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Optimization of mycoremediation treatment for the chemical oxygen demand (COD) and ammonia nitrogen (AN) removal from domestic effluent using wild-Serbian Ganoderma lucidum (WSGL)

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Abstract

The fungi-based technology, wild-Serbian Ganoderma lucidum (WSGL) as myco-alternative to existing conventional microbial-based wastewater treatment is introduced in this study as a potential alternative treatment. The mycoremediation is highly persistent for its capability to oxidatively breakdown pollutant substrates and widely researched for its medicinal properties. Utilizing the nonhazardous properties and high degradation performance of WSGL, this research aims to optimize mycoremediation treatment design for chemical oxygen demand (COD) and ammonia nitrogen (AN) removal in domestic wastewater based on proposed Model 1 (temperature and treatment time) and Model 2 (volume of pellet and treatment time) via response surface methodology (RSM). Combined process variables were temperature (0C) (Model 1) and the volume of mycelial pellets (%) (Model 2) against treatment time (hour). Response variables for these two sets of central composite design (CCD) were the removal efficiencies of COD (%) and AN (%). The regression line fitted well with the data with R2 values of 0.9840 (Model 1-COD), 0.9477 (Model 1-AN), 0.9988 (Model 2-COD), and 0.9990 (Model 2-AN). The lack of fit test gives the highest value of sum of squares equal to 9494.91 (Model 1-COD), 9701.68 (Model 1-AN), 23786.55 (Model 2-COD), and 13357.02 (Model 2-AN), with probability F values less than 0.05 showing significant models. The optimized temperature for Model 1 was at 25 °C within 24 h of treatment time with 95.1% COD and 96.3% AN removals. The optimized condition (temperature) in Model 1 was further studied in Model 2. The optimized volume of pellet for Model 2 was 0.25% in 24-h treatment time with 76.0% COD and 78.4% AN removals. Overall, the ascended sequence of high volume of pellet considered in Model 2 will slow down the degradation process. The best fit volume of pellet with maximum degradation of COD and AN is equivalent to 0.1% at 25 °C in 24 h. The high performance achieved demonstrates that the mycoremediation of G. lucidum is highly potential as part of the wastewater treatment system in treating domestic wastewater of high organic loadings.

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The datasets analyzed during this study are included in this published article.

References

  • Ajmi K, Vismara E, Manai I, Haddad M, Hamdi M, Bouallagui H (2018) Polyvinyl acetate processing wastewater treatment using combined Fenton’s reagent and fungal consortium: application of central composite design for conditions optimization. J Hazard Mater 358:243–255. https://doi.org/10.1016/j.jhazmat.2018.06.050

    Article  CAS  Google Scholar 

  • Al-Badaii F, Shuhaimi-Othman M, Gasim MB (2013) Water quality assessment of the semenyih river, Selangor, Malaysia. Arab J Chem 2013:1–10

  • Amaya OM, Barragán MTC, Tapia FJA (2013) Microbial biomass in batch and continuous system. IntechOpen. https://doi.org/10.5772/55303

  • Bankole PO, Adekunle AA, Jeon B-H, Govindwar SP (2020) Novel cobiomass degradation of NSAIDs by two wood rot fungi, Ganoderma applanatum and Laetiporus sulphureus: ligninolytic enzymes induction, isotherm and kinetic studies. Ecotoxicol Environ Saf 203:110997. https://doi.org/10.1016/j.ecoenv.2020.110997

    Article  CAS  Google Scholar 

  • Baxter M, Illston GM (1980) Temperature relationships of fungi isolated at low temperatures from soils and other substrates. Mycopathologia 72(1):21–25

    Article  Google Scholar 

  • Beheshti M, Sægrov S, Ugarelli R (2015) Infiltration/inflow assessment and detection in urban sewer system sammendrag. Vann J 2015:24–34

    Google Scholar 

  • Bumpus JA, Tien M, Wright D, Aust S (1985) Oxidation of persistent environmental pollutants by white-rot fungus. Science. 228(4706):1434–1436

    Article  CAS  Google Scholar 

  • Calvo AM, Terrón MC, FIdalgo ML, Pelayo JM, Gallettin GC, González AE (1995) Pyrolysis-gas chromatography-mass spectrometry characterization of wheat straw alkaline-cooking effluents after biological treatment with the fungi Phanerochaete chrysosporium and Ganoderma australe. Anal Chem Acta 309:145–152. https://doi.org/10.1016/0003-2670(95)00049-6

    Article  CAS  Google Scholar 

  • Chakraborty V, Sengupta S, Chaudhuri P, Das P (2018) Assessment on removal efficiency of chromium by the isolated manglicolous fungi from Indian Sundarban mangrove forest: removal and optimization using response surface methodology. Environ Technol Innov 10:335–344. https://doi.org/10.1016/j.eti.2018.04.007

    Article  Google Scholar 

  • Chen X, Wang W, Li S, Xue J, Fan L, Sheng Z, Chen Y (2010) Optimization of ultrasound-assisted extraction of Lingzhi polysaccharides using response surface methodology and its inhibitory effect on cervical cancer cells. Carbohydr Polym 80(3):944–948. https://doi.org/10.1016/j.carbpol.2010.01.010

    Article  CAS  Google Scholar 

  • Coelho-Moreira JS, Brugnari T, Sá-Nakanishi AB, Castoldi R, Souza CGM, Bracht A, Peralta RM (2018) Evaluation of diuron tolerance and biotransformation by the white-rot fungus Ganoderma lucidum. Fungal Biol 122(6):471–478

    Article  CAS  Google Scholar 

  • Coelho-Moreira JS, de Oliveira AL, de Souza CGM, Bracht A, Peralta RM (2010) Effect of the herbicides bentazon and diuron on the production of ligninolytic enzymes by Ganoderma lucidum. Int Biodeterior Biodegrad 64(2):156–161

    Article  Google Scholar 

  • Cydzik-Kwiatkowska A, Zielińska M (2016) Bacterial communities in full-scale wastewater treatment systems. World J Microbiol Biotechnol 32(4):66

    Article  Google Scholar 

  • Ghafari S, Aziz HA, Isa MH, Zinatizadeh AA (2009) Application of response surface methodology (RSM) to optimize coagulation–flocculation treatment of leachate using poly-aluminum chloride (PAC) and alum. J Hazard Mater 163 (2-3):650–656

  • Hach Company (2019) Hach methods approved/accepted by the USEPA. Hach- Downloads - Hach Methods EPA Acceptance Letters. 1999. http://www.hach.com/cms/documents/pdf/EPA/HachMethodsapprovedacceptedbytheUSEPA.pdf. Accessed: 22nd August 2012.

  • Hanafiah ZM, Wan Mohtar WHM, Hasan HA, Jensen HS, Abdullah MZ, Husain H (2019a) Diversification of temporal sewage loading concentration in tropical climates. IOP Conf Series: Earth and Environmental Science 264:012026

    Article  Google Scholar 

  • Hanafiah ZM, Wan Mohtar WHM, Hasan HA, Jensen HS, Klaus A, Wan Mohtar AAQI (2019b) Performance of wild-Serbian Ganoderma lucidum mycelium in treating synthetic sewage loading using batch bioreactor. Sci Rep 9(1):16109

    Article  Google Scholar 

  • Hassan NA, Supramani S, Azzimi Sohedein MN, Ahmad Usuldin SR, Klaus A, Ilham Z, Chen W-H, Wan-Mohtar WAQ (2019) Efficient biomass-exopolysaccharide production from an identified wild-Serbian Ganoderma lucidum strain BGF4A1 mycelium in a controlled submerged fermentation. Biocatal Agric Biotechnol 21:101305

    Article  Google Scholar 

  • Hongyan L, Zexiong Z, Shiwei X, He X, Yinian Z, Haiyun L, Zhongsheng Y (2019) Study on transformation and degradation of bisphenol A by Trametes versicolor laccase and simulation of molecular docking. Chemosphere 224:743–750

    Article  Google Scholar 

  • Jaén-Gil A, Castellet-Rovira F, Llorca M, Villagrasa M, Sarrà M, Rodríguez-Mozaz S, Barceló D (2019) Fungal treatment of metoprolol and its recalcitrant metabolite metoprolol acid in hospital wastewater: biotransformation, sorption and ecotoxicological impact. Water Res 152:171–180

    Article  Google Scholar 

  • Jaouani A, Tabka MG, Penninckx MJ (2006) Lignin modifying enzymes of Coriolopsis polyzona and their role in olive oil mill wastewaters decolorisation. Chemosphere 62:1421–1430

    Article  CAS  Google Scholar 

  • Jemat A, Ghazali MJ, Razali M, Otsuka Y, Rajabi A (2018) Effects of TiO2 on microstructural, mechanical properties and in-vitro bioactivity of plasma sprayed yttria stabilized zirconia coatings for dental application. Ceram Int 44(4):4271–4281

    Article  CAS  Google Scholar 

  • Kamil OH, Lupuliasa D, Draganescu D, Vlaia L (2011) Interrelations of drying heat and survival of different fungal spores within the tablets formulation. Studia Universitatis “Vasile Goldiş”. Seria Ştiinţele Vieţii 21(2):339–342

    Google Scholar 

  • Kan Y, Chen T, Wu Y, Wu J, Wu J (2015) Antioxidant activity of polysaccharide extracted from Ganoderma lucidum using response surface methodology. Int J Biol Macromol 72:151–157

    Article  CAS  Google Scholar 

  • Khan T, Mustafa MRU, Isa MH, Abd Manan TS, Ho YC, Lin JW, Yusof NZ (2017) Artificial neural network (ANN) for modelling adsorption of lead (Pb (II)) from aqueous solution. Water Air Soil Pollut 228:426

    Article  Google Scholar 

  • Khan T, Isa MH, Ul Mustafa MR, Yeek-Chia H, Baloo L, Abd Manan TSB, Saeed MO (2016) Cr(vi) adsorption from aqueous solution by an agricultural waste based carbon. RSC Adv 6(61):56365–56374

    Article  CAS  Google Scholar 

  • Khan T, Isa MH, Chaudhuri M, Ul Mustafa MR (2014) Acidifically prepared rice husk carbon for adsorption of Zn(II) from aqueous solution. J Appl Sci 14(6):537–541

    Article  CAS  Google Scholar 

  • Kitcha S, Cheirsilp B (2014) Bioconversion of lignocellulosic palm byproducts into enzymes and lipid by newly isolated oleaginous fungi. Biochem Eng J 88:95–100

    Article  CAS  Google Scholar 

  • Kozarski M, Klaus A, Jakovljević D, Todorović N, Wan Abd Al Qadr Imad WM, Nikšić M (2019) Ganoderma lucidum as a cosmeceutical: antiradical potential and inhibitory effect on hyperpigmentation and skin extracellular matrix degradation enzymes. Arch Biol Sci 71(2):253–264

    Article  Google Scholar 

  • Ma L, Zhuo R, Liu H, Yu D, Jiang M, Zhang Z, Yang Y (2014) Efficient decolorization and detoxification of the sulfonated azo dye Reactive Orange 16 and simulated textile wastewater containing Reactive Orange 16 by the white-rot fungus Ganoderma sp. En3 isolated from the forest of Tzu-chin Mountain in China. Biochem Eng J 82:1–9. https://doi.org/10.1016/j.bej.2013.10.015

    Article  CAS  Google Scholar 

  • Mir-Tutusaus JA, Baccar R, Caminal G, Sarrà M (2018) Can white-rot fungi be a real wastewater treatment alternative for organic micropollutants removal? A review. Water Res 138:137–151. https://doi.org/10.1016/j.watres.2018.02.056

  • Murugesan K, Kim Y-M, jeon J-R, Chang Y-S (2009) Effect of metal ions on reactive dye decolorization by laccase from Ganoderma lucidum. J Hazard Mater 168:523–529

    Article  CAS  Google Scholar 

  • Nazir Y, Shuib S, Kalil MS, Song Y, Hamid AA (2018) Optimization of culture conditions for enhanced growth, lipid and Docosahexaenoic Acid (DHA) production of aurantiochytrium SW1 by response surface methodology. Scientific Reports 8(1). https://doi.org/10.1038/s41598-018-27309-0

  • Ntougias SP, Baldrian P, Ehaliotis C, Nerud F, Antoniou T, Merhautová V, Zervakis GI (2012) Biodegradation and detoxification of olive mill wastewater by selected strains of the mushroom genera Ganoderma and Pleurotus. Chemosphere 88:620–626. https://doi.org/10.1016/j.chemosphere.2012.03.042

    Article  CAS  Google Scholar 

  • Peralta RM, da Silva BP, Gomes Côrrea RC, Kato CG, Vicente Seixas FA, Bracht A (2017) Enzymes from basidiomycetes—peculiar and efficient tools for biotechnology. Biotechnol Microbial Enzymes 2017:119–149. https://doi.org/10.1016/b978-0-12-803725-6.00005-4

    Article  Google Scholar 

  • Raboni M, Torretta V, Urbini G (2013) Community wastewater treatment plants (WWTPs). Sustainability 5:3679–3689. https://doi.org/10.3390/su5093679

    Article  CAS  Google Scholar 

  • Rodarte-morales AI, Feijoo G, Moreira MT, Lema JM, Lema M (2012) Evaluation of two operational regimes: fed-batch and continuous for the removal of pharmaceuticals in a fungal stirred tank reactor. Chem Eng Trans 27:151–156. https://doi.org/10.3303/CET1227026

    Article  Google Scholar 

  • Ruas G, Serejo ML, Paulo PL, Boncz MÁ (2017) Evaluation of domestic wastewater treatment using microalgal-bacterial processes : effect of CO2 addition on pathogen removal. J Appl Phycol 30(2):921–929

    Article  Google Scholar 

  • Sankaran S, Khanal SK, Jasti N, Jin B, Pometto AL, Van Leeuwen JH (2010) Use of filamentous fungi for wastewater treatment and production of high value fungal byproducts: a review. Crit Rev Environ Sci Technol 40(5):400–449

    Article  CAS  Google Scholar 

  • Sathian S, Rajasimman M, Radha G, Shanmugapriya V, Karthikeyan C (2014) Performance of SBR for the treatment of textile dye wastewater: optimization and kinetic studies. Alexandria Eng J 53:417–426. https://doi.org/10.1016/j.aej.2014.03.003

    Article  Google Scholar 

  • Singh L (2017) Biodegradation of synthetic dyes: a mycoremediation approach for degradation/decolorization of textile dyes and effluents. J Appl Biomater Biomech 3(5):430–435. https://doi.org/10.15406/jabb.2017.03.00081

    Article  Google Scholar 

  • Spina F, Anastasi A, Prigione V, Tigini V, Varese GC Biological treatment of industrial wastewaters: a fungal approach. Chem Eng Trans 27:175–180

  • Supramani S, Ahmad R, Ilham Z, Mohamad Annuar MS, Klaus A, Wan-Mohtar WAAQI (2019a) Optimisation of biomass, exopolysaccharide and intracellular polysaccharide production from the mycelium of an identified Ganoderma lucidum strain QRS 5120 using response surface methodology. AIMS Microbiol 5(1):19–38

    Article  CAS  Google Scholar 

  • Supramani S, Jailani N, Ramarao K, Mohd Zain NA, Klaus A, Ahmad R, Wan-Mohtar WAAQI (2019b) Pellet diameter and morphology of European Ganoderma pfeifferi in a repeated-batch fermentation for exopolysaccharide production. Biocatal Agric Biotechnol 19:101118

    Article  Google Scholar 

  • Tan YH, Chin SX, Ang WL, Mahmoudi E, Zainoodin AM, Mohammad AW (2018) Effect of H3PO4 and KOH as the activating agents on the synthesis of low-cost activated carbon from duckweeds plants. Jurnal Kejuruteraan SI1 (4):37–43

  • Thurston CF (1994) The structure and function of fungal laccases. Microbiology 140:19–26

    Article  CAS  Google Scholar 

  • Ting WTE, Yuan SY, Wu SD, Chang BV (2011) Biodegradation of phenanthrene and pyrene by Ganoderma lucidum. Int Biodeterior Biodegrad 65(1):238–242

    Article  CAS  Google Scholar 

  • Tuomela M, Hatakka A (2019) Chapter 6.17—oxidative fungal enzymes for bioremediation. Compreh Biotechnol (3rd Edition) 6:224–239

    Article  Google Scholar 

  • Wachtel-Galor S, Yuen J, Buswell JA, Benzie IFF (2011). Ganoderma lucidum (Lingzhi or Reishi): a medicinal mushroom. Herbal Medicine: Biomolecular and Clinical Aspects. 2nd edition. Boca Raton (FL): CRC Press/Taylor & Francis; 2011. Chapter 9:175-199.

  • Wan-Mohtar WAAQI, Viegelmann C, Klaus A, Lim SAH (2017) Antifungal-demelanizing properties and RAW264.7 macrophages stimulation of glucan sulfate from the mycelium of the mushroom Ganoderma lucidum. Food Sci Biotechnol 26(1):159–165

    Article  CAS  Google Scholar 

  • Wan-Mohtar WAAQI, Ab Latif N, Harvey LM, McNeil B (2016a) Production of exopolysaccharide by Ganoderma lucidum in a repeated-batch fermentation. Biocatal Agric Biotechnol 6:91–101

  • Wan-Mohtar WAAQI, Abd Malek R, Harvey LM, McNeil B (2016b) Exopolysaccharide production by Ganoderma lucidum immobilized on polyurethane foam in a repeated-batch fermentation. Biocatal Agric Biotechnol 8:24–31

    Article  Google Scholar 

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Acknowledgements

The authors would like to thank Prof Emeritus Dr. Bohari Yamin for the great assistance, Universiti Kebangsaan Malaysia (UKM) for providing the financial support for this study via the Dana Impak Perdana (DIP-2018-016) and Fundamental Research Grant Scheme under MoE (FRGS/1/2018/TK01/UKM/02/4).

Funding

This work was supported by the University Kebangsaan Malaysia via University Grant (DIP-2018-016) and Fundamental Research Grant Scheme under MoE (FRGS/1/2018/TK01/UKM/02/4).

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Silambarasi Mooralitharan and Zarimah Mohd Hanafiah conducted the experiments, prepared the figures, and wrote main manuscript text. Teh Sabariah Binti Abd Manan edited the manuscript and rearranged the contents. Wan Hanna Melini Wan Mohtar prepared the main framework of the overall experiments and reviewed the manuscript text. Hassimi Abu Hasan and Henriette Stokbro Jensen proofread the full manuscript. Wan Abd Al Qadr Imad Wan-Mohtar wrote and reviewed the Ganoderma culture in the manuscript.

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Correspondence to Wan Hanna Melini Wan Mohtar.

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Mooralitharan, S., Hanafiah, Z.M., Manan, T.S.B.A. et al. Optimization of mycoremediation treatment for the chemical oxygen demand (COD) and ammonia nitrogen (AN) removal from domestic effluent using wild-Serbian Ganoderma lucidum (WSGL). Environ Sci Pollut Res 28, 32528–32544 (2021). https://doi.org/10.1007/s11356-021-12686-3

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