Screening of effective markers for Mesophilic bacterium growth using factorial experimental design

Attempts to gain an insight and present bacterial growth pattern from OVAT perspectives are quite defective and strenuous. The present study aimed at evaluating this concept from the different perspective by evaluating factors with more impacts on the growth of a mesophilic bacterium, Bacillus cereu...

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Main Authors: Ahmad, Mani Malam, Mohd Azoddien, Abd. Aziz, Mohd Zahari, Mior Ahmad Khusairi, Abu Seman, Mazrul Nizam, Jami, Mohammed Saedi
Format: Article
Language:English
Published: Science & Engineering Research Support soCiety 2017
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Online Access:http://irep.iium.edu.my/57550/1/Screening%20of%20Effective%20Markers%20for%20Mesophilic%20Bacterium%20Growth.pdf
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http://www.sersc.org/journals/IJBSBT/vol9_no3.php
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spelling my.iium.irep.575502018-01-31T17:35:52Z http://irep.iium.edu.my/57550/ Screening of effective markers for Mesophilic bacterium growth using factorial experimental design Ahmad, Mani Malam Mohd Azoddien, Abd. Aziz Mohd Zahari, Mior Ahmad Khusairi Abu Seman, Mazrul Nizam Jami, Mohammed Saedi TP155 Chemical engineering Attempts to gain an insight and present bacterial growth pattern from OVAT perspectives are quite defective and strenuous. The present study aimed at evaluating this concept from the different perspective by evaluating factors with more impacts on the growth of a mesophilic bacterium, Bacillus cereus (ATCC 14579) in a batch type medium of orbital shake flasks. Screening of linear and interactions effects of parametric markers was evaluated by two level (24) factorial design of experiment (DOE). Growth was found to respond significantly to nutrient concentration coupled with other independent variables. The factorial models established from experimental design to investigate the individual and interactions effects toward the response within the selected variables of nutrient concentration (4-16 g l-1), temperature (30 oC – 42 oC), agitation (140 rpm-200 rpm) and acclimatization time (24 hours-72 hours). These were statistically validated using analysis of variance (ANOVA). The results revealed that the model terms were all significant with F-value of 251.07 at (p =0.004). The model term having the most significant effect on the response was nutrient concentration. And the magnitude of the influence is in the ascending order A > B > AB > C > AC. Based on the R2 and adjusted R2 the estimated model terms spell high degree of relationship between observed and predicted values, thus the prediction ability of the models is maintained. It could, therefore, be concluded that nutrient concentration, temperature and acclimatization time were variables that greatly limit growth at a specific range. Science & Engineering Research Support soCiety 2017-06 Article REM application/pdf en http://irep.iium.edu.my/57550/1/Screening%20of%20Effective%20Markers%20for%20Mesophilic%20Bacterium%20Growth.pdf Ahmad, Mani Malam and Mohd Azoddien, Abd. Aziz and Mohd Zahari, Mior Ahmad Khusairi and Abu Seman, Mazrul Nizam and Jami, Mohammed Saedi (2017) Screening of effective markers for Mesophilic bacterium growth using factorial experimental design. International Journal of Bio-Science and Bio-Technology, 9 (3). pp. 59-74. ISSN 2233-7849 http://www.sersc.org/journals/IJBSBT/vol9_no3.php 10.14257/ibsbt.2017.9.3.06
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
topic TP155 Chemical engineering
spellingShingle TP155 Chemical engineering
Ahmad, Mani Malam
Mohd Azoddien, Abd. Aziz
Mohd Zahari, Mior Ahmad Khusairi
Abu Seman, Mazrul Nizam
Jami, Mohammed Saedi
Screening of effective markers for Mesophilic bacterium growth using factorial experimental design
description Attempts to gain an insight and present bacterial growth pattern from OVAT perspectives are quite defective and strenuous. The present study aimed at evaluating this concept from the different perspective by evaluating factors with more impacts on the growth of a mesophilic bacterium, Bacillus cereus (ATCC 14579) in a batch type medium of orbital shake flasks. Screening of linear and interactions effects of parametric markers was evaluated by two level (24) factorial design of experiment (DOE). Growth was found to respond significantly to nutrient concentration coupled with other independent variables. The factorial models established from experimental design to investigate the individual and interactions effects toward the response within the selected variables of nutrient concentration (4-16 g l-1), temperature (30 oC – 42 oC), agitation (140 rpm-200 rpm) and acclimatization time (24 hours-72 hours). These were statistically validated using analysis of variance (ANOVA). The results revealed that the model terms were all significant with F-value of 251.07 at (p =0.004). The model term having the most significant effect on the response was nutrient concentration. And the magnitude of the influence is in the ascending order A > B > AB > C > AC. Based on the R2 and adjusted R2 the estimated model terms spell high degree of relationship between observed and predicted values, thus the prediction ability of the models is maintained. It could, therefore, be concluded that nutrient concentration, temperature and acclimatization time were variables that greatly limit growth at a specific range.
format Article
author Ahmad, Mani Malam
Mohd Azoddien, Abd. Aziz
Mohd Zahari, Mior Ahmad Khusairi
Abu Seman, Mazrul Nizam
Jami, Mohammed Saedi
author_facet Ahmad, Mani Malam
Mohd Azoddien, Abd. Aziz
Mohd Zahari, Mior Ahmad Khusairi
Abu Seman, Mazrul Nizam
Jami, Mohammed Saedi
author_sort Ahmad, Mani Malam
title Screening of effective markers for Mesophilic bacterium growth using factorial experimental design
title_short Screening of effective markers for Mesophilic bacterium growth using factorial experimental design
title_full Screening of effective markers for Mesophilic bacterium growth using factorial experimental design
title_fullStr Screening of effective markers for Mesophilic bacterium growth using factorial experimental design
title_full_unstemmed Screening of effective markers for Mesophilic bacterium growth using factorial experimental design
title_sort screening of effective markers for mesophilic bacterium growth using factorial experimental design
publisher Science & Engineering Research Support soCiety
publishDate 2017
url http://irep.iium.edu.my/57550/1/Screening%20of%20Effective%20Markers%20for%20Mesophilic%20Bacterium%20Growth.pdf
http://irep.iium.edu.my/57550/
http://www.sersc.org/journals/IJBSBT/vol9_no3.php
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score 13.160551