- *Corresponding Author:
- Shazia Anwer Bukhari
Department of Biochemistry, Government College University Faisalabad 38000, Pakistan
E-mail: shaziabukhari@gcuf.edu.pk
Date of Received | 24 July 2019 |
Date of Revision | 13 October 2020 |
Date of Acceptance | 08 July 2021 |
Indian J Pharm Sci 2021;83(4):671-678 |
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Abstract
Plants are a rich source of safe and valuable bioactive compounds and since ancient times they have been used as medicines. Medicinal herbs are used as traditional means of treating many human diseases in many parts of the world. In current study, the green synthesis pathway was investigated for modification, reducing and crown potential of Cordia myxa gum for the synthesis of silver nanoparticles. The seeding process and the synthesis of silver nanoparticles were tracked by taking ultraviolet/visible absorption spectra during the reaction. Nutritional as well as medicinal potential of raw and modified gums were analyzed. Synthesized spherical nanoparticles were up to 65 nm in size. The ultraviolet/visible spectroscopic results revealed an intense peak at 428 nm together with other small peaks in the region of 390-450 nm due to the presence of nanoparticles of polydispersed silver. The purified gum showed the highest phenolic contents (i.e. 14.71±0.04 mg) and percentage scavenging activity (i.e. 87.92±2.25). The maximum bactericidal activity was showed by nanoformulated gum against Escherichia coli with inhibition zone of 42 mm while minimum was found to be against Staphylococcus aureus with inhibition zone of 14 mm. Nano formulated gum samples also exhibited optimal fungicidal effects against Fusarium solani with inhibition zone of 11.09 mm and Aspergillus niger with inhibition zone of 15.53 mm. The results of current study portrayed that modifications in Cordia myxa gum would be beneficial to food products as an additive.
Keywords
Cordia myxa, silver nanoparticles, phenolics, antimicrobial activities, gum based nanoformulation
Today, plant research is the center of attraction because it has the potential to be used in various areas of the world's industry. A wide range of natural materials is used to maintain the health of all living beings[1]. About 80 % of the world's population still depends on traditional medicine. Cordia myxa (C. myxa), commonly known as ‘lasura’ belonging to family Braginaceae, possessed analgesic, anti-inflammatory, immunomodulatory, antimicrobial, antiparasitic, insecticidal, cardiovascular, respiratory, gastrointestinal and protective effects while traditionally C. myxa is used in Ayurveda, Unani and Siddha systems of medicine[2]. Plant materials of C. myxa include various phytoconstituents including gum. Gums have been known since ancient times as plant products[3]. Gum C. myxa is obtained from its fruits and its modified forms are also used for the drug delivery system. Chemical and physical modifications are used to improve the functional properties of the gum as a biopolymer[4].
Using silver nanoparticles (AgNPs) for different purposes has been gaining attention in recent years. AgNps formulated gums are progressively played large role in different disciplines such as food, health care, medicalandindustrialpurposesbecauseoftheirparticular chemical and physical properties[5]. Nanoparticles can be synthesized using various biological, chemical and physical methods. Biological methods, on contrary to chemical methods, not only result in the productions of non-hazardous products but also are energy efficient. For that reason, chemical synthesis of nanoparticles is expensive[5]. As compared to other biological systems, biosynthesis of nanoparticles by means of plants and plant based extracts tends to be harmless, less time consuming and have a lesser farming cost. Moreover, plant based biosynthesis is a somewhat simple method that can be expanded to produce nanoparticles of large proportions[6].
Gums being nontoxic, biologically active, biodegradable, biologically compatible and capable to modify chemically, more over economic and easily available have made their attraction towards pharmacological applications. Various research studies have revealed that gums have advantage over synthetic polymer or materials and can be used potentially or can lead fascinating discoveries in pharmaceutics and food industry. Therefore, the current study was designed to purify and modify C. myxa gum by acrylamide grafting. Bioanalytical techniques were employed to investigate and characterize natural and modified C. myxa gum for the synthesis of nanoformulations. The study will add more benefits of this modified/formulated gum to our foods and/or other edible formulations as functional additives in future.
Materials and Methods
Chemicals and reagents:
The chemicals used were at least of analytical grades and of companies such as Sigma-Aldrich (U.S.A), Fluka (U.S.A), BB1 (UK), Oxoid (UK), Merck (Germany), Pharmacia and ICN.
Target sample for research:
Gum C. myxa was purchased commercially from herbal medicine store ‘Bada Dawakhana’ Karkhana Bazar, Faisalabad. The collected gum was solid and reddish brown in color. Gum sample was subjected to identification and authentication by Department of Botany, Government College University, Faisalabad, Pakistan. This mucilaginous substance has strong adhesion as well as good emulsifying and binding properties. The Cordia gum has pseudoplastic behavior and has high viscosity.
Decontamination of gum:
Sample was washed with double distilled water in order to expel dust and other surface impurities and then dried. Physical wash and spotlessness of gum was proceeded by following the procedure of Munir et al.[7] with some modifications. Gum was soaked overnight in deionized water. A clingy thick arrangement/solution was gotten that was separated using a nankeen material (muslin cloth). This sifted arrangement/solution was introduced to 70 % ethanol which resulted in smoggy white precipitates. The obtained precipitates were dried in oven at about 40-45°[8].
Modification of gum:
By grafting: The purified gum sample (i.e. 1.00 g) was dissolved in 25 ml of distilled water. To the solution, acrylamide (16×10-2 m), silver nitrate (AgNO3) (8.0 ×10-5 m) and ascorbic acid (22×10-3 m) were added. The solution was regulated in a water bath at 35°. After 30 min, potassium persulfate (K2S2O8) (8.0×10-3 m) was added and reaction was allowed for 1 h. Ethanol was used to separate the modified gum from mixture. The precipitates (modified gum) were washed with ethanol and dried in hot air oven for further use[9].
By nanoparticles formulation: Pure gum was taken as green matrix to form AgNps following the method as reported by Munir et al.[7]. AgNO3 solution (1 mM) was added drop wise in the solution of pure gum (0.5 % w/v). This solution was then subjected to heat treatment at 121° for 15 min that resulted in the evolution of AgNps. Nanoparticles were spectroscopically analyzed.
Nano particles analysis by Zetasizer:
Nanoparticles synthesized in the present research work were analyzed by particle size analyzer (Malvern zetasizer 2000, Malvern Instruments Ltd., U.K) at 24.9° with 90° detection angle[10].
Characterization of C. myxa samples:
Ultraviolet/visible (UV/VIS) Spectrophotometric analysis: Crude as well as nanoformulated samples of C. myxa were characterized by UV/Vis spectrophotometer (T60-UV-Visible/Deuterium lamp/tungsten/halogen lamp). Detector used was the photodiode with scanning wavelength range of 190- 1100 nm. Resolution of spectra was 1 nm as reported by Kora et al.[11].
Biochemical analysis of crude gum:
Proximate analysis: Proximate analysis (protein, moisture, ash, fats and fiber contents) of untreated gum was performed according to the protocol as reported in Association of Official Analytical Chemists (AOAC)[12] and Galla and Dubasi[13].
Antioxidative potential:
2,2-diphenyl-1-picryl-hydrazyl-hydrate (DPPH) radical scavenging activity: Potential of crude, purified as well as modified gum samples to scavenge free radicals was evaluated[14].
Analysis of total phenolics: Total phenolics of samples under investigation were analyzed and the protocol with slight modification was adopted as reported by Ainsworth and Gillespie[15].
Antimicrobial activity:
Well diffusion method with different fungal strains was adopted for the evaluation of antiseptic behavior of experimental samples.
Antibacterial activity: Experimental samples of Cordia gum (i.e. crude, purified, acrylamide grafted and AgNps) were subjected to antibacterial activity. Escherichia coli (E. coli) (ATCC 35218) and Staphylococcus aureus (S. aureus) (ATCC 25923) strains were used according to the method of Balouiri et al.[16]. Ampicillin was used as a positive control.
Antifungal activity: The activity of Cordia gum samples (i.e. crude, purified, acrylamide grafted and AgNps) to inhibit growth of Aspergillus niger (A. niger) and Fusarium solani (F. solani) was analyzed[17]. Terbinafine was used as a positive control.
Toxicological analysis:
Assay for hemolysis: Hemolytic activity of experimental samples (i.e. crude, purified, acrylamide grafted and AgNps) was evaluated by running the sample according to the protocol reported by Irshad et al.[18]. Human blood samples (3 ml each) from volunteers were centrifuged (850 xg) for 5 min and transferred to sterilized polystyrene tubes (15 ml capacity). Phosphate buffer saline (PBS) (pH 7.4) was used to isolate red blood cells (RBC) from plasma at 4° and retained in 20 ml chilled PBS. The diluted blood cell suspension (180 μl) was added in erythrocyte cells (108 erythrocytes cells/ml) in a tube of 2 ml capacity and incubated for 30 min at 37° with agitation for 10 min. Afterwards, kept in ice for 5 min and centrifuged at 1310 xg. The supernatant (100 μl) was withdrawn from the tubes and diluted with 900 μl chilled (4°) PBS.
All tubes were made stable on ice then introduced into 96 well plates (200 μl). Triton X-100 (0.1 %) was taken as a positive control with maximum lysis whereas PBS was taken as a negative control with least lysis. Micro Quant Elisa plate reader (BioTek, Winooski, VT, USA) was used to measure intensity of absorption at 576 nm.
The percentage lysis of RBCs was calculated by the following formula:
Lysis of RBCs (%) =Absorbance of sample-Absorbance of negative control/Absorbance of positive control×100
Ames test for mutagenicity: For the evaluation of mutagenicity of the experimental samples, Ames test was performed using microbial strains such as Salmonella typhimurium (S. typhimurium) TA98 and S. typhimurium TA100. Nutrient agar was used to culture these bacteria at 4°±1° and inoculation was done in nutrient broth and incubated at 37° for 18-24 h prior to the analysis[19].
Procedure used for Ames: Reagent mixture of Davis? Mingioli salt, Dextro-glucose, bromocresol purple, Dextro?biotin and Levo?histidine was prepared in a sterile bottle. Reagent mixture, gum, distilled water and standard mutagen were homogenized in number of bottles. Micro well plates were prepared according to the method of Razak and Aidoo[20] and sealed in plastic bags and incubated at 37° for 4 d. The reference plate was noted first followed by the experimental plates when all wells in blank were colored purple indicating the non-contaminated assay. The background, standard and test plates were scored visually. All yellow, partial yellow and turbid wells were counted as positive wells while purple wells were counted as negative. The extract was considered toxic to the test strain if all wells in the plate showed purple coloration. For an extract to be mutagenic, the number of positive wells had to be more than twice the number of positive wells in the background plate.
To perform Ames test, test sample (0.005 ml) was run containing reagent mixture (2.5/17.5 ml Deionized water) and Salmonella strain (0.005 ml). Blank was run containing only reagent mixture whereas background contained reagent mixture along with microbial strain. Standard was run under the same conditions but without test sample.
Results and Discussion
The selected gum was purifiedusingethanolprecipitation method. The percentage of purified gum obtained and percent yield were estimated by comparing the gum used before and after the purification. A significant yield (i.e. 74.65 %) was obtained in the current research work (fig. 1a and fig. 1b).
Gum C. myxa was processed for biochemical analysis and results are given in Table 1. It is clear from the table that research sample contained contents of moisture (9.68 %), crude fats (2.04 %), ash (2.58 %), proteins (2.49 %), fibers (2.21 %) and carbohydrates (88.41 %) and total calculated energy was 349.84 %.
S. No. | C. myxa gum | Results |
---|---|---|
1 | Crude fat | 2.04±0.05 |
2 | Moisture content | 9.68±0.08 |
3 | Crude protein | 2.49±0.01 |
4 | Ash content | 2.58±0.05 |
5 | Crude fiber | 2.21±0.06 |
6 | Total carbohydrates | 88.41±0.36 |
7 | Nitrogen free extract | 91.01±0.04 |
8 | Total energy (kcal/g) | 349.83±0.74 |
Table 1: Proximate Analysis of Crude Gum c. Myxa
C. myxa as a green matrix was subjected to AgNps formulation that was confirmed by the development of dark yellow color (fig. 1c). Nano particles were further analyzed using UV/VIS spectrophotometry by running the crude and nanoformulated samples. Sharp peak at 428 nm was the confirmation of the formation of AgNps along with other smaller peaks in the region of 390 -450 nm whereas in crude gum no sharp peak was present in this region but in the region of 423 nm (fig. 2).
In the samples under study, free radical scavenging activity was found maximum (87.92 %) shown by purified gum followed by polyacrylamide grafted gum (85.86 %), nanoformulated (76.23 %) and crude gum (66.79 %) as shown in Table 2.
S. No. | Sample ID | DPPH scavenging % |
---|---|---|
1 | Crude | 66.79±3.53 |
2 | Purified | 87.92±2.25 |
3 | Acrylamide grafting | 85.86±1.71 |
4 | AgNps | 76.23±1.48 |
Table 2: Activity of C. Myxa to Scavenge Free Radical
Total phenolic contents were analyzed in the experimental samples and results are reported in Table 3. It is clear from the table that the crude sample contained phenolics up to 13.40±0.01 mg whereas purified gum contained somewhat higher amount of phenolics (14.71±0.03 mg). Minimum amount of phenolics was detected in grafted gum sample (8.21±0.03 mg). Nano formulated gum sample also contained significant amount of phenolics (10.73±0.03 mg).
S. No. | Sample ID | Total phenolic (mg GAE/100 g dw) |
---|---|---|
1 | Crude | 13.4±0.01 |
2 | Purified | 14.71±0.03 |
3 | Acrylamide grafting | 8.21±0.03 |
4 | AgNps | 10.73±0.03 |
Table 3: Values of Total Phenolics in C. Myxa Gum Samples
Antibacterial activities of experimental samples were determined and results are given in Table 4. Antibacterial activity was found higher in nanoformulated sample. The calculated zones of inhibition against Bacillus subtilis (B. subtilus) and E. coli were 16 mm against both strains followed by crude (14 and 16 mm), purified (14 mm each) and modified (12 mm each), respectively.
S. No | Sample ID | B. subtilus (mm) | E. coli (mm) |
---|---|---|---|
1 | Crude | 14 | 16 |
2 | Purified | 14 | 14 |
3 | Acrylamide grafting | 12 | 12 |
4 | AgNps | 16 | 16 |
5 | Positive control (ampicillin) | 20 | 24 |
Table 4: Antibacterial Activity of C. Myxa Gum Samples against B. Subtilus and E. Coli
S. No. | Sample ID | F. solani | A. niger |
---|---|---|---|
1 | Crude | 5 mm | 5 mm |
2 | Purified | 7 mm | 7 mm |
3 | Acrylamide grafting | 10 mm | 10 mm |
4 | AgNps | 11 mm | 9 mm |
5 | Positive control (Terbinafine) | 20 mm | 15 mm |
Table 5: Antifungal Activity of C. Myxa against F. Solani and A. Niger
In the present research work, the antifungal activity was also evaluated against A. niger and F. solani (Table 5). The crude gum sample as well as purified, modified and grafted samples exhibited excellent antifungal behavior. Maximum antifungal activity was demonstrated by the grafted sample and zone of inhibition was found to be 10 mm for A. niger and F. solani whereas minimum zone of inhibition of 5 mm against both strains was calculated of crude sample. Nano formulated and purified samples also showed significant values of antifungal activity and calculated zones of inhibition were 9.0 against A. niger and 11 mm against F. solani and 7 mm against both strains, respectively.
Experimental samples under investigation were subjected to hemolysis by taking human blood sample to examine toxicity (Table 6). Non-significant toxicity was observed by all the experimental samples. Toxicity of crude gum sample detected was found to be 8.19 % and those of purified, modified and nanoformulated samples were found to be 8.53 %, 6.01 % and 9.91 %, respectively.
S. No. | Sample ID | Hemolysis % |
---|---|---|
1 | Crude | 8.19±0.12 |
2 | Purified | 8.53±0.05 |
3 | Acrylamide grafting | 6.01±0.07 |
4 | AgNps | 9.91±0.10 |
5 | Positive control | 68.94 % |
Table 6: Hemolytic Activity of C. Myxa Samples
Mutagenicity of all experimental samples was analyzed by taking two bacterial strains S. typhimurium strain TA98 and S. typhimurium strain TA100 for the possible mutagenic activity and results are demonstrated in Table 7. It is clear from the table that all the experimental samples were non-mutagenic and not contaminated with mutagenic agents.
S. No. | Sample Name | S. typhimurium TA98 | S. typhimurium TA100 | ||
---|---|---|---|---|---|
No. of positive wells/total wells | Results | No. of positive wells/total wells | Results | ||
1 | Blank | - | Not contaminated | - | Not contaminated |
2 | Background | 10/96 | - | 10/96 | - |
3 | Standard | 72/96 | Mutagenic | 72/96 | Mutagenic |
4 | Crude | 1/96 | Non-mutagenic | 2/96 | Non-mutagenic |
5 | Purified | 2/96 | Non-mutagenic | 1/96 | Non-mutagenic |
6 | Grafted | 3/96 | Non-mutagenic | 6/96 | Non-mutagenic |
7 | AgNps | 2/96 | Non-mutagenic | 2/96 | Non-mutagenic |
Table 7: Mutagenic Activity of C. Myxa Samples Against S. Typhimurium Strain TA98 and TA100
Ethanol was used as a solvent for the purification of selected gum. A change in color from brown to yellowish brown (due to removal of impurities) was detected in purified gum with the percentage yield of 74.65 % (fig. 1a and fig. 1b). This purified gum might be utilized as additive in food products. The present findings were in accordance to the results reported by Vinod and Sashidar[21] and Kwakye et al.[22]. Vidyasagar et al.[23] conducted their study to isolate and purify the C. dichotroma gum and their results are also in accordance with the results of current study.
After biochemical analysis, it is clear that this gum might be a rich source of basic nutrients such as proteins, carbohydrates, minerals, fibers and fats (Table 1). Values of these nutrients are somewhat higher as reported by other scientists in other gums. Murwan et al.[24] performed proximate analysis of guar gum endosperms and detected moisture (4.8-8.7 %), protein (3.5-5.0 %), ash (0.5-0.8 %), fiber (1.4-2.0 %) and carbohydrate (83.3-87.5 %) whereas Gupta et al.[25] reported contents of moisture, protein, fats and ash in the range of (7.4-12.4 %), (0.5 %-0.9 %), (0.29-0.34
%) and (0.80-0.86 %), respectively in three samples of guar gum obtained from different resources. Similarly, Osman et al.[26] analyzed fiber contents (2.3 %) in guar gum. In consistent to our results, Jamil et al.[27] have made the profile of proximate and mineral composition of uncharted date palm varieties collected from different geographical regions of Pakistan. According to them, moisture contents were 1.6 to 9.8 % whereas soluble minerals were 1.82-2.87 %. They reported highly significant contents of proteins (32.5-41.25 %) as compared to results of present study and crude fiber was noticed in the range of 62.11 to 86.08 % that is significantly lower as compared to present findings. It is assumed that gums and mucilages have higher amounts of crude fibers than seeds or fruits. These findings are in close agreement with the present research outcomes.
In AgNps formulation in current study, the gum was found to be expanded to have more surface area for silver ions to react with functional group present on the gum matrix. The hydroxyl groups oxidized to carbonyl groups caused by the presence of silver ions thus resulted in the production of reduced elemental silver[28] that were confirmed by the development of dark yellow color (fig. 1c). UV/VIS spectrophotometric analysis confirmed the formation of AgNps along with other smaller peaks in the region of 390-450 nm due to Surface plasmon resonance (SPR) whereas in the crude gum no sharp peak was present in this region but found at 423 nm (fig. 1b).
In purified as well as modified gum samples, optimal values of free radical scavenging activity were detected (Table 2). It is assumed that activity of flavoniods might be modified by the introduction of polyacrylamide that enhanced the free radical scavenging activity. Results of the current study are in accordance with previously reported results. Xu et al.[29] modified the polysaccharides extracted from Ganoderma lucidum that resulted in the drastic boost in antioxidant behavior. These results are in strong agreement with the outcomes of Haq et al.[30] who investigated gum C. myxa for extraction and characterization. These modified polymers exhibited excellent hydroxyl free radical scavenging activity (83.4 %) while the simple polysaccharide showed hydroxyl scavenging activity up to 42.9 %. Similarly these polymers also have the maximum potential to scavenge superoxide anion and hydrogen peroxide in comparison to the native polymer. The structure of the polysaccharide gets modified by the incorporation of carboxyl group that could be the cause of scavenging of free radicals. Munir et al.[7] also studied DPPH scavenging effect of Dalbergia sissoo and Acacia modesta. They reported that crude gum contains high DPPH scavenging activity as compared to modified forms. The percentage scavenging effect was decreased in the hydrolyzed and modified samples as compared to the crude gum. This pattern of decreasing DPPH activity was shown by both selected gums.
Number of metabolites of phenolics and derivatives of phenolics are present in plants. These phenolic compounds have the ability to scavenge reactive oxygen species without causing further oxidative reactions[15]. In present research work, significant amount of phenolics were detected in the purified and modified gum samples (Table 3). In contrast to our results, Saleh et al.[31] reported significantly higher amount of total phenolics in fruits of khalas variety of date palm (i.e. 238.54 mg/100 g dry weight (DW)). Louaileche et al.[32] also detected phenolics (169.18 to 381.76 mg gallic acid equivalent (GAE)/100 g) in aqueous extract of date fruits. These studies reported higher amounts of phenolics that could be due to the difference in varieties collected from different geographical regions. Munir et al.[7] concluded that Accacia modesta exhibits more antioxidant activity. Crude gum samples were rich in phenolic compounds. But the amount of phenolics was decreased after purification, hydrolysis and modification. The consumption of these gums can be useful in degenerative diseases by preventing the oxidative stress. The analyzed gums can also be used as natural antioxidant in pharmaceutical and cosmetic industry.
Antibacterial activity was found higher in nanoformulated gum sample followed by crude, purified and modified gum samples (Table 4). Antibacterial activity of gum was affected by different steps of purification and modification. Crude gum sample exhibited maximum antiseptic behavior as it was not treated by any of the chemical reagents. One of the main purposes of modification given in literature is to minimize the microbial contamination possessed by crude gum and to increase their food and pharmaceutical applications. As the gum was subjected to purification as well as alteration, some of the functional groups that were responsible for antiseptic behavior might be lost and resulted in the change in the decrease in the antimicrobial behavior of the gum. According to the result of conducted antimicrobial assay the activity shown by modified and hydrolyzed samples was lower as compared to the crude gums. Similarly, Ravishanker and Raut et al.[33] reported that date palm bark methanol fraction exhibited excellent activity against microbial strains with zones of inhibition of 22 mm against S. aureus and 20 mm against E. coli. Jayaprakash et al.[34] examined outstanding bactericidal effects of AgNps of fruit extract against eight bacterial strains. Fruit extract also showed excellent activity against microbes due to the presence of polyphenols.
In the present research work, the antifungal activity of crude gum sample as well as purified, modified and grafted samples exhibited excellent antifungal behavior. Maximum antifungal activity was demonstrated by the grafted gum sample and minimum was found by the crude gum sample. Nano formulated and purified samples also showed significant values of antifungal activities. Similarly, Boulenouar et al.[35] assessed the antifungal potential of different date palm cultivars extracts against F. oxysporum and calculated zone of inhibition that was found to be 6.50 mm.
Toxicity assay was performed to evaluate that modification in gum samples are beneficial or not (Table 6). It is clear from the table that non-significant toxicity was observed by all the experimental samples and values are in normal limits and therefore could be used as additives in nutraceuticals. In a study, Shahid et al.[36] reported a little toxicity of grafted guar gum sample as compared to unprocessed gum. Similarly, Munir et al.[7] found no toxicity of aqueous extract of gums to human erythrocytes. Dhiman et al.[37] reported that the grafted C. myxa gum has enhanced mucoadhesion and hence the grafted Cordia gum would be a promising excipient to develop mucoadhesive drug delivery systems.
To evaluate the DNA damaging activity of crude as well as modified gum samples, mutagenicity test was performed and results are depicted in Table 7. It is clear from the table that all the experimental samples were non-mutagenic and not contaminated with mutagenic agents. Das et al.[38] also reported similar results of the samples under investigations.
In conclusion, the C. myxa gum is a medicinal gum and has been used in medicines as an excipient. The purification, modification and nanoformulation of Cordia gum were done in this study through green pathways. From present research findings it has been revealed that the purified gum has the highest free radical scavenging activity while nanoformulated gum has the highest antibacterial activity. Therefore, the modified gum has more nutritional as well as medicinal potential as compared to its conventional or crude form and has portrayed more benefits to food or other edible formulations as functional additives.
Acknowledgements:
The work was supported by a grant from Higher Education Commission, Islamabad, Government of Pakistan.
Conflict of interest:
The authors declare that there is no conflict of interests regarding the publication of this manuscript.
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