The Use of Response Surface Methodology as a Statistical Tool for the Optimisation of Waste and Pure Canola Oil Biodegradation by Antarctic Soil Bacteria

Hydrocarbons can cause pollution to Antarctic terrestrial and aquatic ecosystems, both through accidental release and the discharge of waste cooking oil in grey water. Such pollutants can persist for long periods in cold environments. The native microbial community may play a role in their biodegrad...

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Published in:Life
Main Authors: Khadijah Nabilah Mohd Zahri, Azham Zulkharnain, Claudio Gomez-Fuentes, Suriana Sabri, Khalilah Abdul Khalil, Peter Convey, Siti Aqlima Ahmad
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2021
Subjects:
Q
Online Access:https://doi.org/10.3390/life11050456
https://doaj.org/article/8693b6d60be94284a38494e590bd6664
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spelling ftdoajarticles:oai:doaj.org/article:8693b6d60be94284a38494e590bd6664 2023-05-15T13:48:47+02:00 The Use of Response Surface Methodology as a Statistical Tool for the Optimisation of Waste and Pure Canola Oil Biodegradation by Antarctic Soil Bacteria Khadijah Nabilah Mohd Zahri Azham Zulkharnain Claudio Gomez-Fuentes Suriana Sabri Khalilah Abdul Khalil Peter Convey Siti Aqlima Ahmad 2021-05-01T00:00:00Z https://doi.org/10.3390/life11050456 https://doaj.org/article/8693b6d60be94284a38494e590bd6664 EN eng MDPI AG https://www.mdpi.com/2075-1729/11/5/456 https://doaj.org/toc/2075-1729 doi:10.3390/life11050456 2075-1729 https://doaj.org/article/8693b6d60be94284a38494e590bd6664 Life, Vol 11, Iss 456, p 456 (2021) waste canola oil pure canola oil Antarctic bacterial consortium one-factor-at-a-time response surface methodology Science Q article 2021 ftdoajarticles https://doi.org/10.3390/life11050456 2022-12-30T23:51:02Z Hydrocarbons can cause pollution to Antarctic terrestrial and aquatic ecosystems, both through accidental release and the discharge of waste cooking oil in grey water. Such pollutants can persist for long periods in cold environments. The native microbial community may play a role in their biodegradation. In this study, using mixed native Antarctic bacterial communities, several environmental factors influencing biodegradation of waste canola oil (WCO) and pure canola oil (PCO) were optimised using established one-factor-at-a-time (OFAT) and response surface methodology (RSM) approaches. The factors include salinity, pH, type of nitrogen and concentration, temperature, yeast extract and initial substrate concentration in OFAT and only the significant factors proceeded for the statistical optimisation through RSM. High concentration of substrate targeted for degradation activity through RSM compared to OFAT method. As for the result, all factors were significant in PBD, while only 4 factors were significant in biodegradation of PCO (pH, nitrogen concentration, yeast extract and initial substrate concentration). Using OFAT, the most effective microbial community examined was able to degrade 94.42% and 86.83% (from an initial concentration of 0.5% ( v / v )) of WCO and PCO, respectively, within 7 days. Using RSM, 94.99% and 79.77% degradation of WCO and PCO was achieved in 6 days. The significant interaction for the RSM in biodegradation activity between temperature and WCO concentration in WCO media were exhibited. Meanwhile, in biodegradation of PCO the significant factors were between (1) pH and PCO concentration, (2) nitrogen concentration and yeast extract, (3) nitrogen concentration and PCO concentration. The models for the RSM were validated for both WCO and PCO media and it showed no significant difference between experimental and predicted values. The efficiency of canola oil biodegradation achieved in this study provides support for the development of practical strategies for efficient bioremediation in ... Article in Journal/Newspaper Antarc* Antarctic Directory of Open Access Journals: DOAJ Articles Antarctic Life 11 5 456
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic waste canola oil
pure canola oil
Antarctic bacterial consortium
one-factor-at-a-time
response surface methodology
Science
Q
spellingShingle waste canola oil
pure canola oil
Antarctic bacterial consortium
one-factor-at-a-time
response surface methodology
Science
Q
Khadijah Nabilah Mohd Zahri
Azham Zulkharnain
Claudio Gomez-Fuentes
Suriana Sabri
Khalilah Abdul Khalil
Peter Convey
Siti Aqlima Ahmad
The Use of Response Surface Methodology as a Statistical Tool for the Optimisation of Waste and Pure Canola Oil Biodegradation by Antarctic Soil Bacteria
topic_facet waste canola oil
pure canola oil
Antarctic bacterial consortium
one-factor-at-a-time
response surface methodology
Science
Q
description Hydrocarbons can cause pollution to Antarctic terrestrial and aquatic ecosystems, both through accidental release and the discharge of waste cooking oil in grey water. Such pollutants can persist for long periods in cold environments. The native microbial community may play a role in their biodegradation. In this study, using mixed native Antarctic bacterial communities, several environmental factors influencing biodegradation of waste canola oil (WCO) and pure canola oil (PCO) were optimised using established one-factor-at-a-time (OFAT) and response surface methodology (RSM) approaches. The factors include salinity, pH, type of nitrogen and concentration, temperature, yeast extract and initial substrate concentration in OFAT and only the significant factors proceeded for the statistical optimisation through RSM. High concentration of substrate targeted for degradation activity through RSM compared to OFAT method. As for the result, all factors were significant in PBD, while only 4 factors were significant in biodegradation of PCO (pH, nitrogen concentration, yeast extract and initial substrate concentration). Using OFAT, the most effective microbial community examined was able to degrade 94.42% and 86.83% (from an initial concentration of 0.5% ( v / v )) of WCO and PCO, respectively, within 7 days. Using RSM, 94.99% and 79.77% degradation of WCO and PCO was achieved in 6 days. The significant interaction for the RSM in biodegradation activity between temperature and WCO concentration in WCO media were exhibited. Meanwhile, in biodegradation of PCO the significant factors were between (1) pH and PCO concentration, (2) nitrogen concentration and yeast extract, (3) nitrogen concentration and PCO concentration. The models for the RSM were validated for both WCO and PCO media and it showed no significant difference between experimental and predicted values. The efficiency of canola oil biodegradation achieved in this study provides support for the development of practical strategies for efficient bioremediation in ...
format Article in Journal/Newspaper
author Khadijah Nabilah Mohd Zahri
Azham Zulkharnain
Claudio Gomez-Fuentes
Suriana Sabri
Khalilah Abdul Khalil
Peter Convey
Siti Aqlima Ahmad
author_facet Khadijah Nabilah Mohd Zahri
Azham Zulkharnain
Claudio Gomez-Fuentes
Suriana Sabri
Khalilah Abdul Khalil
Peter Convey
Siti Aqlima Ahmad
author_sort Khadijah Nabilah Mohd Zahri
title The Use of Response Surface Methodology as a Statistical Tool for the Optimisation of Waste and Pure Canola Oil Biodegradation by Antarctic Soil Bacteria
title_short The Use of Response Surface Methodology as a Statistical Tool for the Optimisation of Waste and Pure Canola Oil Biodegradation by Antarctic Soil Bacteria
title_full The Use of Response Surface Methodology as a Statistical Tool for the Optimisation of Waste and Pure Canola Oil Biodegradation by Antarctic Soil Bacteria
title_fullStr The Use of Response Surface Methodology as a Statistical Tool for the Optimisation of Waste and Pure Canola Oil Biodegradation by Antarctic Soil Bacteria
title_full_unstemmed The Use of Response Surface Methodology as a Statistical Tool for the Optimisation of Waste and Pure Canola Oil Biodegradation by Antarctic Soil Bacteria
title_sort use of response surface methodology as a statistical tool for the optimisation of waste and pure canola oil biodegradation by antarctic soil bacteria
publisher MDPI AG
publishDate 2021
url https://doi.org/10.3390/life11050456
https://doaj.org/article/8693b6d60be94284a38494e590bd6664
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
genre_facet Antarc*
Antarctic
op_source Life, Vol 11, Iss 456, p 456 (2021)
op_relation https://www.mdpi.com/2075-1729/11/5/456
https://doaj.org/toc/2075-1729
doi:10.3390/life11050456
2075-1729
https://doaj.org/article/8693b6d60be94284a38494e590bd6664
op_doi https://doi.org/10.3390/life11050456
container_title Life
container_volume 11
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