Spatial Modelling of Bacterial Diversity over the Selected Regions in Bangladesh by Next-Generation Sequencing: Role of Water Temperature

In this study, a spatial model has been developed to investigate the role of water temperature to the distribution of bacteria over the selected regions in the Bay of Bengal, located in the southern region of Bangladesh using next-generation sequencing. Bacterial concentration, quantitative polymera...

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Main Authors: Nabila Akter, Md Wahiduzzaman, Alea Yeasmin, Kazi Saiful Islam, Jing-Jia Luo
Format: Article
Language:English
Published: MDPI AG 2020-04-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/7/2537
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spelling doaj-4f27b651fda748149ca24f5d4ee775dc2020-11-25T02:35:03ZengMDPI AGApplied Sciences2076-34172020-04-01102537253710.3390/app10072537Spatial Modelling of Bacterial Diversity over the Selected Regions in Bangladesh by Next-Generation Sequencing: Role of Water TemperatureNabila Akter0Md Wahiduzzaman1Alea Yeasmin2Kazi Saiful Islam3Jing-Jia Luo4Institute for Climate and Application Research, Nanjing University of Information Science and Technology, Nanjing 210000, ChinaInstitute for Climate and Application Research, Nanjing University of Information Science and Technology, Nanjing 210000, ChinaSchool of Science, Information and Technology, Federation University, Ballarat 3350, AustraliaDepartment of Biochemistry and Molecular Biology, Jahangirnagar University, Dhaka 1342, BangladeshInstitute for Climate and Application Research, Nanjing University of Information Science and Technology, Nanjing 210000, ChinaIn this study, a spatial model has been developed to investigate the role of water temperature to the distribution of bacteria over the selected regions in the Bay of Bengal, located in the southern region of Bangladesh using next-generation sequencing. Bacterial concentration, quantitative polymerase chain reactions, and sequencing were performed on water samples and identified Acidobacteria, Actinobacteria, Bacteroidetes, Chlorobi, Chloroflexi, Cyanobacteria, Firmicutes, Nitrospirae, Planctomycetes, Proteobacteria, and Verrucomicrobia. The spatial model tessellated the parts of the Bay of Bengal with hexagons and analyzed the relationship between the distribution of bacteria and water temperature. A geographically weighted regression was used to observe whether water temperature contributed strongly or weakly to the distribution of bacteria. The residuals were examined to assess the model’s fitness. The spatial model has the potential to predict the bacterial diversity in the selected regions of Bangladesh.https://www.mdpi.com/2076-3417/10/7/2537spatial modellingbacterial distributionnext generation sequencingwater temperatureBangladesh
collection DOAJ
language English
format Article
sources DOAJ
author Nabila Akter
Md Wahiduzzaman
Alea Yeasmin
Kazi Saiful Islam
Jing-Jia Luo
spellingShingle Nabila Akter
Md Wahiduzzaman
Alea Yeasmin
Kazi Saiful Islam
Jing-Jia Luo
Spatial Modelling of Bacterial Diversity over the Selected Regions in Bangladesh by Next-Generation Sequencing: Role of Water Temperature
Applied Sciences
spatial modelling
bacterial distribution
next generation sequencing
water temperature
Bangladesh
author_facet Nabila Akter
Md Wahiduzzaman
Alea Yeasmin
Kazi Saiful Islam
Jing-Jia Luo
author_sort Nabila Akter
title Spatial Modelling of Bacterial Diversity over the Selected Regions in Bangladesh by Next-Generation Sequencing: Role of Water Temperature
title_short Spatial Modelling of Bacterial Diversity over the Selected Regions in Bangladesh by Next-Generation Sequencing: Role of Water Temperature
title_full Spatial Modelling of Bacterial Diversity over the Selected Regions in Bangladesh by Next-Generation Sequencing: Role of Water Temperature
title_fullStr Spatial Modelling of Bacterial Diversity over the Selected Regions in Bangladesh by Next-Generation Sequencing: Role of Water Temperature
title_full_unstemmed Spatial Modelling of Bacterial Diversity over the Selected Regions in Bangladesh by Next-Generation Sequencing: Role of Water Temperature
title_sort spatial modelling of bacterial diversity over the selected regions in bangladesh by next-generation sequencing: role of water temperature
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2020-04-01
description In this study, a spatial model has been developed to investigate the role of water temperature to the distribution of bacteria over the selected regions in the Bay of Bengal, located in the southern region of Bangladesh using next-generation sequencing. Bacterial concentration, quantitative polymerase chain reactions, and sequencing were performed on water samples and identified Acidobacteria, Actinobacteria, Bacteroidetes, Chlorobi, Chloroflexi, Cyanobacteria, Firmicutes, Nitrospirae, Planctomycetes, Proteobacteria, and Verrucomicrobia. The spatial model tessellated the parts of the Bay of Bengal with hexagons and analyzed the relationship between the distribution of bacteria and water temperature. A geographically weighted regression was used to observe whether water temperature contributed strongly or weakly to the distribution of bacteria. The residuals were examined to assess the model’s fitness. The spatial model has the potential to predict the bacterial diversity in the selected regions of Bangladesh.
topic spatial modelling
bacterial distribution
next generation sequencing
water temperature
Bangladesh
url https://www.mdpi.com/2076-3417/10/7/2537
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