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Modeling Bacterial Species: Using Sequence Similarity with Clustering Techniques
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作者 Miguel-Angel Sicilia Elena García-Barriocanal +2 位作者 Marçal Mora-Cantallops Salvador Sánchez-Alonso Lino González 《Computers, Materials & Continua》 SCIE EI 2021年第8期1661-1672,共12页
Existing studies have challenged the current definition of named bacterial species,especially in the case of highly recombinogenic bacteria.This has led to considering the use of computational procedures to examine po... Existing studies have challenged the current definition of named bacterial species,especially in the case of highly recombinogenic bacteria.This has led to considering the use of computational procedures to examine potential bacterial clusters that are not identified by species naming.This paper describes the use of sequence data obtained from MLST databases as input for a k-means algorithm extended to deal with housekeeping gene sequences as a metric of similarity for the clustering process.An implementation of the k-means algorithm has been developed based on an existing source code implementation,and it has been evaluated against MLST data.Results point out to potential bacterial clusters that are close to more than one different named species and thus may become candidates for alternative classifications accounting for genotypic information.The use of hierarchical clustering with sequence comparison as similarity metric has the potential to find clusters different from named species by using a more informed cluster formation strategy than a conventional nominal variant of the algorithm. 展开更多
关键词 CLUSTERING bacterial species K-MEANS sequence alignment
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Changes in Bacterial Populations in Aquatic Environment of Carassius auratus gibelio during an Outbreak of Diseases
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作者 Wenhao LU Hui CHEN Yuanjie YANG 《Agricultural Biotechnology》 CAS 2017年第3期59-61,共3页
During an outbreak of diseases caused by co-infection with both parasites and bacteria in silver crucian carp ( Carassius auratus gibelio), aerobic anoxy- genic phototrophic (AAP) bacteria in the aquatic environme... During an outbreak of diseases caused by co-infection with both parasites and bacteria in silver crucian carp ( Carassius auratus gibelio), aerobic anoxy- genic phototrophic (AAP) bacteria in the aquatic environment were identified by PCR using the universal primers of bacterial 16S rDNA. The bacterial populations in the ponds infected and non-infected by the diseases were measured with acridine orange direct count (AODC) method, and the data were analyzed using SPSS software. The results showed that nine dominant cuhurable bacterial species: Shewanella putrefaciens, Acinetobacter sp. , Aeromonas sp. , Proteus vulgaris, Xan- thomonas sp. , Citrobacterfieundii, Morganella morganii, Vagococcus lutrae and Providencia sp. were identified, some of which were common pathogens. The bac- terial population in infected ponds was 7. 462 x 10^6 ind./ml in July, and 1. 007 4 x 10^7 ind./ml in August, and that in non-infected ponds was 1. 460 x 10x6ind./ml in July, and 1. 911 x10^6 ind./ml in August, with significant differences between the infected and non-infected ponds. The results suggested that the outbreak of diseases in silver crucian carp was to some extent related to the bacterial population in water environment. 展开更多
关键词 Carassius auratus gibelio Co-infectian Dominant bacterial species bacterial population
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Distribution and drug resistance of pathogens in burn patients in China from 2006 to 2019 被引量:5
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作者 Hui Chen Lin Yang +2 位作者 Lin Cheng Xiao-Hua Hu Yu-Ming Shen 《World Journal of Clinical Cases》 SCIE 2021年第10期2228-2237,共10页
BACKGROUND In this study,recent trends in the distribution and drug resistance of pathogenic bacteria isolated from patients treated at a burn ward between 2006 and 2019 were investigated.AIM To develop more effective... BACKGROUND In this study,recent trends in the distribution and drug resistance of pathogenic bacteria isolated from patients treated at a burn ward between 2006 and 2019 were investigated.AIM To develop more effective clinical strategies and techniques for the prevention and treatment of bacterial infections in burn patients.METHODS Clinical samples with positive bacteria were collected from patients at the burn ward in Beijing Jishuitan Hospital in China between January 2006 and December 2019.The samples were retrospectively analyzed,the distribution of pathogenic bacteria was determined,and the trends and changes in bacterial drug resistance during different period were assessed.Drug resistance in several main pathogenic bacteria from 2006 to 2011 and from 2012 to 2019 was comparatively summarized and analyzed.RESULTS Samples from 17119 patients were collected and analyzed from 2006 to 2019.Surprisingly,a total of 7960 strains of different pathogenic bacteria were isolated at this hospital.Among these bacteria,87.98%(7003/7960)of the strains were isolated from burn wounds,and only 1.34%(107/7960)were isolated from the blood of patients.In addition,49.70%(3956/7960)were identified as Grampositive bacteria,48.13%(3831/7960)were Gram-negative bacteria,and the remaining 2.17%(173/7960)were classified as fungi or other pathogens.Importantly,Staphylococcus aureus(21.68%),Pseudomonas aeruginosa(14.23%),and Staphylococcus epidermidis (9.61%) were the top three pathogens most frequentlyisolated from patients.CONCLUSION In patients treated at the burn ward in this hospital from 2006 to 2019,Staphylococcus aureus and Pseudomonas aeruginosa were the predominant clinicalpathogens responsible for bacterial infections. The circumstantial detection anddetailed monitoring of the intensity and growth of different pathogenic bacteria inclinical patients as well as tests of drug sensitivity during burn recovery areparticularly important to provide guidelines for the application of antibiotics andother related drugs. Careful collection and correct, standard culture of bacterialspecimens are also crucial to improve the efficiency of bacterial infectiondetection. Effective monitoring and timely clinical treatment in patients may helpreduce the possibility and rate of infection as well as alleviate the effects of drugresistance among patients in burn centers. 展开更多
关键词 Drug resistance Pathogen distribution BURN bacterial species INFECTION
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