tocopherol contents during the maturation of rape seed (Brassica napus L.) submitted to different nitrogen rate. Riv. Ital. Sostanze Grasse 81, 304–31.
Shao-Wen H, Gui-Fang S, Ji-Yun J, Ping H, Xiu-Fang W, Guo-Gang Z, Jia-Gui X, Kuan Z 2004. The effect of nitrogen levels on grain yield, protein, amino acid and fatty acid of high-oil maize. Sci. Agric. Sinica 2, 250–255.
Shahrokhnia MH, Sepaskhah AR. 2016. Effects of irrigation strategies, planting methods and nitrogen fertilization on yield, water and nitrogen efficiencies of safflower. Agr. Water Manage. 172, 18–30. http://doi.org/10.1016/j.agwat.2016.04.010
White PJ, Weber EJ, Johnson LA. 2003. Lipids of the kernel. Corn: Chemistry and technology, (Ed. 2), 355-405.
White PJ, Pollak LM, Duvick S. 2007. Improving the fatty acid composition of corn oil by using germplasm introgression. Lipid Technol. 19, 35-38. http://doi.org/10.1002/lite.200600009
Xing GS, Cui KR, Li J, Li YF, Wang ZX. 2001. Water stress and accumulation of α-N-Oxalyl-L-α,β-diaminopropionic acid in grass pea (Lathyrus sativus). J. Agric. Food Chem. 49, 216–220. http://doi.org/10.1021/jf000912k
Yalcin H, Öztürk I, Tulukçu E, Sagdic O. 2011. Influence of the harvesting year and fertilizer on the fatty acid composition and some physicochemical properties of linseed (Linum usitatissimum L.) J. Verbr. Lebensm. 6, 197. http://doi.org/10.1007/s00003-010-0631-x
Yang HM, Zhang XY, Wang GX. 2004. Relationships between stomatal character, photosynthetic character and seed chemical composition in grass pea at different water availabilities. J. Agric. Sci. 142, 675–681. http://doi.org/10.1017/s0021859605004831
Zhu S, Vivanco JM, Manter DK. 2016. Nitrogen fertilizer rate affects root exudation, the rhizosphere microbiome and nitrogen-use-efficiency of maize. Appl. Soil Ecol. 107, 324–333. http://doi.org/10.1016/j.apsoil.2016.07.009



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