Pragnesh N.
Dave
*a and
Pradip M.
Macwan
b
aDepartment of Chemistry, Sardar Patel University, Vallabh Vidyanagar-388 120, Gujarat, India. E-mail: pragnesh7@yahoo.com
bB. N. Patel Institute of Paramedical & Science (Science Division), Sardar Patel Education Trust, Bhalej Road, Anand – 388001, Gujarat, India
First published on 9th May 2024
The objective of the present study was to synthesize pH-sensitive gum ghatti-cl-poly (acrylic acid)/GO hydrogels for the drug delivery and controlled combined release of metformin hydrochloride and sodium diclofenac. Gum ghatti (Gg) and acrylic acid (AA) were free radicals copolymerized using N,N‘-methylenebisacrylamide (MBA) and tetramethyl ethylenediamine as cross-linkers and ammonium persulfate (APS) as an initiator. The structure and surface morphology of the composite hydrogel were determined using FTIR and SEM analyses, respectively. The FTIR studies confirmed the successful acrylic acid and graphene oxide grafting and drug binding onto the backbone of the synthesized hydrogel. Drug-release kinetics and mechanisms were investigated using zero- and first-order kinetic models as well as the Korsmeyer–Peppas model, Higuchi model, and Hixson–Crowell model. Drug-release experiments revealed the important characteristics related with physiologically expected pH levels, including a high release rate at pH 9.2. At pH 9.2, metformin HCl drug release increased from 4.68% to 37.46%, whereas sodium diclofenac release increased from 3.25% to 54.75%. However, at pH 9.2, both metformin hydrochloride and sodium diclofenac showed non-Fickian transport mechanisms. In summary, combining drugs may reduce the efficacy of a single medication while influencing metabolic rescue mechanisms.
In recent years, there has been an increasing interest in the development of stimulus-responsive hydrogels owing to their ability to significantly alter their volume and other parameters in response to a small change in external and internal stimuli, such as temperature, pressure, pH, and specific chemicals.7 Because of the presence of reactive groups such as –OH, –COOH, –NH2, –CONH2, and –SO3H, these materials are hydrophilic in nature and may absorb or retain substantial amounts of water; moreover, these hydrogels also contain bioactive molecules within their network. The development of improved drug delivery systems involves the use of cross-linked hydrogels that are non-toxic, biodegradable, and renewable in nature, as well as having a high water absorbency.8,9 Natural polysaccharide-based hydrogels have features that allow them to be employed as drug carriers as well as in tissue engineering, wound dressing, waste water treatment10–12 and other applications.13–19
The use of multiple drugs, or polypharmacy, often leads to drug–drug interactions, which may enhance drug-related toxicity in patients. It is true that any drug before being marketed has to pass through different phases of clinical trials in order to verify the safety and efficacy of the therapeutic agent in humans. However, even the stringent inclusion criteria in clinical trials often fail to reflect the real-world scenario. The scientific evaluation of drug–drug interactions in the real context of polypharmacy and comorbid conditions is very important to maximize the therapeutic outcome. However, to date, very few studies have been conducted to evaluate the effect of individual drugs in a situation of concomitant drug used in comorbid situations.20
Previously, a novel gum ghatti-cl-poly(NIPAm-co-AA) composite hydrogel with different graphene oxide (GO) concentrations was synthesized through graft-copolymerization by our group21 to investigate the effective complex formation and to analyze the type and intensities of complexes that may occur by the interactions of metformin and sodium diclofenac at different pH values.
The usage of natural polysaccharides in drug delivery is a topic of powerful research because of their biocompatibility and biodegradability. Gum ghatti (Gg) is a high-molecular-weight anionic polysaccharide derived from the Anogeissus latifolia plant in the Combretaceae family. D-Glucuronic acid, D-xylose, D-mannose, D-galactose, and L-arabinose make up the main structure of gum ghatti. Because of its thickening and emulsifying qualities, gum ghatti is frequently utilized in the paper, pharmaceutical, and food sectors. It is especially used in the development of pharmaceutical formulations as a sustained-release, matrix-forming, film-forming, and mucoadhesive polymer.22 Gg is a naturally occurring plant polysaccharide that comprises alternating 4-O-substituted and 2-O-substituted alpha-D-mannopyranose units and chains of 1–6 linked β-D-galactopyranose units with side chains that are most commonly single L-arabinofuranose residues.23 In our previous work,23 the probable structure of gum ghatti was discussed. Poly(acrylic acid) is an anionic polymer that is commonly employed in the creation of various dosage forms, particularly pH-sensitive hydrogels. Each monomer unit in the poly(acrylic acid) chain has one carboxyl group. Poly(acrylic acid) dissociation increases with the increasing medium pH (due to the carboxyl group). Poly(acrylic acid) is used in a variety of medical and pharmaceutical applications, including bioadhesives, drug-delivery systems, oral suspensions, and as a dispersion agent in food processing and cosmetic goods.24 The APS–TEMED redox pair is a commonly used initiator system for gel-formation reactions. TEMED molecules generate free radicals, resulting in a three-fold increase in the polymerization rate compared to the absence of an accelerator.25 Tetramethylethylenediamine (TEMED) is widely used with APS as a redox pair to initiate the polymerization of acrylic acid hydrogels under mild circumstances and has been introduced for the preparation of poly(acrylic acid)/GO hydrogels.
Sharma et al.26 successfully used a free-radical-polymerization technique to create conducting hydrogels based on gum ghatti. The grafting and crosslinking improved the samples’ thermal stability, according to thermal analysis. Amoxicillin trihydrate and paracetamol could be released from hydrogels more readily at pH 9.2 than at pH 2.4 or pH 7. For both drugs, the conducting hydrogel proved to be an effective drug-delivery method in alkaline pH. According to Ali et al.,27,28 adding GO to the hydrogel network improved its mechanical characteristics, self-healing abilities, drug-entrapment effectiveness, and ensured the controlled release of the entrapped drug. We observed how GO affected the hydrogel's properties through studies of its self-healing qualities, swelling behavior, degradation, and by tensile and compressive tests, and investigation of its rheological behavior, and in vitro drug-release behavior. Our findings suggested that the hydrogel, which is a self-healing nanocomposite, could serve as a platform for drug delivery at pH 7.4. Kaith et al.29 investigated the in situ release of cetirizine dihydrochloride using a gum tragacanth–acrylic acid hydrogel at 37 °C and at pH levels of 2.0, 7.0, and 9.2. A fractional factorial design was used to screen a variety of process variables, including solvent, temperature, pH, treatment time, initiator molar ratio, monomer concentration, and cross-linker. However, at pH 9.2, a non-Fickian mechanism was observed. Similarly, colon-specific drug-delivery systems for amoxicillin trihydrate and paracetamol were developed using crosslinked hydrogels derived from Gg at pH levels of 2.0, 7.0, and 9.2. A two-step aqueous polymerization was used to create an electrically active hydrogel interpenetrating network (IPN) composed of Gg, poly(acrylic acid) (AA), and polyaniline. The release of amoxicillin trihydrate and paracetamol increased with increasing the pH. The highest release was observed at basic pH for both Gg-g-poly(AA) and Gg-g-poly(AA-IPN-ANI) with amoxicillin trihydrate and paracetamol.26 Several other hydrogel systems have been studied synthesized by different polymerization techniques with different drugs for drug-delivery systems (Table S1†).
For instance, silver nanoparticles were synthesized using Saccharum officinarum plant extracts, resulting in a CH-Ag bionanocomposite. The method was environmentally friendly. The AgNPs ranged in size from 50 to 100 nm. The CH-Ag bionanocomposite was evaluated for different drug-release profiles, including itraconazole, at various pH levels (pH 2, 7, and 9). The results showed sustained drug release from the CH-Ag bionanocomposite. The highest drug release occurred at pH 7, followed by pH 9.2 with the lowest release.30 The drug quercetin (QC), which has antioxidant, antiviral, and anticancer properties, was loaded into a new nanocarrier based on a hydrogel nanocomposite containing chitosan (CS), carboxymethyl cellulose (CMC), and carbon nanotubes (CNTs). Furthermore, the use of CNTs increased drug loading by 48.0% and encapsulation by 86.5%. Moreover, in the study, the cytotoxicity of the nanocarriers with QC was measured using MTT analysis, and by examining the results, it was discovered that CS/CMC/CNTs/QC had a significantly higher cytotoxicity against the MCF-7 cell line than free QC. The CNT nanoparticles had an inhibiting impact and improved the release behavior of the nanocarriers. The controlled release of QC from the CS/CMC/CNTs/QC complex amplified cellular apoptosis while diminishing cell viability. Furthermore, the late apoptotic cell ratio observed in CS/CMC/CNTs/QC samples surpassed that of cell size samples in the apoptosis assay, indicating enhanced efficacy, which could be attributed to the controlled and slow release of QC from CS/CMC/CNTs/QC.31 Various nanodelivery systems have been used to deliver CRBP (1,1-cyclobutyldicarboxylate), including polymer-based nanocarriers, protein nanoparticles, lipid-based nanoparticles (liposomes and solid lipid nanoparticles), silica-based nanostructures, and carbon nanoparticles. Future prospects for CRPB delivery include enhanced targeting, combination therapies, personalized medications, image-guided delivery, and smart drug delivery. Specific triggers (e.g., pH, temperature, enzyme activity) at the tumor site could improve targeting and reduce off-target effects.32 Several hydrogel systems have been studied for drug delivery with varied applications (Table S2†).
Additionally, because of its hydrophilic oxygen-containing groups, GO can be easily removed and steadily distributed as single-layer sheets in an aqueous solution, which is advantageous for the preparation of mechanically strong nanocomposite hydrogels. By interacting physically and chemically with the hydrophilic polymer matrices, the oxygen-containing functional groups enable the graphene oxide (GO) nanosheets to greatly improve the mechanical performance. With reference to the aforementioned problem statement, an attempt was made to use N,N‘-methylene-bis-acrylamide (MBA) and ammonium persulfate (APS) as a cross-linker-initiator system for the free radical copolymerization of hydrogel composites based on gum ghatti with an interpenetrating network under vacuum. Fourier transform infrared (FTIR) spectroscopy and scanning electron microscopy (SEM) methods were used to characterize the structures of the candidate polymers.
Graphene oxide (GO) is a 2D water-soluble graphene derivative having oxygen-containing groups, such as hydroxyl, carboxylic, and carbonyl, at its edges and epoxy on the surface.33 Because of these functional groups, GO is a promising choice for increasing the drug-adsorption capabilities and mechanical strength of polymeric hydrogels. GO has been identified as a potential molecule for drug administration due to its high dispersibility in aqueous media, low toxicity, wide specific surface area, and strong electrostatic interactions with various adsorbates.34 Yang et al.,35 for example, investigated the loading and release performance of doxorubicin hydrochloride on GO, and discovered that the weight ratio of the loaded medication on to the GO carrier may approach 200%. Zhang et al.36 sought to functionalize GO with folic acid and sulfonic acid groups in order to improve its physiological stability and cell-targeting capabilities. Furthermore, the presence of functional groups such as hydroxyl, carboxylic, and epoxy resulted in graphene oxide's high compatibility with diverse systems, such as biomolecules37 and organic and inorganic materials,38via covalent and non-covalent interactions.39,40 Applying a polymer coating of GO eliminates the size and form constraints of GO, optimizing its efficiency for drug-delivery applications.41,42
Metformin HCl (Fig. 1), a biguanide derivative, is the chosen first-line oral blood glucose-lowering medication for type 2 diabetes management. It has three basic functions: reducing sugar absorption in the small intestine, stopping the liver from excreting more glucose into the blood, and eventually supporting the body in using natural insulin properly. As a result, it reduces endogenous glucose synthesis while causing no obvious hypoglycemia. However, because it is hydrophilic, it is only partly and slowly absorbed by the gastrointestinal system, resulting in a relatively poor bioavailability (50%–60%).43,44 Furthermore, because metformin HCl has a very short half-life (2–4 h), frequent administration of the drug is required for effective treatment. Furthermore, metformin HCl drugs may increase the occurrence of gastrointestinal symptoms, such as increased flatulence, stomach discomfort, anorexia, cramps, nausea, vomiting, diarrhea, and weight loss, all of which can contribute to patient noncompliance with their treatment. The development of a metformin HCl sustained-release formulation may provide a solution to the aforementioned limitations by improving gastrointestinal tolerability, and permitting once-daily dosage, therefore increasing patient compliance.45
Diclofenac sodium is a nonsteroidal anti-inflammatory, analgesic and antipyretic drug (NSAID) (Fig. 1).46 It is a sodium salt of an aminophenyl acetic acid that is rapidly absorbed after oral administration, with a biological half-life of 1–2 h and a high solubility above pH 5. Although this medicine is frequently used in the treatment of tendinitis, rheumatoid arthritis, osteoarthritis,2 and ankylosing spondylitis, features such as a short half-life and certain adverse effects limit its clinical use. The most frequent adverse effects include stomach discomfort, gastritis, peptic ulcer, and bleeding.47 Recent studies have been conducted to increase drug release, such as the use of tableted microspheres, acetate butyrate microparticles (a kind of polymer), and nanoparticles. Studies utilizing biomaterials as drug-release carriers have demonstrated effectiveness in overcoming such issues and improving the drug-release rate and targeting.26
The main objective of this study was to investigate complex formation and analyze the types and intensities of complexes that can result from metformin and diclofenac interactions and also to develop a pH-sensitive polymeric network of hydrogels via a free-radical-polymerization technique for the controlled delivery of metformin HCl and sodium diclofenac drugs. Such a polymeric network may be able to overcome the complications related with conventional systems and may help to keep the drug steady-state plasma concentration, allowing decreasing the dose frequency due to the larger loading ability, ultimately improving patient compliance. To address these issues, an attempt was made to develop hydrogel composites based on gum ghatti with an interpenetrating network through the use of free radical copolymerization and a cross-linker-initiator system, which included tetramethylethylenediamine (TEMED) as an initiator, N,N′-methylene-bis-acrylamide (MBA), and APS. Additionally, using sodium diclofenac and metformin hydrochloride as model drugs, the release profile of the synthesized hydrogels was investigated. Kinetic analysis was done for release of the drugs sodium diclofenac and metformin hydrochloride from the synthesized hydrogels. To make the current study more informative, an attempt was made to understand the development, characteristics, and uses of hydrogels based on natural polysaccharides. The synthesized hydrogels had various functional groups, like –OH, –COOH, and –CH, which helped the facile loading and sustained release of metformin hydrochloride and sodium diclofenac (SD) model drugs from the synthesized hydrogels. This new GO modification strategy can enable the creation of high-performance nanocomposites for biomedical engineering applications, including artificial tissue generation.
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Scheme 1 Possible and proposed mechanism for the addition of graphene oxide (GO) on the Gg-cl-poly(AA) hydrogel matrix. |
Hydrogel | Gum ghatti (g) | AA (ml) | APS (g) | MBA (g) | TEMED (ml) | GO (mg) | H2O (ml) |
---|---|---|---|---|---|---|---|
GGAAGO-0 | 0.5 | 1 | 0.05 | 0.05 | 0.05 | 0 | 10 |
GGAAGO-1 | 0.5 | 1 | 0.05 | 0.05 | 0.05 | 1 | 10 |
GGAAGO-2 | 0.5 | 1 | 0.05 | 0.05 | 0.05 | 2 | 10 |
GGAAGO-3 | 0.5 | 1 | 0.05 | 0.05 | 0.05 | 3 | 10 |
GGAAGO-4 | 0.5 | 1 | 0.05 | 0.05 | 0.05 | 4 | 10 |
GGAAGO-5 | 0.5 | 1 | 0.05 | 0.05 | 0.05 | 5 | 10 |
The synthesis of the gum ghatti and acrylic acid hydrogel by free radical polymerization using APS (ammonium persulfate) and a cross-linker occurred by the following mechanism:
(NH4)2S2O8 → 2NH4+ + 2SO4˙ |
SO4˙ + CH2 = CHCOOH → (CH2-CHCOOH)˙ |
(CH2-CHCOOH)˙ + CH2 = CHCOOH → (CH2-CHCOOH)2˙ |
(CH2 = CHCOOH)n + Cross-linker → Gum ghatti and acrylic acid hydrogel |
![]() | (1) |
![]() | (2) |
![]() | (3) |
![]() | (4) |
![]() | (5) |
![]() | (6) |
![]() | (7) |
In the above stated models Mt/M∞ is the cumulative fraction of drug release, t is the release time, n is the release exponent, M0 is the amount of drug loaded in hydrogel, Mt is the amount of drug release at time t, and k0, k1, k2, k3, and k4 are the release rate constants.55
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Fig. 2 FTIR spectra of (a) pure gum ghatti, (b) pure graphene oxide (GO), (c) the pure GGAAGO-0 hydrogel, and (d) the GGAAGO-3 hydrogel sample with 3 mg of graphene oxide. |
The successful functionalization of GO nanosheets with gum ghatti-cl-poly(AA) was supported by the presence of the above-mentioned FTIR peaks in the spectrum of gum ghatti-cl-poly(AA)/GO. Fig. 2 shows the FTIR spectra of GG, GO, gum ghatti-cl-poly(AA), and gum ghatti-cl-poly(AA)/GO. The following peaks were observed in the FTIR spectrum of GG: a broad peak at 3215 cm−1, which was assigned to O–H stretching vibration;58 a band at 1310 cm−1, ascribed to O–H bending (in plane) or C–H bending; and a strong band at 1015 cm−1 assigned to C–O stretching vibration.59 The low-intensity band at 631 cm−1 was associated with C–O or O–H bending vibrations (out of plane). The presence of an amide functional group in GG was shown by the appearance of a band at 1612 cm−1.60 The stretching vibration of the carbonyl group in carboxylic acid appeared at 1710 cm−1 and the peak of symmetrical vibration of COOH at 1384 cm−1 confirmed the formation of the gum ghatti-cl-poly(AA) hydrogel,61 which was also supported by the absence of a peak at 1534 cm−1, which would be a characteristic peak of CC. This demonstrated that the C
C bond in AA was changed to a C–C bond, which resulted in the formation of PAA in the hydrogel. As shown in Fig. 2, the FTIR spectrum of gum ghatti-cl-poly(AA)/GO displayed new absorption bands at 2915, 1710, and 1161 cm−1, assigned to the stretching vibrations of C–H, C
O, and C–O,4 compared to that of GO, indicating that PAA was successfully grafted onto GO.62
The SEM images confirmed that the synthesized polymeric network exhibited an irregular and porous fibrillar structure. These pores within the network play a crucial role in enabling the passage of water or other fluids. Furthermore, these pores also serve as the sites where the hydrophilic groups of the polymeric network interact with external stimuli. The presence of this porous structure on the surface of the polymeric network supports its high swelling tendency. The interconnected pores provide ample space for the absorption and retention of water or other fluid environments. This characteristic is essential for hydrogels intended for drug-delivery applications, as it allows for the efficient diffusion of drugs and promotes sustained release. The SEM images provide visual evidence of the porous and interconnected structure of the Aloe vera–AAm polymeric network, confirming its potential as a suitable material for applications such as drug-delivery systems and other biomedical applications.64
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Fig. 4 Plots of cumulative drug release against time (hours) for metformin HCl-loaded GGAAGO-0, GGAAGO-1, and GGAAGO-3 hydrogels at pH 1.2, pH 7.4, and pH 9.2 and at 37 °C. |
Hydrogels | Drug release (in %) at | ||
---|---|---|---|
pH 1.2 | pH 7.4 | pH 9.2 | |
Metformin HCl | |||
GGAAGO-0 | 3.36 ± 2.2 | 30.98 ± 2.5 | 34.46 ± 1.8 |
GGAAGO-1 | 7.17 ± 2.0 | 29.85 ± 2.0 | 39.78 ± 1.7 |
GGAAGO-3 | 4.68 ± 1.2 | 35.64 ± 1.5 | 37.46 ± 2.1 |
Sodium diclofenac | |||
GGAAGO-0 | 3.66 ± 2.1 | 41.99 ± 1.9 | 54.97 ± 2.0 |
GGAAGO-1 | 3.56 ± 2.0 | 50.39 ± 1.8 | 61.56 ± 1.8 |
GGAAGO-3 | 3.25 ± 2.1 | 53.90 ± 1.5 | 54.75 ± 2.0 |
Fig. 4 shows the metformin hydrochloride release profile of the hydrogels at three different pH conditions: 1.2, and 7.4, 9.2. As can be seen in Fig. 4, the cumulative release increased rapidly with time (hours) and then reached an equilibrium value after a certain time. The equilibrium value was the highest at pH 9.2 and the lowest at pH 1.2. The initial slope of the curve, which is a measure of the release rate, was highest at pH 9.2 and lowest at pH 1.2. It was observed that the mechanism of metformin hydrochloride release from the as-prepared hydrogels was dependent on pH: at acidic and neutral pH's, the prevalent mechanism was diffusion, while at pH 9.2, the diffusion and chain relaxation were concomitantly important for the metformin hydrochloride diffusion. Some erosion of the polymeric matrix also helps to increase the release under alkaline conditions. The main findings are associated with the chemical structure of the hydrogels and the ionization of the carboxylic groups.
These results may be due to the fact that in acidic conditions, the hydrogel shrinks and the pore size drops, and so the drug release is hindered. In basic conditions, on the other hand, the hydrogel swells and the pore size upsurges, enabling the release of drugs.66 This is due to the fact that at lower pH the –COO− groups are sheltered by H+ ions and different polymer chains do not become so far apart from each other due to the least repulsion. Because of this, the polymer matrix remains in a collapsed state. On the other hand, at higher pH these partially ionized –COO− groups are the least sheltered and extreme repulsions between different polymeric chains exist, resulting in greater swelling of the matrix with increased fluid intake and hence increased drug diffusion.26
Metformin, an inhibitor of complex-I of the respiratory chain, has been shown in studies to inhibit some brain tumor initiating cells (BTICs), though at too high a dose for clinical use. As a result, we investigated whether combining metformin and diclofenac, a nonsteroidal anti-inflammatory drug (NSAID) known to inhibit glycolysis by interfering with lactate efflux, would have additive or even synergistic effects on BTICs (BTIC-8, -11, -13, and -18) and tumor cell (TC) lines (TCs, U87, and HTZ349). The functional effects, such as proliferation and migration, metabolic effects, such as oxygen consumption and extracellular lactate levels, and protein-level effects, including the signaling pathways, were all investigated. A functional investigation revealed that metformin and diclofenac combined treatment had synergistic anti-migratory and anti-proliferative effects on BTICs and TCs. The signaling pathways could not fully explain the synergistic effects. However, metformin was found to inhibit cellular oxygen consumption while increasing extracellular lactate levels, indicating glycolytic rescue mechanisms. The combined treatment inhibited metformin-induced lactate increase. The combination of metformin and diclofenac may be a promising new treatment for glioblastoma. Combined treatment may reduce the effective doses of individual agents while inhibiting metabolic rescue mechanisms. More research is needed to determine the potential side effects in humans. As a result, the studies ensured that metformin treatment reduced the intake of oxygen while increasing extracellular lactate levels, indicating increased energy generation via glycolysis, whereas diclofenac only slightly reduced lactate. Diclofenac reduced extracellular lactate levels less than in previous studies investigating NSAID's inhibition of cellular lactate production. This could be because BTICs are particularly dependent on mitochondrial ATP production in an oxygen-rich cell culture environment.67
A potential improvement in the therapeutic efficacy of biguanide metformin hydrochloride loaded in lipid vesicles (MH-LLVs) on alloxan-induced diabetic rats was investigated.68 Metformin hydrochloride entrapped in lipid vesicles formed by an integrated process of multiple emulsification and solvent evaporation could effectively reduce hyperglycemia in diabetic animals induced with alloxan. This allowed the biochemical biomarkers under investigation to be restored to near-normal levels. This could be due to the improved bioavailability of the metformin entrapped in lipid vesicles via sustained drug release. Overall, the MH-LLV presented here appears to be a promising extended-release formulation, with increased bioavailability, sustained release, and improved anti-hyperglycemic properties.
In terms of glycemic control, the results show that the longer-acting extended-release (XR) and delayed-release (DR) metformin formulations were as effective as immediate-release (IR) formulations, but the longer-acting formulations offer significant advantages.69 Metformin XR was linked to lower serum LDL cholesterol levels, whereas metformin DR was strongly linked to lower GI side effects, which may improve drug adherence. More research is needed to fine-tune the optimal cost-benefit ratio of the various metformin preparations available in different clinical settings. Additionally, studies have shown that in patients with diabetes mellitus (DM) treated with insulin and without it, metformin use had no effect on the endothelial healing of drug-eluting stents (DESs). These findings suggest that MF use in these patients should not be discouraged.70
Kinetic modeling was performed for all formulations in order to deduce the drug-release mechanism from the developed Gg-cl-poly(AA)/GO (GGAAGO) hydrogels, as shown in Table 3. A suitable model was chosen on the basis of the nearness of the “R2” value to 1. The “R2” value is the regression coefficient. The “R2” values of all the models were compared. From Table 3, it could be concluded that the “R2” value for the Korsmeyer–Peppas model was higher than that for the zero-order, first-order, Higuchi, and Hixson–Crowell models. The release data also showed a good fit with the Korsmeyer–Peppas model. The release exponent “n” value specifies the type of diffusion process, and the “n” values for the developed system of hydrogels were in range of 0.2569–0.4777 (Table 4), confirming anomalous (non-Fickian) diffusion.71
Kinetic models | Zero-order | First-order | Higuchi | Korsmeyer–Peppas | Hixson–Crowell | |
---|---|---|---|---|---|---|
Linear fit | M t vs. t | log![]() |
M t/M∞vs. t1/2 | log (Mt/M∞)vs. log![]() |
vs. t | |
R 2 | R 2 | R 2 | R 2 | n | R 2 | |
Metformin hydrochloride | ||||||
GGAAG0-0 (pH 1.2) | 0.89702 | 0.85654 | 0.93444 | 0.95645 | 0.47770 ± 0.0384 | 0.87093 |
GGAAG0-0 (pH 7.4) | 0.84492 | 0.8383 | 0.75779 | 0.85027 | 0.30998 ± 0.04856 | 0.84054 |
GGAAG0-0 (pH 9.2) | 0.89189 | 0.88128 | 0.72468 | 0.8255 | 0.30225 ± 0.05175 | 0.88487 |
GGAAG0-1 (pH 1.2) | 0.83892 | 0.79934 | 0.91292 | 0.93853 | 0.47695 ± 0.04592 | 0.81394 |
GGAAG0-1 (pH 7.4) | 0.27902 | 0.28444 | 0.46644 | 0.64848 | 0.25695 ± 0.06889 | 0.28263 |
GGAAG0-1 (pH 9.2) | 0.88103 | 0.86811 | 0.80348 | 0.87824 | 0.33596 ± 0.04682 | 0.8725 |
GGAAG0-3 (pH 1.2) | 0.93018 | 0.67084 | 0.98671 | 0.93464 | 1.16606 ± 0.11597 | 0.79276 |
GGAAG0-3 (pH 7.4) | 0.89952 | 0.8936 | 0.86873 | 0.91791 | 0.35195 ± 0.03953 | 0.89568 |
GGAAG0-3 (pH 9.2) | 0.72684 | 0.7231 | 0.8045 | 0.88214 | 0.33605 ± 0.04599 | 0.72436 |
Sodium diclofenac | ||||||
GGAAG0-0 (pH 1.2) | 0.8758 | 0.6091 | 0.97562 | 0.92326 | 1.17765 ± 0.12758 | 0.72344 |
GGAAG0-0 (pH 7.4) | 0.9687 | 0.93492 | 0.9377 | 0.9525 | 0.45793 ± 0.03851 | 0.94783 |
GGAAG0-0 (pH 9.2) | 0.59963 | 0.56914 | 0.83601 | 0.89807 | 0.48667 ± 0.06148 | 0.57991 |
GGAAG0-1 (pH 1.2) | 0.73381 | 0.05439 | 0.91863 | 0.93105 | 0.70432 ± 0.07207 | 0.66871 |
GGAAG0-1 (pH 7.4) | 0.03628 | 0.28444 | 0.61557 | 0.72665 | 0.44628 ± 0.10078 | 0.04887 |
GGAAG0-1 (pH 9.2) | 0.74084 | 0.7253 | 0.83489 | 0.90053 | 0.38498 ± 0.04798 | 0.73069 |
GGAAG0-3 (pH 1.2) | 0.90263 | 0.86693 | 0.8887 | 0.92566 | 0.42423 ± 0.04518 | 0.8796 |
GGAAG0-3 (pH 7.4) | 0.94365 | 0.90868 | 0.95472 | 0.96296 | 0.48346 ± 0.03574 | 0.92179 |
GGAAG0-3 (pH 9.2) | 0.95811 | 0.92178 | 0.91344 | 0.93677 | 0.43477 ± 0.04249 | 0.93515 |
Exponent (n) | Drug release mechanism |
---|---|
n ≤ 0.45 | Fickian diffusion (case I diffusional) |
0.45 <n < 0.89 | Anomalous (non-Fickian) diffusion |
n = 0.89 | Zero order release (case II transport) |
n > 0.89 | Super case II transport |
The study examined an oral sustained-release (SR) metformin tablet prepared using the direct compression method with hydrophilic hydroxylpropylmethylcellulose (HPMC) and guar gum polymer alone and in combination at various concentrations.72 The results of the studies revealed that the hydrophilic matrix of HPMC alone could not effectively control metformin release for 12 h, but when combined with guar gum, it could slow the release of the drug and thus be successfully used to formulate SR matrix tablets. Fitting the data to the Korsmeyer equation revealed that diffusion and erosion could be the mechanism of drug release.
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Fig. 6 Plots of cumulative drug release against time (hours) for sodium diclofenac-loaded GGAAGO-0, GGAAGO-1, and GGAAGO-3 hydrogels at pH 1.2, pH 7.4, and pH 9.2 and 37 °C. |
The effect of metformin, either alone or in combination with the two nonsteroidal anti-inflammatory drugs (NSAIDs) diclofenac and diflunisal on acute myeloid leukemia (AML) cell lines and primary patient blasts was investigated. Diclofenac, but not diflunisal, decreased lactate secretion in three different AML cell lines (THP-1, U937, and KG-1), and both drugs increased respiration at low concentration. Despite these metabolic effects, both NSAIDs had only a minor effect on tumor cell proliferation and viability up to a concentration of 0.2 mM. At higher concentrations of 0.4–0.8 mM, diflunisal alone had a clear effect on AML cell line proliferation and inhibited respiration. A single dose of the anti-diabetic drug metformin inhibited mitochondrial respiration but did not affect proliferation or viability. However, combining all three drugs resulted in strong cytostatic and cytotoxic effects on THP-1 cells. Similar to the findings with THP-1 cells, the combination of all three drugs significantly reduced primary leukemic blast proliferation and induced apoptosis. Furthermore, the NSAIDs enhanced the effect of low-dose chemotherapy with cytarabine by inhibiting the proliferation of primary AML cells. Together, we show that low concentrations of metformin and the two NSAIDs diclofenac and diflunisal had a synergistic inhibitory effect on AML proliferation and induced apoptosis, most likely by blocking tumor cell metabolism. Our findings demonstrate the feasibility of using anti-metabolic drugs for AML treatment.73
Six microparticle formulations (MF-1 to MF-6) made of polyethylene glycol-6000 (PEG-6000) with and without chitosan were loaded with two drugs (DS and SM) using the cold/hot (melt) dispersion method.74 The formulated microparticles were then mixed with carbopol gel (0.75%–1.00% w/v) and tested. The percentage yield for all the formulated microparticles ranged from 94.13% to 97.18%. The drug contents of both DS and SM were within the permitted limits. The in vitro drug-release results showed that the release of DS and SM from the prepared microparticles increased in the chitosan-containing preparation compared to the non-chitosan preparation. When compared to the microparticles alone, the gel formulations showed slower drug release. Based on the findings, it is possible to conclude that chitosan increased the particle size, which led to a faster drug release. The study also suggests that when DS and SM are administered together in pure, microparticle, or gel form, they produce a synergistic drug release effect.
Different kinetic models, such as zero order, first order, Higuchi, Hixson–Crowell, and Korsmeyer–Peppas, were used to analyze the drug-release mechanism from the GGAAGO hydrogels by fitting the release data in respective models, as shown in Table 3.75 The release data exhibited a close fit to the Korsmeyer–Peppas model, which explains the “n” diffusion exponent that determines the drug-release mechanism from the developed hydrogels, with the n value determining the type of diffusion; whereby n ≤ 0.45 refers to Fickian diffusion while 0.45 ≤ n ≤ 0.89 determines non-Fickian (anomalous) transport, analogous to coupled diffusion/polymer relaxation.24 The (R2) values of the Korsmeyer–Peppas model were found to be higher compared to all the other models and were in the range of 0.7266–0.9629. The (n) values for all the formulations were in the range of 0.3849–0.7043, as shown in Table 4, representing a non-Fickian diffusion-transport mechanism.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d3pm00072a |
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