The prevention of decrease of quality caused by microbial activity in footwear materials entails the use of biocides. However, these substances may pose a hazard to humans and to the natural environment. The paper presents the results of antimicrobial effect investigation for cowhide leather treated with oregano oil. In these studies oil was applied by spraying onto the finished leather surface and examined to determine its antimicrobial activity by using the Agar Diffusion Plate Test. These results were compared with those where a cowhide leather was treated with oil at the stage of fatliquoring. In addition, the oregano oil toxicity level was assessed and compared with biocides used in the tanning industry. Introducing oregano oil into the leather at the stage of fatliquoring provides a better antimicrobial effect than by spraying, however hygienic finishing of leather can be obtained by introducing oil into the raw material by these both methods. The oregano oil is characterised by the lowest number of hazards and toxicity as compared with commercial biocides. The use of essential oils as natural biocides in the tanning industry seems to be especially important and suitable solution considering the harmful effects of synthetic biocides to humans and the environment.
Due to its characteristic properties, animal skin is a valuable raw material used in the footwear industry. The properties include absorption and water vapour permeability and sweat absorbability, i.e. properties of utmost importance for leather used in the manufacture of inside parts of the shoe. Due to the properties mentioned above and many others, natural leather is gaining an advantage over their substitutes, namely leather-like materials, especially with regard to hygienic properties.
In particular, hygienic properties of footwear should be analysed for the presence and kinds of microorganisms colonizing the inside of used shoes. Favourable conditions created by moisture and temperature inside the shoe as well as lack of attention to its cleanliness and improper maintenance may lead to the growth of bacteria and fungi, including those pathogenic and responsible for skin infections and re-infections. Szostak-Kot1 indicates that footwear use leads to its contamination with such bacteria as Staphylococcus aureus or Bacillus megaterium. However, athlete’s foot (tinea pedis) is caused by such species as: Epidermophyton floccosum, Trichophyton mentagrophytes, Trichophyton verrucosum, Microsporum gypseum and some yeasts belonging to the genus Candida.
The prevention of microbial growth and multiplication in footwear materials and shoes entails the use of biocides, i.e. bactericidal or biostatic chemicals. According to the Regulation (EU) No 528/2012 of the European Parliament and of the Council2 biocidal products are used to control organisms that are harmful to human or animal health, and may cause damage both to industrial products, man-made materials or those of natural origin. In addition, due to their specific features and uses, biocidal products may pose a hazard to humans and animals as well as to the natural environment. According to Annex V to the said document, biocides used in the tanning industry for leather preservation are intended to prevent harmful effects of microbes by preventing the settlement of microorganisms on the surface of materials, thus hampering the development of unpleasant odours, and to gain other benefits from the activity of biocides2.
It follows from the definition of biocidal products given above that they may pose a hazard to humans and their surrounding environment because of their properties. For some biocides used in the tanning industry their harmfulness was confirmed and these agents were withdrawn from use or subjected to usage restrictions. An example is dimethyl fumarate (DMF) that, as the research suggests, penetrates the skin causing local acute contact urticaria and symptoms such as pain, irritation, burns, reddening and swelling3,4,5. Information about DMF could be found in REACH Regulation6, i. e. Regulation of the European Parliament and of the Council concerning the Registration, Evaluation, Authorisation and Restriction of Chemicals. This regulation was introduced to improve the protection of environment and human health against the risk which is posed by the chemical substances. It lays down collecting procedures and assessing information on the properties of substances and the hazards associated with them. According to REACH6 for DMF the restriction imposed limits the possible content of this substance in a product or even in its parts to a concentration not exceeding 0.1 mg/kg. Another example is pentachlorophenol (PCP), an agent hazardous to human health and life7 which was used to protect hides and skins in the pickling process; it has, however, been withdrawn from use for environmental reasons8. The REACH6 regulates that PCP as a substance or even as a constituent in other substances/mixtures must not be present in a concentration equal to or greater than 0.1% by mass. PCP was the most commonly used fungicide in the tanning industry until the 1990s. It has been superseded by 2-(thiocyanomethylthio)benzothiazole (TCMTB)9. Unfortunately, according to previous studies10, DMF, PCP and other chemicals such as chromium (VI) and formaldehyde are still present in too large amounts in leather products sold in the world market, as confirmed by The Rapid Alert System for Dangerous Non-food Products Data11. The fact that the presence of harmful chemicals in products and tanning wastewater is a topical and important issue is supported by numerous studies carried out for many years12,13,14 and aimed at making the tanning industry more ecological and environmentally friendly.
One of the important classes of human health hazards is acute toxicity that according to the CLP Regulation15 (Regulation of the European Parliament and of the Council on classification, labelling and packaging of substances and mixtures which is based on the so-called globally harmonized system of classification and labelling of chemicals (GHS), elaborated by United Nations, which was prepared to detect the hazardous chemicals and inform users about the risks associated with them) means adverse effects of oral or dermal administration of one dose of a substance or mixture, or multiple doses given within a day, or an inhalation exposure of 4 hours. The classification system of substances acute toxicity, allow to assign the substance to the one of four toxicity categories, based on the quantitative criteria15. Stephenson et al.16 carried out the investigations of acute toxicity of pure pentachlorophenol and technical formulation of PCP to three species of Daphnia, taking into account the influence of various factors, i.e.: the time of exposition, the age of tested organism, and pH of investigated solution. They proved that PCP caused the toxic reaction in a narrow range of concentrations, and the reaction is the strongest just after the exposition (0 to 24 hours). Depending on the species, LC50 (lethal concentration 50%) estimated for adult daphnids were in the range 0.51–4.59 mg/L for pure PCP and 0.33–3.66 mg/L for PCP which had technical level of purity. St. Omer and Gadusek17 proved the LD50 (lethal dose 50%) of PCP, which had technical level of purity, depends on the age of rats. For the suckling rats (age 10 and 20 days) the LD50 was 50–180 mg/kg, for young rats (25 to 50 days) it was 220–230 mg/kg, whereas for adult rats (70 and 134 days) it was 80–120 mg/kg. The investigations carried out in other experiment with rats allow to prove that the LD50 of DMF depends on the gender of rat (males – 3220 mg/kg, females 2630 mg/kg)18. Colosio et al.19 described in their article the toxicological and immune health effects of more than 30 people exposed to prolonged exposure to PCP. The results of these investigations proved also that the PCP of technical level of purity had an influence on the functional immune response. Also the investigations of Daniel et al.20 carried out for 190 patients, which have been exposed to pesticides containing PCP for more than 6 months proved that, PCP had weakened the cellular and humoral immunity. The investigations of biocides toxic effects are also described in many others articles21,22,23,24.
In consideration of the harmful effects of biocides investigation was undertaken into the option of replacing these agents with natural and environmentally friendly substances of vegetable origin, i.e. essential oils with antiseptic properties. Scientists such as Bayramoĝlu25, Bayramoĝlu et al.26 and Širvaitytė et al.27 applied oils at different stages of processing animal hides for leather (wetting, pickling, tanning, fatliquoring) at various concentrations when considering protection of raw materials against damage caused by the presence of microorganisms. The tests, among other things, included a comparison of the effects of essential oils with those of commercially available biocides used in tanning, and it has been found that natural substances (at appropriate concentrations) were better at controlling microorganisms and protecting raw materials. Kaygusuz and Yaşa28 also paid attention to deterioration of hide resulting from microbial activity and to preventing it by using natural bioactive materials, such as essential oils or vegetable extracts. A solution in which skins are protected against harmful effects of microorganisms by using a plant material has been proposed by Mohammed et al.29. In this study they used dried and powdered roots of Rumex abyssinicus (mekmeko) to reduce the use of common salt to preserve raw goat skins and found that this was a cleaner alternative to the conventional salt-based preservation method. Information about studies performed by various researchers in 2006–2015 on the use of plant-based preservatives in the leather industry was gathered and presented also by Wu et al.30.
In previous studies31,32,33 the authors made attempts to introduce various essential oils at different concentrations into lining leather to find the oil and its concentration that could ensure the best and long-lasting antimicrobial effect of leather. Microbiological studies confirmed that the antimicrobial effect persisted even after 12 months for leather fatliquored with added oregano oil at a concentration of 3% by leather mass. This enables to conclude that hygienic properties of lining leather as well as footwear components made of leather treated in such a manner can be significantly improved by introducing oregano oil33,34.
The purpose of the investigation was to determine antimicrobial activity of sock lining leather finished using the method of spraying with oregano oil with antimicrobial action which is an alternative to synthetic biocides. A comparison was made of the effectiveness and durability of the finishing with the effect that was achieved by introducing the oil into the lining leather structure at the stage of fatliquoring.
Materials and Methods of Microbiological Tests
For the purpose of this study, cowhide finished leather intended for sock lining was used. The leather was treated by oil spraying. In order to perform a comparative analysis, the results obtained in previous investigation of wet-blue cowhide lining leather, prepared without using synthetic biocides in tannery industry process, was used. This leather was treated with oregano essential oil at the stage of fatliquoring in a laboratory32,33,34.
The oregano oil used in the testing was acquired from the Laboratory of Industrial and Experimental Biology at the State Higher Vocational School in Krosno (Poland). The oil was produced in Portugal by distillation with water vapour, as declared by the manufacturer, from plant Origanum vulgare. Verification of the composition of the oil was done by gas chromatography-mass spectrometry33 and showed that the main component was carvacrol (94.06% of the composition); trace amounts of other components were also detected, i.e. palmitic acid ethyl ester (0.15% of the composition), indene derivative (0.07% of the composition), hexadecanoic acid (0.14% of the composition), erucic acid (0.14%). 5.44% of the composition were other compound which could not be identified in the chromatograph.
Microorganisms and media
The tests examined the resistance of leather treated with oregano oil to the following microbial strains:
Staphylococcus aureus (ATCC 25923) (Gram-positive);
Escherichia coli (ATCC 25922) (Gram-negative);
Pseudomonas aeruginosa (ATCC 27853) (Gram-negative);
Candida albicans (ATCC 10231).
Two substrates were used in the tests:
agar TSA (Trypticase soy agar) – bacterial culture medium;
Sabouraud dextrose agar with the addition of glucose (4%) – fungal culture medium.
Antimicrobial leather treatment
Wet-blue leather treatment with oregano oil at the stage of fatliquoring
In the first method, wet-blue cowhide lining leather pieces were treated by introducing oregano oil at the selected concentration of 3% by leather mass during the fatliquoring process. This concentration was selected from three concentrations that were tested, i.e. 1%, 3% and 5%, as the optimal one, i.e. such that enables obtaining good and lasting antimicrobial effect32,33,34. The post-tanning processes in wet-end with an addition of oregano oil are presented in Table 1.
Antimicrobial activity was determined after 1, 6 and 12 months of leather finishing. The bacterial and fungal strains potentially pathogenic for humans and capable of causing infections and diseases of the foot skin, i.e. Staphylococcus aureus, Staphylococcus epidermidis, Escherichia coli, Candida albicans, Scopulariopsis brevicaulis were used32,33,34. The control samples were specimens of wet-blue leather that were fatliquored without the addition of oil.
Treatment of sock lining leather finished with oregano oil by surface spraying
For the microbiological tests, round-shaped laboratory samples with a diameter of 25 ± 5 mm were collected from finished cowhide leather intended for sock lining by means of a press and appropriate punching tool. The samples were sprayed manually by means of an atomiser, directly without solving, with oregano oil from approx. 8–10 cm; the oil was applied in duplicate (each time the volume applied was 1 mL). The non-mechanical method of applying the oil was intended to imitate the actual conditions of use when the preparation is applied by the consumer on their own. The samples were left to dry in horizontal position at room temperature (approx. 22–25 °C). After the drying it was observed that the original beige colour of the leather became yellowish after having been treated with oregano oil.
After 5 days some of the samples were subjected to microbiological testing while the other samples were further stored in paper envelopes and then subjected to testing after 30 days of the time of spraying. When oil is applied by means of spraying, leather samples do not require such a long storing time in order to remove excess moisture as it was the case when the oil was introduced during the fatliquoring process. Therefore, the tests could be performed already after 5 days of the oil application. The leather specimens not sprayed with the oil, i.e. the control samples, were stored separately under the same conditions.
Microbiological examination of leather treated by surface spraying
Microbiological examination was carried out according to the ISO 20645 standard35. The same method was used in previous experiments where antimicrobial activity was examined for leather to which oregano oil was introduced at the stage of fatliquoring at a concentration of 3% by leather mass32,33,34.
Before testing the leather specimens (disks of 25 ± 5 mm) were conditioned at room temperature, 22–25 °C for 24 hours in sterile Petri dishes. Reference strain suspensions were prepared from 24-hour bacterial cultures in sterile 0.9% NaCl solution and brought to a 0.5 McFarland standard (1.5 × 108 cfu/mL) based on densitometric measurements with DENSIMAT densitometer (bioMerieux). Yeast suspensions were prepared from cultures of Candida albicans and adjusted to the optical density of the McFarland standard No. 1 (3.0 × 108 cfu/mL). The Petri dishes containing agar were inoculated with 0.1 mL of these microbial suspensions. The disks of leather facing the grain and flesh sides up were placed centrally in the Petri dishes using sterile tweezers. The experiment was carried out in duplicate.
Microbes were cultured in laboratory incubator for:
18 to 24 hours for bacteria at 37 ± 1 °C;
48 hours for yeasts at 37 ± 1 °C.
After incubation the presence of a zone of inhibition of microbes around the specimen as well the presence or lack of microbial growth on agar under the specimen were evaluated. Simultaneously, the control specimen (leather not sprayed with oil) was tested by using the procedure described above. The effect of antimicrobial activity of cowhide leather for sock lining treated by surface spraying was assessed with respect to reference strains of bacteria and yeasts according to the scale shown in ISO 20645 standard35 (see Table 2).
Results and Discussion of Microbiological Tests
Antimicrobial effect of leather treated at the stage of fatliquoring
When assessing antimicrobial effect of leather fatliquored with oregano oil (3%) after one month, a very good antimicrobial activity of the leather was confirmed by considerable zones of growth inhibition for mould Scopulariopsis brevicaulis (>32 mm), yeasts Candida albicans (16 mm), bacteria Staphylococcus aureus and Staphylococcus epidermidis (10–11 mm) and the strain of Escherichia coli (9 mm)34. After 6 months of fatliquoring, a good antimicrobial effect against all the microorganisms in the test was still observed. The sizes of the zones of growth inhibition varied between 8–10 mm for Staphylococcus epidermidis up to>32 mm for Scopulariopsis brevicualis32.
In an experiment performed after 12 months of storage of the samples, the antifungal activity of leather with oregano oil (3%) was reduced with regard to filamentous fungi Scopulariopsis brevicaulis. In this case, the growth inhibition zone was equal to 0. For the other microorganisms, zones of considerable sizes were still observed (in the range between 4 mm and 15–17 mm), which demonstrated the strong antimicrobial effect34. For the control samples prepared without using the essential oil, no grow inhibition zones were observed around the leather disks either after 1, 6 or 12 months of storage. Under the samples, zero, slight or moderate growth of the reference strains was observed32,34.
The results presented allowed to conclude that lining leather fatliquored with the addition of oregano oil at a concentration of 3% by leather mass is characterised by good and durable antimicrobial effect persisting even for 12 months. The persistence of biostatic properties of the leather samples for such a long time resulted from the fact that the decrease in emission of carvacrol, i.e. the active component of the oil, was almost two times lower in comparison with the decreases in emissions of all the volatile organic compounds during the storage of the samples. This was corroborated in earlier experiments using the method of gas chromatography with mass spectrometry33.
Antimicrobial effect of leather treated by surface spraying
The results of antimicrobial activity tests for the leather sprayed with oregano oil are presented in Table 3. At 5 days after spraying considerable inhibition zones of microbial growth were observed both around the leather specimens sprayed on the grain side and on the flesh side. For specimens treated on the grain side the inhibition zones of the following size were noted: Staphylococcus aureus −18 mm (Fig. 1Ia), for Escherichia coli −25 mm (Fig. 1Ib), Candida albicans >32 mm (Fig. 1Ic). Weaker, but noticeable effect of leather microbial activity against Pseudomonas aeruginosa, which are resistant to antimicrobial agents, was also recorded in the form of a 1 mm inhibition zone (Fig. 1Id). For specimens sprayed with oil on the flesh side, the antimicrobial effect achieved was slightly weaker for Staphylococcus aureus (8–11 mm) (Fig. 1IIa) and Escherichia coli (6 mm) (Fig. 1IIb), and for Pseudomonas aeruginosa (Fig. 1IId), where no inhibition zone was observed. Equally strong (as on the grain side) antimicrobial effect was observed for yeast Candida albicans, where the inhibition zone was >32 mm (Fig. 1IIc). No microbial growth under the specimens was observed.
After 30 days the antimicrobial effect of the leather was attenuated (Table 3). For samples sprayed with oil on the grain side, the growth inhibition zones observed were of the following sizes: for Staphylococcus aureus – 6–10 mm (Fig. 2Ia); for Escherichia coli – 2–6 mm (Fig. 2Ib); for Candida albicans – 11–13 mm (Fig. 2Ic). For the bacteria Pseudomonas aeruginosa, the growth inhibition zone was reduced to 0 mm (Fig. 2Id).
When analysing the results obtained for samples sprayed on the flesh side, a reduction in the antimicrobial activity of the leather was also observed. The largest growth inhibition zone was observed for the yeast Candida albicans (15–18 mm) (Fig. 2IIc). For the bacteria Staphylococcus aureus, a zone with a diameter of 1–3 mm (Fig. 2IIa) was observed; and for Escherichia coli it was 0–1 mm (Fig. 2IIb). The antimicrobial effect of leather on the Gram-negative bacterium Pseudomonas aeruginosa was attenuated to such an extent that slight bacterial growth occurred under the sample (Fig. 2IId), which was not observed for any other sample tested after 30 days of spraying.
In the tests performed for the control group of samples (Table 4) no microbial activity was observed. No typical growth inhibition zones occurred around the samples (Fig. 3) and zero, slight or moderate microbial growth occurred under the samples.
When comparing antimicrobial activity of leather treated using the spraying method with the activity of leather fatliquored with oregano oil after 30 days of storage, it should be noted that it was possible to achieve a good effect of antimicrobial treatment by both methods. Although the samples refined by fatliquoring had stronger effect, microbial growth inhibition zones of considerable sizes were also observed for samples treated by the spraying method. The test results show that surface spraying with oregano oil is one of the possible methods that can be applied in order to refine sock lining leather and give it antimicrobial properties. Although the effect is attenuated over time, the experiment indicates that this effect is fully sufficient to protect the inside of the shoe against multiplication of microorganisms hazardous to human health for some time. These microorganisms may also contribute to decomposition of footwear materials. Reapplication of the oil finish by the user (e.g. by spraying with an atomizer) would allow maintaining antiseptic properties at the desired level for a longer time, thus eliminating the need to use chemical antimicrobial agents, e.g. foot and shoe deodorant sprays as well as biocides in raw material finishing. What is more, the proposed method of direct spraying can be used for shoe insoles, also those made of materials other than leather, e.g. textiles or leather-like materials. These shoe components treated with oregano oil and replaced by the user at appropriate intervals might enhance hygienic properties of shoes understood in the context of antimicrobial activity.
Estimation of the toxicity level of oregano oil and synthetic biocidal preparations used in the tanning industry
The results of toxicity assessment for oregano oil and commercial biocidal preparations used in tanning and marketed under specified trade names are presented in Table 5. These results are based on biocidal material safety data sheets (MSDS), containing the data that allow the acute toxicity estimate (ATE) values to be derived, and information on acute toxicity of these biocidal substances. This assessment included the four main areas of toxicity effects of dangerous substances including hazards resulting from oral, inhalation and dermal route of exposure as well as eye contact.
The use of substitutes for chemical substances (biocides) to meet the requirements of the Best Available Techniques for the tanning industry requires raw materials of lower toxicity and lower environmental impact to be used at the lowest possible concentration levels36. In industrial practice, special care should be taken when working with chemical compounds that pose the greatest hazard and are assigned to category 1 within any hazard group (or such contact should possibly be avoided).
With regard to the number of hazards and the categories of their toxicity Biocide 1 should be considered the most hazardous among the biocidal preparations used in the tanning industry, presented in Table 5. This is a dangerous product containing highly toxic substances and therefore its toxicity has been classified as category 1 in three areas. Among them one deserves special attention: 2-(thiocyanomethylthio)-benzothiazole (TCMTB), it is present in biocide 1 (the range of concentrations 30 to 50%), and also in biocide 2 (the range of concentrations 25 to 30%). The toxicity of this compound and the products of its degradation was assess by Nawrocki et al.37 in the acute test (48-hours), and the chronic test (7-days), carried out for model species Ceriodaphnia dubia. The EC50 (median effective concentration) value measured by authors for TCMTB were 15.3 µg/L and 9.64 µg/L, in the acute and in the chronic tests, respectively. Moreover Nawrocki et al.37 established that TCMTB was an order of magnitude more toxic than the products of its degradation. The value of LD defined for this compound for other tested organisms can differ. For example LD50 measured for rats directly fed (oral) with TCMTB ranges between 2538 mg/kg or even 679 mg/kg, depending on the data source38. The website of PubChem39 contains similar data set for acute effects of 4-chloro-3-methylphenol, which is present in biocide 4 (Table 5) at the range of concentrations 30 to 40%. The LD50 value after oral administration to rats was 1830 mg/kg, whereas to mice 600 mg/kg. Biocide 4 contained also 2-octyl-2H-isothiazol-3-one, its concentrations was 8 to 10%. LD50 value of this compound measured for rats (oral administration) was 550 mg/kg40.
Oregano oil containing 94% of carvacrol is the most environmentally friendly substance among all the compounds (Table 5) analysed. This oil ingredient known by the full chemical name 5-isopropyl-2-methylphenol has the lowest number of hazards, and in one area only, i.e. eye contact, so it was classified in toxicity category 1. According to research41, LD50 value of carvacrol which was orally administrated to rats was 810 mg/kg. Based on the data present in MSDS of carvacrol it can be concluded that none of the ingredients present in concentrations bigger than 0.1% was defined by International Agency for Research on Cancer (IARC) as probable, possible or confirmed carcinogen for humans. In addition, this substance does not contain components considered either persistent, bioaccumulative and toxic, or very persistent and very bioaccumulative (vPvB) at the level of concentration 0.1% or above.
The results of the investigation indicate that the method proposed in the paper of finishing leather by spraying with oregano oil makes it possible to give it antimicrobial properties. The effect obtained is satisfactory, especially in short term after the application of the substance. Over time, the antimicrobial activity of the leather is attenuated but only to a level that can still be termed as good. The is evidenced by the growth inhibition zones observed after 30 days of the spraying around leather samples, reaching diameters up to 10 mm for Staphylococcus aureus and even 18 mm for Candida albicans. The results corroborate the possibility to utilise the oil in order to refine leather, which was also demonstrated in previous studies in which oregano oil was introduced into leather during the fatliquoring process. The latter of the proposed methods of application enabled obtaining a stronger and longer lasting antimicrobial effect but it can only be used in the leather production process and not by the consumer according to their individual needs.
The described methods of finishing leather for inside parts of the shoe using oregano oil are innovative as well as human and environment friendly solutions, which will allow to improve the quality of products, taking into account the ecological aspect. The results obtained clearly indicate that hygienic properties of leather and footwear containing inside components made of materials treated in such a way can be significantly improved not only by introducing oregano oil into the raw material at the stage of fatliquoring but also by spraying. The use of this oil provides lasting antimicrobial properties to leather against bacteria (Staphylococcus aureus, Escherichia coli) and fungi (Candida albicans) capable of causing bacterial and fungal infections, which is particularly important to people who have lowered immunity or suffer from fungal skin diseases, such as fungal foot and nail infections.
The applicability of the proposed methods in the aspect of industrial use is supported by the results of this present analysis and toxicity estimation for oregano oil and synthetic biocides. For carvacrol, the predominant ingredient (94%) in oregano oil, the lowest number of hazards and the lowest toxicity levels were found as compared with commercial biocide preparations. The elimination of synthetic biocides and substituting them with natural ones (e.g. oregano oil) may significantly reduce the emission of toxic compounds from hide processing as well as highly improve workplace safety. Thus, the use of essential oils in the tanning industry as natural biocidal substances seems to be an especially important and suitable solution.
The datasets generated and analyzed during the current study are available from the corresponding author (Elżbieta Bielak) on reasonable request.
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This publication was co-funded by the Ministry of Science and Higher Education through subsidy to the Faculty of Commodity Science and Product Management at the Cracow University of Economics for research projects implemented by young scientists and doctoral research fellows (E.B.) and for maintaining the research potential (E.B., E.M., J.S-Ch.).
The authors declare no competing interests.
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Bielak, E., Marcinkowska, E. & Syguła-Cholewińska, J. Investigation of finishing of leather for inside parts of the shoes with a natural biocide. Sci Rep 10, 3467 (2020). https://doi.org/10.1038/s41598-020-60285-y
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