Study of oral lactobacillus towards developing a comprehensive structured for integrated exponential regression model

Abstract

Introduction: Probiotics are well-defined as live microorganisms that usefully affect the host and probiotic bacteria have been used intensely. For years to target gastrointestinal disease by rebalancing the compound microflora. Besides the gastrointestinal tract also the oral cavity is highly colonized by bacteria and many different bacterial species are part of the microbiota in the mouth, as it offers ideal conditions for bacteria with a stable temperature, moist surface with a relatively stable pH and regular supply of nutrients. Probiotic bacteria like Lactobacillus are a promising treatment strategy for oral disease with a microbiological etiology. To gain better results, many researchers that study and emphasize specific methods been tried to build a new or improved methodology.
 Objectives: The aimed of this study is to improve the performance of exponential growth by adding bootstrap and fuzzy techniques (Integrated exponential regression method). The aim of the research work is to develop a comprehensive framework for an integrated exponential regression model.
 Material and Methods: The data were taken from the present data available from the recently done by a researcher for nurturing selected microorganisms. The gathered data will be used for the exponential modeling and the efficiency of the model will be compared accordingly due to the predicted interval from the exponential regression method and an integrated exponential regression method. This paper also provides the algorithm for the prediction of cell growth and inferences.
 Results: The result shows that the average width for the exponential regression model was 19.2228 while an integrated exponential regression method was 0.0075. The average width of integrated exponential regression was smaller than the exponential regression. This clearly shows that the integrated exponential regression method is more efficient than exponential regression technique.
 Conclusion: This proposed method can be applied to small sample size data, especially when limited data is obtained.
 Bangladesh Journal of Medical Science Vol.19(3) 2020 p.552-557

Assessing the Efficiency of Bootstrap Method: Application SAS Programming Algorithm for Exponential Growth Streptococcus Sobrinus

“…The model of an exponential with bootstrapping method is the best model. It is because advantage of a bootstrap model is that it can be specifically tailored to the statistical features found in the data under analysis [11]. This is particularly important as the results of any simulation model are only as good as the model used in the simulation process.…”

“…The mutans group of oral Streptococci consist of seven species: Streptococcus Cricetus, S. Rattus, S. Mutans, S. Sobrinus, S. Downei, S. Macacae and S. Ferus [13]. Among the group, S. Mutans and S. Sobrinus are most frequently isolated from human dental plaque and closely associated with human dental caries [11]. Prevalence of S. Sobrinus and S. Mutans in the human oral cavity have been reported by epidemiological studies in which the isolation frequency of S. Mutans from dental plaque is much higher than that of S. Sobrinus [8].…”

“…The oral cavity, like the gastrointestinal tract, is heavily colonised by bacteria, and many different bacterial species make up the microbiota in the mouth, which provides ideal conditions for bacteria with a constant temperature, moist surface with a relatively constant PH, and consistent nutrient supply. Streptococcus Sobrinus, a probiotic bacteria, is a viable therapy option for oral diseases with a microbiological cause [11].…”

“…The bootstrap method can be used to analyse data from small samples, especially when data is scarce. Many researchers that examine and stress specific approaches have attempted to construct a new or superior methodology in order to achieve better outcomes [11]. This study lays out a step-by-step guide to exponential growth modelling using the oral bacteria dataset.…”

Evaluation of the Amount and pH of Saliva of Edentulous Patients before and after Using Probiotics.

“…"Live microorganisms that confer health benefits on the host when administered in enough amounts constitute probiotics. This strategy has been successfully used to the management of intestinal problems, and its mechanism of action seems to include colonization resistance and/or modulation of the immune system 1,2] . Oral problems such dental caries and periodontal diseases have been linked to variations in the microbial makeup and activity of a biofilm, as well as the host's sensitivity to this shift [3,4].…”