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Biodegradable Films with the Addition of Nanofibers: a Review Focusing on Raw Materials and Analysis

Abstract

Starch is an important energy reserve polysaccharide for vegetables, found in large quantities in nature. From a renewable and low-cost source, it is considered an excellent raw material for the production of biopolymers. Biodegradable films can be obtained from different starch sources and can be an alternative to the damages caused by petroleum products, since they have the properties of conventional plastics and are easily degraded in the environment. However, starch-based films have limitations such as poor mechanical properties. To overcome this weakness, the addition of secondary additives is used to improve its resistance. This review highlights how different materials used in the production of biodegradable polymers, the importance of incorporating reinforcement content in the polymer matrix and as the main characterization techniques of bio composites.

Keywords:
starch; reinforcement; film properties; casting.

HIGHLIGHTS

  • Starch is promising biopolymer to be used as a biodegradable natural source.

  • The combination of starch with nanocellulose can provide new applications.

  • Glycerol is an additive widely used in the production of biodegradable packaging.

  • Biodegradable films are effective to extend the shelf life of fresh vegetables.

HIGHLIGHTS

  • Starch is promising biopolymer to be used as a biodegradable natural source.

  • The combination of starch with nanocellulose can provide new applications.

  • Glycerol is an additive widely used in the production of biodegradable packaging.

  • Biodegradable films are effective to extend the shelf life of fresh vegetables.

INTRODUCTION

Food packaging acts as an inert barrier between food and the environment, providing safety, extension of shelf life and allowing them to have a wide distribution. For this reason, it must be designed according to each product characteristic to guarantee its durability and also the maintenance of its sensory characteristics [11 Landim APM, Bernardo CO, Martins IBA, Francisco MR, Santos MB, Melo NR. Sustainability concerning food packaging in Brazil. Polimeros. 2016;26:82-92.]. The non-conventional films are a class of biodegradable polymers that are becoming very promising in the world Market. They presenting themselves as an alternative to the use of petrochemical derivatives found in current plastic packaging and contributing to the reduction of plastic waste [22 Rhim JW, Park HM, Ha CS. Bio-nanocomposites for food packaging applications. Prog Polym Sci. 2013;38(10-11):1629-52.,33 Pessanha KLF, Farias MG, Carvalho CWP,Oliveira GRL. Starch films added of acai pulp (Euterpe oleracea Martius). Braz. Arch. Biol. Technol. 2018;61.].

According to European Bioplastics, Nova Institute (2019), bioplastics can be found in several market segments such as: packaging, food services, agriculture / horticulture, consumer electronics, automotive, consumer goods and home appliances. According to the Brazilian Association of Public Cleaning Companies [44 Paulo OES. The garbage ways: Abrelpe Brazilian Association of Public Cleaning and Special Waste Companies [Internet]. 2019 Nov 27 [cited 2022 Jan 24]. Available from: https://abrelpe.org.br/brasil-produz-mais-lixo-mas-nao-avanca-em-coleta-seletiva/.
https://abrelpe.org.br/brasil-produz-mai...
], in last decades there was an increase in urban solid waste in the country. In 2018, 79 million t of wastes were generated in Brazil and more than 40% of the garbage collected had an improper destination. In 2019, global bioplastics production capacities totaled almost 53% of the volume destined for the packaging market - the largest market segment in the bioplastics industry. Global bioplastics production capacity is expected to increase from around 2.11 million t in 2019 to approximately 2.43 million t in 2024 [55 Bioplastics E. Global bioplastics production will more than triple within the next five years: European Bioplastics [Internet]. 2021 Dez 1 [cited 2022 Jan 24]. Available from: https://www.european-bioplastics.org/global-bioplastics-production-will-more-than-triple-within-the-next-five-years/.
https://www.european-bioplastics.org/glo...
].

Biodegradable films are prepared from a blend of organic compounds and water. Normally it is added to water a polysaccharide and a plasticizer. Starch is an organic compound widely found in nature and the most studied to be used in the production of thermoplastic packaging due to the ideal properties for a good film formation [66 Fan H, Ji N, Zhao M, Xiong L, Sun Q. Characterization of starch films impregnated with starch nanoparticles prepared by 2,2,6,6-tetramethylpiperidine-1-oxyl (TEMPO)-mediated oxidation. Food Chem. 2016;192:865-72.].

Films produced using only cited basic components have high hygroscope, are not very flexible and become brittle, which makes processing difficult for the production of packaging [77 Rocha GO, Farias MG, Carvalho CWP, Ascheri JLR, Galdeano MC. Biodegradable Composite Films Based on Cassava Starch and Soy Protein. Polímeros. 2014;24(5):587-95.]. The functionality of films produced from starchy sources depends largely on their components. The combination of starch with another polymeric material, such as nanocellulose, is an alternative to improve the physical and chemical properties of the thermoplastic and provide new applications [88 Almeida DM, Woiciechowski AL, Wosiacki G, Prestes RA, Pinheiro LA. Phisical, Chemical and Barrier Properties in Films Made with Bacterial Celullose and Potato Starch Blend. Polimeros. 2013;23(4):538-46.].

The use of a lignocellulosic fiber of high strength and durability incorporated in the film, aims to reinforce and improve the mechanical, barrier and thermal properties due to the nanometric size and the high crystallinity of the cellulose [99 Machado BAS, Reis JHO, Silva JB, Cruz LS, Nunes IL, Pereira FV, et al. Obtention of nanocellulose from green coconut fiber and incorporation into biodegradable starch films plasticized with glycerol. Quim Nova. 2014;37(8):1275-82.]. This review provides information to better understand the important factors in the development of more resistant films based on starch and highlights the main analysis of their characterization.

RAW MATERIALS

Starch

Starch is considered a promising biopolymer to be used as a biodegradable natural source with varied applications, such as in packaging, because it is a versatile, cheap and abundant raw material in nature [1010 Ríos-Soberanis CR, Estrada-León RJ, Moo-Huchin VM, Cabrera-Sierra, María José Cervantes-Uc J, Manuel, Bello-Pérez LA, et al. Utilization of ramon seeds (Brosimum alicastrum swarts) as a new source material for thermoplastic starch production. J Appl Polym Sci. 2016;133(47):1-9.].

In an essentially linear chain formed by glucose units joined by α-1,4 glycosidic bonds is amylose, which contributes mainly to the amorphous phase of the starch granule. Formed by glucose units joined in α-1,4 and α-1,6 bonds with highly branched structure is amylopectin, which predominantly contributes to the peripheral crystalline organization of starch granules [1111 Thakur R, Pristijono P, Scarlett CJ, Bowyer M, Singh SP, Vuong QV. Starch-based films: Major factors affecting their properties. Int J Biol Macromol. 2019;132:1079-89.]. The destruction of the original semicrystalline structure of the granule by a gelatinization process must occur above 70 °C in the presence of water so that when cooled there is the formation of a resistant and translucent film, similar to the structure of a thin cellulose film with great possibility of use of this material in food packaging [1212 Pauli RB, Quast LB, Demiate IM, Sakanaka LS. Production and characterization of oxidized cassava starch (Manihot esculenta Crantz) biodegradable films. Starch/Staerke. 2011;63(10):595-603.].Table 1 shows works in which starch was used for the production of biodegradable films and nanoparticles as reinforcement material.

Table 1
Recent published effects of different starch types blended with nanoparticle, plasticizers on the films properties.

Plasticizer

The most important and fundamental plasticizer that is always used in the manufacture of starch films is water, called the primary agent. The most used secondary plasticizing agents are polyols, which are organic compounds with multiple hydroxyl groups, non-toxic and considered safe for use in the food industry [1111 Thakur R, Pristijono P, Scarlett CJ, Bowyer M, Singh SP, Vuong QV. Starch-based films: Major factors affecting their properties. Int J Biol Macromol. 2019;132:1079-89.].

Glycerol is an additive widely used in the production of biodegradable packaging; within the polyol class it stands out as the most important for playing a vital role in the polymer industry. It is the most used plasticizer in the production of starch-based films, it alters the interface between adjacent molecules in the polymeric starch chain [2222 Ajiya DA, Jikan SS, Talip BHA, Badarulzaman NA, Derawi D, Yahaya S. The Influence of Glycerol on Mechanical, Thermal and Morphological Properties of Thermoplastic Tapioca Starch Film. Mater Sci Forum. 2017;888(4):239-43.]. Other polyols that also stand out in their use are xylitol and sorbitol.

In the interstices within the starch molecule, the plasticizer replaces the intra and intermolecular hydrogen bond in the system with that of its functional group, thus increasing the intermolecular spacing. The least organized phase of the starch (amorphous phase) is the most prone to these strong interactions. This action results in a greater extension of the starch matrix, which improves the functional properties and produces less fragile, but less rigid films [2222 Ajiya DA, Jikan SS, Talip BHA, Badarulzaman NA, Derawi D, Yahaya S. The Influence of Glycerol on Mechanical, Thermal and Morphological Properties of Thermoplastic Tapioca Starch Film. Mater Sci Forum. 2017;888(4):239-43., 2323 Galdeano MC, Wilhelm AE, Mali S, Grossmann MVE. Influence of thickness on properties of plasticized oat starch films. Braz. Arch. Biol. Technol. 2013; 5(4):637-44.].

Nanofibers

Fibers are bio-based materials, making it a fully biodegradable source. When in nanometer scale these fibers have characteristics of being highly resistant and crystalline. In starch composites, nanocellulose has promising properties such as increased mechanical performance and remarkably high transparency.

The composition of lignocellulosic fibers is very dependent on the source of the fibers. It is basically composed of cellulose that represents the crystalline portion and an amorphous portion corresponding to lignin and hemicellulose, in addition to other compounds present in lesser proportion such as pectin, ashes and waxes [2424 Kim HW, Lee YJ, Kim YHB. Efficacy of pectin and insoluble fiber extracted from soy hulls as a functional non-meat ingredient. LWT - Food Sci. Technol. 2015;64(2):1071-7.].

They are considered nanofiber when these structures have dimensions smaller than 100 nanometers. Nanofibers extracted from plant sources have potential characteristics for providing improved mechanical properties such as increased stiffness, strength and flexibility of the films, in the thermal properties of starch, ensuring greater thermal stability and for decreasing the sensitivity to water due to the fact that cellulose nanofibers have lower affinity for water [1919 Pelissari FM, Andrade-Mahecha MM, Sobral PJA, Menegalli FC. Nanocomposites based on banana starch reinforced with cellulose nanofibers isolated from banana peels. J Colloid Interface Sci. 2017;505:154-67.].

Main methods and instrumental techniques for the characterization of biocomposites

Field Effect Scanning Electron Microscopy (SEM) and Transmission Electron Microscopy (TEM)

Scanning electron microscopy (SEM) and transmission electron microscopy (TEM) analysis are carried out to verify the microstructures' characteristics. Field effect scanning electron microscopy is a technique used to visualize the morphology of a material through enlarged images with high depth of focus and resolution [2525 Liu X, Wang Y, Yu L, Tong Z, Chen L, Liu H, et al. Thermal degradation and stability of starch under different processing conditions. Starch/Staerke. 2013;65(1-2):48-60.]. The technique consists of emitting a thin beam of electrons (<1 nm) of high energy, in parallel lines, focused on the sample surface. TEM images are obtained using a power filter transmission electron microscope with an acceleration voltage equal or higher than 80 kV. To study the morphology of the films, a thin section is cut with a diamond knife in an ultra-microtome. The trimmed section is placed on a carbon-coated copper grid and stained with chemical like uranyl acetate and phosphotungstic acid [2626 Fazeli M, Keley M, Biazar E. Preparation and characterization of starch-based composite films reinforced by cellulose nanofibers. Int. J. Biol. Macromol. 2018;116:272-80.].

Thermal analysis

Thermogravimetry (TG)

Thermogravimetric analysis is an adequate experimental technique to provide important information on polymers exposed to heating. Information such as thermal stability, thermal decomposition, identification of impurities and moisture. The equipment measures the temperature difference between the sample and a standard and the loss of mass as a function of time and / or temperature to monitor physical and chemical changes [2727 Tsanaktsis V, Vouvoudi E, Papageorgiou GZ, Papageorgiou DG, Chrissafis K, Bikiaris DN. Thermal degradation kinetics and decomposition mechanism of polyesters based on 2,5-furandicarboxylic acid and low molecular weight aliphatic diols. J Anal Appl Pyrolysis. 2015;112:369-78.].

The thermogravimetric curve resulting from the analysis provides data on the mass losses of the samples and it is possible to quantify the mass variation that occurred as a function of the increase in temperature. In films these data include the evaporation of volatile constituents, such as water and glycerol volatilization, drying, moisture, decomposition and depolymerization of organic substances. The main parameters used are the heating rate (° C / min), the furnace atmosphere (inert or oxidizing gas) and the type of crucible used [2727 Tsanaktsis V, Vouvoudi E, Papageorgiou GZ, Papageorgiou DG, Chrissafis K, Bikiaris DN. Thermal degradation kinetics and decomposition mechanism of polyesters based on 2,5-furandicarboxylic acid and low molecular weight aliphatic diols. J Anal Appl Pyrolysis. 2015;112:369-78.].

Differential Scanning Calorimetry (DSC)

DSC is a widely used technique, consisting of measuring the temperature and heat flow in a sample associated with controlled time and / or temperature variation. This analysis allows, for example, to verify the start, peak and completion temperature of the sample gelatinization and points out enthalpy variations with respect to a thermally inert reference material. The DSC curve is formed from peaks obtained from temperature variations onset (To), peak (Tp) and conclusion (Tc) of the event, in addition to the enthalpy (∆H) of the event, which is identified by the peak area in relation to the baseline. Moreover, considering that enthalpy is a transition related to crystalline phase, it is directly correlated to the crystallinity degree. Physical and chemical changes are measured quantitatively and qualitatively through endothermic and exothermic processes [2828 Vamadevan V, Bertoft E. Structure-function relationships of starch components. Starch/Staerke. 2015;67(1-2):55-68.].

X-Ray Diffraction (XRD)

The semicrystalline behavior of the starch granules varies with the type of plant and the processing conditions. X-ray diffraction is a method that distinguishes different types of starch patterns (A, B or C) [2929 Lekjing S, Venkatachalam K. Effects of germination time and kilning temperature on the malting characteristics, biochemical and structural properties of Hom Chaiya rice. RSC Adv. 2020;10(28):16254-65.].

The analysis is based on the principle of interaction between the incident X-ray beam and the electrons of the material to be studied. Diffracted photons are detected when the radiation hits the sample, and the phenomenon occurs in the scattering direction. This technique is used to study the differences between the semicrystalline behavior in starches and to identify traces of crystalline phases of the films [3030 Mbougueng PD, Tenin D, Scher J, Tchiégang C. Influence of acetylation on physicochemical, functional and thermal properties of potato and cassava starches. J. Food Eng. 2012;108(2):320-6.].

The relative crystallinity (RC) % can be calculated according to Equation 1 [3131 Nara S, Komiya T. Studies on the Relationship Between Water-satured State and Crystallinity by the Diffraction Method for Moistened Potato Starch. Starch/Stärke. 1983;35(12):407-10.]:

RC % = Ac Ac + Aa x 100

Where: RC = relative crystallinity, Ac = crystalline area and Aa = Amorphous area in the diffractogram.

The differences found in the relative crystallinities in the different sources can be attributed to the higher content of amylopectin, which is the molecule that presents greater granular structural organization [3232 Bet CD, Oliveira CS, Colman TAD, Marinho MT, Lacerda LG, Ramos AP, et al. Organic amaranth starch: A study of its technological properties after heat-moisture treatment. Food Chem. 2018 Jan;264:435-42.].

Rapid Visco Analyzer (RVA)

Starch granules when heated to a specific temperature and sufficient water exhibit a behavior known as gelatinization. Acquiring high viscosity due to the swelling of the granules and gradual rupture of its crystalline structure. As it cools, a gel forms, due to the retrogradation of the starch [3333 Zhu F, Xie Q. Structure and physicochemical properties of starch. Physical Modifications of Starch. 2018;1-14.].

The typical RVA profile of starches provides a plethora of information. The paste temperature is the temperature at which the equipment detects a measurable viscosity. Peak viscosity is the highest viscosity reached by the starch during the heating cycle, it corresponds to the maximum swelling of the granules without their rupture; the viscosity drop decreases after this peak due to the continuous shearing that occurs, where the highly swollen granules disintegrate. This variation between peak viscosity and minimum viscosity is known as breakage, it also gives information about the stability of the paste during the cooking process. During cooling, the chains begin to regroup, again increasing the viscosity (final viscosity). The difference between the final and minimum viscosity, called Setback, is associated with the tendency of starch retrogradation [3333 Zhu F, Xie Q. Structure and physicochemical properties of starch. Physical Modifications of Starch. 2018;1-14.].

These starch paste properties are commonly monitored through rheological techniques on a Rapid Visco Analyzer (RVA) equipment, displaying the viscoamylographic profile of each starch.

Moisture, Solubility and Water Vapor Permeability in Biodegradable (WVP) Films

The moisture analysis allows to verify the amount of water present in the films, while the water solubility analysis indicates the behavior of the films in aqueous environments [1717 Llanos JHR, Tadini CC. Preparation and characterization of bio-nanocomposite films based on cassava starch or chitosan, reinforced with montmorillonite or bamboo nanofibers. Int J Biol Macromol. 2018;107:371-82.]. Water vapor permeability (WVP) is an important property evaluated in thermoplastics, as it allows to predict the water gain or loss of a product, since one of the main functions of food packaging is to prevent or reduce the transfer of moisture from the external environment to the inside of the package [3434 Gutiérrez TJ, Tapia MS, Pérez E, Famá L. Structural and mechanical properties of edible films made from native and modified cush-cush yam and cassava starch. Food Hydrocoll. 2015;45:211-7.].

Traction Properties

The parameters most analyzed in tensile tests to assess the resistance of thermoplastics are tensile stress (TS), the elastic or Young's modulus and elongation at break [3535 Pineda-Gõmez P, Angel-Gil NC, Valencia-Muñoz C, Rosales-Rivera A, Rodríguez-García ME. Thermal degradation of starch sources: Green banana, potato, cassava, and corn - Kinetic study by non-isothermal procedures. Starch/Staerke. 2014;66(7-8):691-9.].

The elastic or Young modulus evaluates the degree of stiffness of the material. It is equivalent to the ratio between tensile stress and deformation in the elastic region. It is a measurement of the mechanical effort to deform the sample: the higher the value of this parameter, the greater the material stiffness. The tensile stress, also called ultimate tensile strength, is the maximum tension with standed by a sample in an tension effort.

On the other hand, the elongation at break is a percentage ratio (%) between the elongation of the sample and its initial length in the moment of rupture. This parameter determines the point at which the film breaks under the tensile test and reflects the flexibility and stretching capacity of the material. The elongation can be also related to the material’s toughness because tough materials are capable of absorbing mechanical energy by deforming themselves. The higher the percentage of elongation at break, tougher the material [3636 Dai L, Qiu C, Xiong L, Sun Q. Characterisation of corn starch-based films reinforced with taro starch nanoparticles. Food Chem. 2015;174:82-8.].

The Table 2 shows, respectively, the values found before and after the addition of filler in the polymeric matrix of starch-based films.

Table 2
Values found before and after the addition of filler in the polymeric matrix of starch-based films

Rheological measurements of Film Forming Solutions (FFS)

Rheological measurements can be related to many attributes of the film. The flow properties depend upon materials structure and interactions. The viscosity is a measurement of flow resistance. It’s depended with shear stress reveals the material’s behavior in flowing situations: Newtonian, dilatant, or pseudoplastic. It is important the knowledge of this behavior for processability purposes [3939 Pacheco N, Naal-Ek MG, Ayora-Talavera T, Shirai K, Román-Guerrero A, Fabela-Morón MF, et al. Effect of bio-chemical chitosan and gallic acid into rheology and physicochemical properties of ternary edible films. Int J Biol Macromol. 2019;125:149-58.,4040 Silva-Weiss A, Bifani V, Ihl M, Sobral PJA, Gómez-Guillén MC. Structural properties of films and rheology of film-forming solutions based on chitosan and chitosan-starch blend enriched with murta leaf extract. Food Hydrocoll. 2013;31(2):458-66.].

Oscillatory properties like shear modulus are important to verify viscoelastic behavior of the materials, so that elastic and viscous fractions can be determined. The relations between storage modulus (related to elastic portion), loss modulus (related to viscous portion) and angular frequency of deformation consists in measurement of molar mass, distribution of molar mass, molecular interaction and formation of crosslinked structure, for example [3939 Pacheco N, Naal-Ek MG, Ayora-Talavera T, Shirai K, Román-Guerrero A, Fabela-Morón MF, et al. Effect of bio-chemical chitosan and gallic acid into rheology and physicochemical properties of ternary edible films. Int J Biol Macromol. 2019;125:149-58.,4141 El Miri N, Abdelouahdi K, Barakat A, Zahouily M, Fihri A, Solhy A, et al. Bio-nanocomposite films reinforced with cellulose nanocrystals: Rheology of film-forming solutions, transparency, water vapor barrier and tensile properties of films. Carbohydr Polym. 2015;129:156-67.].

Applications of nanofiber films in food packaging

In recent decades, numerous studies have been done on biopolymers for food packaging applications. Food packaging must efficiently guarantee safety and preserve product quality, from production, handling, storage and, finally, reaching the consumer. The absence of the packaging or any damage in it, will cause the loss of the quality and safety of the food, leading to commercial losses and damage to the consumer [4242 Sanyang ML, Sapuan SM. Development of expert system for biobased polymer material selection: food packaging application. J Food Sci Technol. 2015;52(10):6445-54.].

According to research on packaging, bioplastic materials can be divided into groups, based on their origin. Starch, cellulose and proteins are a category of materials that fall into the group of polymers directly extracted or removed from biomass [4343 Mangaraj S, Yadav A, Bal LM, Dash SK, Mahanti NK. Application of Biodegradable Polymers in Food Packaging Industry: A Comprehensive Review. J Packag Technol Res. 2019;3(1):77-96.].

The mentioned polymers have the particularity of being hydrophilic and with a certain crystallinity, which can generate difficulties in production. One of the weaknesses when it comes to starch-based bioplastics is their poor performance when these packages are intended for food products with a high moisture content and poor mechanical properties [1111 Thakur R, Pristijono P, Scarlett CJ, Bowyer M, Singh SP, Vuong QV. Starch-based films: Major factors affecting their properties. Int J Biol Macromol. 2019;132:1079-89.].

On the other hand, they have an excellent gas barrier, optical and organoleptic capacity, properties that are suitable for application in packaging in the food industry [4444 Trinetta V. Biodegradable Packaging. Reference Module in Food Science. Elsevier; 2016;5:1-2.].

To overcome the limitations found, several studies indicate that the addition of co-biopolymers or other secondary additives can improve the mechanical and tensile properties of the films, the addition of cellulose nanoparticles being very promising [1111 Thakur R, Pristijono P, Scarlett CJ, Bowyer M, Singh SP, Vuong QV. Starch-based films: Major factors affecting their properties. Int J Biol Macromol. 2019;132:1079-89.]. The Table 3 presents relevant studies of biodegradable packaging applications in foods.

Table 3
Relevant reports about the use of biodegradable films in foods

The use of biodegradable films and edible coatings has emerged as an innovative and effective solution to extend the shelf life of fresh vegetables. These materials can extend post-harvest life by regulating gas exchange and decreasing moisture loss, they can also improve the quality of the fruit's texture and reduce the incidence of bruising on the skin during handling [4545 Thakur R, Pristijono P, Golding JB, Stathopoulos CE, Scarlett CJ, Bowyer M, et al. Development and application of rice starch based edible coating to improve the postharvest storage potential and quality of plum fruit (Prunus salicina). Sci Hortic. 2018;237:59-66.].

However, new materials for film production and coating from more compatible biopolymer need to be developed to overcome current limitations and maintain the post-harvest quality of fruits, such as improving permeability and tensile strength [4545 Thakur R, Pristijono P, Golding JB, Stathopoulos CE, Scarlett CJ, Bowyer M, et al. Development and application of rice starch based edible coating to improve the postharvest storage potential and quality of plum fruit (Prunus salicina). Sci Hortic. 2018;237:59-66.].

CONCLUSION

The development of biodegradable polymers can be an alternative to reduce discards generated in the environment by conventional plastics. Starch biopolymers reinforced with secondary additives in order to reinforce the polymer matrix has gained importance in research worldwide. The incorporation of an expanded additive in the use of these biopolymers may be related to the improvement in the general performance of the material, such as its mechanical, thermal and barrier properties. However, substitutions of the green type by oil derivatives are still very small, due to the scale of production, processing operations, stability and durability issues in relation to common plastics, combined or not with food. There is need for more research with greater focus on improving the performance of the material, reducing costs and improving the ease of production and applicability of biopolymers.

Acknowledgments:

The authors gratefully acknowledge to Brazilian foundations CAPES and CNPq.

  • Funding: This research was funded by Brazilian foundations CAPES and CNPq.

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Editor-in-Chief: Paulo Vitor Farago
Associate Editor: Paulo Vitor Farago

Publication Dates

  • Publication in this collection
    12 Sept 2022
  • Date of issue
    2022

History

  • Received
    24 Feb 2022
  • Accepted
    10 May 2022
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