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Chemical composition of essential oils of leaves, flowers and fruits of Hortia oreadica

Abstract

Hortia oreadica Groppo, Kallunki & Pirani, Rutaceae, known as “para-tudo”, “quina”, and “quina-do-campo”, is used in traditional medicine locally to treat stomach pain and fevers. The aims of this study were: analyze the chemical composition of essential oils from leaves, flowers and fruits of H. oreadica and verify the seasonal variation of the chemical components of essential oils from leaves. The essential oils were obtained by hydrodistillation using a Clevenger type apparatus and analyzed by GC/MS. The major components found in the samples of the essential oils were the amorpha-4,7(11)-diene (29.27% – flowers, 20.26% – fruits, 27.66–37.89% – leaves), bicyclogermacrene (23.28% – flowers, 20.64% – fruits, 14.71% to 31.37% – leaves). This work represents the first study of the chemical composition of essential oils from leaves, flowers and fruits and seasonal variation in the essential oils from leaves of H. oreadica.

Keywords
Essential oils; Hortia; Rutaceae; Savannah; Medicinal plants; Bicyclogermacrene

Introduction

Hortia is a neotropical genus of the Rutaceae family with only ten species, nine of them occur in Brazil (Groppo et al., 2010Groppo, M., Cruz-Barros, M.A.V., Correa, A.M.S., 2010. Pollen morphology of species of Hortia (Rutaceae). Rev. Bras. Bot. 33, 13-20). In general, species of Rutaceae are strongly aromatic and have considerable importance as source of citrus fruits and as ornamentals plants (Perveen and Qaiserm, 2005Perveen, A., Qaiserm, M., 2005. Pollen Flora of Pakistan – XIV. Rutaceae. Pak. J. Bot. 37, 495-501). Many essential oils of species of this family are used in the pharmaceutical and cosmetic industries, nutritional supplements and aromatherapy (Kondo et al., 2000Kondo, M., Goto, M., Kodama, A., Hirose, T., 2000. Fractional extraction by supercritical carbon dioxide for the deterpenation of bergamot oil. Ind. Eng. Chem. Res. 39, 4745-4748; Misharina and Samusenki, 2008Misharina, T.A., Samusenki, A.L., 2008. Antioxidant properties of essential oils from lemon, grapefruit, coriander, clove and their mixtures. Appl. Biochem. Microbiol. 45, 438-442). Hortia oreadica Groppo, Kallunki & Pirani is a shrub with about 1 m tall, well-developed underground system, forming cloned individuals. The leaves are subsessile, leathery and glossy; the flowers have pink petals (Groppo et al., 2010Groppo, M., Cruz-Barros, M.A.V., Correa, A.M.S., 2010. Pollen morphology of species of Hortia (Rutaceae). Rev. Bras. Bot. 33, 13-20).

H. oreadica is popularly known as “para-tudo”, “quina”, “quina-do-campo” and its bitter bark is used to treat stomach pain and fever, as a substitute for quinine alkaloid extracted from Cinchona, Rubiaceae (Pio-Corrêa, 1984Pio-Corrêa, M., 1984. Dicionário das plantas úteis e das exóticas cultivadas, Rio de Janeiro.).

Phytochemical studies of Hortia oreadica led to the identification from dichloromethane extract of taproots: six limonoids (Severino et al., 2012Severino, V.G., Braga, P.A., Silva, M.F., Fernandes, J.B., Vieira, P.C., Theodoro, J.E., Ellena, J.A., 2012. Cyclopropane- and spirolimonoids and related compounds from Hortia oreadica . Phytochemistry. 76, 52-59), the dihydrocinnamic acid derivatives (Braga et al., 2012Braga, P.A.C., Severino, V.G.P., Freitas, S.D.L., Silva, M.F.G.F., Fernandes, J.B., Vieira, P.C., Pirani, J.R., Groppo, M., 2012. Dihydrocinnamic acid derivatives from Hortia species and their chemotaxonomic value in the Rutaceae. Biochem. Syst. Ecol. 43, 142-151) and three new limonoids (9α-hydroxyhortiolide A, 11β-hydroxyhortiolide C and 1(S*)-acetoxy-7(R*)-hydroxy-7-deoxoinchangin) (Severino et al., 2014Severino, V.G.P., Freitas, S.D.L., Braga, P.A.C., Forim, M.R., Silva, M.F.G.S., Fernandes, J.B., Vieira, P.C., Venâncio, T., 2014. New limonoids from Hortia oreadica and unexpected coumarin from H. superba using chromatography over cleaning sephadex with sodium hypochlorite. Molecules. 19, 12031-12047); and from dichloromethane extract from stems, two limonoids (9,11-dehydro-12α-hydroxyhortiolide A and 6-hydroxyhortiolide C) (Severino et al., 2012Severino, V.G., Braga, P.A., Silva, M.F., Fernandes, J.B., Vieira, P.C., Theodoro, J.E., Ellena, J.A., 2012. Cyclopropane- and spirolimonoids and related compounds from Hortia oreadica . Phytochemistry. 76, 52-59).

Severino et al. (2009)Severino, V.G.P., Silva, M.F.G.F., Lucarini, R., Montanari, L.B., Cunha, W.R., Vinholis, A.H.C., Martins, C.H.G., 2009. Determination of the antibacterial activity of crude extracts and compounds isolated from Hortia oreadica (Rutaceae) against oral pathogens. Braz. J. Microbiol. 40, 535-540 verified antimicrobial activity of the hexane extract of H. oreadica roots and the dictamnine alkaloid isolated of this extract against oral pathogens Enterococcus faecalis (ATCC 4082), Streptococcus salivarius (ATCC 25975), S. mitis (ATCC 49456), S. mutans (ATCC 25275), S. sobrinus (ATCC 33478), S. sanguinis (ATCC 10556) and Lactobacillus casei (ATCC 11578). Severino et al. (2015)Severino, V.G.P., Monteiro, A.F., Silva, M.F.G.F., Lucarini, R.R., Martins, C.H.G., 2015. Chemical study of Hortia superba (Rutaceae) and investigation of the antimycobacterial activity of crude extracts and constituents isolated from Hortia species. Quim. Nova. 38, 42-45 demonstrated an inhibitory effect of the dichloromethane extract of leaves of H. oreadica (MIC 31.25 µg/ml), indolequinazoline (15.62 µg/ml) and furoquinoline (31.25 µg/ml) alkaloids, and dihydrocinnamic acid derivatives (62.50 µg/ml) on the growth of M. tuberculosis.

The use of essential oils requires detailed chemical characterization and evaluation of possible changes regarding to different climatic conditions and/or geographical origins and genetic factors that can lead to the formation of different chemotypes. The principal pharmacological activities of the essential oils are antimicrobial, anti-inflammatory and the antioxidant (Yunes and Cechinel Filho, 2009Yunes, A., Cechinel Filho, V., 2009. Química de produtos naturais, novos fármacos e a moderna farmacognosia. Universidade do Vale do Itajaí, Itajaí.).

This study aimed to analyze the chemical composition of essential oils from leaves, flowers and fruits of H. oreadica and verify the seasonal variability of the chemical components of essential oils from leaves during 12 months.

Material and methods

Plant material

The plant material (300 g) was collected in Pirenópolis, Goiás, during 12-month period (15° 48′ 15″ S, 48° 52′ 48″ W, at an elevation of 1295 m above sea level) and received botanic identification by Dr. Heleno Dias Ferreira, of the Institute of Biological Sciences, Federal University of Goiás (UFG). A voucher specimen of Hortia oreadica Groppo, Kallunki & Pirani, Rutaceae, has been deposited at the Herbarium of Federal University of Goiás, Brazil, Conservation Unit PRPPG, under code number UFG-47798. Climatic data of the collection period were obtained from the National Institute of Meteorology site (INMET, 2014INMET, 2014. Instituto Nacional de Meteorologia. Ministério da agricultura, pecuáriae abastecimento.).

Essential oils

For analysis of essential oils, healthy leaves, flowers and fruits were collected of ten different individuals of H. oreadica. The flowers were collected in November and fruits in January. The leaves were collected monthly for one year. Fresh plant material was triturated separately and submitted to hydrodistillation in a Clevenger-type apparatus for two hours. At the end of each distillation the oils were collected, dried with anhydrous Na2SO4, measured, and transferred to glass flasks and kept at a temperature of −18 °C for further analysis.

The essential oils were analyzed using a Shimadzu GC–MS QP5050A fitted with a fused silica SBP-5 (30 m × 0.25 mm I.D.; 0.25 µm film thickness) capillary column (composed of 5% phenylmethylpolysiloxane) and temperature programmed as follow: 60–240 °C at 3 °C/min, then to 280 °C at 10 °C/min, ending with 10 min at 280 °C. The carrier gas was He at a flow rate of 1.0 ml/min and the split mode had a ratio of 1:20. The injection port was set at 225 °C. Significant quadrupole MS operating parameters: interface temperature 240 °C; electron impact ionization at 70 eV with scan mass range of 40–350 m/z at a sampling rate of 1.0 scan/s. Constituents were identified by computer search using digital libraries of mass spectral data (NIST, 1998NIST, 1998. National Institute of Standards and Technology, PC version ofthe NIST/EPA/NIH Mass Spectral Database. U.S. Department of Commerce,Gaithersburg.) and by comparison of their retention indices and authentic mass spectra (Adams, 2007Adams, R.P., 2007. Identification of Essential Oil Components by Gas Chromatography/Mass Spectrometry, 4th ed.. Allured Publ. Corp, Carol Stream, IL.), relative to C8–C32n-alkane series in a temperature-programmed run (Van Den Dool and Kratz, 1963Van Den Dool, H., Kratz, P.D., 1963. Generalization of the retention index system including linear temperature programmed gas–liquid partition chromatography. J. Chromatogr. 11, 463-471).

Principal Component Analysis (PCA) was applied to examine the interrelationships between the chemical constituents of the essential oils from flowers, fruits and leaves collected in different months using the software Statistica 7 (Stat Soft, 2004Stat Soft, I., 2004. STATISTICA (data analysis software system), 7th ed.). A cluster analysis was used to study the similarity of samples based on the distribution of the constituents, and hierarchical clustering was performed according to the method of minimum variance Ward (Ward, 1963Ward, J.H., 1963. Hierarchical grouping to optimize an objective function. J. Am. Stat. Assoc. 58, 66-103). To validate the cluster analysis was carried out using the canonic discriminant analysis and Hotteling t2 test.

To verify the possible association between the essential oil components selected along with climatic variables (temperature and rainfall) was used the Pearson's correlation analysis (Callegari-Jacques, 2003Callegari-Jacques, S.M., 2003. Bioestatística: Princípios e Aplicações. Editora Artmed SA, São Paulo.).

Results

During the leaf collection period, the months of highest precipitation of rain were November/2012 (289.1 mm), December/2012 (202.5 mm), January/2013 (501 mm), February/2013 (231 mm) and March/2013 (312.1 mm), where the temperature ranged from 19 to 31 °C. The months with less precipitation of rain were July/2012 (8.6 mm), August/2012 (0 mm), September/2012 (9 mm) and July/2013 (0 mm) where the temperature ranged from 14 to 34 °C (Table 1).

Table 1
Climate information of collection period of the plant material of Hortia oreadica .

H. oreadica grows in the mountain range Pireneus on rocky-sandy soil and at altitudes in the range of 1100–1295 m. Regarding the adult plant behavior, initially has the vegetative state subsequently formed green buds that with the development they acquire color that varies from light pink to dark pink. The flowers produce lots of nectar/resin and are visited by various insects such as ants, bees (Trigonas, Apis), wasps, butterflies, grasshoppers and beetles. The flowering was observed from September to December 2012. Fruit production (November and December 2012) was much lower than the flowers (about 580 flowers per inflorescence) and ranged from 3 to 37 per inflorescence.

Essential oils

The yields of essential oil were 0.09% for the flowers, 0.12% for the fruits and ranged from 0.25 to 0.50% for the leaves. It was verified the presence of sesquiterpene hydrocarbons (73.72%, flowers; 75.17%, fruits; 81.87–95.12%, leaves); oxygenated sesquiterpene (25.84%, flowers; 17.83%, fruits; 4.88–17.04%, leaves). Twenty nine constituents were identified in the essential oil of flowers of H. oreadica, being the major components the amorpha-4,7-(11)-diene (29.27%) bicyclogermacrene (23.28%) and pogostol (20.68%); thirty constituents were identified in the essential oil of the fruit and the major components were the same of flowers (20.26; 20.64 and 9.95% respectively) and γ-muurolene (9.24%); 21–28 constituents were identified in the essential oils of the leaves and the major components were amorpha-4,7-(11)-diene (ranging from 27.66% to 37.89%), bicyclogermacrene (14.71% to 31.37%) and γ-muurolene (6.26% to 10.61%) (Table 2).

Table 2
Percentage of chemical constituents of Hortia oreadica leaves, flowers and fruits essential oils.

The results obtained by analysis of the principal component (PCA) and cluster analysis showed a chemical variability among the H. oreadica oils. Fig. 1 shows the relative position of the samples according to the 2D-axis originated in the PCA. Cluster analysis suggests that there are two main types of oils: cluster I (essential oil of leaves collected in the months of August, September 2012, April, May and July 2013) characterized by γ-muurolene (8.876 ± 0.69%) as main constituent; cluster II (essential oils from leaves collected in the months July, October, November, December 2012, January, February, March and June 2013; inflorescences collected in November 2012 and fruits collected in January 2013) characterized by bicyclogermacrene (24.173 ± 4.69%) and pogostol (10.31 ± 4.32%) as main constituent (Fig. 2). Through discriminant analysis Hotteling t2 (p = 0.024) was also observed that the separation into two clusters is correct for 86.7% of the samples. Canonic Discriminant Analysis has also been performed to help predict cluster by using only two predictive: γ-muurolene and bicyclogermacrene and there was a significant difference between the proposed classes (p = 0.0248). The results indicated that the classification proposed by PCA and cluster has 80% of correct classification.

Figure 1
Scatterplot from PCA of leaves, flowers and fruits of Hortia oreadica samples collected from Pirenópolis/GO belonging to the clusters I and II. aAxes refer to scores from the samples; bAxes refer to scores from discriminant oil constituents represented as vectors from the origin.
Figure 2
Dendrogram representing the chemical composition similarity relationships of Hortia oreadica essentials oils according to Ward's variance minimization method. L = Leaves, I = flowers, F = fruits.

Through the Pearson linear correlation analysis it was found that the pogostol is present in greater amounts in the rainiest months, due to the moderate value (0.3 < r < 0.6) of the correlation coefficient r = 0.56824, significant at 5%. The α-yalangene constituent appears in smaller proportions in the rainiest months and the value of r = −0.39684 also reveals a moderate correlation (0.3 < r < 0.6). The temperature presented a weak association (r < 0.3) with α-yalangene constituent. There was a negative association between the percentage of α-yalangene and the percentages of bicyclogermacrene and pogostol (p < 0.05) (strong negative correlation, r > 0.6), the correlation coefficients were −0.79846, −0.68858 and, both significant at level of 5%) (Callegari-Jacques, 2003Callegari-Jacques, S.M., 2003. Bioestatística: Princípios e Aplicações. Editora Artmed SA, São Paulo.). The α-yalangene constituent correlated very strongly positively with the constituent germacrene B, with the correlation coefficient r = 0.63209.

Discussion

At flowering time, due to the copious production of nectar, it was observed the presence of various insects visitors. It was found that the pogostol is present in greater amounts in rainy months. The α-yalangene constituent, unlike appears in smaller proportions in the rainiest months. Borges et al. (2013)Borges, L.L., Alves, S.F., Bara, M.T., Conceição, E.C., Ferri, P.H., Paula, J.R., 2013. Influence of environmental factors on the composition of essential oils from leaves of Myrcia tomentosa (Aubl.) DC. Bol. Latinoam. Caribe Plant. Med. Aromat. 6, 572-580 noted that the rainfall is able to influence both positively and negatively in the concentration of sesquiterpenes constituents present in essential oils from Myrcia tomentosa leaves, which is species also found in the Brazilian Cerrado. The temperature presented a weak association with the constituent α-yalangene, which indicates that other environmental factors are associated with changes in concentration of the substance. There was no correlation between constituents of essential oils and the periods of flowering and fruiting for H. oreadica species.

The constituents identified in H. oreadica essential oil from leaves, flowers and fruits are sesquiterpene hydrocarbons and oxygenated sesquiterpene. Among the major constituents identified in the essential oils of the flowers, leaves and fruits of H. oreadica, we highlight the amorpha-4,7(11)-diene and bicyclogermacrene, which chemically differentiates this species of H. brasiliana that has the nonacosane, eicosane and guaiol as the major constituents in the essential oil from leaves (Magalhães et al., 2013Magalhães, C.C., Gasparetto, C.M., Chedier, L.M., Pimenta, D.S., Alves, M.S., Sousa, O.V., 2013. Antinociceptive and anti-inflammatory activities of the hexane extract from Hortia brasiliana Vand. leaves on experimental animal models. Afr. J. Pharm. Pharmacol. 7, 1886-1893). The amorpha-4,7(11)-diene was a differential for this species, it has not been found as major constituents in Rutaceae literature. Moreover, bicyclogermacrene has also been reported as a major constituent of the essential oil Spiranthera odoratissima A. St. Hil. leaves (Chaibub et al., 2013Chaibub, B.A., Oliveira, T.B., Fiuza, T.S., Bara, M.T.F., Tresvenzol, L.M.F., Paula, J.R., 2013. Composição química do óleo essencial e avaliação da atividade antimicrobiana do óleo essencial, extrato etanólico bruto e frações das folhas de Spiranthera odoratissima A St.-Hil. Rev. Bras. Plantas Med. 15, 225-229), the aerial parts of Haplophyllum linifolium (L.) G. Don fil. (Iñigo et al., 2002Iñigo, A., Palá-Paúl, J., Pérez-Alonso, M.J., Velasco-Negueruela, A., 2002. Essential oil composition from the aerial parts of Haplophyllum linifolium (L.) G. Don fil. Bot. Complutensis. 26, 79-83), of Zanthoxylum hyemule A. St. Hil. and of Zanthoxylum naranjillo Griseb (Guy et al., 2001Guy, I., Charles, B., Guinaudeau, H., Fournet, A., Ferreira, M.A., Arias, A.R., 2001. Essential oils from leaves of two Paraguayan Rutaceae: Zanthoxylum hyemale A. St. Hil. and Z. naranjilo Griseb. J. Essent. Oil. Res. 13, 200-201).

Although the amorpha-4,7-(11)-diene is the major compound found in the samples of essential oils of H. oreadica leaves, when the PCA was generated with this compound, the classification was not suitable, because this compound presented low eigenvectors in the first principal components axes, which present higher amounts of explicability of the system. So, the amorpha-4,7-(11)-diene was not selected for the classification of the oil samples.

Results obtained from de principal component and cluster analyses showed a great chemical variability in the oils of H. oeradica. The cluster II is characterized by the bicyclogermacrene (18.0 ± 2.5), which is the discriminant factor mainly of the wet season, besides this substance is present in fruit samples of H. oreadica. The pogostol is related to the cluster II, mainly in the inflorescence sample and in the sample of leaves collected in January. The compound γ-muurolene (8.3 ± 1.6) has a relationship with cluster I, characterized by leaves collected in months with lower levels of rainfall (dry season). In discriminant analysis the combination of the compounds showed that γ-muurolene and bicyclogermacrene were the suitable predicted variables to the validation of the cluster obtained. With these two essential oils compounds was possible confirm the percentage of well-classification at the level of 5% (p = 0.0248), and the two functions retain 80% of the overall variability.

In conclusion, the study of the constituents of the essential oils of H. oreadica leaves for 12 months contributed to the understanding of the behavior of chemical constituents in relation to seasonal variations. The major constituents of the essential oils of the flowers, the leaves and fruits of H. oreadica were the amorpha-4,7(11)-diene and bicyclogermacrene, the first being a differential for this species. This work represents the first study of essential oils from leaves, flowers and fruits of H. oreadica collected in Pirenópolis, Goiás. The knowledge gained from this study should be useful for further exploitation and application of the resource.

References

  • Adams, R.P., 2007. Identification of Essential Oil Components by Gas Chromatography/Mass Spectrometry, 4th ed.. Allured Publ. Corp, Carol Stream, IL.
  • Borges, L.L., Alves, S.F., Bara, M.T., Conceição, E.C., Ferri, P.H., Paula, J.R., 2013. Influence of environmental factors on the composition of essential oils from leaves of Myrcia tomentosa (Aubl.) DC. Bol. Latinoam. Caribe Plant. Med. Aromat. 6, 572-580
  • Braga, P.A.C., Severino, V.G.P., Freitas, S.D.L., Silva, M.F.G.F., Fernandes, J.B., Vieira, P.C., Pirani, J.R., Groppo, M., 2012. Dihydrocinnamic acid derivatives from Hortia species and their chemotaxonomic value in the Rutaceae. Biochem. Syst. Ecol. 43, 142-151
  • Callegari-Jacques, S.M., 2003. Bioestatística: Princípios e Aplicações. Editora Artmed SA, São Paulo.
  • Chaibub, B.A., Oliveira, T.B., Fiuza, T.S., Bara, M.T.F., Tresvenzol, L.M.F., Paula, J.R., 2013. Composição química do óleo essencial e avaliação da atividade antimicrobiana do óleo essencial, extrato etanólico bruto e frações das folhas de Spiranthera odoratissima A St.-Hil. Rev. Bras. Plantas Med. 15, 225-229
  • Groppo, M., Cruz-Barros, M.A.V., Correa, A.M.S., 2010. Pollen morphology of species of Hortia (Rutaceae). Rev. Bras. Bot. 33, 13-20
  • Guy, I., Charles, B., Guinaudeau, H., Fournet, A., Ferreira, M.A., Arias, A.R., 2001. Essential oils from leaves of two Paraguayan Rutaceae: Zanthoxylum hyemale A. St. Hil. and Z. naranjilo Griseb. J. Essent. Oil. Res. 13, 200-201
  • Iñigo, A., Palá-Paúl, J., Pérez-Alonso, M.J., Velasco-Negueruela, A., 2002. Essential oil composition from the aerial parts of Haplophyllum linifolium (L.) G. Don fil. Bot. Complutensis. 26, 79-83
  • INMET, 2014. Instituto Nacional de Meteorologia. Ministério da agricultura, pecuáriae abastecimento.
  • Kondo, M., Goto, M., Kodama, A., Hirose, T., 2000. Fractional extraction by supercritical carbon dioxide for the deterpenation of bergamot oil. Ind. Eng. Chem. Res. 39, 4745-4748
  • Magalhães, C.C., Gasparetto, C.M., Chedier, L.M., Pimenta, D.S., Alves, M.S., Sousa, O.V., 2013. Antinociceptive and anti-inflammatory activities of the hexane extract from Hortia brasiliana Vand. leaves on experimental animal models. Afr. J. Pharm. Pharmacol. 7, 1886-1893
  • Misharina, T.A., Samusenki, A.L., 2008. Antioxidant properties of essential oils from lemon, grapefruit, coriander, clove and their mixtures. Appl. Biochem. Microbiol. 45, 438-442
  • NIST, 1998. National Institute of Standards and Technology, PC version ofthe NIST/EPA/NIH Mass Spectral Database. U.S. Department of Commerce,Gaithersburg.
  • Perveen, A., Qaiserm, M., 2005. Pollen Flora of Pakistan – XIV. Rutaceae. Pak. J. Bot. 37, 495-501
  • Pio-Corrêa, M., 1984. Dicionário das plantas úteis e das exóticas cultivadas, Rio de Janeiro.
  • Severino, V.G., Braga, P.A., Silva, M.F., Fernandes, J.B., Vieira, P.C., Theodoro, J.E., Ellena, J.A., 2012. Cyclopropane- and spirolimonoids and related compounds from Hortia oreadica . Phytochemistry. 76, 52-59
  • Severino, V.G.P., Freitas, S.D.L., Braga, P.A.C., Forim, M.R., Silva, M.F.G.S., Fernandes, J.B., Vieira, P.C., Venâncio, T., 2014. New limonoids from Hortia oreadica and unexpected coumarin from H. superba using chromatography over cleaning sephadex with sodium hypochlorite. Molecules. 19, 12031-12047
  • Severino, V.G.P., Monteiro, A.F., Silva, M.F.G.F., Lucarini, R.R., Martins, C.H.G., 2015. Chemical study of Hortia superba (Rutaceae) and investigation of the antimycobacterial activity of crude extracts and constituents isolated from Hortia species. Quim. Nova. 38, 42-45
  • Severino, V.G.P., Silva, M.F.G.F., Lucarini, R., Montanari, L.B., Cunha, W.R., Vinholis, A.H.C., Martins, C.H.G., 2009. Determination of the antibacterial activity of crude extracts and compounds isolated from Hortia oreadica (Rutaceae) against oral pathogens. Braz. J. Microbiol. 40, 535-540
  • Stat Soft, I., 2004. STATISTICA (data analysis software system), 7th ed.
  • Van Den Dool, H., Kratz, P.D., 1963. Generalization of the retention index system including linear temperature programmed gas–liquid partition chromatography. J. Chromatogr. 11, 463-471
  • Ward, J.H., 1963. Hierarchical grouping to optimize an objective function. J. Am. Stat. Assoc. 58, 66-103
  • Yunes, A., Cechinel Filho, V., 2009. Química de produtos naturais, novos fármacos e a moderna farmacognosia. Universidade do Vale do Itajaí, Itajaí.

Publication Dates

  • Publication in this collection
    Jan-Feb 2016

History

  • Received
    3 Feb 2015
  • Accepted
    12 Aug 2015
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