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Rocha P. M, Padilha C. E. D. A, Santos E. S. D. Lipopeptides Produced by Bacillus subtilis UFPEDA 438 using Sugarcane Molasses as a Carbon and Energy Source. Biotech Res Asia 2025;22(3).
Manuscript received on : 24-07-2025
Manuscript accepted on : 13-09-2025
Published online on:  24-09-2025

Plagiarism Check: Yes

Reviewed by: Dr. Ana Golez

Second Review by: Dr. Seyedeh Maryam Mousavi and Dr. Aisha Belal

Final Approval by: Dr. Wagih Ghannam

How to Cite    |   Publication History    |   PlumX Article Matrix

Lipopeptides Produced by Bacillus subtilis UFPEDA 438 using Sugarcane Molasses as a Carbon and Energy Source

Patrícia Maria Rocha, Carlos Eduardo de Araújo Padilha and Everaldo Silvino dos Santos*

Department of Chemical Engineering, Federal University of Rio Grande do Norte, Natal, Brazil

Corresponding Author E-mail: everaldo.santos@ufrn.br

ABSTRACT: Biosurfactants have potential applications in environmental sectors, as well as in the pharmaceutical, food, and other industries. Among the various classes of biosurfactants, lipopeptides, particularly surfactin and iturin, stand out. In the present study, the kinetic parameters related to the synthesis of surfactin and iturin were evaluated, along with the characterization of these biosurfactants produced by Bacillus subtilis UFPEDA 438. Additionally, extraction assays were conducted using a range of organic solvents (n-hexane, n-octanol, and chloroform-methanol 2:1, v/v), both with and without the addition of di-(2-ethylhexyl) phosphoric acid (D2EHPA). Maximum concentrations of surfactin and iturin were reached at 24 hours, corresponding to 187.01 ± 0.37 mg/L and 10.80 ± 1.03 mg/L, respectively. The lipopeptides exhibited good stability across a wide range of temperatures (20 to 100°C) and pH values from 6 to 9, and a critical micelle concentration (CMC) of 18.70 mg/L. The addition of the complexing agent D2EHPA, in combination with n-octanol (76.36%) and n-hexane (72.96%), improved the recovery efficiency of iturin. Regarding surfactin, n-octanol alone provided the highest recovery rate, reaching 72.22%.

KEYWORDS: Biosurfactants; D2EHPA; Iturin; Liquid-liquid extraction; Surfactin

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Rocha P. M, Padilha C. E. D. A, Santos E. S. D. Lipopeptides Produced by Bacillus subtilis UFPEDA 438 using Sugarcane Molasses as a Carbon and Energy Source. Biotech Res Asia 2025;22(3).

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Rocha P. M, Padilha C. E. D. A, Santos E. S. D. Lipopeptides Produced by Bacillus subtilis UFPEDA 438 using Sugarcane Molasses as a Carbon and Energy Source. Biotech Res Asia 2025;22(3). Available from: https://bit.ly/4nLSaYX

Introduction

Biosurfactants are biological molecules that exhibit particularly high surface activity. They offer several advantages over synthetic surfactants, including high activity under extreme conditions (temperature, pH, salinity), low toxicity, and high biodegradability. These characteristics make them especially suitable for environmental applications such as bioremediation and enhanced oil recovery.1,2 Furthermore, biosurfactants are considered promising candidates to replace synthetic surfactants, especially in the food, pharmaceutical, cosmetic, healthcare, and industrial cleaning sectors, as well as in environmental applications.3-6

Surfactin and iturin are biosurfactants that belong to the family of cyclic lipopeptides, mostly isolated from Bacillus spp. Strains.7,8 Each lipopeptide family comprises several homologues, which vary in the amino acid sequence of the peptide moiety or the length of the fatty acid chain.9 Typically, strains are capable of synthesizing multiple isoforms of lipopeptides.10,11 These structural variations result in distinct functional and surfactant properties.

Regarding their functional properties, each lipopeptide family exhibits specific bioactivities. For example, surfactin is known for its antibacterial, antiviral, and antitumor activities, whereas iturins are reported to possess antifungal properties.11-13

For many biotechnological products, the downstream processing stage accounts for up to 60% of the total production cost, representing a major challenge for commercial applications.9 A major bottleneck in surfactin commercialization is its extraction and purification from complex fermentation broths. Preparative-scale separation of biosurfactants typically involves multiple steps, including precipitation, extraction with organic solvents, and chromatographic adsorption.14

Solvent extraction is commonly employed as an intermediate step in the recovery of bioproducts, facilitating their concentration and purification.15 Various organic solvents such as ethanol, ethyl acetate, butanol, methanol, acetone, n-hexane, chloroform, and dichloromethane can be used in this technique, either individually or in combination.14,16 However, researchers have been exploring new solvent systems to enhance the extraction efficiency of different types of biomolecules.

Given this context, the present study aimed to investigate the production of surfactin and iturin by Bacillus subtilis UFPEDA 438 grown in sugarcane molasses, as well as to evaluate the cultivation kinetics and characterize the functional properties of the biosurfactants. In addition, extractions were performed using different organic solvents (n-hexane, n-octanol, and chloroform–methanol 2:1, v/v). The effect of adding the extractant di-(2-ethylhexyl) phosphoric acid (D2EHPA) on the efficiency of the extraction process was also evaluated. To the best of our knowledge, the use of D2EHPA for lipopeptide recovery remains unexplored in literature.

Materials and Methods

Substrate

The sugarcane molasses used in this study was supplied by Usina Vale Verde, located in the municipality of Ceará-Mirim, state of Rio Grande do Norte, Brazil. Storage was carried out in a plastic container at -18°C.

Microorganism and maintenance medium

The Bacillus subtilis UFPEDA 438 strain was provided by the Department of Antibiotics at the Federal University of Pernambuco, Brazil. Cultures were maintained at 4°C on Plate Count Agar (PCA), and subculturing was performed every 60 days.

Inoculum preparation

Inoculum was prepared in a 250 mL Erlenmeyer flask containing 100 mL of culture medium. The medium was composed of 4.0% (w/v) sugarcane molasses, 1.0 g/L (NH₄)₂SO₄, and 0.1% (v/v) of a stock salt solution (0.3 g/L MnSO₄·H₂O, 0.1 g/L FeSO₄·7H₂O, 0.1 g/L EDTA, 0.1 g/L CoCl₂·6H₂O, 0.1 g/L ZnSO₄·7H₂O, and 0.1 g/L CaCl₂). The medium was previously adjusted to pH 7.0 using a 2.0 M NaOH solution. Cells from the maintenance medium were aseptically transferred into the flask and incubated on a shaker (Tecnal – TE-139, São Paulo, Brazil) for 19 h at 150 rpm and 30°C.

Cultivation

The cultures were carried out in 250 mL Erlenmeyer flasks containing 100 mL of medium supplemented with 4.0% (w/v) sugarcane molasses, 1.0 g/L (NH₄)₂SO₄, and 0.1% (v/v) of the salt stock solution. The flasks were inoculated with 10% (v/v) of the inoculum and incubated at 36°C and 200 rpm in a shaker (Tecnal – TE-139, São Paulo, Brazil) for 72 h to evaluate the kinetic parameters. For extraction assays, the cultivation time was 24 h.

Pre-treatment of cell-free broth

All samples subjected to extraction underwent acid precipitation to improve lipopeptide recovery from the fermentation broth. For this, the broth was centrifuged at 700 ×g for 15 minutes at 4°C. The pH of the supernatant was then adjusted to 2.0 by adding 2.0 M HCl. The solution was kept at 4°C for 12 hours. After this period, the precipitate formed was collected by centrifugation at 700 × g for 15 minutes at 4°C.17 The resulting precipitate was subsequently used in surfactin and iturin extraction assays.

Lipopeptide recovery assays        

A 40 mL aliquot of broth was subjected to acid precipitation (see item 2.5). The resulting precipitate was resuspended in 10 mL of deionized water, and the pH of the solution was adjusted to 7.0 using 1 M NaOH. Then, 1 mL of organic solvent was gently layered over the solution. Extractions were carried out using the following organic solvents: n-hexane, n-octanol, and chloroform–methanol (2:1, v/v), with and without the addition of 30% (v/v) of the extractant di-(2-ethylhexyl) phosphoric acid (D2EHPA). The extraction was performed twice using the same amount of solvent. After extraction, the bioproduct was resuspended in an acetonitrile–methanol solution (1:1, v/v), and aliquots of the aqueous and organic phases were collected for biosurfactant concentration analysis (see item 2.7.3).17 Figure 1 shows a schematic representation of the lipopeptide recovery process employing the different solvent systems tested.

Extraction efficiency was calculated using the following Equation 1:

where Corg is the concentration of surfactin in the organic phase, and Cwi is the initial surfactin concentration in the aqueous phase.

Figure 1: Schematic of the lipopeptide extraction process using n-hexane, n-octanol, and chloroform–methanol (2:1, v/v), with or without 30% (v/v) D2EHPA.

Click here to view Figure

Analytical methods 

Determination of substrate concentration

Substrate quantification was performed using the 3,5-dinitrosalicylic acid (DNS) method.18 Initially, 1.0 mL of the sample (cell-free fermentation broth), 0.5 mL of HCl, and 6.0 mL of water were heated in a water bath at 70°C for 10 minutes. The sample was then cooled, neutralized with 1.0 M NaOH, and diluted with distilled water. Aliquots of 0.5 mL of the hydrolyzed sample were transferred to test tubes containing 0.5 mL of DNS reagent and heated at 100°C for 5 minutes. Then, 4 mL of distilled water was added to the tubes, and absorbance was measured using a Ultraviolet (UV) spectrophotometer (Genesys 10, Thermo Scientific, USA) at 540 nm. Reducing sugar concentration was calculated based on a standard glucose calibration curve. All analyses were performed in triplicate.

Biomass concentration determination

Biomass concentration was determined by the dry weight method. Samples of 2.0 mL of fermentation broth were transferred to centrifuge tubes and spun at 15,000 × g for 15 minutes. The supernatant was removed, and the tubes containing the wet biomass were dried in a convection oven (TE-394/I, Tecnal, Brazil) at 70°C for 24 h.19 Biomass concentration (X) was estimated using Equation 2:

where m is the mass of the centrifuge tube containing the cells and m is the mass of the empty centrifuge tube.

Lipopeptide concentration determination

Lipopeptide concentration was determined by High-performance liquid chromatography (HPLC; Accela-Thermo Scientific, USA) using a reversed-phase C18 column (Shim-pack CLC-ODS (M)TM, Shimadzu Co., Japan; 250 × 4.5 mm, 100 Å, 5 µm particle size). The mobile phase consisted of 20.0% (v/v) trifluoroacetic acid (3.8 mM) and 80.0% (v/v) acetonitrile, with a flow rate of 1.0 mL/min at 30°C. Detection was performed at 205 nm using a UV detector. The injection volume was 20.0 µL, and the elution time was 30 minutes.20 Lipopeptide concentration was determined from a calibration curve using surfactin and iturin standards (95.0%, Sigma-Aldrich, St. Louis, USA). All analyses were performed in triplicate.

Stability assays

For stability assays, 20 mL of cell-free broth were incubated at 20, 30, 40, 60, 80, and 100 °C for 30 minutes, then cooled to room temperature for surface tension measurements.21 To assess pH stability, samples were also subjected to a pH range from 3 to 10. All experiments were conducted in triplicate.

Critical micelle concentration (CMC)

CMC was estimated using the pendant drop technique with a Krüss DSA100 goniometer (Hamburg, Germany). Surface tension measurements were performed on cell-free broth samples. The CMC value was determined from the intersection point of the two linear segments on the plot of surface tension against surfactin concentration.

Fermentation parameter calculations

Lipopeptide productivity (surfactin and iturin) (PP, g/L·h) was calculated according to Equation 3:

where P and P are the concentrations of product (surfactin or iturin, g/L) at a given time t and the start of cultivation, respectively; tf is the cultivation time (h).

The product yield relative to biomass (Yp/x, g product/g biomass) was calculated using Equation 4:

where P and X are the product and biomass concentrations at time t, respectively, and P0 and X0 are their respective initial concentrations.

Results

Production of surfactin and iturin by Bacillus subtilis UFPEDA 438

The lipopeptides surfactin and iturin were produced by submerged fermentation using sugarcane as a source of carbon and energy. Graph 1 shows the substrate consumption profile, cell concentration, and biosurfactant production by B. subtilis UFPEDA 438 after 72 hours of fermentation.

A lag phase was evident during the initial 4 hours of cultivation, with no significant increase in cell concentration. Maximum cell density (1.52 ± 0.01 g/L) was attained at 12 hours. The maximum biosurfactant concentrations were achieved after 24 hours of cultivation, corresponding to 187.01 ± 0.37 mg/L for surfactin and 10.80 ± 1.03 mg/L for iturin.

At 24 hours, product-to-biomass yield (Yₚ/ₓ) values were 0.03 g/g for surfactin and 0.02 g/g for iturin, with final productivities reaching 7.60 mg/L·h and 0.45 mg/L·h, respectively. By the end of fermentation, the residual substrate concentration was 70.44%.

Graph 1: Time-course profiles of substrate, biomass, and lipopeptide concentrations produced by B. subtilis UFPEDA 438 over time (36°C, 200 rpm agitation). (A) Surfactin concentration; (B) Iturin concentration.

Click here to view Graph

Lipopeptide recovery assays                  

Recovery assays were performed to evaluate the influence of solvent type and the presence of the complexing agent D2EHPA on the extraction of surfactin and iturin. The results showed statistically significant differences in both the concentration and recovery of surfactin (p < 0.05), as indicated by the distinct letters assigned to the treatments in Table 1. In contrast, for iturin, although numerical differences were observed among the treatments, Analysis of variance (ANOVA) did not indicate statistical significance (p = 0.476).

Table 1: Concentration (mg/L) and recovery (%) of surfactin and iturin obtained in extraction assays using B. subtilis UFPEDA 438.

Solvent system Surfactin Iturin
Concentration (mg/L) Recovery (%) Concentration (mg/L) Recovery (%)
n-octanol 200.08 ± 4.13ᵃ 72.22a 6.19 ± 5.75 51.57b
n-octanol + D2EHPA (30%) 44.85 ± 0.33d 18.36d 9.52 ± 4.32 76.36a
n-hexane 90.81 ± 4.09c 35.01b 3.15 ± 3.88 26.74c
n-hexane + D2EHPA (30%) 79.12 ± 6.44c 28.89c 8.75 ± 5.96 72.96a
Chloroform–methanol (2:1, v/v) 38.20 ± 1.29d 14.87e 9.75 ± 2.44 78.24a
Chloroform–methanol (2:1, v/v) + D2EHPA (30%) 32.07 ± 0.58e 12.55f 8.18 ± 3.17 65.04a

Note: Means followed by different letters in the same column differ significantly according to Tukey’s test (p < 0.05). No statistically significant difference was observed among treatments for iturin concentration (ANOVA, p = 0.476).

The highest surfactin concentration was obtained using n-octanol (200 ± 4.13 mg/L), with a recovery rate of 72.22%. The chloroform–methanol system (2:1, v/v) proved to be more effective for iturin recovery (78.24%), yielding a concentration of 9.75 ± 2.44 mg/L. However, this same solvent system exhibited significantly lower efficiency for surfactin recovery (14.87%).

Regarding extraction with n-hexane, this solvent demonstrated higher efficiency in recovering surfactin (35.01%) compared to iturin (26.74%). The addition of D2EHPA to n-hexane resulted in a surfactin recovery of 28.89%. Conversely, the addition of D2EHPA enhanced iturin recovery when combined with n-octanol (76.36%) and n-hexane (72.96%).

Stability study

To investigate the effect of temperature, the biosurfactants were exposed to a temperature range from 20 to 100°C (Graph 2a). The lipopeptides produced exhibited good thermal stability, with minimum and maximum surface tension values of 27.03 mN/m (at 20°C) and 29.85 mN/m (at 100°C), respectively.

To analyze the influence of pH, biosurfactant samples were exposed to a pH range from 3 to 10 (Graph 2b). The lipopeptides reached a minimum surface tension value of 27.38 mN/m at pH 7, exhibiting greater stability within the range of pH 6 to 9.

Graph 2: Effect of (A) temperature and (B) pH on surface tension (mN/m) of lipopeptides produced by B. subtilis UFPEDA 438.

Click here to view Graph

Critical micelle concentration (CMC)

The CMC of the biosurfactant was determined by measuring surface tension at various lipopeptide concentrations (mg/L). A surface tension versus concentration curve was constructed (Graph 3). Distilled water exhibited a surface tension of 72.00 ± 0.03 mN/m, which was reduced to as low as 27.02 ± 0.18 mN/m upon the addition of the biosurfactant. The lipopeptides produced by B. subtilis UFPEDA 438 reached a CMC of 18.70 mg/L, corresponding to a surface tension of 29.19 ± 0.07 mN/m.

Graph 3: Critical micelle concentration (CMC) of lipopeptides produced by B. subtilis UFPEDA 438.

Click here to view Graph

Discussion

Production of surfactin and iturin by Bacillus subtilis UFPEDA 438

The concentration of surfactin obtained in this study was similar to that reported in a previous study using the same microorganism, which reached 199 mg/L.17 Comparable results have been documented with a surfactin yield of 230 mg/L obtained using crude glycerol from the biodiesel industry as a substrate.22 However, these concentrations are lower than those reported in another study,23 which achieved 1.75 g/L using B. subtilis MTCC 2415 in a medium supplemented with salt and glucose.

The production of iturin has garnered increasing attention due to its promising industrial and agricultural applications. However, comprehensive studies on the biosynthesis of this antifungal lipopeptide remain scarce. The iturin concentration achieved here (10.80 mg/L) is lower than yields reported by other studies. For instance, high iturin concentrations (559 mg/L) were achieved by B. amyloliquefaciens BPD1 through supplementation with complex amino acids.24 Under optimized solid-state fermentation conditions, B. subtilis S3 produced 11.45 mg of iturin per gram of moist solid substrate.25 A subsequent study found a high iturin titer of 932 mg/L using B. subtilis RB14 after 120 hours of cultivation.26

The residual substrate concentration observed at the end of fermentation (70.44%) is comparable to results observed for B. subtilis LAMI005 cultivated in clarified cashew juice at varying substrate concentrations,27 with residual levels ranging from 61.4% to 69.8%.

Lipopeptide recovery assays                  

Surfactin and iturin are the two most prominent lipopeptide families, characterized by structurally similar frameworks and multiple homologues.28 Surfactin is composed of a cyclic heptapeptide linked to a β-hydroxy fatty acid, whereas in iturin, this moiety is replaced by a β-amino fatty acid. This fundamental structural difference can affect the molecule’s physicochemical properties, including the stability of the heptapeptide ring and its interaction with solvents29, which helps explain the divergent recovery behaviors observed.

The lack of statistical significance in iturin recovery across treatments (p = 0.476), despite numerical variations, suggests a more uniform behavior of this lipopeptide under the tested extraction conditions. This is possibly due to its lower sensitivity to solvent polarity and selectivity compared to surfactin.

The superior recovery of surfactin using pure n-octanol (72.22%) indicates a greater affinity of this lipopeptide for this solvent. In contrast, the chloroform–methanol system was highly effective for iturin but poor for surfactin. The low efficiency of n-hexane for surfactin recovery (35.01%) aligns with findings from a previous study using B. subtilis ATCC 21332, which also resulted in a low recovery yield (<21%).30 This outcome is likely due to the low polarity of n-hexane, which is not ideal for solubilizing the more polar regions of the surfactin molecule.

The addition of the liquid ion-exchange agent D2EHPA, previously effective for L-phenylalanine recovery,31 was tested for the first time for lipopeptide extraction. Although it did not improve surfactin recovery, the addition of D2EHPA proved highly beneficial for iturin recovery in specific systems, significantly enhancing the yield to 76.36% with n-octanol and 72.96% with n-hexane. This suggests a stronger and more selective interaction between D2EHPA and iturin molecules, likely through complex formation with the amino group in their β-amino fatty acid chains,32 thereby enabling more efficient extraction.

In conclusion, lipopeptide recovery using this method depends critically on the polarity of the biomolecule and the solvent selection. Due to its amphiphilic nature, surfactin exhibits variable interactions between its polar and nonpolar groups depending on the solvent used.33,34 This study demonstrates that both solvent polarity and the presence of the extractant D2EHPA significantly influence the recovery efficiency of surfactin and iturin, with iturin showing a particular affinity for systems containing the complexing agent.

Stability study

The thermal stability observed (a minimal change in surface tension from 27.03 to 29.85 mN/m over an 80°C range) is a key feature of biosurfactants. This property makes them suitable for applications in the pharmaceutical, food, and cosmetic industries, where sterilization is essential. Furthermore, they are promising candidates for enhanced oil recovery processes, which typically occur under high-temperature conditions.35

The finding that the lipopeptides exhibited greater stability within the pH range of 6 to 9, with optimal activity at pH 7, is consistent with previous reports, 21,35,36 which also observed enhanced stability under neutral to alkaline conditions. This behavior is attributed to increased micelle solubility and the prevention of secondary metabolite precipitation in alkaline environments.36 Similarly, the biosurfactant produced by B. subtilis BR-15 showed stability in the pH range of 7 to 9.37

The ability of biosurfactants to maintain stability across a broad range of temperatures and pH values has been supported by several studies.37,38,39 These properties broaden their potential applications in various industrial sectors.

Critical micelle concentration (CMC)

The reduction in surface tension is associated with the critical micelle concentration (CMC), which represents the minimum concentration required for micelle formation. The CMC value may vary depending on the size and shape of micelles, which are influenced by the types of groups present in the hydrophobic tail and the head groups of the monomers involved in micelle assembly.40

The lipopeptides produced in this study demonstrated a high surface-active performance, reducing the surface tension of water to 27.02 mN/m and achieving a low CMC of 18.70 mg/L. This represents a superior surface tension-reducing ability compared to lipopeptides synthesized by other strains. For instance, B. subtilis R1 grown in molasses-based medium showed a CMC of 39.5 ± 0.66 mg/L,41 and a CMC of 185 ± 10 mg/L was reported for lipopeptides produced by B. subtilis CN2.37 Even higher CMC values were recorded for B. subtilis ATCC 21332 (100 mg/L) and Bacillus sp. I-15 (200 mg/L).42

Lipopeptides are widely recognized for their efficiency and versatility, particularly due to their ability to reduce the surface tension of water to values below 30 mN/m.37 The result presented here is consistent with findings by Heryani and Putra,43 who achieved a surface tension reduction to 27.0 mN/m using a biosurfactant produced by Bacillus sp. A value of 26.52 mN/m was reached with B. atrophaeus 5-2a in another study.44 The high efficacy of a biosurfactant from B. subtilis BR-15 was also demonstrated, with surface tension lowered to 20.2 mN/m.3

In this context, given its low CMC and ability to significantly reduce surface tension, B. subtilis UFPEDA 438 emerges as a promising biosurfactant producer with potential applications in environmental remediation and enhanced oil recovery.

Conclusion

In summary, the biosurfactants produced by Bacillus subtilis UFPEDA 438 reached maximum production after 24 hours of cultivation, with surfactin and iturin concentrations of 187.01 ± 0.37 mg/L and 10.80 ± 1.03 mg/L, respectively. Stability tests confirmed that the lipopeptides were thermostable across a broad temperature range (20 to 100°C) and remained stable within a pH range from 6 to 9, making them suitable for applications under extreme conditions. In addition, a CMC value of 18.70 mg/L was recorded, indicating high surface activity.

Regarding lipopeptide recovery, the use of the complexing agent D2EHPA combined with the diluent solvents n-octanol and n-hexane enhanced the extraction efficiency of iturin, achieving recovery rates of 76.36% and 72.96%, respectively. However, this effect was not observed for surfactin, for which n-octanol alone yielded the highest recovery rate (72.22%). These findings highlight the need for further research to develop a recovery protocol that ensures efficient separation of lipopeptides, which may support future advances in this field.

Acknowledgement

The authors thank all individuals and institutions that contributed to this work, particularly the Federal University of Rio Grande do Norte (UFRN) for providing research facilities.

Funding Source

This study was supported by the Coordination for the Improvement of Higher Education Personnel (CAPES) and the National Council for Scientific and Technological Development (CNPq), Brazil.

Conflict of Interest

The authors do not have any conflict of interest.

Data Availability Statement

This statement does not apply to this article.

Ethics Statement

This research did not involve human participants, animal subjects, or any material that requires ethical approval.

Informed Consent Statement

This study did not involve human participants, and therefore, informed consent was not required.

Clinical Trial Registration

This research does not involve any clinical trials.

Permission to reproduce material from other sources

Not Applicable 

Authors contribution

Patrícia Maria Rocha: Conceptualization, Data Curation, Formal Analysis, Writing – Original Draft, Writing – Review & Editing

Carlos Eduardo de Araújo Padilha: Methodology, Investigation, Extraction Process Input

Everaldo Silvino dos Santos: Supervision, Writing – Review & Editing, Guidance.

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