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Genetic fingerprint and diversity evaluation of halophilic Bacillus species by RAPD-PCR

Abstract

Random amplified polymorphic DNA-PCR (RAPD-PCR) is a technique successfully used to generate characteristic fingerprints of different bacteria. Bacillus is a genus that includes heterogeneous species, thus a combination of different techniques is essential for their identification. Here we used RAPD-PCR methodology to distinguish among genetically similar strains and to evaluate the genetic diversity of Bacillus species from the Salar del Hombre Muerto, in the Northwest of Argentina. The RAPD-PCR used allowed obtaining different amplification profiles for each Bacillus species and strains. By comparing the fingerprint profiles, we could observe that some of the salt flat isolates showed similar profiles than identified strains. As expected, the bacilli group isolated revealed a wide heterogeneity. RAPD-PCR was found to be a quick and reliable technique to evaluate the diversity of Bacillus strain and was successfully applied to characterize the genetic diversity present in the Salar del Hombre Muerto.

Key words
Random Amplified Polymorphism DNA-PCR; Halophiles; molecular characterization; biodiversity; polymorphic Bacillus; genetic characterization

INTRODUCTION

The Salar del Hombre Muerto is in the province of Catamarca, northwest of Argentina. It is a typical high-altitude salt flat in which rising groundwater is a saturated brine that forms salt deposits when the water is evaporated (Martínez et al. 2019Martínez FL, Orce IG, Rajal VB & Irazusta VP. 2019. Salar del Hombre Muerto, source of lithium-tolerant bacteria. Environ Geochem Health 41(2): 529-543.).

Despite the accumulated salts, which limit nutrient absorption and reduce water availability, some microorganisms known as halophiles, can inhabit and grow under this condition (Ma et al. 2010Ma Y, Galinski E, Grant WD, Aharon Oren A & Ventosa A. 2010. Halophiles 2010: Life in saline environments. Appl Environ Microbiol 76: 6971-6981.). As these microorganisms have in general extraordinary activities, they have become the search engine of many work teams (Ma et al. 2010Ma Y, Galinski E, Grant WD, Aharon Oren A & Ventosa A. 2010. Halophiles 2010: Life in saline environments. Appl Environ Microbiol 76: 6971-6981., Sahay et al. 2012Sahay H, Mahfooz S, Singh AK, Singh S, Kaushik R, Saxena AK & Arora DK. 2012. Exploration and characterization of agriculturally and industrially important haloalkaliphilic bacteria from environmental samples of hypersaline Sambhar lake, India. World J Microbiol Biotechnol 28: 3207-3217., Gupta et al. 2016Gupta S, Sharma P, Dev K & Sourirajan A. 2016. Halophilic Bacteria of Lunsu Produce an Array of Industrially Important Enzymes with Salt Tolerant Activity. Biochem Res Int 2016: 9237418.).

Methods like 16S rRNA gene sequencing and 16S-23S intergenic region sequencing are widely used for the identification of microorganisms in a variety of environments. Other genes like gyrA, recA and dnaJ have been employed when high homology for 16S rDNA was present in some microorganisms (De Clerck et al. 2004De Clerck E, Vanhoutte T, Hebb T, Devos GJ & De Vos P. 2004. Isolation, characterization, and identification of bacterial contaminants in semifinal gelatin extracts. Appl Environ Microbiol 70: 3664-3672., Rodríguez et al. 2007Rodríguez H, de las Rivas B & Muñoz R. 2007. Efficacy of recA gene sequence analysis in the identification and discrimination of Lactobacillus hilgardii strains isolated from stuck wine fermentations. Int J Food Microbiol 115: 70-78., Shah et al. 2007Shah MM, Iihara H, Noda M, Song SX, Nhung PH, Ohkusu K, Kawamura Y & Ezaki T. 2007. dnaJ gene sequence-based assay for species identification and phylogenetic grouping in the genus Staphylococcus. Int J Syst Evol Microbiol 57: 25-30.). Despite all the efforts invested, some microorganisms are indistinguishable even using those sequencing methodologies. This is particularly true for bacteria from Bacillus, a large and heterogeneous genus including many species, where combinations of different techniques are essential for their identification (Kim & Park 2009Kim J & Park C. 2009. Development of a RAPD-PCR method for identification of Bacillus species isolated from Cheonggukjang. Int J Food Microbiol 129: 282-287.). The random amplified polymorphic DNA-PCR technique (RAPD-PCR) has been proposed initially to detect polymorphisms in several organisms like prokaryotic, fungi and plants (Williams et al. 1990Williams JGK, Kubelik AR, Livak KJ, Rafalski JA & Tingey SV. 1990. DNA polymorphisms amplified by arbitrary primers useful as genetic markers are useful as genetic markers. Nucleic Acids Res 18: 6531-6535.). It was successfully used to generate characteristic fingerprints for different bacterial strains and its power resides that can discriminate at strain level compared with other PCR-based techniques (Kumar et al. 2010Kumar D, Chaudhary K & Boora KS. 2010. Characterization of native Bacillus thuringiensis strains by PCR-RAPD based fingerprinting. Indian J Microbiol 50: 27-32.). The aims of this study were to use RAPD-PCR methodology to distinguish between genetically similar strains and to evaluate the genetic diversity of Bacillus isolates present in the Salar del Hombre Muerto. The technique proved to be an economical and easy-to-use tool to distinguish between different isolates. This could be very useful as a first screening in laboratories where large numbers of isolations are made saving sequencing costs.

MATERIALS AND METHODS

Bacillus strains and DNA isolation

Fourteen Bacillus and one Micrococcus strains (Table I) were isolated from soil and water samples from the Salar del Hombre Muerto and previously identified by sequencing 16S ribosomal DNA (Martínez et al. 2019Martínez FL, Orce IG, Rajal VB & Irazusta VP. 2019. Salar del Hombre Muerto, source of lithium-tolerant bacteria. Environ Geochem Health 41(2): 529-543.). In addition, five unknown strains isolated from the same salt flat were included in the study. Also, pure cultures of two B. subtilis strains, two of B. licheniformis, and one of B. thuringiensis (Sabaté et al. 2009Sabaté DC, Carrillo L & Carina Audisio M. 2009. Inhibition of Paenibacillus larvae and Ascosphaera apis by Bacillus subtilis isolated from honeybee gut and honey samples. Res Microbiol 160: 193-199., Torres et al. 2015Torres MJ, Petroselli G, Daz M, Erra-Balsells R & Audisio MC. 2015. Bacillus subtilis subsp. subtilis CBMDC3f with antimicrobial activity against Gram-positive foodborne pathogenic bacteria: UV-MALDI-TOF MS analysis of its bioactive compounds. World J Microbiol Biotechnol 31: 929-940.) (Table I), were used to evaluate the efficiency of the S30 RAPD primer (5’-GTGATCGCAG-3’) to generate differential band patterns. For RAPD-PCR, DNA extraction was performed as described by Pospiech & Neumann (1995)Pospiech A & Neumann B. 1995. A versatile quick-prep of genomic DNA from Gram-positive bacteria. Spring 11: 217-218.. DNA integrity and purity were checked by 1.2 % agarose gel electrophoresis and quantified using an UV spectrophotometer (Biotraza 752 Spectrophotometer UV-Visible).

Table I
Bacterial strains used for the genetic fingerprinting and diversity evaluation. Isolates used as reference strains are in bold.

RAPD-PCR analysis

Genomic DNA extracted from pure culture of Bacillus strains was subjected to RAPD-PCR technique using the S30 primer, previously described to rapidly identify Bacillus species in fermented food (Kwon et al. 2009Kwon GH, Lee HA, Park JY, Kim JS, Lim J, Park CS, Kwon DY & Kim YS. 2009. Development of a RAPD-PCR method for identification of Bacillus species isolated from Cheonggukjang. Int J Food Microbiol 129(3): 2827. and Lee et al. 2011LEE J, KWON GH, PARK JY, PARK CS, KWON DY, LIM J, KIM JS & KIM JH. 2011. A RAPD-PCR method for the rapid detection of Bacillus cereus. J Microbiol Biotechnol Mar 21(3): 274-276.). RAPD-PCR assays were carried out in 25 µl reaction volume containing a final concentration of 1X KAPA Taq buffer (Biosystem), 0.2 µM of dNTP, 0.4 µM of S30 primer, 3 U KAPA Taq DNA polymerase, and 100 ng of template DNA. PCR was performed using GeneAmp 9600 PCR system (Perkin Elmer, Applied Biosystem, USA) and PCR conditions were: 94 °C for 5 min, 40 cycles of 94 °C for 15 s, 35.5 °C for 15 s, and 72 °C for 2 min, and final extension at 72 °C for 4 min (Kwon et al. 2009Kwon GH, Lee HA, Park JY, Kim JS, Lim J, Park CS, Kwon DY & Kim YS. 2009. Development of a RAPD-PCR method for identification of Bacillus species isolated from Cheonggukjang. Int J Food Microbiol 129(3): 2827.). The reproducibility was evaluated amplifying each isolate three times and running each DNA fragment for duplicate.

The presence and absence of RAPD-PCR products were recorded and assembled in a data matrix. The Dice similarity coefficient was used to estimate the genetic similarity (Dice 1945Dice L. 1945. Measures of the Amount of Ecologic Association Between Species. Ecol Soc Am Stable 26: 297-302.). A dendrogram was generated from a similarity matrix using the Unweighted Pair Group Method with the Arithmetic Mean (UPGMA) algorithm using NTSYS-pc version 2.11 software (Rohlf 2002Rohlf F. 2002. NTSYS pc. Numerical Taxonomy System Exeter Publishing, Setauket, NY.). The cophenetic correlation coefficient (CCC) was calculated as suggested by Sneath & Sokal (1973)SNEATH P & SOKAL R. 1973. Numerical taxonomy: The principles and practice of numerical classification. San Francisco, CA: W.H. Freeman..

RESULTS AND DISCUSSION

Band profile for reference strains

The RAPD-PCR of Bacillus strains using the S30 primer, allowed obtaining different amplification profiles for each specie and strain, with amplification products displayed between 0.5 and 2.5 Kb (Figure 1). The RAPD-PCR products observed for Bacillus subtilis strain C4 were 0.5, 1, and another band near 2 Kb (Figure 1). Nevertheless, for Bacillus subtilis Mori2 we could observe 1 and 1.5 kb products. Both strains were previously described as presenting different activities; favoring high honey-bee production and reducing the prevalence of bee diseases (Sabaté et al. 2009Sabaté DC, Carrillo L & Carina Audisio M. 2009. Inhibition of Paenibacillus larvae and Ascosphaera apis by Bacillus subtilis isolated from honeybee gut and honey samples. Res Microbiol 160: 193-199., 2013Sabaté DC & Audisio MC. 2013. Inhibitory activity of surfactin, produced by different Bacillus subtilis subsp. subtilis strains, against Listeria monocytogenes sensitive and bacteriocin-resistant strains. Microbiol Res 168: 125-129.). Probably the different fingerprints observed for these two bacilli could be due to a different genetic base, which was reflected in the RAPD-PCR profile. However, a more thorough study would be necessary to test this hypothesis.

Figure 1
RAPD-PCR profile of Bacillus reference strains. Electrophoresis on 2% agarose gel of DNA extracted from pure cultures of different Bacillus sp. DNA amplification was carried out using S30 primer. Lane 1: 100 marker (Genbiotech, Argentina); lanes 2-3: B. subtilis C4; lanes 4-5: B. subtilis subsp. subtilis Mori2; lanes 6-7: B. licheniformis B63; lanes 8-9: B. licheniformis B6, and lanes 10-11: B. thuringiensis serovar kurstaki HD-1.

For B. licheniformis we could observe in both cases (B63 and B6) the same band profile, 0.5 and 1.5 Kb bands, although the intensity of the bands was different. These two bands were previously reported for B. licheniformis ATCC 14580 (Kwon et al. 2009Kwon GH, Lee HA, Park JY, Kim JS, Lim J, Park CS, Kwon DY & Kim YS. 2009. Development of a RAPD-PCR method for identification of Bacillus species isolated from Cheonggukjang. Int J Food Microbiol 129(3): 2827.). For B. thuringiensis serovar kurstaki HD-1, only one product near 0.6 Kb was revealed. The S30 primer was able to generate a repetitive and unique polymorphism for the isolates tested been reliable and strain specific.

Band profile for environmental strains

When DNA extracted from the salt flat isolates was amplified, RAPD-PCR analysis revealed differences in banding pattern for most of the selected isolates (Figure 2). This is not an unexpected outcome; it was reported previously that bacilli´s activities usually correspond to their specific genotype (Freitas et al. 2008Freitas DB, Reis MP, Lima-Bittencourt CI, Costa PS, Assis PS, Chartone-Souza E & Nascimento AMA. 2008. Genotypic and phenotypic diversity of Bacillus spp. isolated from steel plant waste. BMC Res Notes 11: 1-11.). In our case, all isolates were selected based their distinct physiological and morphological characteristics (Martínez et al. 2019Martínez FL, Orce IG, Rajal VB & Irazusta VP. 2019. Salar del Hombre Muerto, source of lithium-tolerant bacteria. Environ Geochem Health 41(2): 529-543.).

Figure 2
Representative RAPD-PCR profiles showing polymorphisms among halophilic Bacillus isolates. Electrophoresis on 2% agarose gel of halophilic bacilli. DNA amplification was done in duplicate using S30 primer. Lines 1-2: HA120c; 3-4: FAMB1; 5-6: SA313; 7-8: SA35; 10-11: SX139; 12-13: HX127; 14-15: V10; 16-17: V2; 19-20: HA120a; 21-22: FAMB1; 23-24: SA32; 25-26: SA314; 27-28: FAMB4; 29-30: HA120b; 32-33: V10; 34-35: SX120; 9, 18 and 31: 100 marker (Genbiotech, Argentina). Isolates presenting the same band profile were indicated in a Box with: *: HA120c and HA120a, **: SA313 and V10, ***: V2 and HA120b. SA35 isolate showed the same profile than SA314 and was identical to B. subtilis and marked with an ellipse. No template controls, which did not show amplification, were excluded from the figure.

The fingerprinting analysis showed some of the Bacillus isolates like SA35 to B. subtilis and HA120b and V2 to B. thuringiensis with a band of 0.6 Kb (Figure 2). Also, we could infer that some isolates were similar strains based in their fingerprinting, like SA313 and V10 or HA120a and HA120c, as they presented the same band patterns. Isolate SA314 was identified as Brevibacterium by sequencing its 16S RNA; however, by the RAPD-PCR fingerprint it was similar to B. subtilis. In a previous report it was suggested that Brevibacterium halotolerans DSM8802 should be re-classified into the Bacillus subtilis group (Ben-Gad & Gerchman 2017Ben-Gad D & Gerchman Y. 2017. Reclassification of Brevibacterium halotolerans DSM8802 as Bacillus halotolerans comb. nov. Based on Microbial and Biochemical Characterization and Multiple Gene Sequence. Curr Microbiol 74(1): 1-5.).

In a previous work, we isolated and characterized a diverse group of microorganisms (Martínez et al. 2019Martínez FL, Orce IG, Rajal VB & Irazusta VP. 2019. Salar del Hombre Muerto, source of lithium-tolerant bacteria. Environ Geochem Health 41(2): 529-543.). Based in the 16S ribosomal DNA identification, the isolates fell into one of the following categories: B. pumilus, B. atrophaeus, B. licheniformis or Brevibacterium halotolerans. Nevertheless, by using the RAPD-PCR technique we could discriminate all the isolates throughout their strain specific profile.

The results presented here clearly show that RAPD-PCR technique is a reliable methodology to distinguish genetically similar strains from Bacillus group.

Genetic diversity of the strains from the salt flat

To evaluate the genetic diversity between 20 isolates, the RAPD-PCR banding patterns were used to construct a single dendrogram. Bacillus sp. pure cultures used as reference were also included (Table I). The dendrogram obtained (Figure 3) displays a clear separation of bacilli group from one of the isolates previously identified as Micrococcus sp. SX120 by 16S rRNA sequencing (Martínez et al. 2019Martínez FL, Orce IG, Rajal VB & Irazusta VP. 2019. Salar del Hombre Muerto, source of lithium-tolerant bacteria. Environ Geochem Health 41(2): 529-543.) with 0% of similarity.

Figure 3
Dendrogram based on RAPD-PCR analysis, generated from the band profile using algorithm of Unweighted Pair Group Method (UPGMA) and clustering using Dice coefficient of similarity generated based on S30 primer. The similarity coefficient is shown at the bottom. Reference strains used in the analysis are marked with a black circle.

RAPD-PCR analysis revealed a high degree of genetic diversity of the bacilli group isolated with practically all strains differentiated, showing 100% of polymorphism. Previous studies showed that RAPD-PCR was successfully applied to characterize Bacillus strains. Nilsson et al. (1998)Nilsson J, Svensson B, Ekelund K & Christiansson A. 1998. A RAPD-PCR method for large-scale typing of Bacillus cereus. Letters in Appl Microbiol 27: 168-172. described RAPD-PCR as an effective and quick method to differentiate many strains of B. cereus because of its highly discriminatory power. Later, Gupta et al. (2016)Gupta S, Sharma P, Dev K & Sourirajan A. 2016. Halophilic Bacteria of Lunsu Produce an Array of Industrially Important Enzymes with Salt Tolerant Activity. Biochem Res Int 2016: 9237418. went a little further describing RAPD-PCR as the best method for molecular typing of Bacillus species. More recently, Avsar et al. (2017)Avsar C, Koyuncu H & Aras S. 2017. Isolation and Molecular Characterization of Bacillus spp. Isolated from Soil for Production of Industrial Enzymes. Biol Chem Res, p. 72-86. also observed 100% of polymorphism throughout the use of M13-10 and OPL-3 primers.

In the dendrogram, the Bacillus group was separated into two major clusters (Cluster I and Cluster II) at similarity levels 5% (Figure 3). In Avsar et al. (2017)Avsar C, Koyuncu H & Aras S. 2017. Isolation and Molecular Characterization of Bacillus spp. Isolated from Soil for Production of Industrial Enzymes. Biol Chem Res, p. 72-86. the two first clusters separated at 5% of similarity when they used RAPD-PCR, conversely to what they observed when Enterobacterial Repetitive Intergenic Consensus PCR (ERIC-PCR) was used, where the similarity ranged from 38 to 90%. In agreement with these results, RAPD-PCR analysis revealed high degree of genetic diversity for all identified bacteria with primer S30.

In Cluster I only HA120b and V2 grouped together. Cluster II grouped most of Bacillus isolates, including those used as reference. It was further divided in two minor sub-clusters: SI and SII (Figure 3, SI and SII), where SI grouped all the bacilli (even the unknown samples) at similarity level between 15% and 100%, except for V3a and SX139 isolates that were grouped together in SII. The fit of the UPGMA to the similarity matrix was significant (CCC = 0.89).

The scan of numerous loci in the genome could be done throughout RAPD technique, making this method particularly interesting to analyze closely related species.

CONCLUSIONS

In this study, RAPD-PCR has been used for genetic and molecular studies. RAPD-PCR was found to be a quick and reliable technique to evaluate the diversity of Bacillus strains and was successfully applied to characterize the genetic diversity present in the Salar del Hombre Muerto. The primer chosen, S30, was adequate as a starting point to generate different band patterns and individual strains could be distinguished.

ACKNOWLEDGMENTS

This work was partially supported by Agencia Nacional de Promoción Científica y Tecnológica (ANPCyT) PICT 2013-0932, by Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) PIP 332, and by Consejo de Investigaciones de la Universidad Nacional de Salta (CIUNSa) 2070/4. We especially thank Dr. Carina Audisio (INIQUI - UNSa, CONICET) for providing us pure culture of Bacillus sp.

REFERENCES

  • Avsar C, Koyuncu H & Aras S. 2017. Isolation and Molecular Characterization of Bacillus spp. Isolated from Soil for Production of Industrial Enzymes. Biol Chem Res, p. 72-86.
  • Ben-Gad D & Gerchman Y. 2017. Reclassification of Brevibacterium halotolerans DSM8802 as Bacillus halotolerans comb. nov. Based on Microbial and Biochemical Characterization and Multiple Gene Sequence. Curr Microbiol 74(1): 1-5.
  • De Clerck E, Vanhoutte T, Hebb T, Devos GJ & De Vos P. 2004. Isolation, characterization, and identification of bacterial contaminants in semifinal gelatin extracts. Appl Environ Microbiol 70: 3664-3672.
  • Dice L. 1945. Measures of the Amount of Ecologic Association Between Species. Ecol Soc Am Stable 26: 297-302.
  • Freitas DB, Reis MP, Lima-Bittencourt CI, Costa PS, Assis PS, Chartone-Souza E & Nascimento AMA. 2008. Genotypic and phenotypic diversity of Bacillus spp. isolated from steel plant waste. BMC Res Notes 11: 1-11.
  • Gupta S, Sharma P, Dev K & Sourirajan A. 2016. Halophilic Bacteria of Lunsu Produce an Array of Industrially Important Enzymes with Salt Tolerant Activity. Biochem Res Int 2016: 9237418.
  • Kim J & Park C. 2009. Development of a RAPD-PCR method for identification of Bacillus species isolated from Cheonggukjang. Int J Food Microbiol 129: 282-287.
  • Kumar D, Chaudhary K & Boora KS. 2010. Characterization of native Bacillus thuringiensis strains by PCR-RAPD based fingerprinting. Indian J Microbiol 50: 27-32.
  • Kwon GH, Lee HA, Park JY, Kim JS, Lim J, Park CS, Kwon DY & Kim YS. 2009. Development of a RAPD-PCR method for identification of Bacillus species isolated from Cheonggukjang. Int J Food Microbiol 129(3): 2827.
  • LEE J, KWON GH, PARK JY, PARK CS, KWON DY, LIM J, KIM JS & KIM JH. 2011. A RAPD-PCR method for the rapid detection of Bacillus cereus. J Microbiol Biotechnol Mar 21(3): 274-276.
  • Ma Y, Galinski E, Grant WD, Aharon Oren A & Ventosa A. 2010. Halophiles 2010: Life in saline environments. Appl Environ Microbiol 76: 6971-6981.
  • Martínez FL, Orce IG, Rajal VB & Irazusta VP. 2019. Salar del Hombre Muerto, source of lithium-tolerant bacteria. Environ Geochem Health 41(2): 529-543.
  • Nilsson J, Svensson B, Ekelund K & Christiansson A. 1998. A RAPD-PCR method for large-scale typing of Bacillus cereus. Letters in Appl Microbiol 27: 168-172.
  • Pospiech A & Neumann B. 1995. A versatile quick-prep of genomic DNA from Gram-positive bacteria. Spring 11: 217-218.
  • Rodríguez H, de las Rivas B & Muñoz R. 2007. Efficacy of recA gene sequence analysis in the identification and discrimination of Lactobacillus hilgardii strains isolated from stuck wine fermentations. Int J Food Microbiol 115: 70-78.
  • Rohlf F. 2002. NTSYS pc. Numerical Taxonomy System Exeter Publishing, Setauket, NY.
  • Sabaté DC, Carrillo L & Carina Audisio M. 2009. Inhibition of Paenibacillus larvae and Ascosphaera apis by Bacillus subtilis isolated from honeybee gut and honey samples. Res Microbiol 160: 193-199.
  • Sabaté DC & Audisio MC. 2013. Inhibitory activity of surfactin, produced by different Bacillus subtilis subsp. subtilis strains, against Listeria monocytogenes sensitive and bacteriocin-resistant strains. Microbiol Res 168: 125-129.
  • Sabaté DC, Cruz MS, Benítez-Ahrendts MR & Audisio MC. 2012. Beneficial Effects of Bacillus subtilis subsp. subtilis Mori2, a Honey-Associated Strain, on Honeybee Colony Performance. Probiotics Antimicrob Proteins 4: 39-46.
  • Sahay H, Mahfooz S, Singh AK, Singh S, Kaushik R, Saxena AK & Arora DK. 2012. Exploration and characterization of agriculturally and industrially important haloalkaliphilic bacteria from environmental samples of hypersaline Sambhar lake, India. World J Microbiol Biotechnol 28: 3207-3217.
  • Shah MM, Iihara H, Noda M, Song SX, Nhung PH, Ohkusu K, Kawamura Y & Ezaki T. 2007. dnaJ gene sequence-based assay for species identification and phylogenetic grouping in the genus Staphylococcus. Int J Syst Evol Microbiol 57: 25-30.
  • SNEATH P & SOKAL R. 1973. Numerical taxonomy: The principles and practice of numerical classification. San Francisco, CA: W.H. Freeman.
  • Torres MJ, Petroselli G, Daz M, Erra-Balsells R & Audisio MC. 2015. Bacillus subtilis subsp. subtilis CBMDC3f with antimicrobial activity against Gram-positive foodborne pathogenic bacteria: UV-MALDI-TOF MS analysis of its bioactive compounds. World J Microbiol Biotechnol 31: 929-940.
  • Williams JGK, Kubelik AR, Livak KJ, Rafalski JA & Tingey SV. 1990. DNA polymorphisms amplified by arbitrary primers useful as genetic markers are useful as genetic markers. Nucleic Acids Res 18: 6531-6535.

Publication Dates

  • Publication in this collection
    09 Aug 2021
  • Date of issue
    2021

History

  • Received
    25 Nov 2019
  • Accepted
    5 Mar 2020
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