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 mes...
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| Format: | Article |
| Language: | English |
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SERSC
2017
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| Online Access: | http://umpir.ump.edu.my/id/eprint/21393/ http://umpir.ump.edu.my/id/eprint/21393/1/Screening%20of%20Effective%20Markers%20for%20Mesophilic%20Bacterium%20Growth.pdf |
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| author | Ahmad, Mani Malam Abd. Aziz, Mohd Azoddein Mior Ahmad Khushairi, Mohd Zahari Mazrul Nizam, Abu Seman Mohammed Saedi, Jami |
| author_facet | Ahmad, Mani Malam Abd. Aziz, Mohd Azoddein Mior Ahmad Khushairi, Mohd Zahari Mazrul Nizam, Abu Seman Mohammed Saedi, Jami |
| author_sort | Ahmad, Mani Malam |
| building | UMP Institutional Repository |
| collection | Online Access |
| 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 (4-16g 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 mo
dels is maintained. It could, therefore, be concluded that nutrient concentration, temperature and acclimatization time
were variables that greatly limit growth at a specific range. |
| first_indexed | 2025-11-15T02:23:45Z |
| format | Article |
| id | ump-21393 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T02:23:45Z |
| publishDate | 2017 |
| publisher | SERSC |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-213932018-06-26T05:26:45Z http://umpir.ump.edu.my/id/eprint/21393/ Screening of Effective Markers for Mesophilic Bacterium Growth Using Factorial Experimental Design Ahmad, Mani Malam Abd. Aziz, Mohd Azoddein Mior Ahmad Khushairi, Mohd Zahari Mazrul Nizam, Abu Seman Mohammed Saedi, Jami TP Chemical technology 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 (4-16g 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 mo dels is maintained. It could, therefore, be concluded that nutrient concentration, temperature and acclimatization time were variables that greatly limit growth at a specific range. SERSC 2017 Article PeerReviewed text en http://umpir.ump.edu.my/id/eprint/21393/1/Screening%20of%20Effective%20Markers%20for%20Mesophilic%20Bacterium%20Growth.pdf Ahmad, Mani Malam and Abd. Aziz, Mohd Azoddein and Mior Ahmad Khushairi, Mohd Zahari and Mazrul Nizam, Abu Seman and Mohammed Saedi, Jami (2017) Screening of Effective Markers for Mesophilic Bacterium Growth Using Factorial Experimental Design. International Journal of Bio-Science and Bio-Technology (IJBSBT), 9 (3). pp. 59-74. ISSN 2233-7849. (Published) http://www.sersc.org/journals/IJBSBT/vol9_no3/6.pdf |
| spellingShingle | TP Chemical technology Ahmad, Mani Malam Abd. Aziz, Mohd Azoddein Mior Ahmad Khushairi, Mohd Zahari Mazrul Nizam, Abu Seman Mohammed Saedi, Jami Screening of Effective Markers for Mesophilic Bacterium Growth Using Factorial Experimental Design |
| title | 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_short | 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 |
| topic | TP Chemical technology |
| url | http://umpir.ump.edu.my/id/eprint/21393/ http://umpir.ump.edu.my/id/eprint/21393/ http://umpir.ump.edu.my/id/eprint/21393/1/Screening%20of%20Effective%20Markers%20for%20Mesophilic%20Bacterium%20Growth.pdf |