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1.
Int J Biol Macromol ; 253(Pt 6): 127317, 2023 Dec 31.
Artículo en Inglés | MEDLINE | ID: mdl-37820911

RESUMEN

Purified calcium serine metalloprotease from Stenotrophomonas maltophilia strain SMPB12 exhibits highest enzyme activity at pH 9 and temperature range between 15 °C-25 °C. Enzyme supplemented with 40 µM Ca-Hap-NP (NP-protease) showed maximum elevated activity of 17.29 µmole/min/ml (1.9-fold of original protease activity). The thermostability of the enzyme was maintained for 1 h at 60 °C over an alkaline pH range 7.5-10, as compared to the NP untreated enzyme whose activity was of 8.97 µmole/min/ml. A significant loss of activity with EDTA (1.05 µmole/min/ml, 11.75 %), PMSF (0.93 µmole/min/ml, 10.46 %) and Hg2+ (3.81 µmole/min/ml, 42.49 %) was also observed. Kinetics study of NP-protease showed maximum decreases in Km (28.11 %) from 0.28 mM (NP untreated enzyme) to 0.22 mM (NP-protease) along with maximum increase in Vmax (42.88 %) from 1.25 µmole/min/ml to 1.79 µmole/min/ml at varying temperatures. The enhanced activity of NP-protease was able to efficiently degrade recalcitrant solid wastes like feather to produce value-added products like amino acids and helps in declogging recalcitrant solid wastes. The nano-enabled protease may be utilized in a smaller amount for degrading in bulk recalcitrant solid proteinaceous waste at 15 °C temperature as declogging agents providing an eco-friendly efficient process.


Asunto(s)
Durapatita , Plumas , Animales , Plumas/metabolismo , Durapatita/metabolismo , Residuos Sólidos , Péptido Hidrolasas/metabolismo , Bacterias/metabolismo , Temperatura , Bosques , Concentración de Iones de Hidrógeno , Estabilidad de Enzimas
2.
Heliyon ; 6(9): e05053, 2020 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-33015393

RESUMEN

Non-enzymatic glycation of proteins is believed to be the root cause of high dietary sugar associated pathophysiological maladies. We investigated the structural changes in protein during progression of glycation using ribosylated Bovine Serum Albumin (BSA). Non enzymatic attachment of about 45 ribose molecules to BSA resulted in gradual reduction of hydrophobicity and aggregation as indicated by red-shifted tryptophan fluorescence, reduced ANS binding and lower anisotropy of FITC-conjugated protein. Parallely, there was a significant decrease of alpha helicity as revealed by Circular Dichroism (CD) and Fourier transformed-Infra Red (FT-IR) spectra. The glycated proteins assumed compact globular structures with enhanced Thioflavin-T binding resembling amyloids. The gross structural transition affected by ribosylation led to enhanced thermostability as indicated by melting temperature and Transmission Electron Microscopy. At a later stage of glycation, the glycated proteins developed non-specific aggregates with increase in size and loss of amyloidogenic behaviour. A parallel non-glycated control incubated under similar conditions indicated that amyloid formation and associated changes were specific for ribosylation and not driven by thermal denaturation due to incubation at 37 °C. Functionality of the glycated protein was significantly altered as probed by Isothermal Titration Calorimetry using polyphenols as substrates. The studies demonstrated that glycation driven globular amyloids form and persist as transient intermediates during formation of misfolded glycated adducts. To the best of our knowledge, the present study is the first systematic attempt to understand glycation associated changes in a protein and provides important insights towards designing therapeutics for arresting dietary sugar induced amyloid formation.

3.
Int J Biol Macromol ; 127: 365-375, 2019 Apr 15.
Artículo en Inglés | MEDLINE | ID: mdl-30658143

RESUMEN

Extracellular fungal cellobiases develop large stable aggregates by reversible concentration driven interaction. In-vitro addition of trehalose resulted in bigger cellobiase assemblies with increased stability against heat and dilution induced dissociation. In presence of 0.1 M trehalose, the size of aggregates increased from 344 nm to 494 nm. The increase in size was also observed in zymography of cellobiase. Activation energy of the trehalose stabilised enzyme (Ea = 220.9 kJ/mol) as compared to control (Ea = 257.734 kJ/mol), suggested enhanced thermostability and also showed increased resistance to chaotropes. Purified cellobiase was found to contain 196.27 µg of sugar/µg of protein. It was proposed that presence of glycan on protein's surface impedes and delays trehalose docking. Consequently, self-association of cellobiase preceded coating by trehalose leading to stabilisation of bigger cellobiase aggregates. In unison with the hypothesis, ribosylated BSA failed to get compacted by trehalose and developed into bigger aggregates with average size increasing from 210 nm to 328 nm. Wheat Germ Lectin, in presence of trehalose, showed higher molecular weight assemblies in DLS, native-PAGE and fluorescence anisotropy. This is the first report of cross-linking independent stabilisation of purified fungal glycosidases providing important insights towards understanding the aggregation and stability of glycated proteins.


Asunto(s)
Proteínas Fúngicas/química , Penicillium chrysogenum/enzimología , Agregado de Proteínas , Trehalosa/química , beta-Glucosidasa/química , Estabilidad de Enzimas
4.
Genome Announc ; 6(27)2018 Jul 05.
Artículo en Inglés | MEDLINE | ID: mdl-29976609

RESUMEN

Streptomyces sp. SMS_SU21 possesses strong antimicrobial activity and antioxidant potential. This strain was isolated from the Sundarbans mangrove ecosystem, and its draft genome comprises 7,449,420 bp with 6,680 open reading frames. Genome analysis of strain SMS_SU21 provides insight into its secondary metabolite arsenal and reveals the gene clusters putatively responsible for its bioactive potential.

5.
Biochem Biophys Rep ; 10: 88-93, 2017 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-29114572

RESUMEN

Ellagic acid (EA), a natural polyphenol evidence several pharmacological benefits. The binding profile of EA with human serum albumin (HSA) has been explored and investigated by Isothermal titration calorimetry (ITC), circular dichroism (CD) spectroscopy, time-correlated single-photon counting (TCSPC), absorbance spectroscopy, steady-state fluorescence spectroscopy, and modelling studies. The ITC data analysis revealed the binding Constant (Ka), ΔH, ΔS and ΔG values to be 15.5×104M-1, -116.2±18.1 Kcal mol-1, -366 cal mol-1K-1 and -7.13 Kcal mol-1 respectively with a unique binding site at HSA. EA effectively quenched the intrinsic fluorescence of HSA by static quenching, whereas TCSPC data also revealed association of dynamic quenching also. Thermodynamic analysis confirmed that hydrophobic and mainly hydrogen bonding interaction played important role in stabilizing the HSA-EA complex. It further dictates the binding reaction to be enthalpy driven. The secondary structure of HSA was altered upon binding with EA. CD spectroscopic data indicated the fraction of alpha helicity to be decreased from 52% to 40% upon binding to EA. This study will provide an insight on evaluation of this bioactive interaction during transport and releasing efficiency at the target site in human physiological system since HSA is the most important carrier protein in blood serum.

6.
Int J Biol Macromol ; 105(Pt 1): 645-655, 2017 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-28735008

RESUMEN

Trehalose is a well-known protein stabilizing osmolyte. The present study has been designed to understand the interaction of trehalose with BSA at ambient temperature. Steady state fluorescence and life-time analysis along with CD, DLS and ITC have been employed to show that trehalose causes surface-associated structural perturbation of BSA to promote its compaction. Trehalose at 0.1M concentration resulted in increased solvent exposure of one of the two tryptophans of BSA with a 5nm redshift in emission and enhanced susceptibility to acrylamide quenching with an increase in KSV from 2.61M-1to 5.16M-1. 0.5M trehalose resulted in reduced accessibility of tryptophan and destabilization of ANS binding (Forster radius increased from 24Å to 27.36Å for tryptophan-ANS FRET) indicating shielding of BSA in trehalose matrix. Simultaneously, there was compaction of BSA as shown by increased alpha-helicity from 45.85% to 48.81%, decreased thioflavin-T binding and reduction in hydrodynamic radius from 9.69nm to 6.59nm. Trehalose induced solution viscosity resulted in significant decrease in binding affinity of BSA towards curcumin and resveratrol. The results are in unison with the preferential exclusion and vitrification models to explain protein stabilization by trehalose and also points at the structure-function trade-off of proteins in presence of trehalose.


Asunto(s)
Albúmina Sérica Bovina/química , Temperatura , Trehalosa/farmacología , Animales , Bovinos , Conformación Proteica en Lámina beta/efectos de los fármacos
7.
Sci Rep ; 7(1): 1108, 2017 04 24.
Artículo en Inglés | MEDLINE | ID: mdl-28439121

RESUMEN

Microbial remediation of oil polluted habitats remains one of the foremost methods for restoration of petroleum hydrocarbon contaminated environments. The development of effective bioremediation strategies however, require an extensive understanding of the resident microbiome of these habitats. Recent developments such as high-throughput sequencing has greatly facilitated the advancement of microbial ecological studies in oil polluted habitats. However, effective interpretation of biological characteristics from these large datasets remain a considerable challenge. In this study, we have implemented recently developed bioinformatic tools for analyzing 65 16S rRNA datasets from 12 diverse hydrocarbon polluted habitats to decipher metagenomic characteristics of the resident bacterial communities. Using metagenomes predicted from 16S rRNA gene sequences through PICRUSt, we have comprehensively described phylogenetic and functional compositions of these habitats and additionally inferred a multitude of metagenomic features including 255 taxa and 414 functional modules which can be used as biomarkers for effective distinction between the 12 oil polluted sites. Additionally, we show that significantly over-represented taxa often contribute to either or both, hydrocarbon degradation and additional important functions. Our findings reveal significant differences between hydrocarbon contaminated sites and establishes the importance of endemic factors in addition to petroleum hydrocarbons as driving factors for sculpting hydrocarbon contaminated bacteriomes.


Asunto(s)
Bacterias/efectos de los fármacos , Biota/efectos de los fármacos , Biología Computacional/métodos , Microbiología Ambiental , Contaminantes Ambientales/metabolismo , Metagenómica/métodos , Petróleo/metabolismo , Bacterias/clasificación , Análisis por Conglomerados , ADN Ribosómico/química , ADN Ribosómico/genética , Filogenia , ARN Ribosómico 16S/genética , Análisis de Secuencia de ADN
8.
Int J Biol Macromol ; 99: 600-607, 2017 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-28274864

RESUMEN

This study explores the possibility for protection by curcumin during the molecular and structural changes of human serum albumin (HSA) exposed to gamma irradiation. We used a combination of spectroscopic methods to probe the conformational ensemble of the irradiated HSA and finally evaluated the extent of restoration by curcumin. SDS-PAGE study unfolded the formation of cross linked aggregates as a consequence of increasing exposure of gamma radiation. CD and FTIR spectroscopy indicated significant decrease in the alpha helix content of HSA from 57% to 15% with increasing radiation doses. Steady state and time resolved fluorescence studies complemented the spectroscopic measurements, when lifetime decay was significantly reduced from 6.35ns to 0.37ns. Hydrophobic study showed the effectiveness of curcumin for protection at low dose of gamma irradiated HSA samples. We integrated these observations to investigate protein aggregation under increasing gamma radiation and estimated the same in presence of curcumin. It was elucidated, that when HSA is irradiated at low dose of gamma radiation in presence of curcumin, it is capable of retaining the characteristic properties to a higher extent indicating stabilization of molecular structure of HSA by curcumin. A model for curcumin based protection has been proposed utilizing ThT assay.


Asunto(s)
Antioxidantes/farmacología , Curcumina/farmacología , Rayos gamma/efectos adversos , Protectores contra Radiación/farmacología , Albúmina Sérica/química , Humanos , Interacciones Hidrofóbicas e Hidrofílicas , Multimerización de Proteína/efectos de los fármacos , Multimerización de Proteína/efectos de la radiación , Estructura Secundaria de Proteína/efectos de los fármacos , Estructura Secundaria de Proteína/efectos de la radiación
9.
Int J Biol Macromol ; 89: 228-37, 2016 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-27130653

RESUMEN

Researchers are endeavoring to find out new therapeutics for curing cancer and G-quadruplex DNA has already been identified as a prospective one in this venture. Stabilizing G-quadruplex structures of telomere has emerged to be an important strategy in this context. Mutation in KRAS is mostly responsible for pancreatic, lung and colon cancer. In this present study we explored binding and conformational behaviour of G-quadruplex with different ligands by utilizing several biophysical techniques. Natural polyphenols like Curcumin and Ellagic acid were observed to bind with the G-quadruplex and enhance the melting temperature significantly indicating higher stability. UV-vis spectroscopy confirms formation of G quadruplex-ligand complex for both the compounds with specific binding affinity. Fluorimetric studies revealed that Ellagic acid had stronger binding affinity, 1.10×10(5)M(-1) compared to Curcumin, 1.6×10(4)M(-1) towards G-quadruplex. Interestingly, Curcumin provides greater stability by stacking on the top of the quadruplex structure with the help of the loops compared to Ellagic acid as is evident by docking studies. The keto form of curcumin showed stronger affinity than the enol form. We have developed a general model to estimate the influence of the ligands towards stabilizing the G-quadruplex subsequently characterizing the binding profile to enlighten prospective therapeutics.


Asunto(s)
Curcumina/química , Ácido Elágico/química , G-Cuádruplex , Proteínas de Neoplasias/química , Oligonucleótidos/química , Proteínas Proto-Oncogénicas p21(ras)/química , Sitios de Unión , Humanos , Ligandos , Simulación del Acoplamiento Molecular , Conformación de Ácido Nucleico , Desnaturalización de Ácido Nucleico , Termodinámica
10.
Genom Data ; 7: 76-8, 2016 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-26981367

RESUMEN

The global knowledge of microbial diversity and function in Sundarbans ecosystem is still scarce, despite global advancement in understanding the microbial diversity. In the present study, we have analyzed the diversity and distribution of bacteria in the tropical mangrove sediments of Sundarbans using 16S rRNA gene amplicon sequencing. Metagenome is comprised of 1,53,926 sequences with 108.8 Mbp data and with 55 ± 2% G + C content. Metagenome sequence data are available at NCBI under the Bioproject database with accession no. PRJNA245459. Bacterial community metagenome sequences were analyzed by MG-RAST software representing the presence of 56,547 species belonging to 44 different phyla. The taxonomic analysis revealed the dominance of phyla Proteobacteria within our dataset. Further taxonomic analysis revealed abundance of Bacteroidetes, Acidobactreia, Firmicutes, Actinobacteria, Nitrospirae, Cyanobacteria, Planctomycetes and Fusobacteria group as the predominant bacterial assemblages in this largely pristine mangrove habitat. The distribution of different community datasets obtained from four sediment samples originated from one sampling station at two different depths providing better understanding of the sediment bacterial diversity and its relationship to the ecosystem dynamics of this pristine mangrove sediment of Dhulibhashani in, Sundarbans.

11.
Genom Data ; 7: 94-6, 2016 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-26981374

RESUMEN

This is a pioneering report on the metagenomic exploration of the bacterial diversity from a busy sea port in Paradip, Odisha, India. In our study, high-throughput sequencing of community 16S rRNA gene amplicon was performed using 454 GS Junior platform. Metagenome contain 34,121 sequences with 16,677,333 bp and 56.3% G + C content. Metagenome sequences data are now available at NCBI under the Sequence Read Archive (SRA) database with accession no. SRX897055. Community metagenome sequence revealed the presence of 11,705 species belonging to 40 different phyla. Bacteroidetes (23%), Firmicutes (19%), Proteobacteria (17%), Spirochaetes (10%), Nitrospirae (8%), Actinobacteria (7%) and Acidobacteria (3%) are the predominant bacterial phyla in this port soil. Analysis of metagenomic sequences unfolded the interesting distribution of several phyla which pointed to the significant anthropogenic intervention influencing the bacterial community character of this port.

12.
Genom Data ; 4: 90-2, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-26484187

RESUMEN

In this present study we report the profile of bacterial community at variable depth of soil sediment in the world's largest tropical mangrove sediments of Sundarbans, India using 16S rRNA gene amplicon sequencing. Metagenome of three samples consisted of 61301 sequences with 32.0 Mbp and 55.6% G + C content. Metagenome data of this study are available at NCBI under the Biosample data base accession no. SRX883521. The taxonomic analysis of 2746 species belonged to 33 different phyla revealing the dominance of Proteobacteria, Firmicutes, Chloroflexi, Bacteroidetes, Acidobacteria, Nitrospirae and Actinobacteria respectively. Remarkably less than 5.0% sequences belong to a poorly characterized group. Our pyrosequencing data report unfolds the bacterial community profile at different depth of soil sediment indicating the changing community pattern, in the light of specific chronology.

13.
Genom Data ; 4: 112-4, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-26484193

RESUMEN

Brackish water lake is the most extraordinary reservoir for bacterial community with an adaptability of tolerance to saline stress. In the present study, metagenomic approach was implemented utilising 454-pyrosequencing platform to gain deeper insights into the bacterial diversity profile of the soil sediment of Chilika Lake, Odisha, India. Metagenome contained 68,150 sequences with 31,896,430 bp and 56.79% G + C content. Metagenome sequences data are now available at NCBI under the Sequence Read Archive (SRA) database with accession no. SRX753382. Bacterial community metagenome sequences were analysed by MG-RAST server representing the presence of 16,212 species belonging to 45 different phyla. The dominating phyla were Proteobacteria, Chloroflexi, Firmicutes, Acidobacteria, Actinobacteria, Bacteroidetes and Planctomycetes. The analysis of bacterial community datasets obtained from two different saline soil sediments revealed significant differences in bacterial community composition and diversity value providing better understanding of the ecosystem dynamics of Chilika Lake.

14.
Archaea ; 2015: 968582, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-26346219

RESUMEN

Mangroves are among the most diverse and productive coastal ecosystems in the tropical and subtropical regions. Environmental conditions particular to this biome make mangroves hotspots for microbial diversity, and the resident microbial communities play essential roles in maintenance of the ecosystem. Recently, there has been increasing interest to understand the composition and contribution of microorganisms in mangroves. In the present study, we have analyzed the diversity and distribution of archaea in the tropical mangrove sediments of Sundarbans using 16S rRNA gene amplicon sequencing. The extraction of DNA from sediment samples and the direct application of 16S rRNA gene amplicon sequencing resulted in approximately 142 Mb of data from three distinct mangrove areas (Godkhali, Bonnie camp, and Dhulibhashani). The taxonomic analysis revealed the dominance of phyla Euryarchaeota and Thaumarchaeota (Marine Group I) within our dataset. The distribution of different archaeal taxa and respective statistical analysis (SIMPER, NMDS) revealed a clear community shift along the sampling stations. The sampling stations (Godkhali and Bonnie camp) with history of higher hydrocarbon/oil pollution showed different archaeal community pattern (dominated by haloarchaea) compared to station (Dhulibhashani) with nearly pristine environment (dominated by methanogens). It is indicated that sediment archaeal community patterns were influenced by environmental conditions.


Asunto(s)
Archaea/clasificación , Archaea/aislamiento & purificación , Biodiversidad , Microbiología Ambiental , Humedales , Archaea/genética , Análisis por Conglomerados , ADN de Archaea/química , ADN de Archaea/genética , ADN Ribosómico/química , ADN Ribosómico/genética , India , Datos de Secuencia Molecular , Filogenia , ARN Ribosómico 16S/genética , Análisis de Secuencia de ADN , Clima Tropical
15.
Biochemistry (Mosc) ; 80(4): 463-72, 2015 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-25869364

RESUMEN

This work reports unfolding transitions of monomeric heme proteins leghemoglobin (Lb), myoglobin (Mb), and cytochrome c (Cyt c) utilizing UV-Vis spectral and steady-state and time-resolved fluorescence methods. Conformational stabilities of the native "folded" state of the proteins and their "unfolded" states were investigated in the light of a two-state transition model. Two-state transition values for ΔGD (298K) were obtained by denaturation with the chaotropic agents urea and guanidium hydrochloride (GdnHCl). The free energy value of Lb is the lowest compared to Cyt c and Mb along the denaturation pathway. The m value is also the lowest for Lb compared to Cyt c and Mb. The m value (a measure of dependence of ΔGD on denaturant concentration) for Cyt c and Mb is lower when it is denatured with urea compared to GdnHCl. The UV-Vis absorbance maximum and steady state fluorescence emission maximum were drastically red shifted in the presence of a certain denaturant concentration both in cases of Mb and Lb, but the scenario is different for Cyt c. The results are analyzed using a two-state transition model. The lifetime data clearly indicate the presence of an intermediate state during denaturation. The unfolding transition can modulate the conformation, stability, and surface exposure of these biologically important proteins.


Asunto(s)
Citocromos c/química , Leghemoglobina/química , Mioglobina/química , Desnaturalización Proteica , Pliegue de Proteína , Arachis , Citocromos c/metabolismo , Guanidina/química , Leghemoglobina/metabolismo , Mioglobina/metabolismo , Análisis Espectral , Urea/química
16.
World J Microbiol Biotechnol ; 31(4): 593-610, 2015 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-25655378

RESUMEN

Mangrove microbial communities and their associated activities have profound impact on biogeochemical cycles. Although microbial composition and structure are known to be influenced by biotic and abiotic factors in the mangrove sediments, finding direct correlations between them remains a challenge. In this study we have explored sediment bacterial diversity of the Sundarbans, a world heritage site using a culture-independent molecular approach. Bacterial diversity was analyzed from three different locations with a history of exposure to differential anthropogenic activities. 16S rRNA gene libraries were constructed and partial sequencing of the clones was performed to identify the microbial strains. We identified bacterial strains known to be involved in a variety of biodegradation/biotransformation processes including hydrocarbon degradation, and heavy metal resistance. Canonical Correspondence Analysis of the environmental and exploratory datasets revealed correlations between the ecological indices associated with pollutant levels and bacterial diversity across the sites. Our results indicate that sites with similar exposure of anthropogenic intervention reflect similar patterns of microbial diversity besides spatial commonalities.


Asunto(s)
Bacterias/aislamiento & purificación , Bacterias/metabolismo , Biodiversidad , Contaminantes Ambientales/metabolismo , Sedimentos Geológicos/microbiología , Bacterias/clasificación , Bacterias/genética , Contaminantes Ambientales/análisis , Sedimentos Geológicos/análisis , Hidrocarburos Aromáticos/análisis , Hidrocarburos Aromáticos/metabolismo , Datos de Secuencia Molecular , Filogenia , Humedales
17.
Microb Ecol ; 69(3): 500-11, 2015 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-25256302

RESUMEN

The influence of temporal and spatial variations on the microbial community composition was assessed in the unique coastal mangrove of Sundarbans using parallel 16S rRNA gene pyrosequencing. The total sediment DNA was extracted and subjected to the 16S rRNA gene pyrosequencing, which resulted in 117 Mbp of data from three experimental stations. The taxonomic analysis of the pyrosequencing data was grouped into 24 different phyla. In general, Proteobacteria were the most dominant phyla with predominance of Deltaproteobacteria, Alphaproteobacteria, and Gammaproteobacteria within the sediments. Besides Proteobacteria, there are a number of sequences affiliated to the following major phyla detected in all three stations in both the sampling seasons: Actinobacteria, Bacteroidetes, Planctomycetes, Acidobacteria, Chloroflexi, Cyanobacteria, Nitrospira, and Firmicutes. Further taxonomic analysis revealed abundance of micro-aerophilic and anaerobic microbial population in the surface layers, suggesting anaerobic nature of the sediments in Sundarbans. The results of this study add valuable information about the composition of microbial communities in Sundarbans mangrove and shed light on possible transformations promoted by bacterial communities in the sediments.


Asunto(s)
Bacterias/aislamiento & purificación , Sedimentos Geológicos/microbiología , Microbiota , Bacterias/genética , Bacterias/metabolismo , ADN Bacteriano/genética , ADN Bacteriano/metabolismo , India , Datos de Secuencia Molecular , ARN Ribosómico 16S/genética , ARN Ribosómico 16S/metabolismo , Análisis de Secuencia de ADN , Análisis Espacio-Temporal , Humedales
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