Optimization of conditions for methyl blue decolorization by Paenibacillus ehimensis W3.2MR3 based on Plackett-Burman design and response surface methodology

Treatment of textile wastewater containing synthetic dyes using microorganisms has emerged as a promising, cost-effective, and environmentally sustainable alternative. The objective of this study was to determine the optimal values of the factors directly affecting the decolorization process of methyl blue by Paenibacillus ehimensis W3.2MR3. A Plackett-Burman design was employed as a multifactorial experiment to screen the physical and chemical factors influencing bacterial dye decolorization efficiency, including pH (A: 6–8), temperature (B: 30–50 °C), carbon source (C: 0.5–2.0 g/L), shaking speed (D: 0–300 rpm), nitrogen source (E: 1–2 g/L), inoculum ratio (F: 1–5% v/v), and dye concentration (G: 50–200 mg/L). The Plackett-Burman design results identified pH, inoculum ratio, and dye concentration as the most significant factors, with the highest posterior probabilities recorded for the inoculum ratio (F: 68.16%), pH (A: 65.86%), and dye concentration (G: 29.85%). Subsequently, the response surface method with Box-Behnken design was applied to optimize pH, inoculum ratio, and dye concentration across three levels, yielding optimal conditions of pH 7.49, 3.79% v/v inoculum ratio, and 86.23 mg/L dye concentration, with a maximum decolorization efficiency of 91.38 ± 0.84%. Decolorization efficiency of MB by P. ehimensis W3.2MR3 on the 3-D graphic for response surface optimization of pH, Inoculum ratio, and dye concentrations as well as plot of the relationship between predicted and observed values of MB • The isolated Paenibacillus ehimensis W3.2MR3 was able to remove methyl blue more than 90%. • Plackett-Burman Design and Response Surface Methodology were applied to optimize the conditions for methyl blue removal by Paenibacillus ehimensis W3.2MR3. • The significance of this study lies in its identification of the correlations between influencing factors and the MB decolorization efficiency of P. ehimensis W3.2MR3. • The pH, inoculum ratio, and dye concentration are the key factors affecting the MB discoloration with the optimum values of 7.5, 3.8 (%), and 86.2 (mg/L), respectively.

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Publication Details

Journal
The Microbe
Published
2026-04-03
DOI
https://doi.org/10.1016/j.microb.2026.100714
Primary Topic
Enzyme-mediated dye degradation
Type
article
Field-Weighted Citation Impact
0.00

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article

Optimization of conditions for methyl blue decolorization by Paenibacillus ehimensis W3.2MR3 based on Plackett-Burman design and response surface methodology

Cuong Tu Ho, Minh Le Vu, Thi-Diem-Phuong Pham, Thao Thi Nguyen et al.
The Microbe
Enzyme-mediated dye degradation
article

Optimization of conditions for methyl blue decolorization by Paenibacillus ehimensis W3.2MR3 based on Plackett-Burman design and response surface methodology

Cuong Tu Ho, Minh Le Vu, Thi-Diem-Phuong Pham, Thao Thi Nguyen, Thi-Mai-Anh Dang, Vinh Quang Trinh, Nguyen Sy Nguyen, Thu Minh Nguyen
article en

Abstract

Treatment of textile wastewater containing synthetic dyes using microorganisms has emerged as a promising, cost-effective, and environmentally sustainable alternative. The objective of this study was to determine the optimal values of the factors directly affecting the decolorization process of methyl blue by Paenibacillus ehimensis W3.2MR3. A Plackett-Burman design was employed as a multifactorial experiment to screen the physical and chemical factors influencing bacterial dye decolorization efficiency, including pH (A: 6–8), temperature (B: 30–50 °C), carbon source (C: 0.5–2.0 g/L), shaking speed (D: 0–300 rpm), nitrogen source (E: 1–2 g/L), inoculum ratio (F: 1–5% v/v), and dye concentration (G: 50–200 mg/L). The Plackett-Burman design results identified pH, inoculum ratio, and dye concentration as the most significant factors, with the highest posterior probabilities recorded for the inoculum ratio (F: 68.16%), pH (A: 65.86%), and dye concentration (G: 29.85%). Subsequently, the response surface method with Box-Behnken design was applied to optimize pH, inoculum ratio, and dye concentration across three levels, yielding optimal conditions of pH 7.49, 3.79% v/v inoculum ratio, and 86.23 mg/L dye concentration, with a maximum decolorization efficiency of 91.38 ± 0.84%. Decolorization efficiency of MB by P. ehimensis W3.2MR3 on the 3-D graphic for response surface optimization of pH, Inoculum ratio, and dye concentrations as well as plot of the relationship between predicted and observed values of MB • The isolated Paenibacillus ehimensis W3.2MR3 was able to remove methyl blue more than 90%. • Plackett-Burman Design and Response Surface Methodology were applied to optimize the conditions for methyl blue removal by Paenibacillus ehimensis W3.2MR3. • The significance of this study lies in its identification of the correlations between influencing factors and the MB decolorization efficiency of P. ehimensis W3.2MR3. • The pH, inoculum ratio, and dye concentration are the key factors affecting the MB discoloration with the optimum values of 7.5, 3.8 (%), and 86.2 (mg/L), respectively.

The MicrobeVol. 11
Ho Chi Minh City University of Science (VN), Hanoi University of Natural Resources and Environment (VN), Vietnam Academy of Science and Technology (VN)
National Foundation for Science and Technology Development
Openalex Percentile: Top 32%
Enzyme-mediated dye degradation
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