You are currently viewing a new version of our website. To view the old version click .
Sustainability
  • Article
  • Open Access

30 December 2020

Evaluation of Allelopathic Potentials from Medicinal Plant Species in Phnom Kulen National Park, Cambodia by the Sandwich Method

,
,
,
,
,
and
1
Department of International Environmental and Agricultural Science, Tokyo University of Agriculture and Technology, Tokyo 183-8509, Japan
2
Ministry of Environment, Morodok Techcho (Lot 503) Tonle Bassac, Phnom Penh 12301, Cambodia
3
Laboratory of Environmental Toxicology, Graduate School of Agriculture, Tokyo University of Agriculture and Technology, Tokyo 183-8509, Japan
4
Research Institute for Sustainable Humanosphere (RISH), Kyoto University, Kyoto 611-0011, Japan
This article belongs to the Special Issue New Perspectives for a More Sustainable Agriculture: From Plant Treatments to Postharvest Technologies

Abstract

Phnom Kulen National Park, in north-western Cambodia, has huge richness in biodiversity and medicinal value. One hundred and ninety-five (195) medicinal plant species were collected from the national park to examine allelopathic potentials by using the sandwich method, a specific bioassay for the evaluation of leachates from plants. The study found 58 out of 195 medicinal plant species showed significant inhibitory effects on lettuce radicle elongation as evaluated by standard deviation variance based on the normal distribution. Three species including Iris pallida (4% of control), Parabarium micranthum (7.5% of control), and Peliosanthes teta (8.2% of control) showed strong inhibition of lettuce radicle elongation less than 10% of the control. The results presented could present as a benchmark for isolation and identification of allelochemicals among medicinal plants used in Cambodia.

1. Introduction

Plant species in the natural diversity have been used by humans to treat numerous diseases worldwide. The various modes of medicinal plant use associated with traditional knowledge were found in different ways in different regions [1]. Hundreds of species have been used for curing various diseases such as fever, malaria, cough, flu, asthma, colds, chest diseases, skin itch, acne, headache, jaundice, nausea, ulcer, tumours, typhus, stomach pain, heart attack, chills, inflammation, herpes, hepatitis, swelling, and among others. [2]. Over the last three decades, no less than 80% of people worldwide relied on medicinal plants for primary healthcare and other factors [3]. Medicinal plants are a significant source of bioactive substances in the development of most drugs [4,5]. In the natural ecology, bioactive phytochemical constituents include alkaloids, tannins, flavonoids and some other phenolic compounds present in medicinal plants that produce a definite physiological action effect either on humans, animals, and other plants [6]. Interestingly, a wide range of these secondary metabolites was reported to have strong relativity in allelopathic activity [7]. Some bioactive compounds contained in medicinal plants including ferulic, coumaric, vanillic, caffeic and chlorogenic acids in medicinal plants were found to possess plant growth inhibitory effect [8,9]. The term allelopathy was introduced by Molisch in 1937, referring to a phenomenon observed in many plants that influence the physiological process of neighbouring plants and or organisms, interacting through secondary metabolites [10,11]. In this process, chemicals—called allelochemicals—are released from plants that impose allelopathic influences (stimulatory or inhibition) into the environment through volatilization, leaching, root exudation and decomposition of plant residues in soil [12]. Allelopathic substances from either specialized or varying amounts of different plant organs are consisted in a vast array of seemingly disconnected structures and possess different modes of action which are mostly interpreted in ecology as a defence against other plants, pests, or diseases [13,14]. Allelochemicals can also stimulate or inhibit the germination, growth, and development of plants [15,16]. The incorporation of allelopathic substances released from plant residues was introduced to reduce the use of synthetic herbicides which were reported to harmful to human health and to cause environmental deterioration [17,18,19]. Consequently, allelopathic potentials of medicinal plant species were suggested as a practical option for sustainable weed management [20,21,22]. A previous study linked the allelopathic potential of medicinal plants to the medicinal values (relative frequency of citation, fidelity level, and use values) of plants [23]. Research have focused much attention on the search for novel natural plant products to promote sustainable agriculture. This study, therefore, focused on medicinal plants in Phnom Kulen National Park, a region known for its cultural and medicinal value, in north-western Cambodia. The national park named from a lychee tree species (Litchi chinensis), elevated up to 500 m and covering 37,373 ha, was expected to have around 1500 plant species. However, only 500 species were currently recorded in taxonomy among 775 known plant species [24]. It is also believed that the medicinal value from this area is likely different from other regions in Cambodia, and it is home to 389 medicinal plant species associated with traditional knowledge that has been elucidated by the School for Field Studies in 2017 [25,26]. One hundred and ninety-five medicinal plant species belonging to 81 different families were collected from the national park to evaluate allelopathic potentials by using the sandwich method.

2. Materials and Methods

2.1. Material

The parts used of the medicinal plant species were collected and dried up (oven oven-dried at 60 °C for 3 hours) at the target area before being transferred for testing at the Laboratory of Department of International Environment and Agriculture, Tokyo University of Agriculture and Technology, Japan. The various plant parts collected for this study were leaves, stems, barks, bulbs, rhizomes, tubers, roots, flowers and fruits. Lettuce (Lactuca sativa L.) was selected as a test plant material in the bioassay due to its reliability in germination and its susceptibility to inhibitory and stimulatory chemicals [27].

2.2. Sandwich Method

The sandwich method was introduced as a very useful tool for large scale allelopathic activity screening of plant leachates [28]. Multi-dish plastic plates were used as shown in Figure 1. Agar without plant material was set up as the untreated control. After lettuce seeding in each well, the multi-dish plastic plates were sealed with plastic tape, marked with a corresponding label and kept in an incubator (NTS Model MI-25S) at 25°C for three days. With three replication treatments, the germination percentage of the lettuce seedlings were measured and recorded including the mean of radicle and hypocotyl growth.
Figure 1. Sandwich method: (A) six-well multi-dish plastic plate; (B) 10 or 50 mg dried leaves placed in each well of the multi-dish plate; (C) addition of 5 mL plus 5 mL agar in two layers on the dried leaves; (D) five lettuce seeds vertically placed; (E) covered with plastic tape and appropriately labelled the multi-dish for incubation in dark conditions.

2.3. Statistical Analysis

The treatment tested was arranged in a complete randomized design with three replicates. Statistical analysis of the experimental data was conducted with Microsoft Excel 2010. And the means, standard deviation (SD), and SD variance (SDV) were also evaluated.
E l o n g a t i o n = ( A v e r a g e   l e n g t h   o f   t r e a t m e n t   r a d i c l e / h y p o c o t y l ) ( A v e r a g e   l e n g t h   o f   c o n t r o l   r a d i c l e / h y p o c o t y l ) ×   100

3. Results

The elongation percentages of radicle and hypocotyl of lettuce seedlings were affected by leachates from 195 medicinal plant species in the sandwich bioassay (Table 1). In this study, the radicle elongation percentages of lettuce seedlings were in the range of 4.0% to 132.5% and 3.1% to 119.7% for 10 mg and 50 mg, respectively. In both the 10 mg and 50 mg treatments, the lettuce radicle elongations were inhibited more than hypocotyl elongations. Concerning the 10 mg oven oven-dried treatment, we observed that only 58 species showed significant inhibition on lettuce radicle growth as evaluated by using standard deviation variance (SDV). The radicle growth elongation of >90% occurred in 64 species, 70–90% in 61 species, 50–70% in 36 species, 30–50% in 25 species, and 4–30% in 9 species. The six families with highest species number in all examined medicinal plants were Rubiaceae (13 species), Fabaceae (12 species), Euphorbiaceae (12 species), Apocynaceae (10 species), Moraceae (7 species) and Zingiberaceae (7 species). Our study found that 34 species from different plant families showed less than 50% of radicle elongation percentage. However, only three species from different families such as Iridaceae, Apocynaceae and Asparagaceae had lettuce radicle elongation growth less than 10%. The species with the strongest inhibition on lettuce radicle elongation was Iris pallida (4% of control), followed by Parabarium micranthum (7.5% of control), Peliosanthes teta (8.2% of control), Crinum latifolium (21.3% of control), Suregada multiflora (21.3% of control), Ervatamia microphylla (22.4% of control), Allophyllus serrulatus (23.3% of control) and Eupatorium odoratum (24.1% of control). Nonetheless, the phytochemicals that linked to phytotoxicity and the inhibitory activities of these top inhibiting medicinal plants might contain compounds or some unknown chemical constituents.
Table 1. The radicle and hypocotyl elongation percentages of lettuce seedlings grown containing oven-dried plant materials tested using the sandwich method.

4. Discussion

We observed that Iris pallida showed higher plant growth inhibitory activity (4% of control) than Eleutherine bulbosa (34% of control) on lettuce radicle elongation among the Iridaceae family. Irises contain up to 80 genera and 300 species that are distributed worldwide, but abundant and diversified in Southern Africa and Asia. Many of them are common ornamental plants [29]. The Iris species are rich sources of isoflavonoids and flavonoids [30]; and they are primarily used in traditional medicine [31,32,33]. Sweet iris (Iris Pallida) is a perennial herb native to the Dalmatian coast, Croatia [34]. Iridals (tritepenoids) from sweet iris were reported to prevent cancer formation and act as anti-plasmodial [35,36]. The content of irones extracted from iris rhizomes contain aromatic principles which mostly responsible for the characteristic scent, and also commercialize in many industries [37,38]. Additionally, many compounds were also reported from the leaf and rhizome of iris essential oil. The major compounds were fatty acids, alkanes, aromatic compounds, sesquiterpenes, and triterpenes [14]; however, its allelochemicals were yet to be reported. On the other hand, Eleutherine bulbosa, known as an exotic ornamental and medicinal plant, is native to South America. The underground bulbous part was reported to with a wide range of pharmacognostical and physicochemical properties [39]. Some bioactive compounds contained in ethyl acetate extract of bulbs Eleutherine bulbosa including phenolic compounds, flavonoids, quinones and saponins were also reported [40].
The extract of the bulbs of Eleutherine bulbosa was reported to have strong activity in the direct bio-autography assay with phytopathogenic fungus Cladosporium sphaerospermum [41]. Four compounds were isolated from fungitoxic components including eleutherinone [8-methoxy-1-methyl-1,3dihydro-naphtho(2,3-c)furan-4,9-dione]; eleutherin [9-methoxy1(R),3(S)-dimethyl-3,4-dihydro-1H-benzo(g) isochromene-5,10-dione]; isoeleutherin [9-methoxy-1(R),3(R)-dimethyl-3,4-dihydro-1H-benzo(g) isochromene-5,10-dione] and eleutherol [4-hy droxy-5-methoxy-3(R)-methyl-3H-naphtho (2,3-c)furan-1-one].
Parabarium micranthum showed the strongest inhibition activity (7.5% of control) among the other ten medicinal plants in Apocynaceae family. Parabarium micranthum known as a climbing shrub is native to China but widespread across in East and Southeast Asia and Himalayas. The branches of P. micranthum have inconspicuous lenticels and its leave-ovate elliptics are 5–8 cm long and 1.5–3 cm wide. Some part like bark and roots are used for the treatment of infantile paralysis, rheumatalgia, injury, and fractures [42]. Two phytochemical compounds were also identified including 2,2-dime thoxybutane and 2,3-dihydro-3,5-dihydroxy-6-methyl-4H-pyran-4-one. The containing of catechol and quinic acid in this plant was contributed to extract in anti-aging activities [43].
Another interesting medicinal plant is Peliosanthes teta from Asparagaceae family. This plant also showed strong inhibitory activity (8.2% of control) in leachates treatment. Peliosanthes teta is a perennial herb with thick roots, short stem and blade-linear leaves. The solitary flower and bursting seed of this plant were shown during the early stage [43]. Although a monotypic genus of Peliosanthes teta ranging from India to China, it is well distributed in southeast Asia, particularly in wet evergreen forest [44]. The medicinal values such as earache treatment, energy tonic, circulation and postpartum care were also reported [45,46]. However, its allelochemicals have not yet been exploited.

5. Conclusions

This is the first comprehensive screening of medicinal plants used in Cambodia to evaluate their allelopathic effects. The results presented could serve as a benchmark to elucidate chemical involvement in allelopathy phenomenon. Such information could help researchers to develop new and potent bioactive compounds from natural products to enhance sustainable agriculture and effective use of biological functions. We hereby presented Iris pallida for the next study in the isolation and identification of allelochemicals.

Author Contributions

Conceptualization, Y.S., K.S.A. and Y.F.; methodology, C.S., K.S.A. and Y.F.; validation, C.S. and K.S.A.; resources, A.S. and Y.F.; funding acquisition, A.S. and Y.S.; data curation, Y.S.; writing—initial draft preparation, Y.S.; writing—review and editing, Y.S., K.S.A., I.W. and Y.F.; supervision, T.M. and Y.F. All authors have read and agreed to the published version of the manuscript.

Funding

This research received funding from the Ministry of Education, Culture, Sports, Science, and Technology (MEXT), Japan. This work was also partly supported by JST CREST Grant Number JPMJCR17O2 and JSPS KAKENHI Grant Number 26304024.

Data Availability Statement

No new data were created or analyzed in this study.

Acknowledgments

The authors thank the Japanese Ministry of Education, Culture, Sports, Science, and Technology (MEXT) for providing the scholarship to the first author at Tokyo University of Agriculture and Technology. We also thankfully acknowledge to Ministry of Environment, Ministry of Agriculture, Forestry and Fishery and the community at Phnom Kulen National Park, Cambodia, for assisting in sample collection and transferring for this research study.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. WHO. WHO Guidelines on Safety Monitoring of Herbal Medicines in Pharmacovigilance Systems; World Health Organization: Geneva, Switzerland, 2004. [Google Scholar]
  2. Ishaque, M.; Shahani, M.N. Survey and Domestication of Wild Medicinal Plants of Sindh; Survey Report; KAKC: Islamabad, Pakistan, 1998; pp. 2–3. [Google Scholar]
  3. Ekor, M. The growing use of herbal medicines: Issues relating to adverse reactions and challenges in monitoring safety. Front. Neurol. 2014, 4, 177. [Google Scholar] [CrossRef] [PubMed]
  4. Paul, A.C.; Michael, J.B. The Ethnobotanical Approach to Drug Discovery. Sci. Am. 1994, 270, 82–87. [Google Scholar]
  5. Newman, D.J.; Cragg, G.M. Natural Products as Sources of New Drugs over the Last 25 Years. J. Nat. Prod. 2007, 70, 461–477. [Google Scholar] [CrossRef] [PubMed]
  6. Sharma, S.; Devkota, A. Allelopathic potential and phytochemical screening of four medicinal plants of nepal. Sci. World 2015, 12, 56–61. [Google Scholar] [CrossRef][Green Version]
  7. Fujii, Y.; Furukawa, M.; Hayakawa, Y.; Sugawara, K.; Shibuya, T. Survey of Japanese Medicinal Plants for the Detection of Allelopathic Properties. Weed Res. Jpn. 1991, 36, 36–42. [Google Scholar]
  8. Modallal, N.M.; Al-Charchafchi, F.M.R. Allelopathic effect of Artemisia harba alba on germination and seedling growth of Anabasis setifera. Pak. J Biol. Sci. 2006, 9, 1795–1798. [Google Scholar] [CrossRef][Green Version]
  9. Nazir, T.; Uniyal, A.K.; Todaria, N.P. Allelopathic behavior of three medicinal plant species on traditional agriculture crops of Garhwal Himalaya, India. Agrofor. Syst. 2006, 3, 183–187. [Google Scholar]
  10. Rizvi SJ, H.; Haque, H.; Singh, V.K.; Rizvi, V. A discipline called allelopathy. In Allelopathy; Rizvi, S.J.H., Rizvi, V., Eds.; Springer: Dordrecht, The Netherlands, 1992; pp. 1–10. [Google Scholar]
  11. Rice, E.L. Allelopathy, 2nd ed.; Academic Press: New York, NY, USA, 1984. [Google Scholar]
  12. Fujii, Y.; Hiradate, S. Allelopathy: New Concepts and Methodology; Science Publishers Inc.: Enfield, NH, USA, 2007. [Google Scholar]
  13. Tongma, S.; Kobayashi, K.; Usui, K. Allelopathic activity of Mexican sunflower [Tithonia diversifolia (Hemsl.) A. Gray] in soil under natural field conditions and different moisture conditions. Weed Biol. Manag. 2001, 1, 115–119. [Google Scholar] [CrossRef]
  14. Mykhailenko, O. Composition of Volatile Oil of Iris pallida Lam. From Ukraine. Turk. J. Pharm. Sci. 2018, 15, 85–90. [Google Scholar] [CrossRef]
  15. Macías, F.A.; Marín, D.; Oliveros-bastidas, A.; Varela, R.M.; Simonet, A.M.; Molinillo, J.M.G. Allelopathy as a new strategy for sustainable ecosystems development. Biol. Sci. Space 2003, 17, 18–23. [Google Scholar] [CrossRef]
  16. Zeng, R.S.; Mallik, A.U.; Luo, S. Allelopathy in Sustainable Agriculture and Forestry; Springer: New York, NY, USA, 2008. [Google Scholar]
  17. Singh, H.P.; Batish, D.R.; Kohli, R.K. Allelopathic Interactions and Allelochemicals: New Possibilities for Sustainable Weed Management. CRC Crit. Rev. Plant Sci. 2003, 22, 239–311. [Google Scholar] [CrossRef]
  18. Khanh, T.D.; Elzaawely, A.A.; Chung, I.M.; Ahn, J.K.; Tawata, S.; Xuan, T.D. Role of allelochemicals for weed management in rice. Allelopath. J. 2007, 19, 85–96. [Google Scholar]
  19. Kropff, M.J.; Walter, H. EWRS and the challenges for weed research at the start of a new millennium. Weed Res. 2000, 40, 7–10. [Google Scholar] [CrossRef]
  20. Fujii, Y. Screening and Future Exploitation of Allelopathic Plants as Alternative Herbicides with Special Reference to Hairy Vetch. J. Crop Prod. 2001, 4, 257–275. [Google Scholar] [CrossRef]
  21. Hong, N.H.; Xuan, T.D.; Eiji, T.; Hiroyuki, T.; Mitsuhiro, M.; Khanh, T.D. Screening for allelopathic potential of higher plants from Southeast Asia. Crop Prot. 2003, 22, 829–836. [Google Scholar] [CrossRef]
  22. Mekky, M.S. Allelopathic effects of blue gum (Eucalyptus globules), sweet basil (Ocimum basilicum), wormwood (Artemisia annua) and sweet potato (Ipomoea batatas) extracts on seeds germination and seedling development of some weed species. Egypt. J. Appl. Sci. 2008, 23, 95–106. [Google Scholar]
  23. Appiah, K.S.; Mardani, H.K.; Osivand, A.; Kpabitey, S.; Amoatey, C.A.; Oikawa, Y.; Fujii, Y. Exploring Alternative Use of Medicinal Plants for Sustainable Weed Management. Sustainability 2017, 9, 1468. [Google Scholar] [CrossRef]
  24. Hayes, B.; Mould, A.; Khou, E.H.; Hartmann, T.; Calame, T.; Boughey, K.; Yon, T. A Biodiversity Assessment of Phnom Kulen National Park, with Recommendations for Management. 2013. Available online: https://www.rufford.org/files/11488-1%20Detailed%20Final%20Report_0.pdf (accessed on 20 December 2020).
  25. Ashwell, D.A.; Walston, N. An Overview of the Use and Trade of Plants and Animals in Traditional Medicine Systems in Cambodia. 2008. Available online: http://www.trafficj.org/publication/08_medical_plants_Cambodia.pdf (accessed on 20 December 2020).
  26. SFS. Research in Phnom Kulen National Park: Summary of Research to Date and Proposed Topics; Survey Report; The School for Field Studies: Siem Reap, Cambodia, 2017; p. 2. [Google Scholar]
  27. Fujii, Y.; Shibuya, T.; Yasuda, T. Survey of Japanese weed and crops for the detection of water-extractable allelopathic chemicals using Richards’ function fitted to lettuce germination test. Weed Res. Jpn. 1990, 35, 362–370. [Google Scholar]
  28. Fujii, Y.; Shibuya, T.; Nakatani, K.; Itani, T.; Hiradate, S.; Parvez, M.M. Assessment method for allelopathic effect from leaf litter leachates. Weed Biol. Manag. 2004, 23, 19–23. [Google Scholar] [CrossRef]
  29. Goldblatt, P.; Manning, J.C.; Sebsebe Demissew, S. Two new species of Zygotritonia Mildbr. (Iridaceae: Crocoideae) from eastern tropical Africa with notes on the morphology of the genus. S. Afr. J. Bot. 2015, 96, 37–41. [Google Scholar] [CrossRef]
  30. Williams, C.H.A.; Harborne, J.B.; Colasante, M. Flavonoid and xanthone patterns in bearded Iris species and the pathway of chemical evolution in the genus. Biochem. Syst. Ecol. 1997, 25, 309–325. [Google Scholar] [CrossRef]
  31. Garrett, J.T. The Cherokee Herbal: Native Plant Medicine from the Four Directions; Bear & Company: Rochester, VT, USA, 2003. [Google Scholar]
  32. Wang, H.; Cui, Y.; Zhao, C. Flavonoids of the Genus Iris (Iridaceae). Mini-Rev. Med. Chem. 2010, 10, 643–661. [Google Scholar] [CrossRef]
  33. Wollenweber, E.; Stevens, J.F.; Klimo, K.; Knauft, J.; Frank, N.; Gerhäuse, G. Cancer Chemopreventive in vitro Activities of Isoflavones Isolated from Iris germanica. Planta Med. 2003, 69, 15–20. [Google Scholar] [CrossRef] [PubMed]
  34. DeBaggio, T.; Tucker, A.O. The Encyclopedia of Herbs: A Comprehensive Reference to Herbs of Flavor and Fragrance; Timber Press Inc.: Portland, OR, USA, 2009. [Google Scholar]
  35. Bonfils, J.P.; Pinguet, F.; Culine, S.; Sauvaire, Y. Cytotoxicity of iridals, triterpenoids from Iris, on human tumor cell lines A2780 and K562. Planta Med. 2001, 67, 79–81. [Google Scholar] [CrossRef] [PubMed]
  36. Benoit, F.V.; Imbert, C.; Bonfils, J.P.; Sauvaire, Y. Antiplasmodial and antifungal activities of iridal, a plant triterpenoid. Phytochemistry 2003, 62, 747–751. [Google Scholar] [CrossRef]
  37. Lim, T.K. Modified Stems, Roots and Bulbs. In Edible Medicinal and Non Medicinal Plants; Springer: Dordrecht, The Netherlands, 2016. [Google Scholar]
  38. Harborne, J.B.; Baxter, H. Chemical Dictionary of Economic Plants; John Wiley Sons: Hoboken, NJ, USA, 2001; p. 85. [Google Scholar]
  39. Rani, V.S.; Nair, B.R. Pharmacognostic and physicochemical evaluation of bulbs of Eleutherine bulbosa (Miller) Urban, a medicinal plant. J. Pharmacogn. Phytochem. 2015, 4, 273–277. [Google Scholar]
  40. Alves, T.M.A.; Kloos, H.; Zani, C.L. Eleutherinone, a Novel Fungitoxic Naphthoquinone from Eleutherine bulbosa (Iridaceae). Mem. Inst. Oswaldo Cruz 2003, 98, 709–712. [Google Scholar] [CrossRef]
  41. Rani, V.S.; Eleutherinone, B.R.N. Antimicrobial effects of crude extracts of Eleutherine bulbosa. J. Med. Aromat. Plant Sci. 2011, 33, 46–52. [Google Scholar]
  42. Li, P.T.; Leeuwenberg, A.J.M.; Middleton, D.J. Apocynaceae. Flora China 1995, 16, 143–188. [Google Scholar]
  43. Ismail, N.A.B. Documentation, Anti-Aging Activities and Phytochemical Profiling of Selected Medicinal Plants Used by Jakun Women in Kampung Peta, Mersing, Johor. Ph.D. Thesis, Universiti Tun Hussein Onn Malaysia, Parit Raja, Malaysia, 2017. [Google Scholar]
  44. Jessop, J.P. A Revision of Peliosanthes (Liliaceae). Blumea 1976, 23, 141–159. [Google Scholar]
  45. Rahman, M.A.; Uddin, S.B.; Wilcock, C.C. Medicinal plants used by Chakma tribe in Hill Tracts districts of Bangladesh. Knowl. Creat. Diffus. Util. 2007, 6, 508–517. [Google Scholar] [CrossRef]
  46. Walker, T. An Examination of Medicinal Ethnobotany and Biomedicine Use in Two Villages on the Phnom Kulen Plateau; Project Report; Hollins University: Virginia, VA, USA, 2017. [Google Scholar]
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Article Metrics

Citations

Article Access Statistics

Multiple requests from the same IP address are counted as one view.