Journal of Microscopy and Ultrastructure 2 (2014) 34–40
Contents lists available at ScienceDirect
Journal of Microscopy and Ultrastructure
jou rnal homepage: www.elsevier.com/locate/jmau
Original Article
Distribution pattern analysis of epiphytic bacteria on
ethnomedicinal plant surfaces: A micrographical and
molecular approach
∗
Fenella Mary War Nongkhlaw, S.R. Joshi
Microbiology Laboratory, Department of Biotechnology and Bioinformatics, North-Eastern Hill University, Shillong 793022, India
a r a
t i c l e i n f o b s t r a c t
Article history: The epiphytic bacterial community prevalent on ethnomedicinal plant surfaces were stud-
Received 29 November 2013
ied for their diversity, niche localization and colonization using the micrographical and
Received in revised form 4 February 2014
molecular approaches. Scanning electron microscopy (SEM) revealed the presence of large
Accepted 10 February 2014
aggregates of bacterial communities. The bacterial localization was observed in the grooves
Available online 5 March 2014
along the veins, stomata and near the trichomes of leaves and along the root hairs. A total of
20 cultivable epiphytes were characterized which were analyzed for richness, evenness and
Keywords: diversity indices. Species belonging to the genera Bacillus and Pseudomonas were the most
Plant surfaces abundant. Bacillus thuringiensis was the most prevalent epiphyte with the ability to form
Epiphytic bacteria biofilm, as a mode of adaptation to environmental stresses. Biofilm formation explains the
Microscopy potential importance of cooperative interactions of epiphytes among both homogeneous
Biofilm
and heterogeneous populations observed under SEM and influencing the development of
microbial communities. The study has revealed a definite pattern in the diversity of cultur-
able epiphytic bacteria, host-dependent colonization, microhabitat localization and biofilm
formation which play a significant role in plant–microbe interaction.
© 2014 Saudi Society of Microscopes. Published by Elsevier Ltd. All rights reserved.
1. Introduction moisture, humidity, temperature, wind speed, radiation
and rainfall may influence epiphyte diversity [33]. Exploita-
Plants maintain a complex system where bacterial tion of ethnomedicinal plants for their natural products has
communities interact continuously supporting the devel- resulted in loss of epiphytic diversity harboured on novel
opment of large microbial population. Epiphytic bacteria ethnomedicinal plants. The purpose of this investigation is
are capable of living (i.e., multiplying) on plant surfaces [1] to determine the sites and extent of growth of epiphytic
and their colonization is controlled by biological factors microflora on selected ethnomedicinal plants on the leaf
such as the host plant growth and the life cycle of epi- and root surfaces and to characterize the diversity of cultur-
phytes [2,3]. Epiphytes occupy a narrow ecological niche able epiphytic bacteria associated with these plants using
because of their existence at the interface of vegetation and microscopic (SEM) and molecular techniques.
atmosphere, a variation in climatic conditions including Epiphytic bacterial aggregates on plant surfaces may
vary in size and composition depending on nutrient
availability at a given site [4,5]. These aggregates have
∗ characteristics similar to those cells in biofilms that are
Corresponding author. Tel.: +91 943 610 2171; fax: +91 3642550076.
described in aquatic and medical environments [6]. Biofilm
E-mail addresses: [email protected], [email protected]
(S.R. Joshi). consists of multilayered cell clusters embedded in a
http://dx.doi.org/10.1016/j.jmau.2014.02.003
2213-879X/© 2014 Saudi Society of Microscopes. Published by Elsevier Ltd. All rights reserved.
F.M.W. Nongkhlaw, S.R. Joshi / Journal of Microscopy and Ultrastructure 2 (2014) 34–40 35
complex matrix comprising of a variety of extracellular and fixed by immersion in 2% glutaraldehyde in 0.1 M
polymeric substances (EPS) [7] which facilitates the adher- cacodylate buffer (pH 7.2) for at least 1 h. The samples
ence of epiphytes to other microbial cells and to plant were drained and placed in three consecutive 1 h washes
surfaces. Plants incorporate epiphytes in the strategy to of 0.1 M cacodylate buffer. Samples were then stored in
survive under stressed conditions [8] and thus, it is more fresh cold cacodylate buffer for transport to the elec-
likely that the phytoepiphytes play an eminent role in plant tron microscopy laboratory. Samples were dehydrated in
defence and other environmental stresses. The knowledge a series of acetone–water washes for 15 min each and
of plant associated bacteria is important for the study of the critical-point dried with liquid CO2. Finally, samples were
effect of pathogens, symbionts and commensals on their sputter coated with a thin layer of gold–palladium and the
hosts. distribution of bacteria on the plants and their morphologi-
cal differentiation were observed at several magnifications
under the scanning electron microscope.
2. Materials and methods
2.1. Plant sample collection 2.3. Isolation of epiphytic bacteria
Healthy plants used by different traditional medic- To analyze the epiphytic microbiota, plant samples were
inal practitioners (TMPs) were collected from different washed thoroughly with tap water followed by sterile
◦ ◦
parts of Meghalaya (N – 25 26.737 , E – 091 44.737 ; N – double distilled water [10]. Each plant sample was cut asep-
◦ ◦
25 36.904 , E – 091 54.121 ) based on their ethnomedicinal tically into 1 cm long segments using a sterile blade under
usages. Rubia cordifolia, Centella asiatica, Potentilla fulgens, the laminar flow hood and allowed to dry. The cut surfaces
Acmella oleracea and Houttuynia cordata are used by the of plant segments were placed on Petri plates contain-
tribal people of Meghalaya, India as folk remedies for treat- ing Nutrient Agar (NA) media (Himedia, India). Each plant
ing a variety of ailments [9]. The taxonomic identity of the segment was inoculated in triplicate. Plates were then incu-
◦
plants was confirmed with the help of Herbarium Curator bated at 32 C for 48 h. Colonies with different morphology
of the parent University. All samples were collected in ster- and pigmentation were randomly selected from each plate
ile polythene bags and brought to the laboratory and used and streaked on fresh NA plates as described above. Simul-
for isolation within 24 h of collection. taneously, the pure isolates were preserved in 20% glycerol
◦
at −20 C for further studies.
2.2. Sample preparation for scanning electron
microscopy 2.4. Molecular characterization of the isolates
TM
The occurrence of bacteria on the surface of plants was Total genomic DNA was extracted using HiPurA bac-
observed using a scanning electron microscope (JSM-6360, terial and yeast genomic DNA Isolation Kits (Himedia,
Jeol). The plant material for observation was prepared India). PCR amplification and sequencing of 16S rRNA
according to a modified version of Baker’s method. Fresh gene was carried out in a 25 l reaction mixture. Using
2
plant fragments were cut into approximately 1 cm pieces general primers 27F 5 -AGAGTTTGATCCTGGCTGAG-3 and
Table 1
Epiphytic bacteria isolated from ethnomedicinal plants of Northeast India showing biofilm production.
Host plants Epiphytes isolated Isolate name GenBank Accession no. % Similarity Biofilm formation
Rubia cordifolia Citrobacter youngae ME5 JX390623 99.2 +
Bacillus thuringiensis MEA7 JN418875 100 +
Raoultella ornithinolytica ME11 JX390624 99.8 −
Enterobacter soli MEA10 JN680692 99.8 −
Centella asiatica Bacillus tequilensis CEN3E JN628288 99.9 −
Bacillus aryabhattai CEN5E JN628290 100 −
Bacillus thuringiensis CEN6E JN628291 100 +
Pantoea eucalypti CEN7E JN628292 99.3 +
Potentilla fulgens Bacillus thuringiensis POT1 JQ281538 99 +
Pseudomonas palleroniana POT2 JQ281539 99 +
Serratia nematodiphila POT3 JQ281540 99 +
Stenotrophomonas maltophilia POT5 JQ281541 99 +
Acmella oleracea Pseudomonas mosselii Y9 JQ446443 100 +
Pantoea eucalypti Y5 JQ446440 99.6 +
Pseudomonas putida Y6 JQ446441 99.5 +
Bacillus thuringiensis Y7 JQ446442 99.9 +
Houttuynia cordata Lysinibacillus xylanilyticus F1 JN418870 100 −
Bacillus thuringiensis F41 JX390622 99.9 +
Enterobacter asburiae F7 JN418868 100 −
Acinetobacter johnsonii F8 JN418869 100 −
+, Capable of biofilm formation; −, incapable of biofilm formation.
36 F.M.W. Nongkhlaw, S.R. Joshi / Journal of Microscopy and Ultrastructure 2 (2014) 34–40
Table 2
Statistical analysis of epiphytic bacterial diversity of studied ethnomedicinal plants.
Diversity indices Rubia cordifolia Centella asiatica Potentilla fulgens Acmella oleracea Houttuynia cordata
Simpson’s dominance (D) 0.25 0.625 0.25 0.375 0.25
Simpson’s diversity index 0.75 0.375 0.75 0.625 0.75
Shannon-Wiener index (H ) 1.386 0.5623 1.386 1.04 1.386
Species richness (S) 2 1 2 1.5 2
Evenness (E) 1 0.8774 1 0.9428 1
Fisher alpha (F␣) 0 1.592 0 5.453 0
1541R 5 -AAGGAGGTGATCCAGCCGCA-3 with the follow- Applied Biosystems, USA) with Big Dye (3.1) terminator
◦
ing conditions, template DNA denaturation at 94 C for protocol. Sequencing was performed using 20 l reaction
◦
5 min followed by 30 cycles at 94 C for 1 min, anneal- mixture containing about 50 ng DNA template (PCR prod-
◦ ◦
ing at 55 C for 1 min, extension at 72 C for 2 min, final uct), 1 pmol of sequencing primer, 3.5 l (5×) big dye buffer
◦ ◦
step was carried out at 72 C for 5 min and then 4 C till and 1 l big dye. This was carried out by denaturation
◦ ◦
infinity using PCR Gene Amp 9700 (Applied Biosystems, step at 96 C for 5 min, followed by 30 cycles at 96 C for
◦ ◦
USA). DNA template replaced with sterile water was used 10 s, 55 C for 10 s and final step at 96 C for 5 min. Post
as negative control. The amplified (approx. 1000 bp) 16S reaction cleanup was carried out to remove unwanted mat-
rRNA gene was then purified using QIAquick Gel Extraction ters including unincorporated dye terminators by using
Spin Kit (QIAGEN, Germany). The purified PCR products 125 mM EDTA, 3 M sodium acetate and 70% ethanol and
were bi-directionally sequenced using both forward and then air dried at room temperature for 45 min before
◦
reverse primers in a sequencer Genetic Analyzer (ABI 3130 keeping at −20 C. 10 l formamide was added and then
Fig. 1. Rooted Neighbour-Joining Tree of epiphytic bacteria based on 16S rRNA gene sequences (the numbers at the nodes are bootstrap values based on
1000 replications).
F.M.W. Nongkhlaw, S.R. Joshi / Journal of Microscopy and Ultrastructure 2 (2014) 34–40 37
Fig. 2. Micrograph showing bacterial epiphyte colonization on the ventral side of the leaf surface of Houttuynia cordata. Arrows indicate epiphytes around
the stoma.
◦
denaturation step was carried out at 96 C for 2 min then published prokaryotic names at the EzTaxon 2.1 server
immediately kept in ice before loading into the sequencer [11]. Molecular Evolutionary Genetics Analysis software
plate. Sequencing was performed using Genetic Analyzer (MEGA version 4.0) [12] was used for phylogenetic anal-
ABI 3130XL (Applied Biosystems, California, USA). yses. The sequences of identified phylogenetic neighbours
were aligned with the sequences of representative strains,
2.5. Phylogenetic analyses using Clustal W inbuilt with MEGA 4. Neighbour-Joining
method was employed to construct the phylogenetic tree
Sequence similarities were determined by the BLAST with 1000 bootstrap replications to assess nodal support in
program against the database of type strains with validly the tree.
Fig. 3. Bacterial distribution on the epidermal cell grooves along the veins of Acmella oleracea. Arrows indicate epiphyte colonization.
38 F.M.W. Nongkhlaw, S.R. Joshi / Journal of Microscopy and Ultrastructure 2 (2014) 34–40
Fig. 4. Biofilm formation on leaf surface of Centella asiatica.
2.6. Detection of biofilm formation using Congo red Agar different epiphytes were characterized from five different
method (CRA) ethnomedicinal plants with Bacillus thuringiensis common
to all tested plants (Table 1). The 16S rDNA nucleotide par-
Biofilm formation was screened using solid medium of tial sequences were submitted to GenBank and accessions
brain heart infusion (BHI) supplemented with 5% sucrose were obtained (Table 1). In comparison with diverse micro-
and Congo red [13]. The medium was composed of BHI bial environments such as soil habitats, the phyllosphere
−1 −1 −1
(37 g L ), sucrose (50 g L ), agar no. 1 (10 g L ) and and rhizosphere represents an environment of reduced
−1
Congo red stain (0.8 g L ). Congo red was prepared as bacterial complexity [19]. The inability of most bacte-
◦
concentrated aqueous solution and autoclaved at 121 C ria to grow in laboratory conditions [20] has caused few
for 15 min, separately from other medium constituents bacterial phyla to define the phylogenetic structure of epi-
◦
and was then added when the agar had cooled to 55 C. phytic community (Fig. 1). Phylogenetic analysis revealed
Plates were inoculated and incubated aerobically for 24 Bacillus spp. as the most dominant epiphyte followed by
◦
to 48 h at 37 C. Strong biofilm producers are indicated Pseudomonas spp. (Fig. 1). Statistical analysis of epiphytic
by black colonies with dry crystalline consistency. Moder- bacterial diversity of studied ethnomedicinal plants has
ate result is indicated by pink colonies, though occasional revealed similarity in diversity of epiphytes associated with
darkening at the centre, whereas, white colonies indicate the plants Rubia cordifolia, Potentilla fulgens and Houttuynia
negative result. The experiment was performed in tripli- cordata (Table 2). This may be attributed to the different
cate. genera of all the isolates obtained from these plants, unlike
the epiphytes associated with Centella asiatica and Acmella
2.7. Culturable bacterial diversity data analysis oleracea where, several Bacillus spp. and Pseudomonas spp.
were isolated (Table 1).
The diversity of epiphytic bacterial community on each Micrographical observations revealed epiphytic bac-
ethnomedicinal plant under study was evaluated using terial interaction with the host plant through surface
Simpson’s index of dominance (D) [14], Simpson’s diver- colonization, in which the microbes were seen adhered to
sity index (1-D), Shannon–Wiener’s (H ) method [15]. the external plant tissue as individual cells or clusters. SEM
Bacterial alpha diversity was estimated with Fisher’s recovered higher density of epiphytic bacteria from the
alpha (F␣) [16]. Species richness (S) and evenness (E) ventral surface of the leaf (Fig. 2) compared to the dorsal
of species was evaluated using the formula of Pielou surface which corroborates to reports of Lalke-Porczyk and
[17]. Donderski [21]. This may be due to comparatively lower
environmental stress such as, reduced radiation, rainfall
3. Results and discussion and higher stomatal openings on the ventral side of the
leaves. Homogeneous as well as heterogeneous popula-
Culturable technique has revealed the diversity and tions were observed using SEM among the phyllobacteria
host dependence of epiphytic bacteria [18] that are capa- and rhizobacteria of ethnomedicinal plants (Fig. 3). Micro-
ble of biofilm formation (Table 1). Epiphytic bacterial scopic technique revealed the patchy recovery of bacteria
population differed largely among plant species, fifteen from leaves in leaf imprint studies which suggests that
F.M.W. Nongkhlaw, S.R. Joshi / Journal of Microscopy and Ultrastructure 2 (2014) 34–40 39
Fig. 5. Biofilm formation on the root of Potentilla fulgens.
bacteria do not occur in a uniform pattern across leaf sur- 4. Conclusion
faces but tend to be localized in particular sites [22–24].
The most frequent sites of bacterial colonization were the Epiphytic bacteria physically interact with plants
stomata (Fig. 2), epidermal cell grooves along the veins through surface colonization, in which they adhere to
(Fig. 3), at the base of trichomes and root hairs [25,26]. external plant surfaces as individual cells, in clusters or
These observations suggest a relatively scattered coloniza- biofilm. In the present study, culturable and molecular
tion and variation in population sizes, embedded in an technique has characterized 15 different epiphytic bacte-
exopolymeric matrix as reported on leaf surfaces of dif- rial isolates from selected ethnomedicinal plants out of
ferent plant species [27]. which Bacillus spp. was recovered as the most dominant
Epiphytes colonized plant surfaces to form dense epiphyte. Remarkable differences in bacterial coloniza-
biofilm (Figs. 4 and 5). CRA method used for testing biofilm tion and sites of growth of the epiphytic microflora on
formation revealed moderate biofilm formation for some ethnomedicinal plants were revealed using SEM. Biofilm
epiphytes, with the formation of pink colonies (SFig. 1). formation on plant surfaces were observed as a mode of
Out of twenty characterized culturable epiphytic bacteria, adaptation of epiphytes to environmental stresses. The
thirteen isolates showed the ability for biofilm formation present study of plant-associated epiphytes is important
(Table 1). Micrographical and molecular approach recov- not only for understanding the ecological role of such
ered B. thuringiensis as the most prevalent epiphyte capable bacteria in their interaction with plants but also for the
of forming biofilm on plant surfaces which has also been biotechnological application of these bacteria to areas such
reported as a biocontrol agent [28]. Leaf and root micro- as the plant growth promotion. Future efforts could be
biota are reported to provide plant growth-promoting and considered on how environmental stress affects epiphyte
protection against pathogens [29]. Microbial cells within diversity on plant surfaces. Micrographical imaging may
biofilms have better chances of adaptation and survival due provide evidence on changes in colonization pattern, if any,
to the protection from the biofilm matrix [30]. Considerable resulted by the environmental changes.
evidence has indicated bacteria to modify their environ-
ment, such as by increasing nutrient concentrations to
enhance their colonization on plant surfaces [2,31]. This Conflict of interest
habitat modification may be augmented by cooperative
interactions among bacteria which may occur among both None declared.
homogeneous and heterogeneous populations. Bacterial
interaction is mediated by quorum-sensing in which bacte-
ria sense the presence of neighbouring cells by detecting an Acknowledgements
increase in concentration of constitutively produced extra-
cellular molecules, N-acyl homoserine lactones (HSL) [32]. We acknowledge UGC, Govt of India for financial assis-
Supplementary material related to this article can tance in the form of fellowship and DBT, Govt of India for
be found, in the online version, at doi:10.1016/j.jmau. the research project. We thank SAIF, NEHU for assistance
2014.02.003. with scanning electron microscopy.
40 F.M.W. Nongkhlaw, S.R. Joshi / Journal of Microscopy and Ultrastructure 2 (2014) 34–40
References [17] Pielou EC. The measurement of diversity in different types of biolog-
ical collections. J Theor Biol 1966;13:131–44.
[18] Laube S, Zotz G. Neither host-specific nor random: Vascular epi-
[1] Junker RR, Loewel C, Gross R, Dötterl S, Keller A, Blüthgen N. Com-
phytes on three tree species in a Panamanian lowland forest. Ann
position of epiphytic bacterial communities differs on flowers and
Bot 2006;97:1103–14.
leaves. Plant Biol 2011;13:918–24.
[19] Delmotte N, Knief C, Chaffron S, Innerebner G, Roschitzki B, Schlap-
[2] Brandl MT, Lindow SE. Contribution of indole-3-acetic acid pro-
bach R, et al. Community proteogenomics reveals insights into
duction to the epiphytic fitness of Erwinia herbicola. Appl Environ
the physiology of phyllosphere bacteria. Proc Natl Acad Sci USA Microbiol 1998;64:3256–63.
2009;106:16428–33.
[3] Karamanoli K, Vokou D, Menkissoglu U, Constantinidou HI. Bacte-
[20] Torsvik V, Ovreas L, Thingstad TF. Prokaryotic diversity – magnitude,
rial colonization of phyllosphere of Mediterranean aromatic plants.
dynamics and controlling factors. Science 2002;296:1064–5.
J Chem Ecol 2000;26:2035–48.
[21] Lalke-Porczyk E, Donderski W. Distribution of epiphytic bacteria on
[4] Yadav RKP, Karamanoli K, Vokou D. Bacterial colonization of the phyl-
the surface of selected species of helophytes and nimpheides from
losphere of Mediterranean perennial species as influenced by leaf
the litoral zone of the southern part of Jeziorak Lake in Poland. Pol J
structural and chemical features. Microb Ecol 2005;50:185–96.
Environ Stud 2003;12:83–93.
[5] Karamanoli K, Menkissoglu-Spiroudi U, Bosabalidis AM, Vokou D,
[22] Leben C. Relative humidity and the survival of epiphytic bacte-
Constantinidou H-IA. Bacterial colonization of the phyllosphere of
ria with buds and leaves of cucumber plants. Phytopathology
nineteen plant species and antimicrobial activity of their leaf sec-
1988;78:179–85.
ondary metabolites against leaf associated bacteria. Chemoecology
2005;15:59–67. [23] Yadav RKP, Papatheodorou EM, Karamanoli K, Constantinidou HIA,
Vokou D. Abundance and diversity of the phyllosphere bacterial
[6] Costerton JW, Lewandowski Z, Caldwell DE, Korber R, Lappinscott
communities of Mediterranean perennial plants that differ in leaf
HM. Microbial biofilms. Annu Rev Microbiol 1995;49:711–45.
chemistry. Chemoecology 2008;18:217–26.
[7] Morris CE, Monier JM, Jacques MA. Methods for observing microbial
[24] Karamanoli K, Thalassinos G, Karpouzas D, Bosabalidis AM, Vokou
biofilms directly on leaf surfaces and recovering them for isolation of
D, Constantinidou HI. Are leaf glandular trichomes of Oregano hos-
culturable microorganism. Appl Environ Microbiol 1997;63:1570–6.
pitable habitats for bacterial growth? J Chem Ecol 2012;38:476–85.
[8] Hashidoko Y, Hasegawa T, Purnomo E, Tada M, Limin SH, Osaki M,
[25] Mansvelt EL, Hattingh MJ. Scanning electron microscopy of coloniza-
et al. Neutral rhizoplane pH of local rice and some predominant tree
tion of pear leaves by Pseudomonas syringae pv. syringae. Can J Bot
species in South and Central Kalimantans: a possible strategy of plant
1987;65:2517–22.
adaptation to acidic-soil. Tropics 2005;14:139–47.
[26] Mariano RLR, McCarter SM. Epiphytic survival of Pseudomonas
[9] Hynniewta SR, Kumar Y. Herbal remedies among the Khasi tradi-
viridiflava on tomato and selected weed species. Microbiol Ecol
tional healers and village folks in Meghalaya. Indian J Tradit Knowl
2008;7:581–6. 1993;26:47–58.
[27] Parsek MR, Fuqua C. Biofilms 2003: emerging themes and chal-
[10] Girlanda M, Perotto S, Moenne-Loccoz Y, Bergero R, Lazzari A,
lenges in studies of surface-associated microbial life. J Bacteriol
Defago G, et al. Impact of biocontrol Pseudomonas fluorescens CHA0
2004;186:4427–40.
and a genetically modified derivative on the diversity of cultur-
[28] Dong YH, Zhang XF, Xu JL, Zhang LH. Insecticidal Bacillus thuringien-
able fungi in the cucumber rhizosphere. Appl Environ Microbiol
2001;67:1851–64. sis silences Erwinia carotovora virulence by a new form of
microbial antagonism, signal interference. Appl Environ Microbiol
[11] Chun J, Lee JH, Jung Y, Kim M, Kim S, Kim BK, et al. EzTaxon:
2004;70:954–60.
a web-based tool for the identification of prokaryotes based on
[29] Bulgarelli D, Schlaeppi K, Spaepen S, Ver Loren van Themaat E,
16S ribosomal RNA gene sequences. Int J Syst Evol Microbiol
2007;57:2259–61. Schulze-Lefert P. Structure and functions of the bacterial microbiota
of plants. Annu Rev Plant Biol 2013;64:807–38.
[12] Tamura K, Dudley J, Nei M, Kumar S. MEGA4: molecular evolution-
[30] Mah TF, O’Toole GA. Mechanisms of biofilm resistance to antimicro-
ary genetics analysis (MEGA) software version 4.0. Mol Biol Evol
2007;24:1596–9. bial agents. Trends Microbiol 2001;9:34–9.
[31] Manulis S, Haviv-Chesner A, Brandl MT, Lindow SE, Barash I. Differ-
[13] Freeman DJ, Falkiner FR, Keane CT. New method for detecting
ential involvement of indole-3-acetic acid biosynthetic pathways in
slime production by coagulase negative Staphylococci. J Clin Pathol
1989;42:872–4. pathogenicity and epiphytic fitness of Erwinia herbicola pv. gypsophi-
lae. Mol Plant–Microbe Interact 1998;11:634–42.
[14] Simpson EH. The interpretation of interaction in contingency tables.
[32] Greenberg EP. Quorum sensing in gram-negative bacteria. Am Soc
J R Stat Soc Ser B 1951;13:238–41.
Microbiol News 1997;63:371–7.
[15] Jost L. Entropy and diversity. Oikos 2006;113:363–75.
[33] Hirano SS, Upper CD. Ecology and epidemiology of foliar bacterial
[16] Magurran AE. Measuring biological diversity. om: Blackwell Oxford;
2004. plant pathogens. Annu Rev Phytopathol 1983;21:243–69.