Abstract
Water contamination through drug disposal is a prominent problem as it has harsh consequences on food chains. Over 100,000 tonnes of pharmaceutical products are consumed globally every year, and during their manufacture, use and disposal, active pharmaceutical ingredients (APIs) as well as other chemical ingredients are released into the environment. Dry plant matter is called lignocellulosic biomass which is easily available in abundance on the Earth’s surface and is composed of carbohydrate polymers (hemicellulose, cellulose) and aromatic polymer (lignin). These polymeric carbohydrates contain different sugar monomers bounded tightly to lignin. Recently, great attention has been paid to remove pharmaceutical pollutants for which various treatment methods are known including both advanced (e.g. membrane, microfiltration, ozonation) and conventional (e.g. adsorption, biodegradation, activated sludge) processes. The aim of this chapter is to discuss the removal of pharmaceuticals using adsorption from wastewater using lignocellulosic materials. Adsorption capacity of various adsorbents from various sources have been reviewed for their capacity to remove pharmaceuticals from water. There are numerous adsorbents including most commonly used carbonaceous materials, clays and polymeric and siliceous materials. The adsorption capacity of various lignocellulosic materials for pharmaceutical removal from water is discussed in this chapter. The mechanism for adsorption of pharmaceuticals onto lignocellulosic adsorbents is also discussed herein.
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12.1 Introduction
Pharmaceuticals are considered, and recently recognized, as major class of environmental pollutants. The presence of pharmaceuticals, either in surface water or groundwater , near to industrial and residential localities, is seriously a great problem (Fig. 12.1 (Licence Number: 4500651074774)). In the year 1960, the USA and Europe marked the first case of the presence of pharmaceuticals and personal care products (PPCPs), and the concerns about their potential risk were raised in 1999 due to the lowering of feminization of fish living downstream of wastewater treatment plants (WWTPs) after the presence of pharmaceuticals in river was found (Kyzas et al. 2015). Hundreds of different pharmaceuticals have been detected in the environment globally. Entry of pharmaceuticals in the environment can take place in a number of ways:
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Emissions from manufacturers
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Human consumption and excretion of pharmaceutical products
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Improper disposal of pharmaceuticals down toilets and sinks
Designing of active ingredients of pharmaceuticals is done in order to stimulate a response in humans and animals, and some are modified so that they remain unchanged during their passage through the body. Unfortunately, its high stability makes it persist outside the body and, as a result, can have therapeutic effects on un-targeted organisms, and it starts accumulating up. Pharmaceuticals that enter the environment can have unexpected harmful effects on wildlife. One of the worst cases of wildlife poisoning by a chemical has been attributed to a pharmaceutical product, diclofenac. This non-steroidal anti-inflammatory drug (NSAID) caused a 97% decline in three species of Old World vultures (genus Gyps) in Asia, with risk of extinction. Vultures feeding on carcasses of cattle treated with diclofenac suffered acute kidney failure and died within days (https://noharm-europe.org/content/europe/pharmaceutical-pollution-faq). Pharmaceuticals in the environment may also pose a threat to human health (Nabi et al. 2006; Pavithra et al. 2017). Although the concentration of pharmaceuticals may be low, exposure to mixtures of pharmaceuticals with other chemicals could pose a risk to human health. Synergistic effects can intensify the therapeutic properties, and even low concentrations can be dangerous to people for whom a medicine has been given.
There are many remedial methods available for pharmaceutical removal, but one of the advantageous methods with low cost is adsorption (Chaudhry et al. 2016; Siddiqui and Chaudhry 30,31,32,d). A phenomenon of accumulation of molecules of a substance on the surface of a liquid or solid leading to a higher concentration of those molecules onto the surface is called adsorption (Fig. 12.2) (Chaudhry et al. 2017; Siddiqui et al. 40,41,c). The substance thus adsorbed on the surface is called adsorbate (Siddiqui et al. 37,38,39,d; Tara et al. 2019), and the substance on which it is adsorbed is called adsorbent (Nilchi et al. 2012; Siddiqui and Chaudhry 2019).
After understanding the pharmaceuticals as pollutant and adsorption phenomenon, now we need to know about the use of adsorption technique in pharmaceutical removal using lignocellulosic material (which is the main aim of this chapter).
12.1.1 Effect of Parameters on Adsorption
12.1.1.1 pH Effect
The pH of solution plays a very significant role while dealing with the interactive sorption (Siddiqui and Chaudhry, 2018a, b). Studies revealed that without considering the nature of adsorbent , it is difficult to have a constant adsorption capacity over the entire pH range. So, it becomes very necessary to determine the optimum pH required for a specified adsorption process (Akhtar et al. 2015).
12.1.1.2 Adsorbent Dose
Studies revealed that with the increase in adsorbent dose, there is an increase in percentage removal of pharmaceuticals (Vergili and Barlas 2009; Rossner et al. 2009). This was explained on the basis of increase in availability of vacant sites at higher dosages. Studies reported that saturation value for pharmaceutical adsorption is achieved rarely [96]; therefore, it can be said that further increase in adsorbent dosage is not of measureable significance. Extra dosage leads to removal of extra pharmaceuticals (Akhtar et al. 2015).
12.1.1.3 Concentration of Pharmaceuticals
Initial concentration of pharmaceuticals is a very important factor as adsorption capacity and adsorption rate depend on it. Generally, it was found that adsorption of pharmaceuticals gets boosted by initial concentration. It was also observed that accessibility of pores for adsorbate molecules and interactions at solid–liquid interface increases due to concentration (Akhtar et al. 2015).
12.1.1.4 Temperature
For adsorption process, temperature is an important parameter. It was found that molecular activity at boundary layer interface increases at high temperature, which in turn increases the rate of diffusion of solute molecules. However, literature shows that adsorption behaviour of solute onto a specific adsorbent might also be exothermic in nature (Zawani et al. 2009).
12.2 Lignocellulosic Materials
Three polymers (cellulose, hemicellulose and lignin) constitute lignocellulosic materials (Fig. 12.3). The association of these polymers with each other depends on type, species and even source of the biomass. The relative abundance of cellulose, hemicellulose and lignin are inter alia key factors which determine the optimum energy (Bajpai 2016). The application of these lignocellulosic materials in the removal of pharmaceuticals is majorly studied in this chapter. The composition of monomers of lignocellulosic material is shown in Fig. 12.4. Plant is a major source of lignocellulosic materials (Fig. 12.5).
12.3 Ways of Reduction in Pollution of Pharmaceuticals in Environment
An important step in pharmaceutical pollution prevention includes reduction of hazardous wastes from source. Reduction in pollution at the source can be possible through the modification in process, replacement of material and good operating practices. The reach of the pharmaceutical industry is increasing day by day, and this makes the industry highly competitive. Each company’s confidential policy and high specificity leads to small general discussions of material substitution and process modification. The aim is to target the thinking of manufacturers about their ways of manufacturing processes. One of the best ways to reduce the pharmaceutical pollution is to control it at its source (Fig. 12.6 (Licence Number: 4481750472810)).
There are some industries working successfully in improving efficiency and profit and also in minimizing environmental impacts. Among all, source reduction method is one which serves the primary aim of industries to reduce the wastes. Implementation of source reduction methods is generally quite difficult in pharmaceutical manufacturing units as in other manufacturing sectors. Looking at future aspects, many pharmaceutical companies are finding ways to minimize waste in future production processes by investing in research and development. Using techniques for pollution prevention at the start of a new drug development is more economical , efficient and environmentally favourable.
12.4 Lignocellulosic Materials as Adsorbent for Pharmaceuticals
The adsorption process carried out by biomass is called biosorption (Siddiqui et al. 2017). It contains waste of microbial origin and organic plant materials. These materials have capability to remove the substance dissolved in aqueous medium. Lignocellulosic materials serve to be the best material as it involves low cost and has good adsorbent capacity (Fig. 12.7); therefore it can be used for detoxification (Magalhaes and Neves 2006). Biomass is known to be an enhancing agent for adsorption process (Cristavo et al. 2011). For example, sugarcane bagasse and its various polymers like cellulose, hemicellulose and lignin contains functional groups like hydroxyl and/or phenolic, carbonyl groups and amines, and these groups can be modified chemically to form new compounds with various new properties.
Another example is coconut tree which is also an important lignocellulosic material; almost whole coconut tree is used for deriving lignocellulosic material, even the leaves and the fruits. The adsorption capacity of coconut fibre in liquids containing organic contaminants such as gasoline, diesel and lubricants was studied.
Kyzas in the year 2014 said that there is limited research on adsorption of organic compounds such as pesticides , petroleum derivatives and pharmaceuticals using green organic residues, whereas these organic derivatives have been proven to be good adsorbent for removal of dyes and metals.
‘Chromatography’ is an analytical technique commonly used for separating a mixture of chemical substances into its individual components. There are many types of chromatography, e.g. liquid chromatography, gas chromatography, ion-exchange chromatography and affinity chromatography, but all of these employ the same basic principles; therefore the chromatographic technique serves to be the best method among all the processes known (Boix et al. 2016).
Among various tests, one important test of toxicity provides results which give very sensitive values because it not only detects presence or absence of a particular molecule but also provides information about ecotoxicological effects produced after the removal. Among various toxicity tests, the commonly used for the observation of environmental genotoxicity is the Allium cepa which is specifically used for wastewater and soil testing (Mazzeo et al. 2015) because it serves as an excellent biomarker of cell mutagenic effects. This test tells about various mutagenic points of the chromosome and also identifies sensitive pollutants, and moreover it has low cost and is easily implementable (Kumari et al. 2011).
Genotoxic effect is estimated in meristematic cells which provide information about genotoxic effects; and changes in the mitotic index indicate cytotoxicity (Mazzeo et al. 2015). The breaks in chromosome and micronuclei in meristematic cell helps to determine the mutagenic potential. Mazzeo et al . (2015) tested Allium cepa and found that sludge of sewage was mutagenic and genotoxic, even at low concentration. It was found by this test that both pharmaceuticals thiabendazole and griseofulvin can cause damage to the meristematic cell, which also leads to problems in microtubule like metaphase C, breakage in chromosome of anaphase, multipolar division, bridged anaphase and disorganized anaphase. Therefore, it can be easily said that these tests are important for the collection of ecotoxicological data (Andrioli et al. 2014).
We can also use sugarcane and coconut fibres for the removal of pharmaceuticals from contaminated water, under the hypothesis that the adsorption of pharmaceuticals by these fibres may reduce the toxicity of contaminated water.
12.4.1 Discussion on Adsorption Mechanism of Pharmaceuticals onto Adsorbents
12.4.1.1 Silanol Functional Groups
pH is an important factor in the adsorption of pharmaceuticals such as ketoprofen, carbamazepine , ibuprofen, diclofenac and clofibric acid because it contains various functional groups of silica. The presence of hydroxyl group in –COOH and silanol groups (SiOH) leads to hydrogen bonding, and there is possible interaction between these two groups. The hydrogen bonding can be shown in Fig. 12.8.
These materials possess silanol groups (surface active groups) which explain cationic exchange mechanism and carboxylate group (–COOH) which explains the ligand exchange mechanism. The presence of these groups (silanol and carboxylate groups) leads to a great contribution towards adsorption tendency of adsorbents. Activated carbon can also be replaced by phenolics, carboxyl and lactone functional groups (Putra et al. 2009; Pocostales et al. 2011) that contain acidic and basic groups which have strong influence on the surface charges and enhance the adsorption properties of activated carbon. Adsorption phenomenon, therefore, not only depends on pore structure but also on surface charge because change of surface charges is also an important factor which affects adsorption.
12.4.1.2 Carbonyl Functional Groups
Carbonyl group (C=O) is also a good adsorbing site for binding of pharmaceuticals (Chang et al. 2009). The interaction of cation with the adsorbent can be easily predicted by the shifting of absorption spectrum for C=O towards the higher or lower frequency. For example, adsorption of oxytetracycline onto montmorillonite clay lowers its value from 1685 to 1665 cm−1. For flurbiprofen antibiotic, C=O band is shifted from 1700 to 1708 cm−1 after adsorption onto the adsorbent. The binding of C=O group through their charged surface can be explained using cationic exchange mechanism or also through H atom bonded with OH group of water connected to cations on adsorbent surface (Kulshrestha et al. 2004).
The affinity of deprotonated OH group to bind with C=O group is rather greater than the protonated OH group. It was also observed that feldspar or quartz surfaces have deprotonated hydroxyl group attached easily with C=O group of cephapirin antibiotic than to protonated form of hydroxyl group.
12.5 Conclusion and Future Prospects
The environmental impact of pharmaceuticals is not so much clear, and the issue of resolving this problems is quite difficult because science and technology required to fully counter this risk is still in the earliest stages of its development. Human beings are an integral part of this environment. Earlier research has showed that there is inseparable connection between human health and the environmental quality. However, at this moment we need to follow the precautionary principle which signifies that “Any activity which raises threat to human health or the environment, precautionary measures should be taken”.
Numerous proactive measures should be taken to reduce the amount of pharmaceuticals introduced to the environment by various actions of general public. Lignin, being a green material, can serve as a better adsorbent for various harmful pollutants (Fig. 12.9; Order Number: 501453669).
Safety and well-being of patients should not be carried out at the expenses of the safety of communities and the ecosystems. High-quality healthcare and environmental protection are intimately linked. Prevention of pollution establishes a hierarchy in the type of measures that should be taken when dealing with environmental risk. In case of hazardous waste, the following hierarchy needs to be followed:
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First: minimization/reduction
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Second: reuse
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Third: recycling
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Last: proper disposition (incineration—waste to energy facilities)
Green pharmacy will be a better alternative for the reduction of pharmaceutical pollutants in the coming future.
References
Ahmed MJ, Hameed BH (2018) Removal of emerging pharmaceutical contaminants by adsorption in a fixed-bed column: a review. Ecotox Environ Safe 149:257–266. https://doi.org/10.1016/j.ecoenv.2017.12.012
Akhtar J, Amin NAS, Shahzad K (2015) A review on removal of pharmaceuticals from water by adsorption. Des Water Treatment 57:12842–12860. https://doi.org/10.1080/19443994.2015.1051121
Andrioli NB, Soloneski S, Larramendy ML, Mudry MD (2014) Induction of 492 microtubule damage in Allium cepa meristematic cells by pharmaceutical formulations of 493 thiabendazole and griseofulvin. Mutat Res Genet Toxicol Mutagen 772:1–5
Bajpai P (2016) Structure of lignocellulosic biomass, Sp. B. Mol. Science, Pretreatment of lignocellulosic biomass for biofuel production, Springer Briefs in Green chemistry for sustainability. https://doi.org/10.1007/978-981-10-0687-62
Boix C, Ibanez M, Bagnati R, Zuccato E, Sancho JV, Hernandez F, Casiglioni S (2016) High resolution mass spectrometry to investigate omeprazole and venlafaxine metabolites in wastewater. J Hazard Mater 302:332–340
Chang PH, Jean JS, Jiang WT, Li Z (2009) Mechanism of tetracycline sorption on rectorite. Colloid Surf A 339(1–3):94–99. https://doi.org/10.1016/j.colsurfa.2009.02.00
Chaudhry SA, Ahmed M, Siddiqui SI, Ahmed S (2016) Fe(III)–Sn(IV) mixed binary oxide-coated sand preparation and its use for the removal of As(III) and As(V) from water: application of isotherm, kinetic and thermodynamics. J Mol Liq 224:431–441
Chaudhry SA, Zaidi Z, Siddiqui SI, Ahmed S (2017) Isotherm, kinetic and thermodynamics of arsenic adsorption onto Iron-zirconium binary oxide-coated sand (IZBOCS): modelling and process optimization. J Mol Liq 229:230–240
Cristavo RO, Tavares APM, Brígida AI, Loureiro JM, Rui ARB, Eugénia AM, Maria AZC (2011) Immobilization of commercial laccase onto green coconut fibre by adsorption and its application for reactive textile dyes degradation. J Mol Catal B Enzym 72(1–2):6–12
He Z, Cheng X, Kyzas GZ, Fu J (2016) Pharmaceuticals pollution of aquaculture and its management in China. J Mol Liq 223:781–789. https://doi.org/10.1016/j.molliq.2016.09.005
Kulshrestha P, Giese RF, Aga DS (2004) Investigating the molecular interactions of oxytetracycline in clay and organic matter: insights on factors affecting its mobility in soil. Environ Sci Technol 38(15):4097–4105. https://doi.org/10.1021/es034856q
Kumari M, Khan SS, Pakrashi S, Mukherjee A, Chandrasekaran N (2011) Cytogenetic and genotoxic effects of zinc oxide nanoparticles on root cells of Allium cepa. J Hazard Mater 190(1–3):613–621. https://doi.org/10.1016/j.jhazmat.2011.03.095
Kyzas GZ, Fu J, Lazaridis NK, Bikiaris DN, Matis KA (2015) New approaches on the removal of pharmaceuticals from wastewaters with adsorbent materials. J Mol Liq 209:87–93. https://doi.org/10.1016/j.molliq.2015.05.025
Magalhaes VHP, Neves MAFS (2006) Utilizacao de pericarpode coco verde para a remocao de residues de ions cromo(VI) em solucoes aquosas. Perpectivas da Ciencia e Tecnologia 3(1–2)
Mazzeo DEC, Fernandesa TCC, Levyb CE, Fontanettia CS, Moralesa MAM (2015) Monitoring the natural attenuation of a sewage sludge toxicity using Allium cepa test. Ecol Indic 56:60–69
Nabi SA, Naushad M, Khan AM (2006) Sorption studies of metal ions on naphthol blue-black modified Amberlite IR-400 anion exchange resin: separation and determination of metal ion contents of pharmaceutical preparation. Colloids Surf A Physicochem Eng Asp 280:66–70. https://doi.org/10.1016/j.colsurfa.2006.01.031
Nilchi A, Saberi R, Azizpour H et al (2012) Adsorption of caesium from aqueous solution using cerium molybdate-pan composite. Chem Ecol 28:169–185. https://doi.org/10.1080/02757540.2011.629196
Pavithra KG, Senthil Kumar P, Sundar Rajan P et al (2017) Sources and impacts of pharmaceutical components in wastewater and its treatment process: a review. Korean J Chem Eng 34:2787–2805. https://doi.org/10.1007/s11814-017-0255-2
Pocostales P, lvarez PA, Beltran PZ (2011) Catalytic ozonation promoted by alumina-based catalysts for the removal of some pharmaceutical compounds from water. Chem Eng J 168:1289–1295
Putra EK, Pranowo R, Sunarso J, Indraswati N, Ismadji Z (2009) Performance of activated carbon and bentonite for adsorption of amoxicillin from wastewater: mechanisms, isotherms and kinetics. Water Res 43(9):2419–2430. https://doi.org/10.1016/j.watres.2009.02.039
Rossner A, Snyder SA, Knappe DRU (2009) Removal of emerging contaminants of concern by alternative adsorbents. Water Res 43(15):3787–3796. https://doi.org/10.1016/j.watres.2009.06.009
Siddiqui SI, Chaudhry SA (2017a) Arsenic removal from water using Nanocomposites: a review. Curr Environ Eng 4:81–102
Siddiqui SI, Chaudhry SA (2017b) Iron oxide and its modified forms as an adsorbent for arsenic removal: a comprehensive recent advancement. Process Saf Environ Protect 111:592–626
Siddiqui SI, Chaudhry SA (2017c) Arsenic: toxic effects and remediation. In: Islam SU (ed) Advanced materials for wastewater treatment. John Wiley & Sons, Inc., pp 1–27,. ISBN: 9781119407805. https://doi.org/10.1002/9781119407805.ch1
Siddiqui SI, Chaudhry SA (2017d) Removal of arsenic from water through adsorption onto metal oxide-coated material. Mater Res Found 15:227–276
Siddiqui SI, Chaudhry SA, Islam SU (2017) Green adsorbents from plant sources for the removal of arsenic: an emerging wastewater treatment technology. In: Islam SU (ed) Plant-based natural products: derivatives and applications. John Wiley & Sons, Inc., Hoboken, pp 193–211,. ISBN: 978-1-119-42383-6. https://doi.org/10.1002/9781119423898.ch10. (Chapter 10)
Siddiqui SI, Chaudhry SA (2018a) A review on graphene oxide and its composites preparation and their use for the removal of As3+and As5+ from water under the effect of various parameters: application of isotherm, kinetic and thermodynamics. Process Saf Environ Prot 119:138–163
Siddiqui SI, Chaudhry SA (2018b) Nigella sativa plant based nanocomposite-MnFe2O4/BC: an antibacterial material for water purification. J Clean Prod 200:996–1008. https://doi.org/10.1016/j.jclepro.2018.07.300
Siddiqui SI, Rathi G, Chaudhry SA (2018a) Acid washed black cumin seed powder preparation for adsorption of methylene blue dye from aqueous solution: thermodynamic, kinetic and isotherm studies. J Mol Liq 264:275–284
Siddiqui SI, Rathi G, Chaudhry SA (2018b) Qualitative analysis of acid washed black cumin seeds for decolorization of water through removal of highly intense dye methylene blue. Data Brief 20:1044–1047
Siddiqui SI, Ravi R, Rathi G et al (2018c) Decolorization of textile wastewater using composite materials. In: Islam SU, Butola BS (eds) Nanomaterials in the wet processing of textiles. John Wiley & Sons, Inc., pp 187–218. ISBN 1119459915
Siddiqui SI, Chaudhry SA (2019) Nanohybrid composite Fe2O3-ZrO2/BC for inhibiting the growth of bacteria and adsorptive removal of arsenic and dyes from water. J Clean Prod 223:849–868. https://doi.org/10.1016/j.jclepro.2019.03.161
Siddiqui SI, Manzoor O, Mohsin M, Chaudhry SA (2019a) Nigella sativa seed based nanocomposite-MnO2/BC: an antibacterial material for photocatalytic degradation, and adsorptive removal of methylene blue from water. Environ Res 171:328–340
Siddiqui SI, Fatima B, Tara N et al (2019b) 15: recent advances in remediation of synthetic dyes from wastewaters using sustainable and low-cost adsorbents. In: Islam SU, Butola BS (eds) The textile institute book series, the impact and prospects of green chemistry for textile technology. Woodhead Publishing. ISBN 9780081024911. https://doi.org/10.1016/B978-0-08-102491-1.00015-0
Siddiqui SI, Naushad M, Chaudhry SA (2019c) Promising prospects of nanomaterials for arsenic water remediation: a comprehensive review. Process Saf Environ Protect 126:60–97
Siddiqui SI, Ravi R, Chaudhry SA (2019d) Removal of arsenic from water using Graphene oxide Nano-hybrids. In: Naushad M (ed) A new generation material Graphene: applications in water technology. Springer, Cham. https://doi.org/10.1007/978-3-319-75484-0_9
Supanchaiyamat N, Jetsrisuparb K, Jesper TNK, Daniel CWT, Andrew JH (2019) Lignin materials for adsorption: current trend, perspectives and opportunities. Bioresour Technol 272:570–581. https://doi.org/10.1016/j.biortech.2018.09.139
Tara N, Siddiqui SI, Rathi G et al (2019) Nano-engineered adsorbent for removal of dyes from water: a review. Curr Anal Chem 15. https://doi.org/10.2174/1573411015666190117124344
Vasco-Correa J, Ge X, Li Y (2016) Chapter 24: Biological pretreatment of lignocellulosic biomass, biomass fractionation technologies for a lignocellulosic feedstock based biorefinery, pp 561–585. https://doi.org/10.1016/B978-0-12-802323-5.00024-4
Vergili I, Barlas H (2009) Removal of selected pharmaceutical compounds from water by an organic polymer resin. J Sci Ind Res 68:417–425
Yaneva ZL, Georgieva NV (2012) Insights into Congo red adsorption on agro-industrial materials-spectral, equilibrium, kinetic, thermodynamic, dynamic and desorption studies. A review. Int Rev Chem Eng 4:127–146
Zawani Z, Luqman CA, Thomas SYC (2009) Equilibrium, kinetics and thermodynamic studies: adsorption of Remazol black 5 on the palm kernel shell activated carbon (PKS-AC). Eur J Sci Res 37:67–76
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Sharma, A., Chaudhry, S.A. (2020). Adsorption of Pharmaceutical Pollutants Using Lignocellulosic Materials. In: Naushad, M., Lichtfouse, E. (eds) Green Materials for Wastewater Treatment. Environmental Chemistry for a Sustainable World, vol 38. Springer, Cham. https://doi.org/10.1007/978-3-030-17724-9_12
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