Screening of lactic acid bacteria from fermented vegetables by carbohydrate profiling and PCR-ELISA

AIMS: The aim of this study was to identify potential souring agents, isolated from fermented plant material, by API 50 CHL assay and a molecular method based on polymerase chain reaction and colorimetric hybridization (PCR-ELISA). METHODS AND RESULTS: Forty-two strains of lactic acid bacteria derived from plant material were screened by taking advantage of API 50 CHL and PCR-ELISA. Oligonucleotide probes used for hybridization in PCR-ELISA were specific for lactobacilli, the Leuconostoc family, Lactobacillus pentosus/plantarum and Lactobacillus brevis. The hybrides were detected by a colour-developing reaction. Bacteria isolated from fermented cucumbers were identified as Lact. plantarum-related (Lact. plantarum and Lact. pentosus) and Leuconostoc species. Most of the strains isolated from sauerkraut were identified as Lact. pentosus/plantarum. CONCLUSIONS: Complementary results were obtained in the identification of bacterial strains, isolated from fermented cucumbers and sauerkraut, by API 50 CHL and PCR-ELISA. SIGNIFICANCE AND IMPACT OF THE STUDY: PCR-ELISA proved to be suitable for the screening of large numbers of bacterial isolates from fermented vegetables. This will be useful for the identification of strains suitable for the design of starter cultures for the fermentation of plant material.     

Improved enumeration of lactic acid bacteria in mesophilic dairy starter cultures by using multiplex quantitative real-time PCR and flow cytometry-fluorescence in situ hybridization

Nucleic acid-based assays were developed to enumerate members of the three taxa Lactococcus lactis subsp. cremoris, L. lactis subsp. lactis, and Leuconostoc spp. in mesophilic starter cultures. To our knowledge the present is the first study to present a multiplex quantitative PCR (qPCR) strategy for the relative enumeration of bacteria. The multiplex qPCR strategy was designed to quantify the target DNA simultaneously relative to total bacterial DNA. The assay has a high discriminatory power and resolves concentration changes as low as 1.3-fold. The methodology was compared with flow cytometric fluorescence in situ hybridization (FLOW-FISH) and 5-bromo-4-chloro-3-indolyl-beta-d-galactopyranoside (X-Gal)-calcium citrate agar-based plate counting. For enumeration by FLOW-FISH, three new probes having the same specificity as the qPCR assay were designed and established. A combination with flow cytometry greatly reduced the time consumed compared to manual enumeration. Both qPCR and FLOW-FISH yielded similar community compositions for 10 complex starter cultures, with all detected subpopulations being highly significantly correlated (P < 0.001). Correlations between X-Gal-calcium citrate agar-based CFU and qPCR-derived counts were highly significant (P < 0.01 and P < 0.001, respectively) for the number of acidifiers versus L. lactis subsp. cremoris and for Leuconostoc spp. as quantified by the two techniques, respectively. This confirmed that most acidifiers in the studied PROBAT cultures are members of L. lactis subsp. cremoris. Quantitative real-time PCR and FLOW-FISH were found to be effective and accurate tools for the bacterial community analysis of complex starter cultures.     

Community survey of ammonia-oxidizing bacteria in full-scale activated sludge processes with different solids retention time

AIMS: To study the effects of different solids retention time (SRT) on the nitrification activity and community composition of ammonia-oxidizing bacteria (AOB) in two full-scale activated sludge processes during a 5-month period. METHODS AND RESULTS: The AOB community composition was analysed using fluorescence in situ hybridization (FISH) and denaturing gradient gel electrophoresis (DGGE), and the identified populations were enumerated by quantitative FISH. Potential nitrification rates were determined in batch tests and the in situ rates were calculated from mass balances of nitrogen in the plants. Increased SRT reduced the nitrification activity, but neither the number per mixed liquor suspended solids nor community composition of AOB were affected. Two dominant AOB populations related to Nitrosomonas europaea and Nitrosomonas oligotropha were identified by FISH, whereas only the latter could be detected by DGGE. CONCLUSIONS: The effect of a longer SRT on the activity was probably because of physiological changes in the AOB community rather than a change in community composition. SIGNIFICANCE AND IMPACT OF THE STUDY: Physiological alterations of a stable AOB community are possible and may stabilize activated sludge processes. The commonly used FISH probes designed to target all beta-proteobacterial AOB does not detect certain Nitrosomonas oligotropha populations, leading to an underestimation of AOB if a wider set of probes is not used.     

A survey of the relative abundance of specific groups of cellulose degrading bacteria in anaerobic environments using fluorescence in situ hybridization

AIMS: The utility of fluorescence in situ hybridization (FISH) for detecting uncultured micro-organisms in environmental samples has been shown in numerous habitats. In this study a suite of three FISH probes for cellulolytic bacteria is described and their efficacy is demonstrated by quantifying the relative abundance of the target micro-organisms in a range of industrial biomass samples. METHODS AND RESULTS: The probes were designed from data derived from an artificial landfill leachate reactor study and 16S rRNA gene databases. The original biomass sample proved to be well described by the three probes targeting a total of 51% of the bacterial (EUBMIX targeted) cells in quantitative FISH experiments. CONCLUSIONS: Three probes were developed and applied to samples from a range of industrial digesters. The CSTG1244 probe, specific for organisms closely related to Clostridium stercorarium, were observed in the widest range of samples (7 of the 19 samples tested). The CTH216a FISH probe, specific for organisms closely related to Clostridium thermocellum, described the highest proportion of the bacterial population within any one sample (46% in an anaerobically digested sludge sample). Finally, the BCE216a probe, specific for organisms closely related to Bacteroides cellulosolvens, achieved the lowest level of hybridisation of the three probes tested. SIGNIFICANCE AND IMPACT OF THE STUDY: This study demonstrates that the three groups of anaerobic cellulolytic micro-organisms were present in different bioreactors but at variable abundances ranging from low (where other organisms would have been responsible for cellulolysis) to high. We showed the potential of using group specific FISH probes and quantitative FISH in environmental studies. The utility of using newly designed FISH probes was demonstrated by their ability to detect and quantify the target bacterial groups in samples from a range of industrial wastewater digesters.     

Bacterial community structure and location in Stilton cheese

The microbial diversity occurring in Stilton cheese was evaluated by 16S ribosomal DNA analysis with PCR-denaturing gradient gel electrophoresis. DNA templates for PCR experiments were directly extracted from the cheese as well as bulk cells harvested from a variety of viable-count media. The variable V3 and V4-V5 regions of the 16S genes were analyzed. Closest relatives of Lactococcus lactis, Enterococcus faecalis, Lactobacillus plantarum, Lactobacillus curvatus, Leuconostoc mesenteroides, Staphylococcus equorum, and Staphylococcus sp. were identified by sequencing of the DGGE fragments. Fluorescently labeled oligonucleotide probes were developed to detect Lactococcus lactis, Lactobacillus plantarum, and Leuconostoc mesenteroides in fluorescence in situ hybridization (FISH) experiments, and their specificity for the species occurring in the community of Stilton cheese was checked in FISH experiments carried out with reference cultures. The combined use of these probes and the bacterial probe Eub338 in FISH experiments on Stilton cheese sections allowed the assessment of the spatial distribution of the different microbial species in the dairy matrix. Microbial colonies of bacteria showed a differential location in the different parts of the cheese examined: the core, the veins, and the crust. Lactococci were found in the internal part of the veins as mixed colonies and as single colonies within the core. Lactobacillus plantarum was detected only underneath the surface, while Leuconostoc microcolonies were homogeneously distributed in all parts observed. The combined molecular approach is shown to be useful to simultaneously describe the structure and location of the bacterial flora in cheese. The differential distribution of species found suggests specific ecological reasons for the establishment of sites of actual microbial growth in the cheese, with implications of significance in understanding the ecology of food systems and with the aim of achieving optimization of the fermentation technologies as well as preservation of traditional products.     

Prokaryotic community analysis with CARD-FISH in comparison with FISH in ultra-oligotrophic ground- and drinking water

AIMS: We compared the applicability of catalysed reporter deposition fluorescence in situ hybridization (CARD-FISH) and FISH to enumerate prokaryotic populations in ultra-oligotrophic alpine groundwaters and bottled mineral water METHODS AND RESULTS: Fluorescent oligonucleotide probes EUB338 and EUB338mix (EUB338/EUB338-II/EUB338-III) were used to enumerate bacteria and probes EURY806 and CREN537 for Euryarchaea and Crenarchaea, respectively. Improved detection of Planctomycetales by probe EUB338-II was tested using a different permeabilization step (proteinase K instead of lysozyme). Total detection efficiency of cells in spring water of four different alpine karst aquifers was on average 83% for CARD-FISH and only 15% for FISH. Applying CARD-FISH on bottled natural mineral waters resulted in an average total hybridization efficiency of 89%, with 78% (range 77-96%) bacteria and 11% (range 3-22%) identified as Archaea. CONCLUSIONS: CARD-FISH resulted in substantially higher recovery efficiency than FISH. Hence, CARD-FISH appears very suitable for the enumeration of specific prokaryotic groups in ground- and drinking water. SIGNIFICANCE AND IMPACT OF THE STUDY: This study represents the first evaluation of CARD-FISH on ultra-oligotrophic ground- and drinking water. Results are relevant for basic research and drinking water distributors. Archaea can comprise a significant fraction of the prokaryotic community in bottled mineral water.     

An improved method for generating BAC DNA suitable for FISH

Fluorescence in situ hybridization (FISH) is commonly used to identify chromosomal aberrations such as translocations, deletions, duplications, gene fusions, and aneuploidies. It relies on the hybridization of fluorescently labeled DNA probes onto denatured metaphase chromosomes or interphase nuclei. These probes are often generated from DNA sequences cloned within bacterial artificial chromosomes (BACs). Growing these BACs in adequate amounts for FISH can be demanding. We describe FISH performed with bacteriophage Phi29 DNA polymerase amplified BAC DNA. Generating this material required significantly smaller cultures and less time than standard methods. The FISH results obtained were comparable with those obtained from standard BAC DNA. We believe this method of BAC DNA generation is useful for the entire FISH community as it improves considerably on prior methods.     

Oligonucleotide probes for specific detection of Giardia lamblia cysts by fluorescent in situ hybridization

AIMS: Our study focused on the design of oligonucleotide probes and a suitable hybridization protocol that would allow rapid and specific identification of potentially viable cysts of the waterborne parasite Giardia lamblia. METHODS AND RESULTS: Comparative analysis of ribosomal RNA (rRNA) sequences of Giardia lamblia and a number of closely and more distantly related species identified six regions that appear to be specific for the G. lamblia 16S rRNA. Fluorescently labelled probes targeting these regions were produced and employed in fluorescent in situ hybridization (FISH) experiments. Two of the six probes tested successfully. CONCLUSION: Our study provides the first reported probes for specific FISH detection of G. lamblia. The method depends on sufficient amounts of intact rRNA in the target organism, which is unlikely to be present in nonviable cysts that have been exposed to the environment for a prolonged period. SIGNIFICANCE AND IMPACT OF THE STUDY: Currently, detection of G. lamblia cysts is largely based on immunofluorescence assays (IFA) targeting cyst wall surface antigens. These assays lack specificity and will detect species others than G. lamblia. Further, IFA will detect nonviable cysts and cyst wall fragments that do not pose a public health risk. In contrast, FISH probes allow specific detection and are likely to only detect viable, infectious cysts.     

In situ identification of symbiotic dinoflagellates,the genus Symbiodinium with fluorescence-labeled rRNA-targeted oligonucleotide probes

Fluorescence in situ hybridization has been used for the identification and analysis of populations of the dinoflagellate Symbiodinium that lives symbiotically in marine invertebrates. Conditions for in situ hybridization of Symbiodinium were optimized and used to identify the clade to which the isolate belongs using specific probes. The optimized in situ hybridization procedure used a combination of chlorophyll removal and permeabilization with hot ethanol. Incubation of the cells in 50% ethanol at 80 degrees C for 20 min rendered the cell wall permeable to Cy3-labeled probes. Symbiodinium clade-specific probes were designed based on 18S rRNA sequences. Symbiodinium A, B and C were distinguished by in situ hybridization with the specific probes SymA, SymB and SymC, respectively. The hybridization results using clade-specific probes corresponded with results obtained using restriction fragment length polymorphism (RFLP) analysis. Symbiodinium isolated from jellyfish Cassiopea sp. and sea anemone Aiptasia sp. were classified as belonging to clades A and B using the FISH procedure established in this study.     

Bacterial growth kinetics estimation by fluorescence in situ hybridization and spectrofluorometric quantification

AIMS: The aim of this study was to develop a specific and rapid method to identify and quantify relevant bacterial populations in mixed biomass by spectrofluorometric quantification (SQ) of whole cells hybridized with fluorescently labelled oligonucleotide probes targeting mature 16S ribosomal RNA (rRNA). Probe targeting the precursor of rRNA synthesis was also employed because it was being suggested as more indicative of the activity state of the micro-organisms. METHODS AND RESULTS: Original fluorescence in situ hybridization protocol was modified to be applied to liquid samples and the fluorescence emission from the Cy3-labelled cells was measured by spectrofluorometry. The method was calibrated on an exponentially growing cell suspension of Acinetobacter johnsonii and was successfully applied to generate kinetic data. No substantial difference in the estimated maximum specific growth rate (mu(max)) values was found between the SQ method and the classical method, using absorbance at 420 nm (6.2 d(-1)). The preliminary validation tests showed their direct applicability to target enriched cultures. CONCLUSIONS: This study demonstrated the validity of the SQ method to easily quantify the concentration and to determine the growth rate of specific micro-organisms present in mixed cultures. SIGNIFICANCE AND IMPACT OF THE STUDY: The proposed method can be directly utilized for quantification and kinetic characterization of microbial enrichments. It has the advantage of being easily applicable using simple, inexpensive equipment suitable for routine analysis.     

Development of specific oligonucleotide probes for the identification and in situ detection of hydrocarbon-degrading Alcanivorax strains

The genus Alcanivorax comprises diverse hydrocarbon-degrading marine bacteria. Novel 16S rRNA-targeted oligonucleotide DNA probes (ALV735 and ALV735-b) were developed to quantify two subgroups of the Alcanivorax / Fundibacter group by fluorescence in situ hybridization (FISH), and the conditions for the single-mismatch discrimination of the probes were optimized. The specificity of the probes was improved further using a singly mismatched oligonucleotide as a competitor. The growth of Alcanivorax cells in crude oil-contaminated sea water under the biostimulation condition was investigated by FISH with the probe ALV735, which targeted the main cluster of the Alcanivorax / Fundibacter group. The size of the Alcanivorax population increased with increasing incubation time and accounted for 91% of the 4',6-diamidino-2-phenylindole (DAPI) count after incubation for 2 weeks. The probes developed in this study are useful for detecting Alcanivorax populations in petroleum hydrocarbon-degrading microbial consortia.     

Strain-specific differentiation of lactococci in mixed starter culture populations using randomly amplified polymorphic DNA-derived probes.

A hydrophobic grid membrane filtration (HGMF) colony hybridization assay was developed that allows strain-specific differentiation of defined bacterial populations. The randomly amplified polymorphic DNA (RAPD) fingerprinting technique was used to identify potential signature nucleic acid sequences unique to each member of a commercial cheese starter culture blend. The blend consisted of two closely related Lactococcus lactis subsp. cremoris strains, 160 and 331, and one L. lactis subsp. lactis strain, 210. Three RAPD primers (OPX 1, OPX 12, and OPX 15) generated a total of 32 products from these isolates, 20 of which were potential strain-specific markers. Southern hybridization analyses revealed, that the RAPD-generated signature sequences OPX15-0.95 and a 0.36-kb HaeIII fragment of OPX1-1.0b were specific for strains 331 and 210, respectively, within the context of the test starter culture blend. These strain-specific probes were used in a HGMF colony hybridization assay. Colony lysis, hybridization, and nonradioactive detection parameters were optimized to allow specific differentiation and quantitation of the target strains in the mixed starter culture population. When the 210 and 331 probes were tested at their optimal hybridization temperatures against single cultures, they detected 100% of the target strain CFUs, without cross-reactivity to the other strains. The probes for strains 210 and 331 also successfully detected their targets in blended cultures even with a high background of the other two strains.     

Quantitative fluorescence in situ hybridization of Aureobasidium pullulans on microscope slides and leaf surfaces.

A 21-mer oligonucleotide probe designated Ap665, directed at the 18S rRNA of Aureobasidium pullulans and labelled with five molecules of fluorescein isothiocyanate, was applied by fluorescence in situ hybridization (FISH) to populations of the fungus on slides and apple leaves from growth chamber seedlings and orchard trees. In specificity tests that included Ap665 and a similarly labelled universal probe and the respective complementary probes as controls, the hybridization signal was strong for Ap665 reactions with 12 A. pullulans strains but at or below background level for 98 other fungi including 82 phylloplane isolates. Scanning confocal laser microscopy was used to confirm that the fluorescence originated from the cytoplasmic matrix and to overcome limitations imposed on conventional microscopy by leaf topography. Images were recorded with a cooled charge-coupled device video camera and digitized for storage and manipulation. Image analysis was used to verify semiquantitative fluorescence ratings and to demonstrate how the distribution of the fluorescence signal in specific interactions (e.g., Ap665 with A. pullulans cells) could be separated at a given probability level from nonspecific fluorescence (e.g., in interactions of Ap665 with Cryptococcus laurentii cells) of an overlapping population. Image analysis methods were used also to quantify epiphytic A. pullulans populations based on cell number or percent coverage of the leaf surface. Under some conditions, leaf autofluorescence and the release of fluorescent compounds by leaves during the processing for hybridization decreased the signal-to-noise ratio. These effects were reduced by the use of appropriate excitation filter sets and fixation conditions. We conclude that FISH can be used to detect and quantify A. pullulans cells in the phyllosphere.     

Quantification of Target Molecules Needed To Detect Microorganisms by Fluorescence In Situ Hybridization (FISH) and Catalyzed Reporter Deposition-FISH

Fluorescence in situ hybridization (FISH) with rRNA-targeted oligonucleotide probes is a method that is widely used to detect and quantify microorganisms in environmental samples and medical specimens by fluorescence microscopy. Difficulties with FISH arise if the rRNA content of the probe target organisms is low, causing dim fluorescence signals that are not detectable against the background fluorescence. This limitation is ameliorated by technical modifications such as catalyzed reporter deposition (CARD)-FISH, but the minimal numbers of rRNA copies needed to obtain a visible signal of a microbial cell after FISH or CARD-FISH have not been determined previously. In this study, a novel competitive FISH approach was developed and used to determine, based on a thermodynamic model of probe competition, the numbers of 16S rRNA copies per cell required to detect bacteria by FISH and CARD-FISH with oligonucleotide probes in mixed pure cultures and in activated sludge. The detection limits of conventional FISH with Cy3-labeled probe EUB338-I were found to be 370 ± 45 16S rRNA molecules per cell for Escherichia coli hybridized on glass microscope slides and 1,400 ± 170 16S rRNA copies per E. coli cell in activated sludge. For CARD-FISH the values ranged from 8.9 ± 1.5 to 14 ± 2 and from 36 ± 6 to 54 ± 7 16S rRNA molecules per cell, respectively, indicating that the sensitivity of CARD-FISH was 26- to 41-fold higher than that of conventional FISH. These results suggest that optimized FISH protocols using oligonucleotide probes could be suitable for more recent applications of FISH (for example, to detect mRNA in situ in microbial cells).     

慢病毒介导的下丘脑中过表达miR-505小鼠模型的构建

目的:本文用慢病毒定点注射的方法构建了在下丘脑中过表达mi R-505的小鼠模型,并利用荧光原位杂交方法在冰冻切片组织上快速检测mi RNAs,以确认慢病毒载体介导的mi R-505在丘脑中的表达能力。方法:实验小鼠在脑立体定位仪下定位到下丘脑位置,采用原位注射的方式进行慢病毒注射,注射后采用实时荧光定量RCR和应用了LNA探针和TSA系统的FISH(fluorescence in situ hybridization)技术,完成在慢病毒介导的mi R-505过表达老鼠下丘脑区域细胞中的mi R-505检测和示踪。结果:mi R-505慢病毒注射未成年小鼠下丘脑区5、10、20和40天后,均可检测到mi R-505在下丘脑区域的表达,且实验结果表明在慢病毒介导的过表达小鼠下丘脑注射部位,mi R-505表达量有明显的提高。结论:利用慢病毒注射未成年小鼠下丘脑脑区的方法,成功的建立了下丘脑中过表达mi R-505的小鼠模型,使用LNA标记探针的FISH方法探索mi RNA表达规律较稳定,且重复率高。     

A modified nick translation method used with FISH that produces reliable results with archival tissue sections

Nick translation is used to label DNA and RNA to produce probes for in situ hybridization and Northern and Southern blotting. Fluorescence in situ hybridization (FISH) is a widely applied technique used to determine chromosomal and genetic anomalies in many biological samples. Initially the technique was applied to metaphase preparations, but the usefulness of detecting genetic anomalies in solid tumors in situ has resulted in the development of modified protocols. Formalin fixed paraffin processed tissue sections present novel challenges when applying FISH; the probes must be small (between 200 and 600 base pairs) and pretreatment is necessary before the probes can be applied to tissue sections, to promote probe access to target DNA. Here we report on a modification of a nick translation method to produce a probe that can reliably be used with FISH in paraffin processed tissue sections.     

Detection of dairy Leuconostoc strains using the polymerase chain reaction

This paper reports the design of a Leuconostoc -specific oligonucleotide based on 16S rRNA sequence data. When this oligonucleotide was used in a polymerase chain reaction (PCR) in conjunction with an oligonucleotide to a conserved region of the 16S rRNA sequence, a Leuconostoc -specific PCR product of approximately 470 bp was produced. The use of a second oligonucleotide to a conserved region allowed the production of an approximately 350 bp product in all PCRs, acting as a positive control. The PCR procedure described was particularly useful for detecting the presence of Leuconostoc in mixed mesophilic starter cultures. The Leuconostoc -specific oligonucleotide was used also as a specific hybridization probe.     

Single-step multicolor fluorescence In situ hybridization using semiconductor quantum dot-DNA conjugates

We report a rapid method for the direct multicolor imaging of multiple subnuclear genetic sequences using novel quantum dot-based fluorescence in situ hybridization (FISH) probes (QD-FISH). Short DNA oligonucleotides were attached on QDs and used in a single hybridization/detection step of target sites in situ. QD-FISH probes penetrate both intact interphase nuclei and metaphase chromosomes and showed good targeting of dense chromatin domains with minimal steric hindrances. We further demonstrated that QD's broad absorption spectra allowed different colored probes specific for distinct subnuclear genetic sequences to be simultaneously excited with a single excitation wavelength and imaged free of chromatic aberrations in a single exposure. Thus, these results demonstrate that QD-FISH probes are very effective in multicolor FISH applications. This work also documents new possibilities of using QD-FISH probes detection down to the single molecule level.     

Quantitative microscopy after fluorescence in situ hybridization - a comparison between repeat-depleted and non-depleted DNA probes

Complex probes used in fluorescence in situ hybridization (FISH) usually contain repetitive DNA sequences. For chromosome painting, in situ suppression of these repetitive DNA sequences has been well established. Standard painting protocols require large amounts of an unlabeled 'blocking agent', for instance Cot-1 DNA. Recently, it has become possible to remove repetitive DNA sequences from library probes by means of magnetic purification and affinity PCR. Such a 'repeat depleted library probe' was hybridized to the q-arm of chromosome 15 of human metaphase spreads and interphase cell nuclei without any preannealing by Cot-1 DNA. Apart from this, 'standard' FISH conditions were used. After in situ hybridization, microscope images were obtained comparable to those achieved with the #15q library probe prior to depletion. The images were recorded by a true color CCD camera. By digital image analysis using 'line scan' and 'area scan' procedures, the painting efficiency expressed in terms of relative fluorescence signal intensity was quantitatively evaluated. The painting efficiency using the repeat depleted probe of chromosome 15q was compared to the painting efficiency after standard FISH. The results indicate that both types of probes are compatible to a high FISH efficiency. Using equivalent probe concentrations, no significant differences were found for FISH with standard painting probes and repeat depleted painting probes.     

Quantifying the significance of phage attack on starter cultures: a mechanistic model for population dynamics of phage and their hosts isolated from fermenting sauerkraut

We investigated the possibility of using starter cultures in sauerkraut fermentation and thereby reducing the quantity of salt used in the process. This, in turn, would reduce the amount of waste salt that would enter in our water resources. Phage, naturally present in sauerkraut fermentation, could potentially affect the starter cultures introduced. Thus, a mechanistic mathematical model was developed to quantify the growth kinetics of the phage and starter cultures. The model was validated by independent experiments with two Leuconostoc mesenteroides strains isolated from sauerkraut and their corresponding phage. Model simulations and experimental evidence showed the presence of phage-resistant cell populations in starter cultures which replaced phage-sensitive cells, even when the initial phage density (P(0)) and multiplicity of infection (MOI) were low (P(0) < 1 x 10(3) PFU/ml; MOI < 10(-4)) in the MRS media. Based on the results of model simulation and parameter optimization, it was suggested that the kinetic parameters of phage-host interaction, especially the adsorption rate, vary with the initial phage and host densities and with time. The model was validated in MRS broth. Therefore, the effects of heterogeneity and other environmental factors, such as temperature and pH, should be considered to make the model applicable to commercial fermentations.